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            <gco:CharacterString>Product: The lidar data were processed and classified according to project specifications. Detailed breaklines and bare-earth Digital Elevation Models (DEMs) were produced for the project area. Data was formatted according to tiles with each tile covering an area of 1000m by 1000m. The total project encompasses an area of approximately 10,535 sq. miles.

Dataset Description: The LA Sabine River Lidar project called for the Planning, Acquisition, processing and derivative products of lidar data to be collected at a nominal pulse spacing (NPS) of 0.35 meter. Project specifications are based on the U.S. Geological Survey National Geospatial Program Base Lidar Specification, Version 1.2. The data was developed based on a horizontal projection/datum of NAD83 (2011), Universal Transverse Mercator, meters and vertical datum of NAVD88 (GEOID12B), meters. Lidar data was delivered as processed Classified LAS 1.4 files, formatted to 28119 individual 1000 m x 1000 m tiles, as tiled Intensity Imagery, and as tiled bare earth DEMs; all tiled to the same 1000 m x 1000 m schema. 

Ground Conditions: Lidar was collected between January 12, 2018 and Dec 1, 2018, while no snow was on the ground and rivers were at or below normal levels.

This metadata record supports the data entry in the NOAA Digital Coast Data Access Viewer (DAV). For this data set, the DAV is leveraging the Entwine Point Tiles (EPT) hosted by USGS on Amazon Web Services.</gco:CharacterString>
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   The following are the USGS lidar fields in JSON:
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    "ldrinfo" : {
              

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    "ldrwavel" : "1064",

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    "ldrbmdiv" : "0.25",

    "ldrswatw" : "1569",

    "ldrswato" : "30",

    "ldrgeoid" : "National Geodetic Survey (NGS) Geoid12B"
  },

    "ldraccur" : {
              

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    "clsnva" : "0",

    "clsnvan" : "0",

    "clsvva" : "0",

    "clsvvan" : "0"
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    "lasver" : "1.4",

    "lasprf" : "6",

    "laswheld" : "Withheld (ignore) points were identified in these files using the standard LAS Withheld bit.",

    "lasolap" : "Swath "overage" points were identified in these files using the standard LAS overlap bit.",

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    "lasclass" : {
              

    "clascode" : "1",

    "clasitem" : "Processed, but Unclassified"
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    "lasclass" : {
              

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    "clasitem" : "Bare Earth Ground"
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    "clascode" : "7",

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    "clascode" : "9",

    "clasitem" : "Water"
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    "clascode" : "10",

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    "lasclass" : {
              

    "clascode" : "17",

    "clasitem" : "Bridge Decks"
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    "lasclass" : {
              

    "clascode" : "18",

    "clasitem" : "High Noise"
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Using NSSDA methodology (endorsed by the ASPRS Positional Accuracy Standards for Digital Geospatial Data (2014)), horizontal accuracy at the 95% confidence level (called ACCURACYr) is computed by the formula RMSEr * 1.7308 or RMSExy * 2.448.
No horizontal accuracy requirements or thresholds were provided for this project. However, lidar datasets are generally calibrated by methods designed to ensure a horizontal accuracy of 1 meter or less at the 95% confidence level. 
This data set was produced to meet ASPRS Positional Accuracy Standards for Digital Geospatial Data (2014) for a 41 cm RMSEx/RMSEy Horizontal Accuracy Class which equates to Positional Horizontal Accuracy = +/- 1 meter at a 95% confidence level. Using this small sample set of photo-identifiable checkpoints, positional accuracy of this dataset was found to be RMSEx = 22.9 cm and RMSEy = 21.7 cm which equates to +/- 54.5 cm at 95% confidence level. While not statistically significant, the results of the small sample set of checkpoints are within the produced to meet horizontal accuracy.

For more information see the project report. The link to the report is provided in the URL section of this metadata record.</gco:CharacterString>
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Number of NVA checkpoints: 209
Number of VVA checkpoints: 150
This lidar dataset was tested to meet ASPRS Positional Accuracy Standards for Digital Geospatial Data (2014) for a 10 cm RMSEz Vertical Accuracy Class. Actual NVA accuracy was found to be RMSEz =4.8 cm, equating to +/- 9.4 cm at 95% confidence level. Actual VVA accuracy was found to be +/- 14.4 cm at the 95th percentile.
For more information see the project report. The link to the report is provided in the URL section of this metadata record.

USGS Determined Vertical Accuracy
NVA RMSEz = 4.75 cm, NVA Accuracyz at 95th confidence interval=9.32 cm
VVA= 14.28 cm at the 95th percentile
For more information see the USGS work package report and the project report. The links to these reports are provided in the URL section of this metadata record. </gco:CharacterString>
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                  <gco:CharacterString>These LAS data files include all data points collected. No points have been removed or excluded. A visual qualitative assessment was performed to ensure data completeness. No void areas or missing data exist. The raw point cloud is of good quality and data passes Non-Vegetated Vertical Accuracy specifications.</gco:CharacterString>
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         <gmd:lineage>
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                  <gco:CharacterString>The NOAA Office for Coastal Management (OCM) ingested references to the USGS Entwine Point Tiles (EPT) hosted on Amazon Web Services (AWS) into the Digital Coast Data Access Viewer (DAV). The DAV accesses the point cloud as it resides on AWS under the usgs-lidar-public-container.</gco:CharacterString>
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               <gmd:processStep>
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                     <gmd:description>
                        <gco:CharacterString>The boresight for each lift was done individually as the solution may change slightly from lift to lift. The following steps describe the Raw Data Processing and Boresight process: 1) Technicians processed the raw data to LAS format flight lines using the final GPS/IMU solution. This LAS data set was used as source data for boresight. 2) Technicians first used Airborne Imaging Inc proprietary and commercial software to calculate initial boresight adjustment angles based on sample areas selected in the lift. These areas cover calibration flight lines collected in the lift, cross tie and production flight lines. These areas are well distributed in the lift coverage and cover multiple terrain types that are necessary for boresight angle calculation. The technician then analyzed the results and made any necessary additional adjustment until it is acceptable for the selected areas. 3) Once the boresight angle calculation was completed for the selected areas, the adjusted settings were applied to all of the flight lines of the lift and checked for consistency. The technicians utilized commercial and proprietary software packages to analyze how well flight line overlaps match for the entire lift and adjusted as necessary until the results met the project specifications. 4) Once all lifts were completed with individual boresight adjustment, the technicians checked and corrected the vertical misalignment of all flight lines and also the matching between data and ground truth. The relative accuracy was less than or equal to 6 cm RMSEz within individual swaths and less than or equal to 8 cm RMSDz or within swath overlap (between adjacent swaths). 5) The technicians ran a final vertical accuracy check of the boresighted flight lines against the surveyed check points after the z correction to ensure the requirement of NVA = 19.6 cm 95% Confidence Level (Required Accuracy) was met. Point classification was performed according to USGS Lidar Base Specification 1.2.
Dates of collection:
A1: 20180131 - 20180610
A2: 20180114 - 20180610
A3: 20180114 - 20180610
A4: 20180131 - 20180608
A5: 20181102 - 20190218
A6: 20180131 - 20181210</gco:CharacterString>
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               <gmd:processStep>
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                        <gco:CharacterString>LAS Point Classification: The point classification is performed as described below. The bare earth surface is then manually reviewed to ensure correct classification on the Class 2 (Ground) points. After the bare-earth surface is finalized, it is then used to generate all hydro-breaklines through heads-up digitization. All ground (ASPRS Class 2) lidar data inside of the Lake Pond and Double Line Drain hydro flattening breaklines were then classified to water (ASPRS Class 9) using TerraScan macro functionality. A buffer of 0.35 meters was also used around each hydro-flattened feature to classify these ground (ASPRS Class 2) points to Ignored ground (ASPRS Class 10). All Lake Pond Island and Double Line Drain Island features were checked to ensure that the ground (ASPRS Class 2) points were reclassified to the correct classification after the automated classification was completed. All overlap data was processed through automated functionality provided by TerraScan to classify the overlapping flight line data to approved classes by USGS. The overlap data was classified using standard LAS overlap bit. These classes were created through automated processes only and were not verified for classification accuracy. Due to software limitations within TerraScan, these classes were used to trip the withheld bit within various software packages. These processes were reviewed and accepted by USGS through numerous conference calls and pilot study areas. All data was manually reviewed and any remaining artifacts removed using functionality provided by TerraScan and TerraModeler. Global Mapper us used as a final check of the bare earth dataset. GeoCue was then used to create the deliverable industry-standard LAS files for both the All Point Cloud Data and the Bare Earth. Dewberry proprietary software was used to perform final statistical analysis of the classes in the LAS files, on a per tile level to verify final classification metrics and full LAS header information.</gco:CharacterString>
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                        <gco:CharacterString>The NOAA Office for Coastal Management (OCM) created references to the Entwine Point Tiles (EPT) that were ingested into the NOAA Digital Coast Data Access Viewer (DAV). No changes were made to the data. The DAV will access the point cloud as it resides on Amazon Web Services (AWS) under the usgs-lidar-public container.

These are the AWS URLs being accessed:
https://s3-us-west-2.amazonaws.com/usgs-lidar-public/LA_Sabine_River_Lidar_A1_2018/ept.json
https://s3-us-west-2.amazonaws.com/usgs-lidar-public/LA_Sabine_River_Lidar_A2_2018/ept.json
https://s3-us-west-2.amazonaws.com/usgs-lidar-public/LA_Sabine_River_Lidar_A3_2018/ept.json
https://s3-us-west-2.amazonaws.com/usgs-lidar-public/LA_Sabine_River_Lidar_A4_2018/ept.json
https://s3-us-west-2.amazonaws.com/usgs-lidar-public/LA_Sabine_River_Lidar_A5_2018/ept.json
https://s3-us-west-2.amazonaws.com/usgs-lidar-public/LA_Sabine_River_Lidar_A6_2018/ept.json

The data reports, metadata, and breaklines were downloaded from this USGS site:
https://rockyweb.usgs.gov/vdelivery/Datasets/Staged/Elevation/metadata/LA_Sabine_River_Lidar_2018_D18/</gco:CharacterString>
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