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               </gmd:thesaurusName>
            </gmd:MD_Keywords>
         </gmd:descriptiveKeywords>
         <gmd:descriptiveKeywords>
            <gmd:MD_Keywords>
               <gmd:keyword>
                  <gco:CharacterString>2016</gco:CharacterString>
               </gmd:keyword>
               <gmd:type>
                  <gmd:MD_KeywordTypeCode codeList="http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#gmd:MD_KeywordTypeCode"
                                          codeListValue="temporal">temporal</gmd:MD_KeywordTypeCode>
               </gmd:type>
            </gmd:MD_Keywords>
         </gmd:descriptiveKeywords>
         <gmd:descriptiveKeywords>
            <gmd:MD_Keywords>
               <gmd:keyword>
                  <gco:CharacterString>Lidar - partner (no harvest)</gco:CharacterString>
               </gmd:keyword>
               <gmd:type>
                  <gmd:MD_KeywordTypeCode codeList="https://data.noaa.gov/resources/iso19139/schema/resources/Codelist/gmxCodelists.xml#MD_KeywordTypeCode"
                                          codeListValue="project">project</gmd:MD_KeywordTypeCode>
               </gmd:type>
               <gmd:thesaurusName>
                  <gmd:CI_Citation>
                     <gmd:title>
                        <gco:CharacterString>InPort</gco:CharacterString>
                     </gmd:title>
                     <gmd:date gco:nilReason="inapplicable"/>
                  </gmd:CI_Citation>
               </gmd:thesaurusName>
            </gmd:MD_Keywords>
         </gmd:descriptiveKeywords>
         <gmd:resourceConstraints>
            <gmd:MD_LegalConstraints>
               <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>Cite As: OCM Partners, [Date of Access]: Connecticut Statewide LiDAR 2016 - Blocks 1-7 [Data Date Range], https://www.fisheries.noaa.gov/inport/item/49615.</gco:CharacterString>
               </gmd:otherConstraints>
            </gmd:MD_LegalConstraints>
         </gmd:resourceConstraints>
         <gmd:resourceConstraints>
            <gmd:MD_Constraints>
               <gmd:useLimitation>
                  <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>
               </gmd:useLimitation>
            </gmd:MD_Constraints>
         </gmd:resourceConstraints>
         <gmd:resourceConstraints>
            <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:otherConstraints>
                  <gco:CharacterString>Access Constraints: This data may be used by the requesting party at their own risk and may be re-distributed.</gco:CharacterString>
               </gmd:otherConstraints>
            </gmd:MD_LegalConstraints>
         </gmd:resourceConstraints>
         <gmd:resourceConstraints>
            <gmd:MD_LegalConstraints>
               <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>Use Constraints: This data is for planning purposes only and should not be used for legal or cadastral purposes. Any conclusions drawn from analysis of this information are the responsibility of the user. Users should be aware that temporal changes may have occurred since this dataset was collected and some parts of this dataset may no longer represent actual surface conditions. Users should not use these data for critical applications without a full awareness of its limitations.</gco:CharacterString>
               </gmd:otherConstraints>
            </gmd:MD_LegalConstraints>
         </gmd:resourceConstraints>
         <gmd:resourceConstraints>
            <gmd:MD_LegalConstraints>
               <gmd:useLimitation>
                  <gmd:MD_RestrictionCode codeList="http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#gmd:MD_RestrictionCode"
                                          codeListValue="otherRestrictions">otherRestrictions</gmd:MD_RestrictionCode>
               </gmd:useLimitation>
               <gmd:otherConstraints>
                  <gco:CharacterString>Distribution Liability: The Capitol Region Council of Governments digital data have been tested and their documentation carefully reviewed.  However, the Capitol Region Council of Governments and its representatives make no warranty or representation, either expressed or implied, with respect to the digital data and their documentation, their quality, performance, merchantability, or fitness for a particular purpose.  The digital data are distributed on "as is" basis, and the user assumes all risk to their quality, the results obtained from their use, and the performance of the data.  In no event will the Capitol Region Council of Governments or its representatives be liable for any direct, indirect, special, incidental or consequential damages resulting from and defect in the State of Connecticut or in their documentation.  This disclaimer of warranty is exclusive and in lieu of all others, oral or written, express or implied.  No agent or employee is authorized to make any modification, extension, or addition to this warranty.

    Any conclusions drawn from the analysis of this information are not the responsibility of the Capitol Region Council of Governments, the Office for Coastal Management or its partners.</gco:CharacterString>
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         <gmd:resourceConstraints>
            <gmd:MD_SecurityConstraints>
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                  <gmd:MD_ClassificationCode codeList="http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#gmd:MD_ClassificationCode"
                                             codeListValue="unclassified">unclassified</gmd:MD_ClassificationCode>
               </gmd:classification>
               <gmd:classificationSystem gco:nilReason="missing"/>
               <gmd:handlingDescription gco:nilReason="missing"/>
            </gmd:MD_SecurityConstraints>
         </gmd:resourceConstraints>
         <gmd:aggregationInfo>
            <gmd:MD_AggregateInformation>
               <gmd:aggregateDataSetName>
                  <gmd:CI_Citation>
                     <gmd:title>
                        <gco:CharacterString>Connecticut Statewide Lidar DEM 2016</gco:CharacterString>
                     </gmd:title>
                     <gmd:date gco:nilReason="unknown"/>
                     <gmd:identifier>
                        <gmd:MD_Identifier>
                           <gmd:authority>
                              <gmd:CI_Citation>
                                 <gmd:title>
                                    <gco:CharacterString>NOAA/NMFS/EDM</gco:CharacterString>
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                                 <gmd:date gco:nilReason="inapplicable"/>
                              </gmd:CI_Citation>
                           </gmd:authority>
                           <gmd:code>
                              <gco:CharacterString>49408</gco:CharacterString>
                           </gmd:code>
                        </gmd:MD_Identifier>
                     </gmd:identifier>
                  </gmd:CI_Citation>
               </gmd:aggregateDataSetName>
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                  <gmd:DS_AssociationTypeCode codeList="http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#DS_AssociationTypeCode"
                                              codeListValue="crossReference">crossReference</gmd:DS_AssociationTypeCode>
               </gmd:associationType>
            </gmd:MD_AggregateInformation>
         </gmd:aggregationInfo>
         <gmd:spatialRepresentationType>
            <gmd:MD_SpatialRepresentationTypeCode codeList="http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#gmd:MD_SpatialRepresentationTypeCode"
                                                  codeListValue="vector">vector</gmd:MD_SpatialRepresentationTypeCode>
         </gmd:spatialRepresentationType>
         <gmd:language>
            <gco:CharacterString>eng; US</gco:CharacterString>
         </gmd:language>
         <gmd:topicCategory>
            <gmd:MD_TopicCategoryCode>elevation</gmd:MD_TopicCategoryCode>
         </gmd:topicCategory>
         <gmd:topicCategory>
            <gmd:MD_TopicCategoryCode>oceans</gmd:MD_TopicCategoryCode>
         </gmd:topicCategory>
         <gmd:extent>
            <gmd:EX_Extent>
               <gmd:geographicElement>
                  <gmd:EX_GeographicBoundingBox>
                     <gmd:westBoundLongitude>
                        <gco:Decimal>-73.745809</gco:Decimal>
                     </gmd:westBoundLongitude>
                     <gmd:eastBoundLongitude>
                        <gco:Decimal>-71.782632</gco:Decimal>
                     </gmd:eastBoundLongitude>
                     <gmd:southBoundLatitude>
                        <gco:Decimal>40.971166</gco:Decimal>
                     </gmd:southBoundLatitude>
                     <gmd:northBoundLatitude>
                        <gco:Decimal>42.063615</gco:Decimal>
                     </gmd:northBoundLatitude>
                  </gmd:EX_GeographicBoundingBox>
               </gmd:geographicElement>
               <gmd:temporalElement>
                  <gmd:EX_TemporalExtent>
                     <gmd:extent>
                        <gml:TimePeriod gml:id="boundingTemporalExtent-1-1">
                           <gml:description> | Currentness: Ground Condition</gml:description>
                           <gml:beginPosition>2016-03-11</gml:beginPosition>
                           <gml:endPosition>2016-04-16</gml:endPosition>
                        </gml:TimePeriod>
                     </gmd:extent>
                  </gmd:EX_TemporalExtent>
               </gmd:temporalElement>
            </gmd:EX_Extent>
         </gmd:extent>
         <gmd:supplementalInformation>
            <gco:CharacterString>Data were changed for ingest in the Digital Coast Data Access Viewer. Original Project Projection, Datums and Units:  Projection - State Plane Connecticut;  Horizontal datum - North American Datum of 1983 (NAD83 (2011));  Vertical datum - North American Vertical Datum of 1988 (NAVD88) using the latest geoid (Geoid12b) for converting ellipsoidal heights to orthometric heights;  Units - US feet
Data were changed to geographic coordinates (NAD83(2011)). The vertical datum was reverted to ellipsoid heights (using Geoid12b) in meters. Custom orders of this data may have changed these coordinate systems, which will be reflected in the spatial organization section.
A data report is available at https://noaa-nos-coastal-lidar-pds.s3.amazonaws.com/laz/geoid18/8392/supplemental/Final_LiDAR_Report_CRCOG_2016.pdf

   The following are the USGS lidar fields in JSON:
              {
                

                "ldrinfo" : {
                        

                "ldrspec" : "USGS Base Specification 1.2, QL2 meeting 19.6cm VVA",

                "ldrsens" : "Leica ALS70",

                "ldrmaxnr" : "4",

                "ldrnps" : "0.67",

                "ldrdens" : "2.2",

                "ldranps" : "0.67",

                "ldradens" : "2.2",

                "ldrfltht" : "2180",

                "ldrfltsp" : "140",

                "ldrscana" : "40",

                "ldrscanr" : "51.3",

                "ldrpulsr" : "251",

                "ldrpulsd" : "10",

                "ldrpulsw" : "0.49",

                "ldrwavel" : "1064",

                "ldrmpia" : "1",

                "ldrbmdiv" : "0.3",

                "ldrswatw" : "1587",

                "ldrswato" : "30",

                "ldrcrs" : "NAD_1983_2011_StatePlane_Connecticut_FIPS_0600_Ft_US",

                "ldrgeoid" : "NGS Geoid12b"
            },

                "ldraccur" : {
                        

                "ldrchacc" : "0.196",

                "rawnva" : "0.138",

                "rawnvan" : "181",

                "clsnva" : "0.125",

                "clsnvan" : "181",

                "clsvva" : "0.170",

                "clsvvan" : "95"
            },

                "lasinfo" : {
                        

                "lasver" : "1.4",

                "lasprf" : "6",

                "laswheld" : "Withheld points were identified in these files with the withheld flag",

                "lasolap" : "Overlap points were identified in these files with the overlap flag",

                "lasintr" : "16",

                "lasclass" : {
                        

                "clascode" : "1",

                "clasitem" : "Unclassified"
            },

                "lasclass" : {
                        

                "clascode" : "2",

                "clasitem" : "Bare earth"
            },

                "lasclass" : {
                        

                "clascode" : "7",

                "clasitem" : "Noise"
            },

                "lasclass" : {
                        

                "clascode" : "9",

                "clasitem" : "Water"
            },

                "lasclass" : {
                        

                "clascode" : "10",

                "clasitem" : "Ignored Ground (Breakline Proximity)"
            },

                "lasclass" : {
                        

                "clascode" : "17",

                "clasitem" : "Bridges"
            },

                "lasclass" : {
                        

                "clascode" : "18",

                "clasitem" : "High Noise"
            }
            }}</gco:CharacterString>
         </gmd:supplementalInformation>
      </gmd:MD_DataIdentification>
   </gmd:identificationInfo>
   <gmd:contentInfo>
      <gmd:MD_FeatureCatalogueDescription>
         <gmd:complianceCode>
            <gco:Boolean>false</gco:Boolean>
         </gmd:complianceCode>
         <gmd:language>
            <gmd:LanguageCode codeList="http://www.loc.gov/standards/iso639-2/php/code_list.php"
                              codeListValue="eng">eng</gmd:LanguageCode>
         </gmd:language>
         <gmd:includedWithDataset>
            <gco:Boolean>false</gco:Boolean>
         </gmd:includedWithDataset>
         <gmd:featureCatalogueCitation>
            <gmd:CI_Citation>
               <gmd:title>
                  <gco:CharacterString>USGA Base Specification 1.2, QL2 meeting 19.6 cm VVA</gco:CharacterString>
               </gmd:title>
               <gmd:date gco:nilReason="unavailable"/>
            </gmd:CI_Citation>
         </gmd:featureCatalogueCitation>
      </gmd:MD_FeatureCatalogueDescription>
   </gmd:contentInfo>
   <gmd:distributionInfo>
      <gmd:MD_Distribution>
         <gmd:distributionFormat>
            <gmd:MD_Format>
               <gmd:name>
                  <gco:CharacterString>Zip</gco:CharacterString>
               </gmd:name>
               <gmd:version gco:nilReason="missing"/>
               <gmd:fileDecompressionTechnique>
                  <gco:CharacterString>Zip</gco:CharacterString>
               </gmd:fileDecompressionTechnique>
            </gmd:MD_Format>
         </gmd:distributionFormat>
         <gmd:distributionFormat>
            <gmd:MD_Format>
               <gmd:name>
                  <gco:CharacterString>LAS/LAZ - LASer</gco:CharacterString>
               </gmd:name>
               <gmd:version gco:nilReason="missing"/>
               <gmd:fileDecompressionTechnique>
                  <gco:CharacterString>Zip</gco:CharacterString>
               </gmd:fileDecompressionTechnique>
            </gmd:MD_Format>
         </gmd:distributionFormat>
         <gmd:distributor>
            <gmd:MD_Distributor>
               <gmd:distributorContact>
                  <gmd:CI_ResponsibleParty>
                     <gmd:organisationName>
                        <gco:CharacterString>NOAA Office for Coastal Management</gco:CharacterString>
                     </gmd:organisationName>
                     <gmd:contactInfo>
                        <gmd:CI_Contact>
                           <gmd:phone>
                              <gmd:CI_Telephone>
                                 <gmd:voice>
                                    <gco:CharacterString>(843) 740-1202</gco:CharacterString>
                                 </gmd:voice>
                              </gmd:CI_Telephone>
                           </gmd:phone>
                           <gmd:address>
                              <gmd:CI_Address>
                                 <gmd:deliveryPoint>
                                    <gco:CharacterString>2234 South Hobson Ave</gco:CharacterString>
                                 </gmd:deliveryPoint>
                                 <gmd:city>
                                    <gco:CharacterString>Charleston</gco:CharacterString>
                                 </gmd:city>
                                 <gmd:administrativeArea>
                                    <gco:CharacterString>SC</gco:CharacterString>
                                 </gmd:administrativeArea>
                                 <gmd:postalCode>
                                    <gco:CharacterString>29405-2413</gco:CharacterString>
                                 </gmd:postalCode>
                                 <gmd:country gco:nilReason="missing"/>
                                 <gmd:electronicMailAddress>
                                    <gco:CharacterString>coastal.info@noaa.gov</gco:CharacterString>
                                 </gmd:electronicMailAddress>
                              </gmd:CI_Address>
                           </gmd:address>
                           <gmd:onlineResource>
                              <gmd:CI_OnlineResource>
                                 <gmd:linkage>
                                    <gmd:URL>https://coast.noaa.gov</gmd:URL>
                                 </gmd:linkage>
                                 <gmd:protocol>
                                    <gco:CharacterString>WWW:LINK-1.0-http--link</gco:CharacterString>
                                 </gmd:protocol>
                                 <gmd:name>
                                    <gco:CharacterString>NOAA Office for Coastal Management Website</gco:CharacterString>
                                 </gmd:name>
                                 <gmd:description>
                                    <gco:CharacterString>NOAA Office for Coastal Management Home Page</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>
                        <gmd:CI_RoleCode codeList="http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#gmd:CI_RoleCode"
                                         codeListValue="distributor">distributor</gmd:CI_RoleCode>
                     </gmd:role>
                  </gmd:CI_ResponsibleParty>
               </gmd:distributorContact>
            </gmd:MD_Distributor>
         </gmd:distributor>
         <gmd:transferOptions>
            <gmd:MD_DigitalTransferOptions>
               <gmd:onLine>
                  <gmd:CI_OnlineResource>
                     <gmd:linkage>
                        <gmd:URL>https://coast.noaa.gov/dataviewer/#/lidar/search/where:ID=8392</gmd:URL>
                     </gmd:linkage>
                     <gmd:protocol>
                        <gco:CharacterString>WWW:LINK-1.0-http--link</gco:CharacterString>
                     </gmd:protocol>
                     <gmd:name>
                        <gco:CharacterString>Customized Download</gco:CharacterString>
                     </gmd:name>
                     <gmd:description>
                        <gco:CharacterString>Create custom data files by choosing data area, product type, map projection, file format, datum, etc.</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>
                     </gmd:function>
                  </gmd:CI_OnlineResource>
               </gmd:onLine>
            </gmd:MD_DigitalTransferOptions>
         </gmd:transferOptions>
         <gmd:transferOptions>
            <gmd:MD_DigitalTransferOptions>
               <gmd:onLine>
                  <gmd:CI_OnlineResource>
                     <gmd:linkage>
                        <gmd:URL>https://noaa-nos-coastal-lidar-pds.s3.amazonaws.com/laz/geoid18/8392/index.html</gmd:URL>
                     </gmd:linkage>
                     <gmd:protocol>
                        <gco:CharacterString>WWW:LINK-1.0-http--link</gco:CharacterString>
                     </gmd:protocol>
                     <gmd:name>
                        <gco:CharacterString>Bulk Download</gco:CharacterString>
                     </gmd:name>
                     <gmd:description>
                        <gco:CharacterString>Simple download of data files.</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>
                     </gmd:function>
                  </gmd:CI_OnlineResource>
               </gmd:onLine>
            </gmd:MD_DigitalTransferOptions>
         </gmd:transferOptions>
      </gmd:MD_Distribution>
   </gmd:distributionInfo>
   <gmd:dataQualityInfo>
      <gmd:DQ_DataQuality>
         <gmd:scope>
            <gmd:DQ_Scope>
               <gmd:level>
                  <gmd:MD_ScopeCode codeList="http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#MD_ScopeCode"
                                    codeListValue="dataset">dataset</gmd:MD_ScopeCode>
               </gmd:level>
            </gmd:DQ_Scope>
         </gmd:scope>
         <gmd:report>
            <gmd:DQ_QuantitativeAttributeAccuracy>
               <gmd:nameOfMeasure>
                  <gco:CharacterString>Accuracy</gco:CharacterString>
               </gmd:nameOfMeasure>
               <gmd:evaluationMethodDescription>
                  <gco:CharacterString>State of Connecticut:

The LiDAR surface was evaluated using a collection of 181 GPS surveyed checkpoints for the raw NVA report. The DEM was compared to these checkpoints yielding a better result than was required for the project. 

Raw NVA Control Accuracy Report (feet)

      --------- Report Disclaimer ---------

      This report does not guarantee accuracy. The report only reflects one statistical representation of the control points, LIDAR data and surface used. This report does not replace a thorough quality control process.

      --------- Report Summary ---------
Average dz       	0.004
Minimum dz       	-0.829
Maximum dz       	0.622
Average magnitude	0.170
Root mean square 	0.227
Std deviation    	0.228

----------------------------------------------------------------------------------------

Attribute accuracy is tested after the LiDAR processing stage.  After classification of the LiDAR data, DEMs are created using the bare earth points. The NVA report is generated from the comparison of the DEM and the ground control collected within the project area.

The DEM surface was evaluated using a collection of 181 GPS surveyed checkpoints for the NVA report. The DEM was compared to these checkpoints yielding much better result than was required for the project. 

NVA Control Accuracy Report (feet)

      --------- Report Disclaimer ---------

      This report does not guarantee accuracy. The report only reflects one statistical representation of the control points, LIDAR data and surface used. This report does not replace a thorough quality control process.

      --------- Report Summary ---------
Average dz       	0.004
Minimum dz       	-0.778
Maximum dz       	0.576
Average magnitude	0.158
Root mean square 	0.207
Std deviation    	0.207

----------------------------------------------------------------------------------------

Attribute accuracy is tested after the LiDAR processing stage.  After classification of the LiDAR data, DEMs are created using the bare earth points. The VVA report is generated from the comparison of the DEM and the ground control collected within the project area.  

The DEM was evaluated using a collection of 95 GPS surveyed checkpoints. The DEM was compared to these checkpoints yielding much better result than was required for the project. 

VVA Control Accuracy Report (feet)

      --------- Report Disclaimer ---------

      This report does not guarantee accuracy. The report only reflects one statistical representation of the control points, LIDAR data and surface used. This report does not replace a thorough quality control process.

      --------- Report Summary ---------
Average dz       	0.147
Minimum dz       	-0.771
Maximum dz       	0.625
Average magnitude	0.212
Root mean square 	0.261
Std deviation    	0.217

---------------------------------------------------------------------------------------- | Quantitative Value: 0 | Quantitative Test Explanation: N/A</gco:CharacterString>
               </gmd:evaluationMethodDescription>
               <gmd:result gco:nilReason="missing"/>
            </gmd:DQ_QuantitativeAttributeAccuracy>
         </gmd:report>
         <gmd:report>
            <gmd:DQ_AbsoluteExternalPositionalAccuracy>
               <gmd:nameOfMeasure>
                  <gco:CharacterString>Horizontal Positional Accuracy</gco:CharacterString>
               </gmd:nameOfMeasure>
               <gmd:evaluationMethodDescription>
                  <gco:CharacterString>Horizontal positional accuracy for the Connecticut LiDAR is dependent upon the quality of the GPS/INS solution, sensor calibration and ground conditions at the time of data capture.  The data set was produced to meet ASPRS Positional Accuracy Standards for Digital Geospatial Data (2014) for a 1.0 meter RMSEx/RMSEy.; Quantitative Value: 1.0 meters, Test that produced the value: For the Connecticut, this value is computed by comparing ground control to a DEM derived from the classified LiDAR data and represents the RMSE of residuals on controls within the project area.</gco:CharacterString>
               </gmd:evaluationMethodDescription>
               <gmd:result gco:nilReason="missing"/>
            </gmd:DQ_AbsoluteExternalPositionalAccuracy>
         </gmd:report>
         <gmd:report>
            <gmd:DQ_AbsoluteExternalPositionalAccuracy>
               <gmd:nameOfMeasure>
                  <gco:CharacterString>Vertical Positional Accuracy</gco:CharacterString>
               </gmd:nameOfMeasure>
               <gmd:evaluationMethodDescription>
                  <gco:CharacterString>For the DEM data derived from the classified point cloud, the NVA and VVA were computed. The vertical accuracy was tested with independent survey check points located in various terrain types within Connecticut. These check points were not used in the calibration or post processing of the lidar point cloud data. The survey check points were distributed throughout the block area. Specifications for this project require that the VVA be 19.6 cm or better @ 95 percent confidence level. The raw NVA was tested using 181 independent survey check points located in flat terrain types within the state of Connecticut. The survey checkpoints were distributed throughout the block area. The 181 independent check points were surveyed using static GPS base stations collecting point location for 20 minute intervals. Elevations were measured for the x,y,z location of each check point. Elevations interpolated from the DEM surface were then compared to the elevation values of the surveyed control. This data set was tested to meet ASPRS Positional Accuracy Standards for Digital Geospatial Data (2014) for a 10cm RMSEz Vertical Accuracy Class. Actual NVA accuracy was found to be RMSEz = 7cm, equating to +/- 13.8cm at 95% confidence level. The NVA was tested using 181 independent survey check points located in bare earth terrain types within the state of Connecticut. The 181 independent check points contained all NVA points and were surveyed using static GPS base stations collecting point location for 20 minute intervals. Elevations were measured for the x,y,z location of each check point. Elevations interpolated from the DEM surface were then compared to the elevation values of the surveyed control. This data set was tested to meet ASPRS Positional Accuracy Standards for Digital Geospatial Data (2014) for a 10cm RMSEz Vertical Accuracy Class. Actual NVA accuracy was found to be RMSEz = 6.3cm, equating to +/- 12.5cm at 95% confidence level. The VVA was tested using 95 independent survey check points located in various vegetation terrain types within the state of Connecticut. The 95 independent check points were surveyed using static GPS base stations collecting point location for 20 minute intervals. Elevations were measured for the x,y,z location of each check point. Elevations interpolated from the DEM surface were then compared to the elevation values of the surveyed control. This data set was tested to meet ASPRS Positional Accuracy Standards for Digital Geospatial Data (2014) for a 10cm RMSEz Vertical Accuracy Class. Actual NVA accuracy was found to be RMSEz = 6.3cm, equating to +/- 12.5cm at 95% confidence level. Actual VVA accuracy was found to be +/- 17cm at the 95th percentile.</gco:CharacterString>
               </gmd:evaluationMethodDescription>
               <gmd:result gco:nilReason="missing"/>
            </gmd:DQ_AbsoluteExternalPositionalAccuracy>
         </gmd:report>
         <gmd:report>
            <gmd:DQ_CompletenessCommission>
               <gmd:nameOfMeasure>
                  <gco:CharacterString>Completeness Report</gco:CharacterString>
               </gmd:nameOfMeasure>
               <gmd:evaluationMethodDescription>
                  <gco:CharacterString>LiDAR data is collected for the project area.  Post processing of the simultaneously acquired GPS/INS is performed and applied to the laser returns to output a point cloud in the specified project coordinate system and datums.  The point cloud data is then subjected to automated classification routines to assign all points in the point cloud to ground, water, overlap and unclassified point classes.  Anomalous laser returns that occur infrequently are removed entirely from the data set.  Once clean bare earth points are established, DEMs are created using bare earth points and hydro features. The DEM surface is then compared to the survey checkpoints. These accuracies must pass the NVA and VVA accuracy specifications.</gco:CharacterString>
               </gmd:evaluationMethodDescription>
               <gmd:result gco:nilReason="missing"/>
            </gmd:DQ_CompletenessCommission>
         </gmd:report>
         <gmd:report>
            <gmd:DQ_ConceptualConsistency>
               <gmd:nameOfMeasure>
                  <gco:CharacterString>Conceptual Consistency</gco:CharacterString>
               </gmd:nameOfMeasure>
               <gmd:evaluationMethodDescription>
                  <gco:CharacterString>LiDAR data is collected within the project area and processed. After the DEMs were created, the dataset was verified against control.  Well-distributed control was collected for the entire state of Connecticut.  Accuracy is reported for the state as a whole.</gco:CharacterString>
               </gmd:evaluationMethodDescription>
               <gmd:result gco:nilReason="missing"/>
            </gmd:DQ_ConceptualConsistency>
         </gmd:report>
         <gmd:lineage>
            <gmd:LI_Lineage>
               <gmd:statement>
                  <gco:CharacterString>Lidar data collected over the state of Connecticut and processed to a classified point cloud. Ingested into the Digital Coast Data Access Viewer system.</gco:CharacterString>
               </gmd:statement>
               <gmd:processStep>
                  <gmd:LI_ProcessStep>
                     <gmd:description>
                        <gco:CharacterString>At selected locations throughout the site, accurate GPS coordinates and elevations are surveyed and the points are marked with targets. | Source Produced: Ground control</gco:CharacterString>
                     </gmd:description>
                     <gmd:dateTime>
                        <gco:DateTime>2016-01-01T00:00:00</gco:DateTime>
                     </gmd:dateTime>
                  </gmd:LI_ProcessStep>
               </gmd:processStep>
               <gmd:processStep>
                  <gmd:LI_ProcessStep>
                     <gmd:description>
                        <gco:CharacterString>New LiDAR data is captured for the project area using a Leica ALS70 LiDAR instrument an integrated IPAS20 GPS/INS system mounted within a Aero Commander twin engine airplane.</gco:CharacterString>
                     </gmd:description>
                     <gmd:dateTime>
                        <gco:DateTime>2016-01-01T00:00:00</gco:DateTime>
                     </gmd:dateTime>
                  </gmd:LI_ProcessStep>
               </gmd:processStep>
               <gmd:processStep>
                  <gmd:LI_ProcessStep>
                     <gmd:description>
                        <gco:CharacterString>The airborne GPS data is post-processed in Inertial Explorer software and LEICA CloudPro software to determine the LiDAR sensor's angle and orientation in the terrain (project) coordinate system and datums during the survey.</gco:CharacterString>
                     </gmd:description>
                     <gmd:dateTime>
                        <gco:DateTime>2016-01-01T00:00:00</gco:DateTime>
                     </gmd:dateTime>
                  </gmd:LI_ProcessStep>
               </gmd:processStep>
               <gmd:processStep>
                  <gmd:LI_ProcessStep>
                     <gmd:description>
                        <gco:CharacterString>The post processed GPS/INS solution is applied to the raw lidar data to orient and project the data points into the project area reference system as an unclassified point cloud. | Source Produced: Classified lidar</gco:CharacterString>
                     </gmd:description>
                     <gmd:dateTime>
                        <gco:DateTime>2016-01-01T00:00:00</gco:DateTime>
                     </gmd:dateTime>
                  </gmd:LI_ProcessStep>
               </gmd:processStep>
               <gmd:processStep>
                  <gmd:LI_ProcessStep>
                     <gmd:description>
                        <gco:CharacterString>The georeferenced lidar data is then classified and edited in Terrasolid Terrascan software.  Data is classified to produce:  Class 1:  unclassified,  Class 2:  ground,  Class 7:  low point,  Class 9: water,  Class 10: ignored ground, Class 17: bridge deck,  Class 18: high noise. | Source Produced: Classified lidar</gco:CharacterString>
                     </gmd:description>
                     <gmd:dateTime>
                        <gco:DateTime>2016-01-01T00:00:00</gco:DateTime>
                     </gmd:dateTime>
                  </gmd:LI_ProcessStep>
               </gmd:processStep>
               <gmd:processStep>
                  <gmd:LI_ProcessStep>
                     <gmd:description>
                        <gco:CharacterString>The classified lidar data is exported as 2500 X 2500 foot tiles in the LAS format with any or all classes required to produce derivative products. | Source Produced: Classified lidar</gco:CharacterString>
                     </gmd:description>
                     <gmd:dateTime>
                        <gco:DateTime>2016-01-01T00:00:00</gco:DateTime>
                     </gmd:dateTime>
                  </gmd:LI_ProcessStep>
               </gmd:processStep>
               <gmd:processStep>
                  <gmd:LI_ProcessStep>
                     <gmd:description>
                        <gco:CharacterString>The NOAA Office for Coastal Management (OCM) received the files in las 1.4 format. The files contained Lidar elevation and intensity measurements. The data were in Connecticut State Plane (NAD83 2011 Epoch 2010.0; FIPS 0600), US Feet coordinates and NAVD88 (Geoid12b) vertical feet. OCM performed the following processing to the data to make it available within the Digital Coast:
1. The data were converted from Connecticut State Plane coordinates to geographic coordinates.
2. The vertical units of the data were converted from feet to meters.
3. The data were converted from NAVD88 (orthometric) heights to NAD83(2011) ellipsoid heights using Geoid12b grids.
4. Data were compressed with laszip as native LAS 1.4.</gco:CharacterString>
                     </gmd:description>
                     <gmd:dateTime>
                        <gco:DateTime>2017-10-01T00:00:00</gco:DateTime>
                     </gmd:dateTime>
                     <gmd:processor>
                        <gmd:CI_ResponsibleParty>
                           <gmd:organisationName>
                              <gco:CharacterString>NOAA Office for Coastal Management</gco:CharacterString>
                           </gmd:organisationName>
                           <gmd:contactInfo>
                              <gmd:CI_Contact>
                                 <gmd:phone>
                                    <gmd:CI_Telephone>
                                       <gmd:voice>
                                          <gco:CharacterString>(843) 740-1202</gco:CharacterString>
                                       </gmd:voice>
                                    </gmd:CI_Telephone>
                                 </gmd:phone>
                                 <gmd:address>
                                    <gmd:CI_Address>
                                       <gmd:electronicMailAddress>
                                          <gco:CharacterString>coastal.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:source>
                  <gmd:LI_Source>
                     <gmd:description>
                        <gco:CharacterString>Source Contribution: The classified lidar point cloud is used to derive various data products such as, but not limited to, bare earth gridded DEM, triangulated irregular networks (TIN), contours, digital surface models (DSM).  The output format is fully compliant LAS v1.4, Point Record Format 6 | Source Geospatial Form: Point digital data | Type of Source Media: disk</gco:CharacterString>
                     </gmd:description>
                     <gmd:scaleDenominator>
                        <gmd:MD_RepresentativeFraction>
                           <gmd:denominator>
                              <gco:Integer>1200</gco:Integer>
                           </gmd:denominator>
                        </gmd:MD_RepresentativeFraction>
                     </gmd:scaleDenominator>
                     <gmd:sourceCitation>
                        <gmd:CI_Citation>
                           <gmd:title>
                              <gco:CharacterString>Classified lidar</gco:CharacterString>
                           </gmd:title>
                           <gmd:date gco:nilReason="missing"/>
                        </gmd:CI_Citation>
                     </gmd:sourceCitation>
                     <gmd:sourceExtent>
                        <gmd:EX_Extent>
                           <gmd:temporalElement>
                              <gmd:EX_TemporalExtent>
                                 <gmd:extent>
                                    <gml:TimeInstant gml:id="sourceExtent-1140507">
                                       <gml:timePosition>2016</gml:timePosition>
                                    </gml:TimeInstant>
                                 </gmd:extent>
                              </gmd:EX_TemporalExtent>
                           </gmd:temporalElement>
                        </gmd:EX_Extent>
                     </gmd:sourceExtent>
                  </gmd:LI_Source>
               </gmd:source>
               <gmd:source>
                  <gmd:LI_Source>
                     <gmd:description>
                        <gco:CharacterString>Source Contribution: Targeted ground control is used to create a digital control file and control report as well as QC check of LiDAR accuracy.  Predefined points (NGS when available) within the project area are targeted. | Source Geospatial Form: tabular digital data | Type of Source Media: disc</gco:CharacterString>
                     </gmd:description>
                     <gmd:sourceCitation>
                        <gmd:CI_Citation>
                           <gmd:title>
                              <gco:CharacterString>Ground control</gco:CharacterString>
                           </gmd:title>
                           <gmd:date>
                              <gmd:CI_Date>
                                 <gmd:date>
                                    <gco:Date>2010-01-01</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:CI_Citation>
                     </gmd:sourceCitation>
                     <gmd:sourceExtent>
                        <gmd:EX_Extent>
                           <gmd:temporalElement>
                              <gmd:EX_TemporalExtent>
                                 <gmd:extent>
                                    <gml:TimeInstant gml:id="sourceExtent-1140508">
                                       <gml:timePosition>2016</gml:timePosition>
                                    </gml:TimeInstant>
                                 </gmd:extent>
                              </gmd:EX_TemporalExtent>
                           </gmd:temporalElement>
                        </gmd:EX_Extent>
                     </gmd:sourceExtent>
                  </gmd:LI_Source>
               </gmd:source>
               <gmd:source>
                  <gmd:LI_Source>
                     <gmd:description>
                        <gco:CharacterString>Source Contribution: Aerial LiDAR and GPS/IMU data are recorded for the defined project area at an altitude, flight speed, scanner swath width and scanner pulse frequency to achieve the design goals of the project. | Source Geospatial Form: Remote sensing image | Type of Source Media: disc</gco:CharacterString>
                     </gmd:description>
                     <gmd:sourceCitation>
                        <gmd:CI_Citation>
                           <gmd:title>
                              <gco:CharacterString>LiDAR Data</gco:CharacterString>
                           </gmd:title>
                           <gmd:date gco:nilReason="missing"/>
                        </gmd:CI_Citation>
                     </gmd:sourceCitation>
                     <gmd:sourceExtent>
                        <gmd:EX_Extent>
                           <gmd:temporalElement>
                              <gmd:EX_TemporalExtent>
                                 <gmd:extent>
                                    <gml:TimeInstant gml:id="sourceExtent-1140509">
                                       <gml:timePosition>2016</gml:timePosition>
                                    </gml:TimeInstant>
                                 </gmd:extent>
                              </gmd:EX_TemporalExtent>
                           </gmd:temporalElement>
                        </gmd:EX_Extent>
                     </gmd:sourceExtent>
                  </gmd:LI_Source>
               </gmd:source>
               <gmd:source>
                  <gmd:LI_Source>
                     <gmd:description>
                        <gco:CharacterString>Source Contribution: Post processed GPS/INS is applied to the lidar point data to georeference each point in the project coordinate system | Source Geospatial Form: Tabular digital data | Type of Source Media: disk</gco:CharacterString>
                     </gmd:description>
                     <gmd:scaleDenominator>
                        <gmd:MD_RepresentativeFraction>
                           <gmd:denominator>
                              <gco:Integer>1200</gco:Integer>
                           </gmd:denominator>
                        </gmd:MD_RepresentativeFraction>
                     </gmd:scaleDenominator>
                     <gmd:sourceCitation>
                        <gmd:CI_Citation>
                           <gmd:title>
                              <gco:CharacterString>Post processed GPS/INS</gco:CharacterString>
                           </gmd:title>
                           <gmd:date gco:nilReason="missing"/>
                        </gmd:CI_Citation>
                     </gmd:sourceCitation>
                     <gmd:sourceExtent>
                        <gmd:EX_Extent>
                           <gmd:temporalElement>
                              <gmd:EX_TemporalExtent>
                                 <gmd:extent>
                                    <gml:TimeInstant gml:id="sourceExtent-1140510">
                                       <gml:timePosition>2016</gml:timePosition>
                                    </gml:TimeInstant>
                                 </gmd:extent>
                              </gmd:EX_TemporalExtent>
                           </gmd:temporalElement>
                        </gmd:EX_Extent>
                     </gmd:sourceExtent>
                  </gmd:LI_Source>
               </gmd:source>
               <gmd:source>
                  <gmd:LI_Source>
                     <gmd:description>
                        <gco:CharacterString>Source Contribution: The post processed lidar data has been projected and oriented in the specified coordinate system as an un-classified point cloud. | Source Geospatial Form: Point digital data | Type of Source Media: Disk</gco:CharacterString>
                     </gmd:description>
                     <gmd:scaleDenominator>
                        <gmd:MD_RepresentativeFraction>
                           <gmd:denominator>
                              <gco:Integer>1200</gco:Integer>
                           </gmd:denominator>
                        </gmd:MD_RepresentativeFraction>
                     </gmd:scaleDenominator>
                     <gmd:sourceCitation>
                        <gmd:CI_Citation>
                           <gmd:title>
                              <gco:CharacterString>Post processed lidar</gco:CharacterString>
                           </gmd:title>
                           <gmd:date gco:nilReason="missing"/>
                        </gmd:CI_Citation>
                     </gmd:sourceCitation>
                     <gmd:sourceExtent>
                        <gmd:EX_Extent>
                           <gmd:temporalElement>
                              <gmd:EX_TemporalExtent>
                                 <gmd:extent>
                                    <gml:TimeInstant gml:id="sourceExtent-1140511">
                                       <gml:timePosition>2016</gml:timePosition>
                                    </gml:TimeInstant>
                                 </gmd:extent>
                              </gmd:EX_TemporalExtent>
                           </gmd:temporalElement>
                        </gmd:EX_Extent>
                     </gmd:sourceExtent>
                  </gmd:LI_Source>
               </gmd:source>
               <gmd:source>
                  <gmd:LI_Source>
                     <gmd:description>
                        <gco:CharacterString>Source Contribution: The tile definition defines discreet non-overlapping rectangular areas used as cut lines to break up the large classified lidar dataset into smaller, more manageable data tiles.  Each tile is 2500ft by 2500ft in dimension. | Source Geospatial Form: raster digital data | Type of Source Media: disk</gco:CharacterString>
                     </gmd:description>
                     <gmd:scaleDenominator>
                        <gmd:MD_RepresentativeFraction>
                           <gmd:denominator>
                              <gco:Integer>1200</gco:Integer>
                           </gmd:denominator>
                        </gmd:MD_RepresentativeFraction>
                     </gmd:scaleDenominator>
                     <gmd:sourceCitation>
                        <gmd:CI_Citation>
                           <gmd:title>
                              <gco:CharacterString>Tile Definition</gco:CharacterString>
                           </gmd:title>
                           <gmd:date gco:nilReason="missing"/>
                        </gmd:CI_Citation>
                     </gmd:sourceCitation>
                     <gmd:sourceExtent>
                        <gmd:EX_Extent>
                           <gmd:temporalElement>
                              <gmd:EX_TemporalExtent>
                                 <gmd:extent>
                                    <gml:TimeInstant gml:id="sourceExtent-1140512">
                                       <gml:timePosition>2016</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>
