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            <gco:CharacterString>Coastal Zone</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>Puerto Rico</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>
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              </gmd:title>
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                  <gmd:date>
                    <gco:Date>2017-04-24</gco:Date>
                  </gmd:date>
                  <gmd:dateType>
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                    <gmd:CI_Contact>
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                        <gmd:CI_OnlineResource>
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                            <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>
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                          <gmd:description>
                            <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>
                          </gmd:description>
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                          </gmd:function>
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                </gmd:CI_ResponsibleParty>
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        <gmd:MD_Keywords>
          <gmd:keyword>
            <gco:CharacterString>C-CAP</gco:CharacterString>
          </gmd:keyword>
          <gmd:type>
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            <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>
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            <gco:CharacterString>Distribution Liability: Users must assume responsibility to determine the usability of these data.</gco:CharacterString>
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                        <gmd:CI_OnlineResource>
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                            <gmd:URL>https://www.fisheries.noaa.gov/inportserve/waf/noaa/nos/ocm/dmp/pdf/48301.pdf</gmd:URL>
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                <gml:TimeInstant gml:id="boundingTemporalExtent-1-1">
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              </gmd:extent>
            </gmd:EX_TemporalExtent>
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      <gmd:includedWithDataset>
        <gco:Boolean>false</gco:Boolean>
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      <gmd:featureCatalogueCitation xlink:href="https://www.fisheries.noaa.gov/inport/item/49023" xlink:actuate="onRequest">
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              <gmd:date>
                <gco:Date>2017-11-16</gco:Date>
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            <gco:CharacterString>Data does not exist for all classes.
There are no pixels representing class 11 (Mixed Forest), 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>This data set was created by Dewberry (www.dewberry.com). This version of the classification is the High Resolution Land Cover (2010-era) for the Island of Puerto Rico.
This section outlines the classification procedure for the Puerto Rico High Resolution C-CAP. The color-infrared imagery used in producing this land cover product was also utilized in producing an associated impervious surfaces layer for the island. Non impervious features were mapped using a 0.25 acre minimum mapping unit (MMU) and impervious features were mapped using a 0.1 acre MMU.
Image Preparation: The aerial imagery was supplied to Dewberry by the USACE. Due to quality issues during acquisition, the USACE had to perform additional post processing on the imagery to make it suitable for land cover mapping. Dewberry received the imagery on December 17, 2012 and performed a QA review to inspect and document voids, clouds/smoke cover, inconstant radiometry, shadows, and artifacts. Individual image tiles were merged into a single mosaic and re-sampled from the native 1-foot spatial resolution to 2-m.
Automated Land Cover Classification: An Object Based Image Analysis (OBIA) approach was used to automate the preliminary land cover results. This approach uses eCognition software that groups pixels that share similar spectral properties based on the user's defined parameters and organizes these groups into polygons through a process called segmentation. Once the aerial imagery was segmented into image objects the land cover classification was performed using thresholding, thematic, and supervised classification processes in eCognition.
Classification Review: Once various stages of the automated land cover classification processing were completed, the resulting land cover was edited manually by Dewberry's aerial photointerpreters using ERDAS Imagine software. The land cover was reviewed for geometry and classification errors and corrected using ERDAS' raster editing tools.
Map Finalization: Dewberry 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</gco:CharacterString>
              </gmd:description>
              <gmd:dateTime>
                <gco:DateTime>2014-12-31T00:00:00</gco:DateTime>
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          <gmd:processStep>
            <gmd:LI_ProcessStep>
              <gmd:description>
                <gco:CharacterString>Metadata imported</gco:CharacterString>
              </gmd:description>
              <gmd:dateTime>
                <gco:DateTime>2015-07-30T00:00:00</gco:DateTime>
              </gmd:dateTime>
            </gmd:LI_ProcessStep>
          </gmd:processStep>
          <gmd:source>
            <gmd:LI_Source>
              <gmd:description>
                <gco:CharacterString>Source Contribution: NOAA CSC | Source Geospatial Form: remote-sensing image | Type of Source Media: DVD/CD-ROM</gco:CharacterString>
              </gmd:description>
              <gmd:sourceCitation>
                <gmd:CI_Citation>
                  <gmd:title>
                    <gco:CharacterString>C-CAP Land Cover, Puerto Rico, 2015</gco:CharacterString>
                  </gmd:title>
                  <gmd:date>
                    <gmd:CI_Date>
                      <gmd:date>
                        <gco:Date>2015-07-30</gco:Date>
                      </gmd:date>
                      <gmd:dateType>
                        <gmd:CI_DateTypeCode codeList="http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#CI_DateTypeCode" codeListValue="publication">publication</gmd:CI_DateTypeCode>
                      </gmd:dateType>
                    </gmd:CI_Date>
                  </gmd:date>
                  <gmd:citedResponsibleParty>
                    <gmd:CI_ResponsibleParty>
                      <gmd:organisationName>
                        <gco:CharacterString>Dewberry. www.dewberry.com.</gco:CharacterString>
                      </gmd:organisationName>
                      <gmd:contactInfo>
                        <gmd:CI_Contact>
                          <gmd:onlineResource>
                            <gmd:CI_OnlineResource>
                              <gmd:linkage>
                                <gmd:URL>https://coast.noaa.gov/digitalcoast</gmd:URL>
                              </gmd:linkage>
                              <gmd:protocol>
                                <gco:CharacterString>WWW:LINK-1.0-http--link</gco:CharacterString>
                              </gmd:protocol>
                              <gmd:name>
                                <gco:CharacterString>Source Citation URL</gco:CharacterString>
                              </gmd:name>
                              <gmd:description>
                                <gco:CharacterString>Source Citation URL</gco:CharacterString>
                              </gmd:description>
                              <gmd:function>
                                <gmd:CI_OnLineFunctionCode codeList="http://www.isotc211.org/2005/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 gco:nilReason="inapplicable" />
                    </gmd:CI_ResponsibleParty>
                  </gmd:citedResponsibleParty>
                </gmd:CI_Citation>
              </gmd:sourceCitation>
              <gmd:sourceExtent>
                <gmd:EX_Extent>
                  <gmd:temporalElement>
                    <gmd:EX_TemporalExtent>
                      <gmd:extent>
                        <gml:TimeInstant gml:id="sourceExtent-628453">
                          <gml:timePosition>2015-07-30</gml:timePosition>
                        </gml:TimeInstant>
                      </gmd:extent>
                    </gmd:EX_TemporalExtent>
                  </gmd:temporalElement>
                </gmd:EX_Extent>
              </gmd:sourceExtent>
            </gmd:LI_Source>
          </gmd:source>
        </gmd:LI_Lineage>
      </gmd:lineage>
    </gmd:DQ_DataQuality>
  </gmd:dataQualityInfo>
</gmi:MI_Metadata>