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                                    <gco:CharacterString>US</gco:CharacterString>
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         <gmd:transferOptions>
            <gmd:MD_DigitalTransferOptions>
               <gmd:onLine>
                  <gmd:CI_OnlineResource><!--CSDGM IMPORT ERROR: More than one digtopt/onlinopt/computer/networka/networkr link! We are inserting the first link only!--><!--CSDGM IMPORT ERROR: One of digtinfo/formvern or digtinfo/formdate are required-->
                     <gmd:linkage>
                        <gmd:URL>http://gis.arkansas.gov/product/city-of-hot-springs-contours-line/ https://gis.arkansas.gov/arcgis/rest/services/FEATURESERVICES/Elevation/FeatureServer/0</gmd:URL>
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      </gmd:MD_Distribution>
   </gmd:distributionInfo>
   <gmd:dataQualityInfo>
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            <gmd:DQ_Scope>
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                  <gmd:MD_ScopeCode codeList="http://schemas.opengis.net/iso/19139/20070417/resources/codelist/gmxCodelists.xml#MD_ScopeCode"
                                    codeListValue="dataset">dataset</gmd:MD_ScopeCode>
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                  <gco:CharacterString>Horizontal Positional Accuracy Report</gco:CharacterString>
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               <gmd:evaluationMethodDescription>
                  <gco:CharacterString>The lidar data fully comply with FEMA guidance as published in Appendix A, April, 2003.</gco:CharacterString>
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               <gmd:result gco:nilReason="missing"/>
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                  <gco:CharacterString>Vertical Positional Accuracy Report</gco:CharacterString>
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               <gmd:evaluationMethodDescription>
                  <gco:CharacterString>The lidar data fully comply with FEMA guidance as published in Appendix A, April 2003 and National Standard for Spatial Accuracy (NSSDA). When compared to GPS survey grade points in generally flat non-vegetated areas, at least 95% of the positions have an error less than or equal to 36.3 cm (equivalent to root mean square error of 18.5 cm if errors were normally distributed).</gco:CharacterString>
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               <gmd:result gco:nilReason="missing"/>
            </gmd:DQ_AbsoluteExternalPositionalAccuracy>
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         <gmd:report>
            <gmd:DQ_CompletenessCommission>
               <gmd:evaluationMethodDescription>
                  <gco:CharacterString>1. EarthData's proprietary software, Checkedb, for verification against ground survey points. 2. Terrascan, for verification of automated and manual editing and final QC of products.</gco:CharacterString>
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               <gmd:result gco:nilReason="unknown"/>
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         </gmd:report>
         <gmd:report>
            <gmd:DQ_CompletenessOmission>
               <gmd:evaluationMethodDescription>
                  <gco:CharacterString>1. EarthData's proprietary software, Checkedb, for verification against ground survey points. 2. Terrascan, for verification of automated and manual editing and final QC of products.</gco:CharacterString>
               </gmd:evaluationMethodDescription>
               <gmd:result gco:nilReason="unknown"/>
            </gmd:DQ_CompletenessOmission>
         </gmd:report>
         <gmd:report>
            <gmd:DQ_ConceptualConsistency>
               <gmd:measureDescription>
                  <gco:CharacterString>Compliance with the accuracy standard was ensured by the placement of GPS ground control prior to the acquisition of lidar data. The following checks were performed. 1. The ground control and airborne GPS data stream were validated through a fully analytical boresight adjustment. 2. The DTM (Digital Terrain Model) data were checked against the project control. 3. Lidar elevation data was validated through an inspection of edge matching and visual inspection for quality (artifact removal).</gco:CharacterString>
               </gmd:measureDescription>
               <gmd:result gco:nilReason="unknown"/>
            </gmd:DQ_ConceptualConsistency>
         </gmd:report>
         <gmd:lineage>
            <gmd:LI_Lineage>
               <gmd:statement>
                  <gco:CharacterString>This lineage was generated by the FGDC CSDGM to 19139 transformation</gco:CharacterString>
               </gmd:statement>
               <gmd:processStep>
                  <gmd:LI_ProcessStep>
                     <gmd:description>
                        <gco:CharacterString>EarthData has developed a unique method for processing lidar data to identify and remove elevation points falling on vegetation, buildings, and other aboveground structures. The algorithms for filtering data were utilized within EarthData's proprietary software and commercial software written by TerraSolid. This software suite of tools provides efficient processing for small to large-scale, projects and has been incorporated into ISO 9001 compliant production work flows. The following is a step-by-step breakdown of the process. 1. Using the lidar data set provided by EarthData, the technician performs calibrations on the data set. 2. Using the lidar data set provided by EarthData, the technician performed a visual inspection of the data to verify that there were no voids, and that the data covered the project limits. The technician reviewed these plots and located the areas that contained systematic errors or distortions that were introduced by the lidar sensor. 3. Systematic distortions highlighted in step 2 were removed and the data was re-inspected. Corrections and adjustments can involve the application of angular deflection or compensation for curvature of the ground surface that can be introduced by crossing from one type of land cover to another. 4. The lidar data was trimmed. The data was checked against a control network to ensure that vertical requirements were maintained. Conversion to the client-specified datum and projections were then completed. The lidar flight line data set was then segmented into adjoining tiles for batch processing and data management. 5. The initial batch-processing run removed 95% of points falling on vegetation. The algorithm also removed the points that fell on the edge of hard features such as structures, elevated roadways and bridges. 6. The operator interactively processed the data using lidar editing tools. During this final phase the operator generated a TIN based on a desired thematic layers to evaluate the automated classification performed in step 5. This allowed the operator to quickly re-classify points from one layer to another and recreate the TIN surface to see the effects of edits. Geo-referenced images were toggled on or off to aid the operator in identifying problem areas. The data was also examined with an automated profiling tool to aid the operator in the reclassification. 6. The final DEM was written to an LAS 1.0 format and also converted to ASCII. 7. The point cloud data were also delivered in LAS 1.0 format.</gco:CharacterString>
                     </gmd:description>
                     <gmd:dateTime>
                        <gco:DateTime>2007-04-18T00:00:00</gco:DateTime>
                     </gmd:dateTime>
                     <gmd:processor>
                        <gmd:CI_ResponsibleParty>
                           <gmd:individualName>
                              <gco:CharacterString>Angela Worley</gco:CharacterString>
                           </gmd:individualName>
                           <gmd:organisationName>
                              <gco:CharacterString>EarthData International</gco:CharacterString>
                           </gmd:organisationName>
                           <gmd:positionName>
                              <gco:CharacterString>Project Manager</gco:CharacterString>
                           </gmd:positionName>
                           <gmd:contactInfo>
                              <gmd:CI_Contact>
                                 <gmd:phone>
                                    <gmd:CI_Telephone>
                                       <gmd:voice>
                                          <gco:CharacterString>301-948-8550</gco:CharacterString>
                                       </gmd:voice>
                                    </gmd:CI_Telephone>
                                 </gmd:phone>
                                 <gmd:address>
                                    <gmd:CI_Address>
                                       <gmd:deliveryPoint>
                                          <gco:CharacterString>7320 Executive Way</gco:CharacterString>
                                       </gmd:deliveryPoint>
                                       <gmd:city>
                                          <gco:CharacterString>Frederick</gco:CharacterString>
                                       </gmd:city>
                                       <gmd:administrativeArea>
                                          <gco:CharacterString>Maryland</gco:CharacterString>
                                       </gmd:administrativeArea>
                                       <gmd:postalCode>
                                          <gco:CharacterString>21704</gco:CharacterString>
                                       </gmd:postalCode>
                                       <gmd:country>
                                          <gco:CharacterString>US</gco:CharacterString>
                                       </gmd:country>
                                       <gmd:electronicMailAddress>
                                          <gco:CharacterString>metadata@earthdata.com</gco:CharacterString>
                                       </gmd:electronicMailAddress>
                                    </gmd:CI_Address>
                                 </gmd:address>
                                 <gmd:hoursOfService>
                                    <gco:CharacterString>8:30-5:00</gco:CharacterString>
                                 </gmd:hoursOfService>
                              </gmd:CI_Contact>
                           </gmd:contactInfo>
                           <gmd:role>
                              <gmd:CI_RoleCode codeList="http://schemas.opengis.net/iso/19139/20070417/resources/codelist/gmxCodelists.xml#CI_RoleCode"
                                               codeListValue="processor">processor</gmd:CI_RoleCode>
                           </gmd:role>
                        </gmd:CI_ResponsibleParty>
                     </gmd:processor>
                     <gmd:source xlink:href="#id_Lidar"/>
                     <gmi:output xlink:href="#id_Lidar"/>
                  </gmd:LI_ProcessStep>
               </gmd:processStep>
               <gmd:source>
                  <gmd:LI_Source id="id_Aerial_Lidar_Acquisition">
                     <gmd:description>
                        <gco:CharacterString>Source Contribution: The City of Hot Springs, AR requested the collection of LIDAR data over Hot Springs, AR. In response EarthData acquired the data on January 28, 2007 using its aircraft with tail number N2636P. LIDAR data was captured using an ALS50 LIDAR ystem, including an inertial measuring unit (IMU) and a dual frequency GPS receiver. An additional GPS receiver was in constant operation over a published control point set by EarthData at the base of operations airport which is a secondary Airport Control Station. During the data acquisition, the receivers collected phase data at an epoch rate of 1 Hz. The use of the Airport base station ensured that all data capture was performed within 50 miles of a base station. The solutions from the City of Hot Springs were found to be of high integrity and met the accuracy requirements for the project. Laser Pulse Rate - 39200 kHz Field of View - 35 degrees Scane Rate - 25 HzSource Type: None</gco:CharacterString>
                     </gmd:description>
                     <gmd:sourceCitation>
                        <gmd:CI_Citation>
                           <gmd:title>
                              <gco:CharacterString>Aerial Acquisition of Lidar Data for Hot Springs, AR</gco:CharacterString>
                           </gmd:title>
                           <gmd:date>
                              <gmd:CI_Date>
                                 <gmd:date>
                                    <gco:Date>2006-11-08</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>
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                              </gmd:CI_Date>
                           </gmd:date>
                           <gmd:edition>
                              <gco:CharacterString>1</gco:CharacterString>
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                           <gmd:citedResponsibleParty>
                              <gmd:CI_ResponsibleParty>
                                 <gmd:organisationName>
                                    <gco:CharacterString>EarthData International, Inc</gco:CharacterString>
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                                 <gmd:role>
                                    <gmd:CI_RoleCode codeList="http://schemas.opengis.net/iso/19139/20070417/resources/codelist/gmxCodelists.xml#CI_RoleCode"
                                                     codeListValue="originator">originator</gmd:CI_RoleCode>
                                 </gmd:role>
                              </gmd:CI_ResponsibleParty>
                           </gmd:citedResponsibleParty>
                           <gmd:presentationForm>
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                     <gmd:sourceExtent>
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                              <gmd:EX_TemporalExtent>
                                 <gmd:extent>
                                    <gml:TimePeriod gml:id="d1e218">
                                       <gml:beginPosition>2007-01-25</gml:beginPosition>
                                       <gml:endPosition>2007-02-07</gml:endPosition>
                                    </gml:TimePeriod>
                                 </gmd:extent>
                              </gmd:EX_TemporalExtent>
                           </gmd:temporalElement>
                        </gmd:EX_Extent>
                     </gmd:sourceExtent>
                  </gmd:LI_Source>
               </gmd:source>
               <gmd:source>
                  <gmd:LI_Source id="id_Ground_Control_Survey">
                     <gmd:description>
                        <gco:CharacterString>Source Contribution: Earthdata International was contracted to provide LIDAR mapping services in the area of Hot Springs, AR. Earthdata subcontracted the ground survey tasks to TerraSurv, Inc. The Global Positioning System (GPS) was used to establish the control network. The horizontal datum was the North American Datum of 1983, CORS adjustment (NAD 1983 CORS). The vertical datum was the North American Vertical Datum of 1988 (NAVD 1988). The network was observed in a radial configuration. A base receiver was established on a random point and run throughout the observations in each area. The temporary base stations were tied to the CORS and NSRS control stations.Source Type: onLine</gco:CharacterString>
                     </gmd:description>
                     <gmd:sourceCitation>
                        <gmd:CI_Citation>
                           <gmd:title>
                              <gco:CharacterString>Ground Control Report of Hot Springs, AR</gco:CharacterString>
                           </gmd:title>
                           <gmd:date>
                              <gmd:CI_Date>
                                 <gmd:date>
                                    <gco:Date>2007-03-13</gco:Date>
                                 </gmd:date>
                                 <gmd:dateType>
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                                    <gco:CharacterString>TerraSurv, Inc.</gco:CharacterString>
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                           <gmd:presentationForm>
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            </gmd:LI_Lineage>
         </gmd:lineage>
      </gmd:DQ_DataQuality>
   </gmd:dataQualityInfo>
   <gmd:metadataConstraints>
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            <gmd:MD_ClassificationCode codeListValue="unclassified"
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         </gmd:maintenanceAndUpdateFrequency>
         <gmd:maintenanceNote>
            <gco:CharacterString> This metadata was automatically generated from the FGDC Content Standard for Digital Geospatial Metadata standard (version FGDC-STD-001-1998) using the 2019-08-12T11:11:00 version of the FGDC CSDGM to ISO 19139 transform.</gco:CharacterString>
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                              <gco:CharacterString>301-948-8550</gco:CharacterString>
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                           </gmd:deliveryPoint>
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                              <gco:CharacterString>aworley@earthdata.com</gco:CharacterString>
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