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The data, hosted by the NOAA Office for Coastal Management, can be customized and requested for free download through a checkout interface. An email provides a link to the customized data, while the original data set is available through a link within the viewer.</gco:CharacterString>\r\n                      </gmd:description>\r\n                      <gmd:function>\r\n                        <gmd:CI_OnLineFunctionCode codeList=\"http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#CI_OnLineFunctionCode\" codeListValue=\"download\">download</gmd:CI_OnLineFunctionCode>\r\n                      </gmd:function>\r\n                    </gmd:CI_OnlineResource>\r\n                  </gmd:onlineResource>\r\n                </gmd:CI_Contact>\r\n              </gmd:contactInfo>\r\n              <gmd:role gco:nilReason=\"inapplicable\" />\r\n            </gmd:CI_ResponsibleParty>\r\n          </gmd:citedResponsibleParty>\r\n          <gmd:presentationForm gco:nilReason=\"unknown\" />\r\n        </gmd:CI_Citation>\r\n      </gmd:citation>\r\n      <gmd:abstract>\r\n        <gco:CharacterString>These lidar are processed Classified LAS 1.4 files, formatted to 983 individual 500 m x 500 m tiles. 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<gmd:description>\r\n                    <gco:CharacterString>NOAA Office for Coastal Management Home Page</gco:CharacterString>\r\n                  </gmd:description>\r\n                  <gmd:function>\r\n                    <gmd:CI_OnLineFunctionCode codeList=\"http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#CI_OnLineFunctionCode\" codeListValue=\"information\">information</gmd:CI_OnLineFunctionCode>\r\n                  </gmd:function>\r\n                </gmd:CI_OnlineResource>\r\n              </gmd:onlineResource>\r\n            </gmd:CI_Contact>\r\n          </gmd:contactInfo>\r\n          <gmd:role>\r\n            <gmd:CI_RoleCode codeList=\"http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#gmd:CI_RoleCode\" codeListValue=\"custodian\">custodian</gmd:CI_RoleCode>\r\n          </gmd:role>\r\n        </gmd:CI_ResponsibleParty>\r\n      </gmd:pointOfContact>\r\n      <gmd:descriptiveKeywords>\r\n        <gmd:MD_Keywords>\r\n          <gmd:keyword>\r\n            <gco:CharacterString>EARTH SCIENCE &gt; LAND SURFACE &gt; TOPOGRAPHY &gt; TERRAIN ELEVATION</gco:CharacterString>\r\n          </gmd:keyword>\r\n          <gmd:keyword>\r\n            <gco:CharacterString>EARTH SCIENCE &gt; OCEANS &gt; BATHYMETRY/SEAFLOOR TOPOGRAPHY &gt; BATHYMETRY &gt; COASTAL BATHYMETRY</gco:CharacterString>\r\n          </gmd:keyword>\r\n          <gmd:keyword>\r\n            <gco:CharacterString>EARTH SCIENCE &gt; OCEANS &gt; COASTAL PROCESSES &gt; COASTAL ELEVATION</gco:CharacterString>\r\n          </gmd:keyword>\r\n          <gmd:type>\r\n            <gmd:MD_KeywordTypeCode codeList=\"http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#gmd:MD_KeywordTypeCode\" codeListValue=\"theme\">theme</gmd:MD_KeywordTypeCode>\r\n          </gmd:type>\r\n          <gmd:thesaurusName>\r\n            <gmd:CI_Citation>\r\n              <gmd:title>\r\n                <gco:CharacterString>Global Change Master Directory (GCMD) Science Keywords</gco:CharacterString>\r\n              </gmd:title>\r\n              <gmd:date gco:nilReason=\"missing\" />\r\n              <gmd:edition>\r\n                <gco:CharacterString>17.0</gco:CharacterString>\r\n              </gmd:edition>\r\n            </gmd:CI_Citation>\r\n          </gmd:thesaurusName>\r\n        </gmd:MD_Keywords>\r\n      </gmd:descriptiveKeywords>\r\n      <gmd:descriptiveKeywords>\r\n        <gmd:MD_Keywords>\r\n          <gmd:keyword>\r\n            <gco:CharacterString>CONTINENT &gt; NORTH AMERICA &gt; UNITED STATES OF AMERICA</gco:CharacterString>\r\n          </gmd:keyword>\r\n          <gmd:keyword>\r\n            <gco:CharacterString>CONTINENT &gt; NORTH AMERICA &gt; UNITED STATES OF AMERICA &gt; MICHIGAN</gco:CharacterString>\r\n          </gmd:keyword>\r\n          <gmd:keyword>\r\n            <gco:CharacterString>VERTICAL LOCATION &gt; LAND SURFACE</gco:CharacterString>\r\n          </gmd:keyword>\r\n          <gmd:type>\r\n            <gmd:MD_KeywordTypeCode codeList=\"http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#gmd:MD_KeywordTypeCode\" codeListValue=\"place\">place</gmd:MD_KeywordTypeCode>\r\n          </gmd:type>\r\n          <gmd:thesaurusName>\r\n            <gmd:CI_Citation>\r\n              <gmd:title>\r\n                <gco:CharacterString>Global Change Master Directory (GCMD) Location Keywords</gco:CharacterString>\r\n              </gmd:title>\r\n              <gmd:date gco:nilReason=\"missing\" />\r\n              <gmd:edition>\r\n                <gco:CharacterString>20.8</gco:CharacterString>\r\n              </gmd:edition>\r\n            </gmd:CI_Citation>\r\n          </gmd:thesaurusName>\r\n        </gmd:MD_Keywords>\r\n      </gmd:descriptiveKeywords>\r\n      <gmd:descriptiveKeywords>\r\n        <gmd:MD_Keywords>\r\n          <gmd:keyword>\r\n            <gco:CharacterString>LIDAR &gt; Light Detection and Ranging</gco:CharacterString>\r\n          </gmd:keyword>\r\n          <gmd:type>\r\n            <gmd:MD_KeywordTypeCode codeList=\"http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#gmd:MD_KeywordTypeCode\" codeListValue=\"instrument\">instrument</gmd:MD_KeywordTypeCode>\r\n          </gmd:type>\r\n          <gmd:thesaurusName>\r\n            <gmd:CI_Citation>\r\n              <gmd:title>\r\n                <gco:CharacterString>Global Change Master Directory (GCMD) Instrument Keywords</gco:CharacterString>\r\n              </gmd:title>\r\n              <gmd:date gco:nilReason=\"missing\" />\r\n              <gmd:edition>\r\n                <gco:CharacterString>17.2</gco:CharacterString>\r\n              </gmd:edition>\r\n            </gmd:CI_Citation>\r\n          </gmd:thesaurusName>\r\n        </gmd:MD_Keywords>\r\n      </gmd:descriptiveKeywords>\r\n      <gmd:descriptiveKeywords>\r\n        <gmd:MD_Keywords>\r\n          <gmd:keyword>\r\n            <gco:CharacterString>Airplane &gt; Airplane</gco:CharacterString>\r\n          </gmd:keyword>\r\n          <gmd:type>\r\n            <gmd:MD_KeywordTypeCode codeList=\"http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#gmd:MD_KeywordTypeCode\" codeListValue=\"platform\">platform</gmd:MD_KeywordTypeCode>\r\n          </gmd:type>\r\n          <gmd:thesaurusName>\r\n            <gmd:CI_Citation>\r\n              <gmd:title>\r\n                <gco:CharacterString>Global Change Master Directory (GCMD) Platform Keywords</gco:CharacterString>\r\n              </gmd:title>\r\n              <gmd:date gco:nilReason=\"missing\" />\r\n              <gmd:edition>\r\n                <gco:CharacterString>17.2</gco:CharacterString>\r\n              </gmd:edition>\r\n            </gmd:CI_Citation>\r\n          </gmd:thesaurusName>\r\n        </gmd:MD_Keywords>\r\n      </gmd:descriptiveKeywords>\r\n      <gmd:descriptiveKeywords>\r\n        <gmd:MD_Keywords>\r\n          <gmd:keyword>\r\n            <gco:CharacterString>DOC/NOAA/NOS/OCM &gt; Office of Coastal Management, National Ocean Service, NOAA, U.S. Department of Commerce</gco:CharacterString>\r\n          </gmd:keyword>\r\n          <gmd:type>\r\n            <gmd:MD_KeywordTypeCode codeList=\"https://data.noaa.gov/resources/iso19139/schema/resources/Codelist/gmxCodelists.xml#MD_KeywordTypeCode\" codeListValue=\"dataCentre\">dataCentre</gmd:MD_KeywordTypeCode>\r\n          </gmd:type>\r\n          <gmd:thesaurusName>\r\n            <gmd:CI_Citation uuid=\"9f0de6e6-428b-11df-9879-0800200c9a66\">\r\n              <gmd:title>\r\n                <gco:CharacterString>Global Change Master Directory (GCMD) Data Center Keywords</gco:CharacterString>\r\n              </gmd:title>\r\n              <gmd:date>\r\n                <gmd:CI_Date>\r\n                  <gmd:date>\r\n                    <gco:Date>2017-04-24</gco:Date>\r\n                  </gmd:date>\r\n                  <gmd:dateType>\r\n                    <gmd:CI_DateTypeCode codeList=\"https://data.noaa.gov/resources/iso19139/schema/resources/Codelist/gmxCodelists.xml#CI_DateTypeCode\" codeListValue=\"publication\">publication</gmd:CI_DateTypeCode>\r\n                  </gmd:dateType>\r\n                </gmd:CI_Date>\r\n              </gmd:date>\r\n              <gmd:edition>\r\n                <gco:CharacterString>8.5</gco:CharacterString>\r\n              </gmd:edition>\r\n              <gmd:citedResponsibleParty xlink:title=\"GCMD Landing Page\">\r\n                <gmd:CI_ResponsibleParty uuid=\"1edb41d0-428a-11df-9879-0800200c9a66\">\r\n                  <gmd:organisationName>\r\n                    <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>\r\n                  </gmd:organisationName>\r\n                  <gmd:contactInfo>\r\n                    <gmd:CI_Contact>\r\n                      <gmd:onlineResource>\r\n                        <gmd:CI_OnlineResource>\r\n                          <gmd:linkage>\r\n                            <gmd:URL>https://forum.earthdata.nasa.gov/app.php/tag/GCMD%2BKeywords</gmd:URL>\r\n                          </gmd:linkage>\r\n                          <gmd:name>\r\n                            <gco:CharacterString>GCMD Keyword Forum Page</gco:CharacterString>\r\n                          </gmd:name>\r\n                          <gmd:description>\r\n                            <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>\r\n                          </gmd:description>\r\n                          <gmd:function>\r\n                            <gmd:CI_OnLineFunctionCode codeList=\"https://data.noaa.gov/resources/iso19139/schema/resources/Codelist/gmxCodelists.xml#CI_OnLineFunctionCode\" codeListValue=\"information\">information</gmd:CI_OnLineFunctionCode>\r\n                          </gmd:function>\r\n                        </gmd:CI_OnlineResource>\r\n                      </gmd:onlineResource>\r\n                    </gmd:CI_Contact>\r\n                  </gmd:contactInfo>\r\n                  <gmd:role>\r\n                    <gmd:CI_RoleCode codeList=\"https://data.noaa.gov/resources/iso19139/schema/resources/Codelist/gmxCodelists.xml#CI_RoleCode\" codeListValue=\"custodian\">custodian</gmd:CI_RoleCode>\r\n                  </gmd:role>\r\n                </gmd:CI_ResponsibleParty>\r\n              </gmd:citedResponsibleParty>\r\n            </gmd:CI_Citation>\r\n          </gmd:thesaurusName>\r\n        </gmd:MD_Keywords>\r\n      </gmd:descriptiveKeywords>\r\n      <gmd:descriptiveKeywords>\r\n        <gmd:MD_Keywords>\r\n          <gmd:keyword>\r\n            <gco:CharacterString>Lidar</gco:CharacterString>\r\n          </gmd:keyword>\r\n          <gmd:type>\r\n            <gmd:MD_KeywordTypeCode codeList=\"https://data.noaa.gov/resources/iso19139/schema/resources/Codelist/gmxCodelists.xml#MD_KeywordTypeCode\" codeListValue=\"project\">project</gmd:MD_KeywordTypeCode>\r\n          </gmd:type>\r\n          <gmd:thesaurusName>\r\n            <gmd:CI_Citation>\r\n              <gmd:title>\r\n                <gco:CharacterString>InPort</gco:CharacterString>\r\n              </gmd:title>\r\n              <gmd:date gco:nilReason=\"inapplicable\" />\r\n            </gmd:CI_Citation>\r\n          </gmd:thesaurusName>\r\n        </gmd:MD_Keywords>\r\n      </gmd:descriptiveKeywords>\r\n      <gmd:resourceConstraints>\r\n        <gmd:MD_LegalConstraints>\r\n          <gmd:useConstraints>\r\n            <gmd:MD_RestrictionCode codeList=\"http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#gmd:MD_RestrictionCode\" codeListValue=\"otherRestrictions\">otherRestrictions</gmd:MD_RestrictionCode>\r\n          </gmd:useConstraints>\r\n          <gmd:otherConstraints>\r\n            <gco:CharacterString>Cite As: Office for Coastal Management, [Date of Access]: 2023 NOAA Topobathy Lidar: Whitefish Point Lake Superior, MI [Data Date Range], https://www.fisheries.noaa.gov/inport/item/79406.</gco:CharacterString>\r\n          </gmd:otherConstraints>\r\n        </gmd:MD_LegalConstraints>\r\n      </gmd:resourceConstraints>\r\n      <gmd:resourceConstraints>\r\n        <gmd:MD_Constraints>\r\n          <gmd:useLimitation>\r\n            <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>\r\n          </gmd:useLimitation>\r\n        </gmd:MD_Constraints>\r\n      </gmd:resourceConstraints>\r\n      <gmd:resourceConstraints>\r\n        <gmd:MD_LegalConstraints>\r\n          <gmd:useConstraints>\r\n            <gmd:MD_RestrictionCode codeList=\"http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#gmd:MD_RestrictionCode\" codeListValue=\"license\">license</gmd:MD_RestrictionCode>\r\n          </gmd:useConstraints>\r\n          <gmd:otherConstraints>\r\n            <gmx:Anchor xlink:actuate=\"onRequest\" xlink:title=\"Universal (CC0 1.0) Public Domain Dedication\" xlink:href=\"https://creativecommons.org/publicdomain/zero/1.0/\">To the extent possible under law, the U.S. Government has waived all copyright and related or neighboring rights to this dataset.</gmx:Anchor>\r\n          </gmd:otherConstraints>\r\n        </gmd:MD_LegalConstraints>\r\n      </gmd:resourceConstraints>\r\n      <gmd:resourceConstraints>\r\n        <gmd:MD_LegalConstraints>\r\n          <gmd:accessConstraints>\r\n            <gmd:MD_RestrictionCode codeList=\"http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#gmd:MD_RestrictionCode\" codeListValue=\"otherRestrictions\">otherRestrictions</gmd:MD_RestrictionCode>\r\n          </gmd:accessConstraints>\r\n          <gmd:otherConstraints>\r\n            <gco:CharacterString>Access Constraints: None</gco:CharacterString>\r\n          </gmd:otherConstraints>\r\n        </gmd:MD_LegalConstraints>\r\n      </gmd:resourceConstraints>\r\n      <gmd:resourceConstraints>\r\n        <gmd:MD_LegalConstraints>\r\n          <gmd:useConstraints>\r\n            <gmd:MD_RestrictionCode codeList=\"http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#gmd:MD_RestrictionCode\" codeListValue=\"otherRestrictions\">otherRestrictions</gmd:MD_RestrictionCode>\r\n          </gmd:useConstraints>\r\n          <gmd:otherConstraints>\r\n            <gco:CharacterString>Use Constraints: Users should be aware that temporal changes may have occurred since this data set was collected and some parts of this data may no longer represent actual surface conditions. Users should not use this data for critical applications without a full awareness of its limitations.</gco:CharacterString>\r\n          </gmd:otherConstraints>\r\n        </gmd:MD_LegalConstraints>\r\n      </gmd:resourceConstraints>\r\n      <gmd:resourceConstraints>\r\n        <gmd:MD_LegalConstraints>\r\n          <gmd:useLimitation>\r\n            <gmd:MD_RestrictionCode codeList=\"http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#gmd:MD_RestrictionCode\" codeListValue=\"otherRestrictions\">otherRestrictions</gmd:MD_RestrictionCode>\r\n          </gmd:useLimitation>\r\n          <gmd:otherConstraints>\r\n            <gco:CharacterString>Distribution Liability: Any conclusions drawn from the analysis of this information are not the responsibility of NOAA, the Office for Coastal Management or its partners.</gco:CharacterString>\r\n          </gmd:otherConstraints>\r\n        </gmd:MD_LegalConstraints>\r\n      </gmd:resourceConstraints>\r\n      <gmd:resourceConstraints>\r\n        <gmd:MD_SecurityConstraints>\r\n          <gmd:classification>\r\n            <gmd:MD_ClassificationCode codeList=\"http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#gmd:MD_ClassificationCode\" codeListValue=\"unclassified\">unclassified</gmd:MD_ClassificationCode>\r\n          </gmd:classification>\r\n          <gmd:classificationSystem gco:nilReason=\"missing\" />\r\n          <gmd:handlingDescription gco:nilReason=\"missing\" />\r\n        </gmd:MD_SecurityConstraints>\r\n      </gmd:resourceConstraints>\r\n      <gmd:aggregationInfo>\r\n        <gmd:MD_AggregateInformation>\r\n          <gmd:aggregateDataSetName>\r\n            <gmd:CI_Citation>\r\n              <gmd:title>\r\n                <gco:CharacterString>2023 NOAA Topbathy Lidar DEM: Whitefish Point Lake Superior, MI</gco:CharacterString>\r\n              </gmd:title>\r\n              <gmd:date gco:nilReason=\"unknown\" />\r\n              <gmd:identifier>\r\n                <gmd:MD_Identifier>\r\n                  <gmd:authority>\r\n                    <gmd:CI_Citation>\r\n                      <gmd:title>\r\n                        <gco:CharacterString>NOAA/NMFS/EDM</gco:CharacterString>\r\n                      </gmd:title>\r\n                      <gmd:date gco:nilReason=\"inapplicable\" />\r\n                    </gmd:CI_Citation>\r\n                  </gmd:authority>\r\n                  <gmd:code>\r\n                    <gco:CharacterString>79407</gco:CharacterString>\r\n                  </gmd:code>\r\n                </gmd:MD_Identifier>\r\n              </gmd:identifier>\r\n            </gmd:CI_Citation>\r\n          </gmd:aggregateDataSetName>\r\n          <gmd:associationType>\r\n            <gmd:DS_AssociationTypeCode codeList=\"http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#DS_AssociationTypeCode\" codeListValue=\"crossReference\">crossReference</gmd:DS_AssociationTypeCode>\r\n          </gmd:associationType>\r\n        </gmd:MD_AggregateInformation>\r\n      </gmd:aggregationInfo>\r\n      <gmd:aggregationInfo>\r\n        <gmd:MD_AggregateInformation>\r\n          <gmd:aggregateDataSetName>\r\n            <gmd:CI_Citation>\r\n              <gmd:title>\r\n                <gco:CharacterString>NOAA Data Management Plan (DMP)</gco:CharacterString>\r\n              </gmd:title>\r\n              <gmd:date gco:nilReason=\"unknown\" />\r\n              <gmd:identifier>\r\n                <gmd:MD_Identifier>\r\n                  <gmd:authority>\r\n                    <gmd:CI_Citation>\r\n                      <gmd:title>\r\n                        <gco:CharacterString>NOAA/NMFS/EDM</gco:CharacterString>\r\n                      </gmd:title>\r\n                      <gmd:date gco:nilReason=\"inapplicable\" />\r\n                    </gmd:CI_Citation>\r\n                  </gmd:authority>\r\n                  <gmd:code>\r\n                    <gco:CharacterString>79406</gco:CharacterString>\r\n                  </gmd:code>\r\n                </gmd:MD_Identifier>\r\n              </gmd:identifier>\r\n              <gmd:citedResponsibleParty>\r\n                <gmd:CI_ResponsibleParty>\r\n                  <gmd:organisationName gco:nilReason=\"inapplicable\" />\r\n                  <gmd:contactInfo>\r\n                    <gmd:CI_Contact>\r\n                      <gmd:onlineResource>\r\n                        <gmd:CI_OnlineResource>\r\n                          <gmd:linkage>\r\n                            <gmd:URL>https://www.fisheries.noaa.gov/inportserve/waf/noaa/nos/ocm/dmp/pdf/79406.pdf</gmd:URL>\r\n                          </gmd:linkage>\r\n                          <gmd:protocol>\r\n                            <gco:CharacterString>WWW:LINK-1.0-http--link</gco:CharacterString>\r\n                          </gmd:protocol>\r\n                          <gmd:name>\r\n                            <gco:CharacterString>NOAA Data Management Plan (DMP)</gco:CharacterString>\r\n                          </gmd:name>\r\n                          <gmd:description>\r\n                            <gco:CharacterString>NOAA Data Management Plan for this record on InPort.</gco:CharacterString>\r\n                          </gmd:description>\r\n                          <gmd:function>\r\n                            <gmd:CI_OnLineFunctionCode codeList=\"http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#CI_OnLineFunctionCode\" codeListValue=\"information\">information</gmd:CI_OnLineFunctionCode>\r\n                          </gmd:function>\r\n                        </gmd:CI_OnlineResource>\r\n                      </gmd:onlineResource>\r\n                    </gmd:CI_Contact>\r\n                  </gmd:contactInfo>\r\n                  <gmd:role gco:nilReason=\"inapplicable\" />\r\n                </gmd:CI_ResponsibleParty>\r\n              </gmd:citedResponsibleParty>\r\n            </gmd:CI_Citation>\r\n          </gmd:aggregateDataSetName>\r\n          <gmd:associationType>\r\n            <gmd:DS_AssociationTypeCode codeList=\"http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#DS_AssociationTypeCode\" codeListValue=\"crossReference\">crossReference</gmd:DS_AssociationTypeCode>\r\n          </gmd:associationType>\r\n        </gmd:MD_AggregateInformation>\r\n      </gmd:aggregationInfo>\r\n      <gmd:spatialRepresentationType>\r\n        <gmd:MD_SpatialRepresentationTypeCode codeList=\"http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#gmd:MD_SpatialRepresentationTypeCode\" codeListValue=\"vector\">vector</gmd:MD_SpatialRepresentationTypeCode>\r\n      </gmd:spatialRepresentationType>\r\n      <gmd:spatialResolution>\r\n        <!-- Horizontal Distance -->\r\n        <gmd:MD_Resolution>\r\n          <gmd:distance>\r\n            <gco:Distance uom=\"meter\">.28</gco:Distance>\r\n          </gmd:distance>\r\n        </gmd:MD_Resolution>\r\n      </gmd:spatialResolution>\r\n      <gmd:language>\r\n        <gco:CharacterString>eng; US</gco:CharacterString>\r\n      </gmd:language>\r\n      <gmd:topicCategory>\r\n        <gmd:MD_TopicCategoryCode>elevation</gmd:MD_TopicCategoryCode>\r\n      </gmd:topicCategory>\r\n      <gmd:extent>\r\n        <gmd:EX_Extent>\r\n          <gmd:geographicElement>\r\n            <gmd:EX_GeographicBoundingBox>\r\n              <gmd:westBoundLongitude>\r\n                <gco:Decimal>-84.999516</gco:Decimal>\r\n              </gmd:westBoundLongitude>\r\n              <gmd:eastBoundLongitude>\r\n                <gco:Decimal>-84.500963</gco:Decimal>\r\n              </gmd:eastBoundLongitude>\r\n              <gmd:southBoundLatitude>\r\n                <gco:Decimal>46.431611</gco:Decimal>\r\n              </gmd:southBoundLatitude>\r\n              <gmd:northBoundLatitude>\r\n                <gco:Decimal>46.631652</gco:Decimal>\r\n              </gmd:northBoundLatitude>\r\n            </gmd:EX_GeographicBoundingBox>\r\n          </gmd:geographicElement>\r\n          <gmd:temporalElement>\r\n            <gmd:EX_TemporalExtent>\r\n              <gmd:extent>\r\n                <gml:TimePeriod gml:id=\"boundingTemporalExtent-1-1\">\r\n                  <gml:description>| Currentness: Ground Condition</gml:description>\r\n                  <gml:beginPosition>2023-08-08</gml:beginPosition>\r\n                  <gml:endPosition>2023-08-26</gml:endPosition>\r\n                </gml:TimePeriod>\r\n              </gmd:extent>\r\n            </gmd:EX_TemporalExtent>\r\n          </gmd:temporalElement>\r\n        </gmd:EX_Extent>\r\n      </gmd:extent>\r\n    </gmd:MD_DataIdentification>\r\n  </gmd:identificationInfo>\r\n  <gmd:distributionInfo>\r\n    <gmd:MD_Distribution>\r\n      <gmd:distributionFormat>\r\n        <gmd:MD_Format>\r\n          <gmd:name gco:nilReason=\"inapplicable\" />\r\n          <gmd:version gco:nilReason=\"missing\" />\r\n          <gmd:fileDecompressionTechnique>\r\n            <gco:CharacterString>Zip</gco:CharacterString>\r\n          </gmd:fileDecompressionTechnique>\r\n        </gmd:MD_Format>\r\n      </gmd:distributionFormat>\r\n      <gmd:distributionFormat>\r\n        <gmd:MD_Format>\r\n          <gmd:name>\r\n            <gco:CharacterString>LAS/LAZ - LASer</gco:CharacterString>\r\n          </gmd:name>\r\n          <gmd:version gco:nilReason=\"missing\" />\r\n          <gmd:fileDecompressionTechnique>\r\n            <gco:CharacterString>LAZ</gco:CharacterString>\r\n          </gmd:fileDecompressionTechnique>\r\n        </gmd:MD_Format>\r\n      </gmd:distributionFormat>\r\n      <gmd:distributor>\r\n        <gmd:MD_Distributor>\r\n          <gmd:distributorContact>\r\n            <gmd:CI_ResponsibleParty>\r\n              <gmd:organisationName>\r\n                <gco:CharacterString>NOAA Office for Coastal Management</gco:CharacterString>\r\n              </gmd:organisationName>\r\n              <gmd:contactInfo>\r\n                <gmd:CI_Contact>\r\n                  <gmd:phone>\r\n                    <gmd:CI_Telephone>\r\n                      <gmd:voice>\r\n                        <gco:CharacterString>(843) 740-1202</gco:CharacterString>\r\n                      </gmd:voice>\r\n                    </gmd:CI_Telephone>\r\n                  </gmd:phone>\r\n                  <gmd:address>\r\n                    <gmd:CI_Address>\r\n                      <gmd:deliveryPoint>\r\n                        <gco:CharacterString>2234 South Hobson Ave</gco:CharacterString>\r\n                      </gmd:deliveryPoint>\r\n                      <gmd:city>\r\n                        <gco:CharacterString>Charleston</gco:CharacterString>\r\n                      </gmd:city>\r\n                      <gmd:administrativeArea>\r\n                        <gco:CharacterString>SC</gco:CharacterString>\r\n                      </gmd:administrativeArea>\r\n                      <gmd:postalCode>\r\n                        <gco:CharacterString>29405-2413</gco:CharacterString>\r\n                      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<gmd:description>\r\n                        <gco:CharacterString>NOAA Office for Coastal Management Home Page</gco:CharacterString>\r\n                      </gmd:description>\r\n                      <gmd:function>\r\n                        <gmd:CI_OnLineFunctionCode codeList=\"http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#CI_OnLineFunctionCode\" codeListValue=\"information\">information</gmd:CI_OnLineFunctionCode>\r\n                      </gmd:function>\r\n                    </gmd:CI_OnlineResource>\r\n                  </gmd:onlineResource>\r\n                </gmd:CI_Contact>\r\n              </gmd:contactInfo>\r\n              <gmd:role>\r\n                <gmd:CI_RoleCode codeList=\"http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#gmd:CI_RoleCode\" codeListValue=\"distributor\">distributor</gmd:CI_RoleCode>\r\n              </gmd:role>\r\n            </gmd:CI_ResponsibleParty>\r\n          </gmd:distributorContact>\r\n        </gmd:MD_Distributor>\r\n      </gmd:distributor>\r\n      <gmd:transferOptions>\r\n        <gmd:MD_DigitalTransferOptions>\r\n          <gmd:onLine>\r\n            <gmd:CI_OnlineResource>\r\n              <gmd:linkage>\r\n                <gmd:URL>https://coast.noaa.gov/dataviewer/#/lidar/search/where:ID=10249\r\n/details/10249</gmd:URL>\r\n              </gmd:linkage>\r\n              <gmd:protocol>\r\n                <gco:CharacterString>WWW:LINK-1.0-http--link</gco:CharacterString>\r\n              </gmd:protocol>\r\n              <gmd:name>\r\n                <gco:CharacterString>Customized Download</gco:CharacterString>\r\n              </gmd:name>\r\n              <gmd:description>\r\n                <gco:CharacterString>Create custom data files by choosing data area, product type, map projection, file format, datum, etc. A new metadata will be produced to reflect your request using this record as a base. 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They will be in an orthometric datum.</gco:CharacterString>\r\n              </gmd:description>\r\n              <gmd:function>\r\n                <gmd:CI_OnLineFunctionCode codeList=\"http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#CI_OnLineFunctionCode\" codeListValue=\"download\">download</gmd:CI_OnLineFunctionCode>\r\n              </gmd:function>\r\n            </gmd:CI_OnlineResource>\r\n          </gmd:onLine>\r\n        </gmd:MD_DigitalTransferOptions>\r\n      </gmd:transferOptions>\r\n    </gmd:MD_Distribution>\r\n  </gmd:distributionInfo>\r\n  <gmd:dataQualityInfo>\r\n    <gmd:DQ_DataQuality>\r\n      <gmd:scope>\r\n        <gmd:DQ_Scope>\r\n          <gmd:level>\r\n            <gmd:MD_ScopeCode codeList=\"http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#MD_ScopeCode\" codeListValue=\"dataset\">dataset</gmd:MD_ScopeCode>\r\n          </gmd:level>\r\n        </gmd:DQ_Scope>\r\n      </gmd:scope>\r\n      <gmd:report>\r\n        <gmd:DQ_AbsoluteExternalPositionalAccuracy>\r\n          <gmd:nameOfMeasure>\r\n            <gco:CharacterString>Vertical Positional Accuracy</gco:CharacterString>\r\n          </gmd:nameOfMeasure>\r\n          <gmd:evaluationMethodDescription>\r\n            <gco:CharacterString>Calibration was performed using Bayesmap Stripalign. For every individual lidar swath, all 9 channels of the SuperNova were calibrated in unison. The only differentiation being forward vs backward laser look angles with respect to flight direction. Any swath edge or tail mismatches were rectified using two iterative rounds of swath alignment.\r\n\r\nCalibrated swaths were shifted vertically to the four ground control points (GCPs) for improved absolute accuracy. A control report for final calibrated LAS was run in TerraScan after the points were shifted. The average Dz compared to the GCPs revealed a mean value of 0.034 m with a Standard Deviation and the NVA RMSE of 0.051 m and 0.044 m respectively.</gco:CharacterString>\r\n          </gmd:evaluationMethodDescription>\r\n          <gmd:result gco:nilReason=\"missing\" />\r\n        </gmd:DQ_AbsoluteExternalPositionalAccuracy>\r\n      </gmd:report>\r\n      <gmd:report>\r\n        <gmd:DQ_CompletenessCommission>\r\n          <gmd:nameOfMeasure>\r\n            <gco:CharacterString>Completeness Report</gco:CharacterString>\r\n          </gmd:nameOfMeasure>\r\n          <gmd:evaluationMethodDescription>\r\n            <gco:CharacterString>These LAS data files include all data points collected. A visual review was performed to ensure complete coverage.</gco:CharacterString>\r\n          </gmd:evaluationMethodDescription>\r\n          <gmd:result gco:nilReason=\"missing\" />\r\n        </gmd:DQ_CompletenessCommission>\r\n      </gmd:report>\r\n      <gmd:report>\r\n        <gmd:DQ_ConceptualConsistency>\r\n          <gmd:nameOfMeasure>\r\n            <gco:CharacterString>Conceptual Consistency</gco:CharacterString>\r\n          </gmd:nameOfMeasure>\r\n          <gmd:evaluationMethodDescription>\r\n            <gco:CharacterString>Data covers the entire AOI of the specific project.</gco:CharacterString>\r\n          </gmd:evaluationMethodDescription>\r\n          <gmd:result gco:nilReason=\"missing\" />\r\n        </gmd:DQ_ConceptualConsistency>\r\n      </gmd:report>\r\n      <gmd:lineage>\r\n        <gmd:LI_Lineage>\r\n          <gmd:statement>\r\n            <gco:CharacterString>This dataset was collected for the NOAA Office for Coastal Management (OCM) by Tetra Tech and was processed to the NOAA Digital Coast Data Access Viewer to make the data available for custom and bulk downloads.</gco:CharacterString>\r\n          </gmd:statement>\r\n          <gmd:processStep>\r\n            <gmd:LI_ProcessStep>\r\n              <gmd:description>\r\n                <gco:CharacterString>The initial point cloud was generated from raw waveforms using CARIS BASE Editor. This software uses machine learning to identify water surface and bathymetric bottom from the waveforms, then classifies the point cloud as such. Data are processed on a per mission basis then exported to raw, uncalibrated swaths in LAS 1.4 format. Before moving on to subsequent processing steps, coverage and density were reviewed according to project specifications. Reasonable effort was made to identify candidate areas for reflights in an attempt to obtain better bathymetric bottom coverage. The calibrated point cloud was processed through a series of automated classification routines to obtain consistent water surface and ground classes. Additionally, excessive noise was moved to the appropriate classes in order to create a cleaner point cloud product. Tetra Tech completed automated and manual editing of the lidar dataset, performed a QA/QC review, and created final products for delivery.</gco:CharacterString>\r\n              </gmd:description>\r\n              <gmd:dateTime>\r\n                <gco:DateTime>2023-10-20T00:00:00</gco:DateTime>\r\n              </gmd:dateTime>\r\n            </gmd:LI_ProcessStep>\r\n          </gmd:processStep>\r\n          <gmd:processStep>\r\n            <gmd:LI_ProcessStep>\r\n              <gmd:description>\r\n                <gco:CharacterString>The NOAA Office for Coastal Management (OCM) processed 983 LAS files collected by Tetra Tech. The files were in UTM Zone 16N NAD83 meters coordinates and the elevations were in NAVD88 (GEOID18) meters. The LAS files had these classifications: 1 = unclassified; 2 = ground (or Bare Earth); 7 = low point (withheld); 18 = high noise (withheld); 40 = bathymetric bottom, 41 = water surface; 42 = derived water surface (synthetic); 43 = submerged object; 45 = water column. NOAA OCM processed the 1, 2, 7, 18, 40, 41, 42, 43 and 45 point classes to the Digital Coast Data Access Viewer (DAV).\r\n\r\nOCM performed the following processing on the data for Digital Coast storage and provisioning purposes:\r\n\r\n1. Internal OCM scripts were run to check the number of points by classification and by flight ID and the gps, elevation, and intensity ranges.\r\n\r\n2. Internal OCM scripts were run on the laz files to:\r\n\r\na. Convert from orthometric (NAVD88) elevations to ellipsoid elevations using the GEOID18 model\r\n\r\nb. Convert from UTM Zone 16N NAD83 meters coordinates to geographic coordinates\r\n\r\nc. 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The project AOI covers approximately 161.5 square kilometers, and includes the area from Whitefish Point to Bay Mills, MI in Eastern Lake Superior, the eastern portion of which falls within and EPA's St. Marys River area of concern. Lidar was collected in August 2023. Tetra Tech established 4 ground control points that were used to calibrate the lidar to known ground positions.","distribution":[{"@type":"dcat:Distribution","describedByType":"application/octet-steam","description":"Create custom data files by choosing data area, product type, map projection, file format, datum, etc. A new metadata will be produced to reflect your request using this record as a base. Change to an orthometric vertical datum is one of the many options.","downloadURL":"https://coast.noaa.gov/dataviewer/#/lidar/search/where:ID=10249\n/details/10249","mediaType":"placeholder/value","title":"Customized Download"},{"@type":"dcat:Distribution","accessURL":"https://noaa-nos-coastal-lidar-pds.s3.amazonaws.com/laz/geoid18/10249/index.html","describedByType":"application/octet-steam","description":"Bulk download of data files in LAZ format, UTM Zone 16N NAD83 meters coordinates and elevations in NAVD88(GEOID18) meters. Note that the vertical datum (hence elevations) of the files here are different than described in this document. They will be in an orthometric datum.","title":"Bulk Download"},{"@type":"dcat:Distribution","describedByType":"application/octet-steam","description":"NOAA Data Management Plan for this record on InPort.","downloadURL":"https://www.fisheries.noaa.gov/inportserve/waf/noaa/nos/ocm/dmp/pdf/79406.pdf","mediaType":"placeholder/value","title":"NOAA Data Management Plan (DMP)"},{"@type":"dcat:Distribution","describedByType":"application/octet-steam","description":"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","downloadURL":"https://forum.earthdata.nasa.gov/app.php/tag/GCMD%2BKeywords","mediaType":"placeholder/value","title":"GCMD Keyword Forum Page"},{"@type":"dcat:Distribution","describedByType":"application/octet-steam","description":"View the complete metadata record on InPort for more information about this dataset.","downloadURL":"https://www.fisheries.noaa.gov/inport/item/79406","mediaType":"placeholder/value","title":"Full Metadata Record"},{"@type":"dcat:Distribution","describedByType":"application/octet-steam","description":"NOAA Office for Coastal Management Home Page","downloadURL":"https://coast.noaa.gov","mediaType":"placeholder/value","title":"NOAA Office for Coastal Management Website"}],"identifier":"https://data.noaa.gov/waf/NOAA/nos/ocm/iso/xml/79406.xml","issued":"2023-01-01T00:00:00.000+00:00","keyword":["EARTH SCIENCE > LAND SURFACE > TOPOGRAPHY > TERRAIN ELEVATION","EARTH SCIENCE > OCEANS > BATHYMETRY/SEAFLOOR TOPOGRAPHY > BATHYMETRY > COASTAL BATHYMETRY","EARTH SCIENCE > OCEANS > COASTAL PROCESSES > COASTAL ELEVATION","CONTINENT > NORTH AMERICA > UNITED STATES OF AMERICA","CONTINENT > NORTH AMERICA > UNITED STATES OF AMERICA > MICHIGAN","VERTICAL LOCATION > LAND SURFACE","LIDAR > Light Detection and Ranging","Airplane > Airplane","DOC/NOAA/NOS/OCM > Office of Coastal Management, National Ocean Service, NOAA, U.S. Department of Commerce","Lidar"],"landingPage":"https://www.fisheries.noaa.gov/inport/item/79406","language":[],"license":"https://creativecommons.org/publicdomain/zero/1.0/","modified":"2026-01-01T00:00:00.000+00:00","publisher":{"@type":"org:Organization","name":"Office for Coastal Management"},"references":["https://www.fisheries.noaa.gov/inportserve/waf/noaa/nos/ocm/dmp/pdf/79406.pdf"],"rights":"otherRestrictions, unclassified","spatial":"-84.500963,46.431611,-84.999516,46.631652","temporal":"2023-08-08T00:00:00+00:00/2023-08-26T00:00:00+00:00","title":"2023 NOAA Topobathy Lidar: Whitefish Point Lake Superior, MI"},"status":"error"}
