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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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                <gco:CharacterString>Integrated Hard and Soft Bottom Seafloor Substrate Map of Guam Island, Mariana Archipelago. The zip file contains the interpolated and non-interpolated versions of the integrated products in GeoTIFF format and the 50m depth contour shapefile with the PDF map showing the extent of the products. The number of the file name indicates the pixel resolution of the products.</gco:CharacterString>
              </gmd:description>
              <gmd:function>
                <gmd:CI_OnLineFunctionCode codeList="http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#CI_OnLineFunctionCode" codeListValue="download">download</gmd:CI_OnLineFunctionCode>
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                <gco:CharacterString>Integrated Hard and Soft Bottom Seafloor Substrate Map of Saipan Island, Mariana Archipelago. The zip file contains the interpolated and non-interpolated versions of the integrated products in GeoTIFF format and the 50m depth contour shapefile with the PDF map showing the extent of the products. The number of the file name indicates the pixel resolution of the products.</gco:CharacterString>
              </gmd:description>
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                <gco:CharacterString>Hard and Soft Bottom Seafloor Substrate Map of Anatahan Island, Mariana Archipelago. The zip file contains the product in GeoTIFF format with the PDF map showing the extent of the products.</gco:CharacterString>
              </gmd:description>
              <gmd:function>
                <gmd:CI_OnLineFunctionCode codeList="http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#CI_OnLineFunctionCode" codeListValue="download">download</gmd:CI_OnLineFunctionCode>
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                <gco:CharacterString>Integrated Hard and Soft Bottom Seafloor Substrate Map of Maug Island, Mariana Archipelago. The zip file contains the interpolated and non-interpolated versions of the integrated products in GeoTIFF format and the 20m depth contour shapefile with the PDF map showing the extent of the products. The number of the file name indicates the pixel resolution of the products. The file also contains the 20m depth contour shapefile of Supply Reef near by.</gco:CharacterString>
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              <gmd:protocol>
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                <gco:CharacterString>kin_2m_hardsoft.zip</gco:CharacterString>
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              <gmd:description>
                <gco:CharacterString>Newly developed Hard and Soft Bottom Seafloor Substrate Map of Kingman Reef, Pacific Remote Islands. The zip file contains the product in GeoTIFF format with the PDF map showing the extent of the product.
Source WorldView satellite image: 2015</gco:CharacterString>
              </gmd:description>
              <gmd:function>
                <gmd:CI_OnLineFunctionCode codeList="http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#CI_OnLineFunctionCode" codeListValue="download">download</gmd:CI_OnLineFunctionCode>
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                <gco:CharacterString>Integrated Hard and Soft Bottom Seafloor Substrate Map of Palmyra Atoll, Pacific Remote Islands.. The zip file contains the interpolated and non-interpolated versions of the integrated products in GeoTIFF format and the 20m depth contour shapefile with the PDF map showing the extent of the products. The number of the file name indicates the pixel resolution of the products.

The zip file also contains newly developed Hard and Soft Bottom Seafloor Substrate Map of Palmyra Atoll. It includes the non-interpolated version, and the interpolated version with the existing benthic habitat layers. The products are in GeoTIFF format with the PDF map showing the extent of the product. 

Source WorldView satellite image: 2014</gco:CharacterString>
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                <gco:CharacterString>Integrated Hard and Soft Bottom Seafloor Substrate Map of Rose Atoll, American Samoa. The zip file contains the interpolated and non-interpolated versions of the integrated products in GeoTIFF format and the 20m depth contour shapefile with the PDF map showing the extent of the products. The number of the file name indicates the pixel resolution of the products.</gco:CharacterString>
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                <gco:CharacterString>Newly developed Hard and Soft Bottom Seafloor Substrate Map of Howland Island, Pacific Remote Islands. The zip file contains the product in GeoTIFF format with the PDF map showing the extent of the product. Also included is the 10 m contour polygon file for Howland, which was not previously provided as there was a lack of sufficient data available at that time. Access to additional better quality WorldView imagery for Howland allowed for new estimated depths to be generated, and therefore sufficient depth information is now available to derive the 10-m isobath.  Source WorldView satellite images: 2011 and 2016</gco:CharacterString>
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                <gco:CharacterString>Newly developed Hard and Soft Bottom Seafloor Substrate Map of Jarvis Island, Pacific Remote Islands. The zip file contains the product in GeoTIFF format with the PDF map showing the extent of the product. Also included is the 10 m contour polygon file for Jarvis, which was not previously provided as there was a lack of sufficient data available at that time. Access to additional better quality WorldView imagery for Jarvis allowed for new estimated depths to be generated, and therefore sufficient depth information is now available to derive the 10-m isobath.  Source WorldView satellite image: 2016</gco:CharacterString>
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                <gmd:URL>ftp://ftp.soest.hawaii.edu/pibhmc/website/data/pria/benthichabitatlayers/joh_2m_hardsoft.zip</gmd:URL>
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                <gco:CharacterString>Newly developed Hard and Soft Bottom Seafloor Substrate Map of Johnston Atoll, Pacific Remote Islands. The zip file contains the product in GeoTIFF format with the PDF map showing the extent of the product. 
Source WorldView satellite image: 2014</gco:CharacterString>
              </gmd:description>
              <gmd:function>
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            <gco:CharacterString>Tier 1 and Tier 2 method: Two primary maps describing the benthic habitats were used in the analysis. ESD hard-soft substrate maps were derived from unsupervised classification of multibeam backscatter and bathymetry derivatives. The Biogeography Program shallow-water benthic habitat maps are derived from IKONOS satellite imagery (Quickbird satellite imagery for Palmyra Atoll). Ground truthing data include ESD's biological survey locations (both fish and coral), and the benthic images acquired during Towed Optical Assessment Device (TOAD) surveys.
Primary method for Tier 3: the predictive substrate maps were produced from recently acquired WorldView satellite images.</gco:CharacterString>
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            <gco:CharacterString>Refer to the metadata and documentation for the accuracy of each dataset included in the analysis (go to Sources in the the Lineage section).
For hard and soft substrate maps newly developed from WorldView 2 satellite imagery, the classification results were compared against ESD's biological survey locations (both fish and coral surveys), with 95-99.5% agreement.</gco:CharacterString>
          </gmd:evaluationMethodDescription>
          <gmd:result gco:nilReason="missing" />
        </gmd:DQ_QuantitativeAttributeAccuracy>
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            <gco:CharacterString>Analytical Accuracy</gco:CharacterString>
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          <gmd:evaluationMethodDescription>
            <gco:CharacterString>As of yet, these data have not been compared with external references or other published data.</gco:CharacterString>
          </gmd:evaluationMethodDescription>
          <gmd:result gco:nilReason="missing" />
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          <gmd:evaluationMethodDescription>
            <gco:CharacterString>Improved hard and soft bottom seafloor substrate maps were prepared for approximately 28 locations grouped into three priority tiers, and the maps have been submitted to the Pacific Islands Regional Office, Protected Resources Division for their review to support management of corals listed under the Endangered Species Act. These maps may be subject to updates as new data and information become available. The following locations were priorities for PIRO, however substrate maps could not be prepared for Supply Reef or the offshore banks of Guam due to the lack of available data. Also, due to limited availability of bathymetry for Anatahan and Aguijan, the substrate maps for these areas were not constrained to the desired depth limit (20 m for both locations).</gco:CharacterString>
          </gmd:evaluationMethodDescription>
          <gmd:result gco:nilReason="missing" />
        </gmd:DQ_CompletenessCommission>
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      <gmd:report>
        <gmd:DQ_ConceptualConsistency>
          <gmd:nameOfMeasure>
            <gco:CharacterString>Conceptual Consistency</gco:CharacterString>
          </gmd:nameOfMeasure>
          <gmd:evaluationMethodDescription>
            <gco:CharacterString>Data are collected for resource management and research purposes and are tested for internal consistency. Each GeoTiff file was derived following the method described in the lineage section.</gco:CharacterString>
          </gmd:evaluationMethodDescription>
          <gmd:result gco:nilReason="missing" />
        </gmd:DQ_ConceptualConsistency>
      </gmd:report>
      <gmd:lineage>
        <gmd:LI_Lineage>
          <gmd:statement>
            <gco:CharacterString>The steps in this analysis included: 1) re-categorizing all data to simple hard/soft substrates, 2) integrating all data following data prioritization rules established by an accuracy assessment, 3) filling gaps in data using interpolation, and 4) extracting the data to known depth ranges for the coral species in question.

Biogeography Program shallow-water benthic habitat maps and ESD backscatter-derived hard-soft substrate maps were unavailable for several locations in the Pacific Remote Island Areas. Satellite images were processed for these places using the method described in Mumby and Edwards (2000) and then unsupervised classification was applied to derive hard and soft substrates for these places.</gco:CharacterString>
          </gmd:statement>
          <gmd:processStep>
            <gmd:LI_ProcessStep>
              <gmd:description>
                <gco:CharacterString>First, the accuracy of two primary maps for three islands - Tutuila in American Samoa, Guam and Saipan in Mariana Archipelago were examined using the ground truthing data. Due to a wide area of overlap between the two datasets, it was necessary to make a decision on how to treat the two datasets in these areas. As the two datasets were produced from different methods, and from different underlying data (multibeam bathymetry versus satellite imagery) there were naturally discrepancies between the two datasets. Examination of the ground truthing data showed that the Biogeography Program shallow-water benthic habitat map provided better representations of overall classifications for all three islands. For both maps, the sand classes produced poor accuracy. This might be due to the disparity of the data acquisition time among the datasets, and the sand cover might be greatly shifted over time.  Based on the accuracy assessments and uncertainties, a pragmatic decision was taken to integrate all the datasets following data prioritization rules:
1.	Hard classes from ground truthing data
2.	Biogeography Program shallow-water benthic habitat map
3.	ESD backscatter-derived hard-soft substrate map

These data prioritization rules are applied to the rest of the islands. ESD backscatter-derived hard-soft substrate maps are only available for Tutuila, Ofu/Olosega and Tau islands, and Rose Atoll in American Samoa; and Guam, Saipan, Tinian, and Pagan islands in Mariana Archipelago. For Rota, Aguijan, Maug, and Anatahan islands in Mariana Archipelago and Palmyra Atoll in Pacific Remote Islands, only the Biogeography Program shallow-water benthic habitat map and available ground truthing data were used. The pixel resolution is dependent on the available datasets: if ESD hard-soft substrate maps are available, the pixel resolution of the products inherits the resolution of the ESD hard-soft substrate maps. Otherwise it will inherit the resolution of the Biogeography Program shallow-water benthic habitat map.</gco:CharacterString>
              </gmd:description>
              <gmd:dateTime>
                <gco:DateTime>2016-05-31T00:00:00</gco:DateTime>
              </gmd:dateTime>
              <gmd:processor>
                <gmd:CI_ResponsibleParty>
                  <gmd:organisationName>
                    <gco:CharacterString>Pacific Islands Fisheries Science Center</gco:CharacterString>
                  </gmd:organisationName>
                  <gmd:contactInfo>
                    <gmd:CI_Contact>
                      <gmd:phone>
                        <gmd:CI_Telephone>
                          <gmd:voice>
                            <gco:CharacterString>808-725-5360</gco:CharacterString>
                          </gmd:voice>
                        </gmd:CI_Telephone>
                      </gmd:phone>
                      <gmd:address>
                        <gmd:CI_Address>
                          <gmd:electronicMailAddress>
                            <gco:CharacterString>pifsc.info@noaa.gov</gco:CharacterString>
                          </gmd:electronicMailAddress>
                        </gmd:CI_Address>
                      </gmd:address>
                    </gmd:CI_Contact>
                  </gmd:contactInfo>
                  <gmd:role>
                    <gmd:CI_RoleCode codeList="http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#gmd:CI_RoleCode" codeListValue="processor">processor</gmd:CI_RoleCode>
                  </gmd:role>
                </gmd:CI_ResponsibleParty>
              </gmd:processor>
            </gmd:LI_ProcessStep>
          </gmd:processStep>
          <gmd:processStep>
            <gmd:LI_ProcessStep>
              <gmd:description>
                <gco:CharacterString>For the Biogeography Program shallow-water benthic habitat map, polygons were first deleted that were not required for this product; the polygons where the Major Reef Structure (M_STRUCT) was either 'Unknown' or 'Other Delineations' were deleted, leaving only polygons where M_STRUCT was 'Coral Reef and Hardbottom' or 'Unconsolidated Sediment.' The polygon shapefile was then converted into an ArcGIS Raster, using the ArcGIS tool, 'Polygon To Raster’. The raster values were checked to ensure that the same value was equivalent to hard substrate as in the ESD backscatter-derived hard-soft map, where 'Coral Reef and Hardbottom' was classed as 'hard' and 'Unconsolidated Sediment' was classed as 'soft'.</gco:CharacterString>
              </gmd:description>
              <gmd:dateTime>
                <gco:DateTime>2016-05-31T00:00:00</gco:DateTime>
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              <gmd:processor>
                <gmd:CI_ResponsibleParty>
                  <gmd:organisationName>
                    <gco:CharacterString>Pacific Islands Fisheries Science Center</gco:CharacterString>
                  </gmd:organisationName>
                  <gmd:contactInfo>
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                          <gmd:voice>
                            <gco:CharacterString>808-725-5360</gco:CharacterString>
                          </gmd:voice>
                        </gmd:CI_Telephone>
                      </gmd:phone>
                      <gmd:address>
                        <gmd:CI_Address>
                          <gmd:electronicMailAddress>
                            <gco:CharacterString>pifsc.info@noaa.gov</gco:CharacterString>
                          </gmd:electronicMailAddress>
                        </gmd:CI_Address>
                      </gmd:address>
                    </gmd:CI_Contact>
                  </gmd:contactInfo>
                  <gmd:role>
                    <gmd:CI_RoleCode codeList="http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#gmd:CI_RoleCode" codeListValue="processor">processor</gmd:CI_RoleCode>
                  </gmd:role>
                </gmd:CI_ResponsibleParty>
              </gmd:processor>
            </gmd:LI_ProcessStep>
          </gmd:processStep>
          <gmd:processStep>
            <gmd:LI_ProcessStep>
              <gmd:description>
                <gco:CharacterString>For the ESD backscatter-derived hard-soft substrate, no data area was removed.</gco:CharacterString>
              </gmd:description>
              <gmd:dateTime>
                <gco:DateTime>2016-05-31T00:00:00</gco:DateTime>
              </gmd:dateTime>
              <gmd:processor>
                <gmd:CI_ResponsibleParty>
                  <gmd:organisationName>
                    <gco:CharacterString>Pacific Islands Fisheries Science Center</gco:CharacterString>
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