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Geographic Extent: Baker County, Oregon, covering approximately 1,282,647 acres. 
Points that were determined to be geometrically invalid, or invalid surface returns, were removed from the data set. The nominal pulse density is eight pulses per square meter. The bare earth (BE) digital elevation model (DEM) raster grid cell size is 3 feet. The native projection is Lambert Conformal Conic, units are in International feet. The native horizontal datum is North American Datum of 1983 (NAD83(2011)); the native vertical datum is North American Vertical Datum of 1988 (NAVD88); (Geoid 18). NV5 collected the lidar and created this dataset in partnership with the Oregon Department of Geology and Mineral Industries (DOGAMI). Project specifications are based on the 3DEP Lidar Base Specification 2022 rev. A.

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                  <gmd:MD_KeywordTypeCode codeList="http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#gmd:MD_KeywordTypeCode"
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         <gmd:descriptiveKeywords>
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               <gmd:keyword>
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                  <gmd:MD_KeywordTypeCode codeList="http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#gmd:MD_KeywordTypeCode"
                                          codeListValue="instrument">instrument</gmd:MD_KeywordTypeCode>
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               <gmd:type>
                  <gmd:MD_KeywordTypeCode codeList="http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#gmd:MD_KeywordTypeCode"
                                          codeListValue="platform">platform</gmd:MD_KeywordTypeCode>
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               <gmd:thesaurusName>
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         <gmd:descriptiveKeywords>
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               </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>
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         <gmd:resourceConstraints>
            <gmd:MD_LegalConstraints>
               <gmd:useConstraints>
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               <gmd:otherConstraints>
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               </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>
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         <gmd:resourceConstraints>
            <gmd:MD_LegalConstraints>
               <gmd:useConstraints>
                  <gmd:MD_RestrictionCode codeList="http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#gmd:MD_RestrictionCode"
                                          codeListValue="license">license</gmd:MD_RestrictionCode>
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               <gmd:otherConstraints>
                  <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>
               </gmd:otherConstraints>
            </gmd:MD_LegalConstraints>
         </gmd:resourceConstraints>
         <gmd:resourceConstraints>
            <gmd:MD_LegalConstraints>
               <gmd:accessConstraints>
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         <gmd:resourceConstraints>
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               <gmd:useConstraints>
                  <gmd:MD_RestrictionCode codeList="http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#gmd:MD_RestrictionCode"
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               <gmd:otherConstraints>
                  <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>
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            </gmd:MD_LegalConstraints>
         </gmd:resourceConstraints>
         <gmd:resourceConstraints>
            <gmd:MD_LegalConstraints>
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               <gmd:otherConstraints>
                  <gco:CharacterString>Distribution Liability: Users should be aware that temporal changes may have occurred since this dataset was collected and that some parts of these data may no longer represent actual surface conditions. Users should not use this data for critical applications without a full awareness of its limitations. This product is for informational purposes and may not have been prepared for or be suitable for legal, engineering, surveying, or site specific purposes. Users of this information should review or consult the primary data and information sources to ascertain the usability of the information. Acknowledgment of Oregon Department of Geology and Industries (DOGAMI) would be appreciated for products derived from these data.
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>
               </gmd:otherConstraints>
            </gmd:MD_LegalConstraints>
         </gmd:resourceConstraints>
         <gmd:resourceConstraints>
            <gmd:MD_SecurityConstraints>
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                     </gmd:westBoundLongitude>
                     <gmd:eastBoundLongitude>
                        <gco:Decimal>-116.787053</gco:Decimal>
                     </gmd:eastBoundLongitude>
                     <gmd:southBoundLatitude>
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                     <gmd:northBoundLatitude>
                        <gco:Decimal>45.122091</gco:Decimal>
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               <gmd:temporalElement>
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                     <gmd:extent>
                        <gml:TimePeriod gml:id="boundingTemporalExtent-1-1">
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                           <gml:endPosition>2022-07-01</gml:endPosition>
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			Bit Depth/Pixel Type = 32-bit float
			Raster Cell Size = 3 feet
			Interpolation or Resampling Technique = Triangulated Irregular Network
			Required Vertical Accuracy = 19.6 cm NVA
			All ground survey data, Lidar data acquisition, calibration, and follow-on processing were completed by the prime contractor, NV5</gco:CharacterString>
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               <gmd:version gco:nilReason="missing"/>
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         <gmd:distributor>
            <gmd:MD_Distributor>
               <gmd:distributorContact>
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                                 <gmd:country gco:nilReason="missing"/>
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                                    <gco:CharacterString>coastal.info@noaa.gov</gco:CharacterString>
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                              <gmd:CI_OnlineResource>
                                 <gmd:linkage>
                                    <gmd:URL>https://coast.noaa.gov</gmd:URL>
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                                 <gmd:electronicMailAddress gco:nilReason="missing"/>
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                           </gmd:address>
                           <gmd:onlineResource>
                              <gmd:CI_OnlineResource>
                                 <gmd:linkage>
                                    <gmd:URL>https://usgs.gov</gmd:URL>
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                                    <gco:CharacterString>WWW:LINK-1.0-http--link</gco:CharacterString>
                                 </gmd:protocol>
                                 <gmd:name>
                                    <gco:CharacterString>USGS Home</gco:CharacterString>
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                                 <gmd:description>
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            <gmd:MD_DigitalTransferOptions>
               <gmd:onLine>
                  <gmd:CI_OnlineResource>
                     <gmd:linkage>
                        <gmd:URL>https://coast.noaa.gov/dataviewer/#/lidar/search/where:ID=10446/details/10446</gmd:URL>
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                     <gmd:description>
                        <gco:CharacterString>Create custom data files by choosing data area, map projection, file format, etc. A new metadata will be produced to reflect your request using this record as a base.</gco:CharacterString>
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                     <gmd:function>
                        <gmd:CI_OnLineFunctionCode codeList="http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#CI_OnLineFunctionCode"
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         <gmd:transferOptions>
            <gmd:MD_DigitalTransferOptions>
               <gmd:onLine>
                  <gmd:CI_OnlineResource>
                     <gmd:linkage>
                        <gmd:URL>https://prd-tnm.s3.amazonaws.com/index.html?prefix=StagedProducts/Elevation/OPR/Projects/OR_Malheur_A22/OR_Malheur_2_A22/TIFF/</gmd:URL>
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                     <gmd:name>
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                     <gmd:description>
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      </gmd:MD_Distribution>
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USGS Determined DEM Vertical Accuracy:

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Vegetated Vertical Accuracy (VVA) = 19.87 cm at 95th Percentile</gco:CharacterString>
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                     <gmd:description>
                        <gco:CharacterString>Lidar data acquisition occurred etween May 20 and July 1, 2022. The survey utilized the Riegl 1560ii laser systems mounted in a Cessna Caravan. Near nadir scan angles were used to increase penetration of vegetation to ground surfaces. Ground level GPS and aircraft IMU were collected during the flight. Processing.1. Airborne GPS and IMU data were merged to develop a Single Best Estimate (SBET) of the lidar system trajectory for each flight line. Flight lines and data were reviewed to ensure complete coverage of the study area and positional accuracy of the laser points. 2. Laser point return coordinates were computed using ALS Post Processor software and IPAS Pro GPS/INS software, based on independent data from the LiDAR system, IMU, and aircraft. 3. The raw LiDAR file was assembled into flight lines per return with each point having an associated x, y, and z coordinate. 4. Visual inspection of swath to swath laser point consistencies within the study area were used to perform manual refinements of system alignment. 5. Custom algorithms were designed to evaluate points between adjacent flight lines. Automated system alignment was computed based upon randomly selected swath to swath accuracy measurements that consider elevation, slope, and intensities. Specifically, refinement in the combination of system pitch, roll and yaw offset parameters optimize internal consistency. 6. Noise (e.g., pits and birds) was filtered using ALS postprocessing software, based on known elevation ranges and included the removal of any cycle slips. 7. Using TerraScan and Microstation, ground classifications utilized custom settings appropriate to the study area. 8. The corrected and filtered return points were compared to the RTK ground survey points collected to verify the vertical and horizontal accuracies. 9. Points were output as laser points, TINed and GRIDed surfaces.</gco:CharacterString>
                     </gmd:description>
                     <gmd:dateTime>
                        <gco:DateTime>2022-07-01T00:00:00</gco:DateTime>
                     </gmd:dateTime>
                  </gmd:LI_ProcessStep>
               </gmd:processStep>
               <gmd:processStep>
                  <gmd:LI_ProcessStep>
                     <gmd:description>
                        <gco:CharacterString>Lidar Post-Processing: The calibrated and controlled lidar swaths were processed using automatic point classification routines in proprietary software. These routines operate against the entire collection (all swaths, all lifts), eliminating character differences between files. Data were then distributed as virtual tiles to experienced lidar analysts for localized automatic classification, manual editing, and peer-based QC checks. Supervisory QC monitoring of work in progress and completed editing ensured consistency of classification character and adherence to project requirements across the entire project. All classification tags were stored in the original swath files. After completion of classification and final QC approval, the NVA and VVA for the project were calculated. Sample areas for each land cover type present in the project were extracted and forwarded to the client, along with the results of the accuracy tests. Upon acceptance, the complete classified lidar swath files were delivered to the client. Points that were determined to be geometrically invalid, or invalid surface returns, were removed from the data set.</gco:CharacterString>
                     </gmd:description>
                     <gmd:dateTime>
                        <gco:DateTime>2022-07-01T00:00:00</gco:DateTime>
                     </gmd:dateTime>
                  </gmd:LI_ProcessStep>
               </gmd:processStep>
               <gmd:processStep>
                  <gmd:LI_ProcessStep>
                     <gmd:description>
                        <gco:CharacterString>Raster DEM Processing: Class 2 (Ground) LiDAR points were used to create a 1-meter  raster DEM. Using automated scripting routines within LasTools a GeoTIFF file was created for each tile. Each surface is reviewed using ArcMap to check for any surface anomalies or incorrect elevations found within the surface.</gco:CharacterString>
                     </gmd:description>
                     <gmd:dateTime>
                        <gco:DateTime>2022-12-07T00:00:00</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) created references to the USGS GeoTIFF files that were ingested into the NOAA Digital Coast Data Access Viewer (DAV). No changes were made to the data. The DAV will access the raster data as it resides on Amazon Web Services (AWS).

These are the GeoTIFF files that are being accessed:
https://prd-tnm.s3.amazonaws.com/index.html?prefix=StagedProducts/Elevation/OPR/Projects/OR_Malheur_A22/OR_Malheur_2_A22/TIFF/</gco:CharacterString>
                     </gmd:description>
                     <gmd:dateTime>
                        <gco:DateTime>2025-09-24T00:00:00</gco:DateTime>
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                              <gco:CharacterString>NOAA Office for Coastal Management</gco:CharacterString>
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                                       <gmd:voice>
                                          <gco:CharacterString>(843) 740-1202</gco:CharacterString>
                                       </gmd:voice>
                                    </gmd:CI_Telephone>
                                 </gmd:phone>
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                                          <gco:CharacterString>coastal.info@noaa.gov</gco:CharacterString>
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                           <gmd:title>
                              <gco:CharacterString>USGS AWS GeoTIFF Files - OR_Malheur_2</gco:CharacterString>
                           </gmd:title>
                           <gmd:date gco:nilReason="missing"/>
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                                    <gco:CharacterString>USGS</gco:CharacterString>
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                                    <gmd:CI_Contact>
                                       <gmd:onlineResource>
                                          <gmd:CI_OnlineResource>
                                             <gmd:linkage>
                                                <gmd:URL>https://prd-tnm.s3.amazonaws.com/index.html?prefix=StagedProducts/Elevation/OPR/Projects/OR_Malheur_A22/OR_Malheur_2_A22/TIFF/</gmd:URL>
                                             </gmd:linkage>
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                                                <gco:CharacterString>WWW:LINK-1.0-http--link</gco:CharacterString>
                                             </gmd:protocol>
                                             <gmd:name>
                                                <gco:CharacterString>USGS AWS GeoTIFF Files for OR_Malheur_2</gco:CharacterString>
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                                                <gco:CharacterString>Source Citation URL</gco:CharacterString>
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               </gmd:source>
            </gmd:LI_Lineage>
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      </gmd:DQ_DataQuality>
   </gmd:dataQualityInfo>
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