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        <gco:CharacterString>Benthic habitat maps for Rose Atoll, American Samoa were derived from high resolution, multispectral satellite imagery for 2004, 2006, and 2010. The benthic habitat maps for 2004 were previously generated by NOAA's NCCOS's BioGeography Branch before this project, and they were gathered from NOAA's 2005 publication (NCCOS, 2005). The benthic habitat maps for 2006 and 2010 were generated in this project. Bathymetry (water depth) from 0 to 30 meters was derived from satellite imagery for 2006 and 2010 and validated with multibeam and singlebeam depth data, respectively. Eight geomorphological features of the seafloor (Mean Depth, Standard Deviation of Depth, Slope, Slope of Slope, Rugosity, Curvature, Plan Curvature, and Profile Curvature) were derived from the bathymetry for 2006 and 2010. The geomorphological features were used to perform a Principal Component Analysis (PCA), and the first three Principal Components were used in combination with classified benthic imagery (underwater images of the seafloor) to classify the underwater habitat of the inner lagoon and sloping reef areas of Rose Atoll. 

The final benthic habitat maps consist of two maps for each of the three years. The first map shows the four dominant cover types that make up the shallow water benthic habitat on Rose Atoll, which are coral, coralline algae, macroalgae, and turf algae. The area in square kilometers of each cover types is provided. The purpose of the first map is to show the most abundant biological cover types in the benthic habitat. The second map show the percentages of the four dominant cover types, which are divided into three bins: 10%-&lt;50% coverage, 50%-&lt;90% coverage, and 90%-100% coverage. The area in square kilometers of each of the cover types is also provided. The purpose of the second map is to examine the smaller changes in the benthic habitat over the three years.</gco:CharacterString>
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        <gco:CharacterString>The benthic habitat maps were prepared by the Coral Reef Ecosystem Program (CREP) and funded by the Coral Reef Conservation Program (CRCP), in order to determine the feasibility of an automated image analysis program known as CoralNet. These maps were also used in a graduate research project, in order to examine any spatial and temporal changes in the shallow water benthic habitat of Rose Atoll in the years where sufficient spatial data were available. Therefore, the spatial and temporal changes in the shallow water benthic habitat were examined for the years 2004, 2006, and 2010.</gco:CharacterString>
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            <gco:CharacterString>Mapping and EcoSpatial Information Products to Support Coral Reef Ecosystem Management in the Pacific Islands Region</gco:CharacterString>
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                            <gmd:URL>https://forum.earthdata.nasa.gov/app.php/tag/GCMD%2BKeywords</gmd:URL>
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                            <gco:CharacterString>Global Change Master Directory (GCMD). 2025. GCMD Keywords, Version 22. 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>
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            <gco:CharacterString>Use Constraints: These data are not to be used for navigation purposes.

Please cite NOAA Coral Reef Ecosystem Program (CREP) when using the data.
Suggested citation:
Roberson, Liana; Coral Reef Ecosystem Program; Pacific Islands Fisheries Science Center (2017). Benthic Habitat Maps for Rose Atoll Marine National Monument in American Samoa from 2004 to 2010. Pacific Islands Benthic Habitat Mapping Center, https://www.fisheries.noaa.gov/inport/item/46886.</gco:CharacterString>
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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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        <gco:CharacterString>Coral Point Count with Excel Extensions (CPCe) was used to classify benthic images (underwater images) of the seafloor. Environment for Visualizing Images (ENVI) was used to analyze the satellite imagery of Rose Atoll. ArcGIS for Desktop's Spatial Analyst Tools, 3D Analyst Tools, Benthic Terrain Modeler (BTM) Tools, Principle Component Analysis (PCA) Tool, and the Maximum Likelihood Classification (MLC) tool were used to derive bathymetry, the eight geomorphological features of the seafloor, and classify the underwater habitat for the three years.</gco:CharacterString>
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     POSITIONAL ACCURACY:
          Horizontal Positioning System: GPS C/A
          Horizontal Position Accuracy: 25 meters
     VERTICAL POSITIONAL ACCURACY: 
          Range Resolution of Sonar: Varies with Depth
          Raw Resolution of Sonar: Varies with Depth
          Vertical Accuracy of Gridded Sonar Product: ~ 1% of water depth
          Vertical Accuracy of Derived Bathymetry Product: 5 meter range

Accuracy of single beam sonar acquired in 2012 and 2015, which was used to create the 2010 benthic habitat maps:
     POSITIONAL ACCURACY:
          Horizontal Position Accuracy: 6.42 m ± 0.02 (2012), 3.01 m ± 0 (2015)
      VERTICAL POSITIONAL ACCURACY: 
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            <gco:CharacterString>Estimated depths  generated by the Coral Reef Ecosystem Program (CREP) were processed in the same manner using the same methods for the years 2006 and 2010. The bathymetry data used were processed in the same manner by the Pacific Islands Benthic Habitat Mapping Center (PIBHMC). Seafloor imagery was collected by two different NOAA offices using different methods; however, all imagery included in this project for the purposes of ground-truthing was classified by CREP using the same classification scheme by experienced image analysts that are tested and calibrated.</gco:CharacterString>
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            <gco:CharacterString>To create the benthic habitat maps showing Dominant Cover Types and Percentages of Dominant Cover Types of the shallow water benthic habitat of Rose Atoll for 2006 and 2010, the Maximum Likelihood Supervised Classification (MLC) tool in ArcGIS for Desktop was used to classify the three bands from the Principle Component Analysis (PCA) performed on the eight derived geomorphological features of the seafloor.</gco:CharacterString>
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          <gmd:processStep>
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              <gmd:description>
                <gco:CharacterString>The benthic habitat was classified in ArcGIS for Desktop using the MLC tool, the PCA raster data sets from the 2002 and 2009 satellite images, and the benthic images from towed-diver surveys.</gco:CharacterString>
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  </gmd:dataQualityInfo>
  <gmd:metadataConstraints>
    <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: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>Access Constraints: None | Use Constraints: None</gco:CharacterString>
      </gmd:otherConstraints>
    </gmd:MD_LegalConstraints>
  </gmd:metadataConstraints>
</gmi:MI_Metadata>