Description
This data package contains bathymetric light detection and ranging (lidar) Hawkeye-4X waveforms metrics (LWFM) for 0 to 50 meter depths around the island of Saipan, Commonwealth of the Northern Mariana Islands (CNMI). Bathymetric lidar waveforms depict the amount of laser light returned from the seafloor recorded during each laser pulse. Typically, only the leading edge of the seafloor return is used to calculate bottom depth. However, the shape of the seafloor return also contains novel information about the physical structure and biological cover on the seafloor (Collin et al. 2011, Wilson et al. 2019). To extract this information, the National Oceanic and Atmospheric Administration (NOAA) National Centers for Coastal Ocean Science (NCCOS) partnered with Oregon State University (OSU), NOAA Office for Coastal Management (OCM), Woolpert and Hexagon Leica to develop software to export, process, normalize and rasterize 16 LWFM describing the shape of the seafloor return (Jung et al. 2024; Collin et al. 2011; Parrish et al. 2014; Kashani et al. 2015; Kogut et al. 2022). The resulting LWFM rasters were used to predict the distribution of key coral reef taxa and habitats west of Saipan (Costa et al. 2024). This effort marks one of the few studies that have used LWFM to predict tropical coral reef habitats to date. These processing workflows and associated software will also make LWFM creation easier and more routine for future Hawkeye-4X lidar collections by NOAA and its partners. This project was funded by NOAAâs Coral Reef Conservation Program (CRCP), and leverages significant investments made by NOAA NCCOS, NOAA National Geodetic Survey, NOAA Office for Coastal Management, and the U.S. Geological Survey in the region.
Resources
| Name | Format | Description | Link |
|---|---|---|---|
| FTP | Unknown | These data are available through the File Transfer Protocol (FTP). FTP is no longer supported by most internet browsers. You may copy and paste the FTP link to the data into an FTP client (e.g., FileZilla or WinSCP). | |
| FTP | Unknown | These data are available through the File Transfer Protocol (FTP). FTP is no longer supported by most internet browsers. You may copy and paste the FTP link to the data into an FTP client (e.g., FileZilla or WinSCP). | |
| FTP | Unknown | These data are available through the File Transfer Protocol (FTP). FTP is no longer supported by most internet browsers. You may copy and paste the FTP link to the data into an FTP client (e.g., FileZilla or WinSCP). | |
| FTP | Unknown | These data are available through the File Transfer Protocol (FTP). FTP is no longer supported by most internet browsers. You may copy and paste the FTP link to the data into an FTP client (e.g., FileZilla or WinSCP). | |
| Oregon State University (OSU) website | Unknown | Institution web page | Open resource |
| Oregon State University (OSU) website | Unknown | Institution web page | Open resource |
| Oregon State University (OSU) website | Unknown | Institution web page | Open resource |
| Oregon State University (OSU) website | Unknown | Institution web page | Open resource |
| Oregon State University (OSU) website | Unknown | Institution web page | Open resource |
| Oregon State University (OSU) website | Unknown | Institution web page | Open resource |
| Oregon State University (OSU) website | Unknown | Institution web page | Open resource |
| Oregon State University (OSU) website | Unknown | Institution web page | Open resource |
| Oregon State University (OSU) website | Unknown | Institution web page | Open resource |
| Oregon State University (OSU) website | Unknown | Institution web page | Open resource |
| Oregon State University (OSU) website | Unknown | Institution web page | Open resource |
| Oregon State University (OSU) website | Unknown | Institution web page | Open resource |
| Oregon State University (OSU) website | Unknown | Institution web page | Open resource |
| Oregon State University (OSU) website | Unknown | Institution web page | Open resource |
| Oregon State University (OSU) website | Unknown | Institution web page | Open resource |
| Oregon State University (OSU) website | Unknown | Institution web page | Open resource |
| https://chs.coast.noaa.gov/htdata/raster5/elevation/CNMI_Topobathy_DEM_2019_9474/ | Unknown | Topobathy Lidar DEM | Open resource |
| https://chs.coast.noaa.gov/htdata/raster5/elevation/CNMI_Topobathy_DEM_2019_9474/ | Unknown | Topobathy Lidar DEM | Open resource |
| https://chs.coast.noaa.gov/htdata/raster5/elevation/CNMI_Topobathy_DEM_2019_9474/ | Unknown | Topobathy Lidar DEM | Open resource |
| https://chs.coast.noaa.gov/htdata/raster5/elevation/CNMI_Topobathy_DEM_2019_9474/ | Unknown | Topobathy Lidar DEM | Open resource |
| NOAA National Centers for Coastal Ocean Science (NCCOS) website | Unknown | Institution web page | Open resource |
| NOAA National Centers for Coastal Ocean Science (NCCOS) website | Unknown | Institution web page | Open resource |
| NOAA National Centers for Coastal Ocean Science (NCCOS) website | Unknown | Institution web page | Open resource |
| NOAA National Centers for Coastal Ocean Science (NCCOS) website | Unknown | Institution web page | Open resource |
| NOAA National Centers for Coastal Ocean Science (NCCOS) website | Unknown | Institution web page | Open resource |
| NOAA National Centers for Coastal Ocean Science (NCCOS) website | Unknown | Institution web page | Open resource |
| NOAA National Centers for Coastal Ocean Science (NCCOS) website | Unknown | Institution web page | Open resource |
| NOAA National Centers for Coastal Ocean Science (NCCOS) website | Unknown | Institution web page | Open resource |
| NOAA National Centers for Coastal Ocean Science (NCCOS) website | Unknown | Institution web page | Open resource |
| NOAA National Centers for Coastal Ocean Science (NCCOS) website | Unknown | Institution web page | Open resource |
| NOAA National Centers for Coastal Ocean Science (NCCOS) website | Unknown | Institution web page | Open resource |
| NOAA National Centers for Coastal Ocean Science (NCCOS) website | Unknown | Institution web page | Open resource |
| NOAA National Centers for Coastal Ocean Science (NCCOS) website | Unknown | Institution web page | Open resource |
| NOAA National Centers for Coastal Ocean Science (NCCOS) website | Unknown | Institution web page | Open resource |
| NOAA National Centers for Coastal Ocean Science (NCCOS) website | Unknown | Institution web page | Open resource |
| NOAA National Centers for Coastal Ocean Science (NCCOS) website | Unknown | Institution web page | Open resource |
| NOAA National Centers for Coastal Ocean Science (NCCOS) website | Unknown | Institution web page | Open resource |
| NOAA National Centers for Coastal Ocean Science (NCCOS) website | Unknown | Institution web page | Open resource |
| NOAA National Centers for Coastal Ocean Science (NCCOS) website | Unknown | Institution web page | Open resource |
| NOAA National Centers for Coastal Ocean Science (NCCOS) website | Unknown | Institution web page | Open resource |
| NOAA National Centers for Coastal Ocean Science (NCCOS) website | Unknown | Institution web page | Open resource |
| NOAA National Centers for Coastal Ocean Science (NCCOS) website | Unknown | Institution web page | Open resource |
| NOAA National Centers for Coastal Ocean Science (NCCOS) website | Unknown | Institution web page | Open resource |
| NOAA National Centers for Coastal Ocean Science (NCCOS) website | Unknown | Institution web page | Open resource |
| NOAA National Centers for Coastal Ocean Science (NCCOS) website | Unknown | Institution web page | Open resource |
| NOAA National Centers for Coastal Ocean Science (NCCOS) website | Unknown | Institution web page | Open resource |
| NOAA National Centers for Coastal Ocean Science (NCCOS) website | Unknown | Institution web page | Open resource |
| NOAA National Centers for Coastal Ocean Science (NCCOS) website | Unknown | Institution web page | Open resource |
| NOAA National Centers for Coastal Ocean Science (NCCOS) website | Unknown | Institution web page | Open resource |
| NOAA National Centers for Coastal Ocean Science (NCCOS) website | Unknown | Institution web page | Open resource |
| NOAA National Centers for Coastal Ocean Science (NCCOS) website | Unknown | Institution web page | Open resource |
| NOAA National Centers for Coastal Ocean Science (NCCOS) website | Unknown | Institution web page | Open resource |
| NOAA National Centers for Coastal Ocean Science (NCCOS) website | Unknown | Institution web page | Open resource |
| NOAA National Centers for Coastal Ocean Science (NCCOS) website | Unknown | Institution web page | Open resource |
| NOAA National Centers for Coastal Ocean Science (NCCOS) website | Unknown | Institution web page | Open resource |
| NOAA National Centers for Coastal Ocean Science (NCCOS) website | Unknown | Institution web page | Open resource |
| NOAA National Centers for Coastal Ocean Science (NCCOS) website | Unknown | Institution web page | Open resource |
| NOAA National Centers for Coastal Ocean Science (NCCOS) website | Unknown | Institution web page | Open resource |
| NOAA National Centers for Coastal Ocean Science (NCCOS) website | Unknown | Institution web page | Open resource |
| NOAA National Centers for Coastal Ocean Science (NCCOS) website | Unknown | Institution web page | Open resource |
| NOAA National Centers for Coastal Ocean Science (NCCOS) website | Unknown | Institution web page | Open resource |
| NOAA National Centers for Coastal Ocean Science (NCCOS) website | Unknown | Institution web page | Open resource |
| NOAA National Centers for Coastal Ocean Science (NCCOS) website | Unknown | Institution web page | Open resource |
| NOAA National Centers for Coastal Ocean Science (NCCOS) website | Unknown | Institution web page | Open resource |
| https://coastalscience.noaa.gov/project/characterizing-benthic-habitats-around-saipan-cnmi-to-support-marianas-campaign/ | Unknown | National Centers for Coastal Ocean Science (NCCOS) Project Web Page | Open resource |
| https://coastalscience.noaa.gov/project/characterizing-benthic-habitats-around-saipan-cnmi-to-support-marianas-campaign/ | Unknown | National Centers for Coastal Ocean Science (NCCOS) Project Web Page | Open resource |
| https://coastalscience.noaa.gov/project/characterizing-benthic-habitats-around-saipan-cnmi-to-support-marianas-campaign/ | Unknown | National Centers for Coastal Ocean Science (NCCOS) Project Web Page | Open resource |
| https://coastalscience.noaa.gov/project/characterizing-benthic-habitats-around-saipan-cnmi-to-support-marianas-campaign/ | Unknown | National Centers for Coastal Ocean Science (NCCOS) Project Web Page | Open resource |
| https://coastalscience.noaa.gov/project/predicting-coral-morphology-to-inform-the-protective-capacity-of-coral-reefs-around-saipan-cnmi/ | Unknown | National Centers for Coastal Ocean Science (NCCOS) Project Web Page | Open resource |
| https://coastalscience.noaa.gov/project/predicting-coral-morphology-to-inform-the-protective-capacity-of-coral-reefs-around-saipan-cnmi/ | Unknown | National Centers for Coastal Ocean Science (NCCOS) Project Web Page | Open resource |
| https://coastalscience.noaa.gov/project/predicting-coral-morphology-to-inform-the-protective-capacity-of-coral-reefs-around-saipan-cnmi/ | Unknown | National Centers for Coastal Ocean Science (NCCOS) Project Web Page | Open resource |
| https://coastalscience.noaa.gov/project/predicting-coral-morphology-to-inform-the-protective-capacity-of-coral-reefs-around-saipan-cnmi/ | Unknown | National Centers for Coastal Ocean Science (NCCOS) Project Web Page | Open resource |
| NOAA Office for Coastal Management (OCM) website | Unknown | Institution web page | Open resource |
| NOAA Office for Coastal Management (OCM) website | Unknown | Institution web page | Open resource |
| NOAA Office for Coastal Management (OCM) website | Unknown | Institution web page | Open resource |
| NOAA Office for Coastal Management (OCM) website | Unknown | Institution web page | Open resource |
| https://doi.org/10.1007/s12237-019-00652-9 | Unknown | Journal article | Open resource |
| https://doi.org/10.1007/s12237-019-00652-9 | Unknown | Journal article | Open resource |
| https://doi.org/10.1007/s12237-019-00652-9 | Unknown | Journal article | Open resource |
| https://doi.org/10.1007/s12237-019-00652-9 | Unknown | Journal article | Open resource |
| https://doi.org/10.1016/j.isprsjprs.2024.05.024 | Unknown | Journal article | Open resource |
| https://doi.org/10.1016/j.isprsjprs.2024.05.024 | Unknown | Journal article | Open resource |
| https://doi.org/10.1016/j.isprsjprs.2024.05.024 | Unknown | Journal article | Open resource |
| https://doi.org/10.1016/j.isprsjprs.2024.05.024 | Unknown | Journal article | Open resource |
| https://doi.org/10.1109/lgrs.2013.2280182 | Unknown | Journal article | Open resource |
| https://doi.org/10.1109/lgrs.2013.2280182 | Unknown | Journal article | Open resource |
| https://doi.org/10.1109/lgrs.2013.2280182 | Unknown | Journal article | Open resource |
| https://doi.org/10.1109/lgrs.2013.2280182 | Unknown | Journal article | Open resource |
| https://doi.org/10.1371/journal.pone.0021265 | Unknown | Journal article | Open resource |
| https://doi.org/10.1371/journal.pone.0021265 | Unknown | Journal article | Open resource |
| https://doi.org/10.1371/journal.pone.0021265 | Unknown | Journal article | Open resource |
| https://doi.org/10.1371/journal.pone.0021265 | Unknown | Journal article | Open resource |
| NCEI Dataset Landing Page | Unknown | Navigate directly to the URL for a descriptive web page with download links. | Open resource |
| NCEI Dataset Landing Page | Unknown | Navigate directly to the URL for a descriptive web page with download links. | Open resource |
| NCEI Dataset Landing Page | Unknown | Navigate directly to the URL for a descriptive web page with download links. | Open resource |
| NCEI Dataset Landing Page | Unknown | Navigate directly to the URL for a descriptive web page with download links. | Open resource |
| https://doi.org/10.25921/m0f6-3b26 | Unknown | Associated NCEI data accession | Open resource |
| https://doi.org/10.25921/m0f6-3b26 | Unknown | Associated NCEI data accession | Open resource |
| https://doi.org/10.25921/m0f6-3b26 | Unknown | Associated NCEI data accession | Open resource |
| https://doi.org/10.25921/m0f6-3b26 | Unknown | Associated NCEI data accession | Open resource |
| https://doi.org/10.25921/wg96-cq17 | Unknown | Associated NCEI data accession | Open resource |
| https://doi.org/10.25921/wg96-cq17 | Unknown | Associated NCEI data accession | Open resource |
| https://doi.org/10.25921/wg96-cq17 | Unknown | Associated NCEI data accession | Open resource |
| https://doi.org/10.25921/wg96-cq17 | Unknown | Associated NCEI data accession | Open resource |
| https://doi.org/10.25923/psjm-h924 | Unknown | NOAA Technical Memorandum NOS NCCOS 328 | Open resource |
| https://doi.org/10.25923/psjm-h924 | Unknown | NOAA Technical Memorandum NOS NCCOS 328 | Open resource |
| https://doi.org/10.25923/psjm-h924 | Unknown | NOAA Technical Memorandum NOS NCCOS 328 | Open resource |
| https://doi.org/10.25923/psjm-h924 | Unknown | NOAA Technical Memorandum NOS NCCOS 328 | Open resource |
| https://doi.org/10.3390/s151128099 | Unknown | Journal article | Open resource |
| https://doi.org/10.3390/s151128099 | Unknown | Journal article | Open resource |
| https://doi.org/10.3390/s151128099 | Unknown | Journal article | Open resource |
| https://doi.org/10.3390/s151128099 | Unknown | Journal article | Open resource |
| https://doi.org/10.3390/s22093121 | Unknown | Journal article | Open resource |
| https://doi.org/10.3390/s22093121 | Unknown | Journal article | Open resource |
| https://doi.org/10.3390/s22093121 | Unknown | Journal article | Open resource |
| https://doi.org/10.3390/s22093121 | Unknown | Journal article | Open resource |
| https://experience.arcgis.com/experience/7b6c0e7164234182985a89d5b5703475 | Unknown | Online Web Viewer | Open resource |
| https://experience.arcgis.com/experience/7b6c0e7164234182985a89d5b5703475 | Unknown | Online Web Viewer | Open resource |
| https://experience.arcgis.com/experience/7b6c0e7164234182985a89d5b5703475 | Unknown | Online Web Viewer | Open resource |
| https://experience.arcgis.com/experience/7b6c0e7164234182985a89d5b5703475 | Unknown | Online Web Viewer | Open resource |
| GCMD Keyword Forum Page | Unknown | Global Change Master Directory (GCMD). 2025. GCMD Keywords, Version 21. Greenbelt, MD: Earth Science Data and Information System, Earth Science Projects Division, Goddard Space Flight Center (GSFC), National Aeronautics and Space Administration (NASA). URL (GCMD Keyword Forum Page): https://forum.earthdata.nasa.gov/app.php/tag/GCMD+Keywords | Open resource |
| GCMD Keyword Forum Page | Unknown | Global Change Master Directory (GCMD). 2025. GCMD Keywords, Version 21. Greenbelt, MD: Earth Science Data and Information System, Earth Science Projects Division, Goddard Space Flight Center (GSFC), National Aeronautics and Space Administration (NASA). URL (GCMD Keyword Forum Page): https://forum.earthdata.nasa.gov/app.php/tag/GCMD+Keywords | Open resource |
| GCMD Keyword Forum Page | Unknown | Global Change Master Directory (GCMD). 2025. GCMD Keywords, Version 21. Greenbelt, MD: Earth Science Data and Information System, Earth Science Projects Division, Goddard Space Flight Center (GSFC), National Aeronautics and Space Administration (NASA). URL (GCMD Keyword Forum Page): https://forum.earthdata.nasa.gov/app.php/tag/GCMD+Keywords | Open resource |
| GCMD Keyword Forum Page | Unknown | Global Change Master Directory (GCMD). 2025. GCMD Keywords, Version 21. Greenbelt, MD: Earth Science Data and Information System, Earth Science Projects Division, Goddard Space Flight Center (GSFC), National Aeronautics and Space Administration (NASA). URL (GCMD Keyword Forum Page): https://forum.earthdata.nasa.gov/app.php/tag/GCMD+Keywords | Open resource |
| GCMD Keyword Forum Page | Unknown | Global Change Master Directory (GCMD). 2025. GCMD Keywords, Version 21. Greenbelt, MD: Earth Science Data and Information System, Earth Science Projects Division, Goddard Space Flight Center (GSFC), National Aeronautics and Space Administration (NASA). URL (GCMD Keyword Forum Page): https://forum.earthdata.nasa.gov/app.php/tag/GCMD+Keywords | Open resource |
| GCMD Keyword Forum Page | Unknown | Global Change Master Directory (GCMD). 2025. GCMD Keywords, Version 21. Greenbelt, MD: Earth Science Data and Information System, Earth Science Projects Division, Goddard Space Flight Center (GSFC), National Aeronautics and Space Administration (NASA). URL (GCMD Keyword Forum Page): https://forum.earthdata.nasa.gov/app.php/tag/GCMD+Keywords | Open resource |
| GCMD Keyword Forum Page | Unknown | Global Change Master Directory (GCMD). 2025. GCMD Keywords, Version 21. Greenbelt, MD: Earth Science Data and Information System, Earth Science Projects Division, Goddard Space Flight Center (GSFC), National Aeronautics and Space Administration (NASA). URL (GCMD Keyword Forum Page): https://forum.earthdata.nasa.gov/app.php/tag/GCMD+Keywords | Open resource |
| GCMD Keyword Forum Page | Unknown | Global Change Master Directory (GCMD). 2025. GCMD Keywords, Version 21. Greenbelt, MD: Earth Science Data and Information System, Earth Science Projects Division, Goddard Space Flight Center (GSFC), National Aeronautics and Space Administration (NASA). URL (GCMD Keyword Forum Page): https://forum.earthdata.nasa.gov/app.php/tag/GCMD+Keywords | Open resource |
| GCMD Keyword Forum Page | Unknown | Global Change Master Directory (GCMD). 2025. GCMD Keywords, Version 21. Greenbelt, MD: Earth Science Data and Information System, Earth Science Projects Division, Goddard Space Flight Center (GSFC), National Aeronautics and Space Administration (NASA). URL (GCMD Keyword Forum Page): https://forum.earthdata.nasa.gov/app.php/tag/GCMD+Keywords | Open resource |
| GCMD Keyword Forum Page | Unknown | Global Change Master Directory (GCMD). 2025. GCMD Keywords, Version 21. Greenbelt, MD: Earth Science Data and Information System, Earth Science Projects Division, Goddard Space Flight Center (GSFC), National Aeronautics and Space Administration (NASA). URL (GCMD Keyword Forum Page): https://forum.earthdata.nasa.gov/app.php/tag/GCMD+Keywords | Open resource |
| GCMD Keyword Forum Page | Unknown | Global Change Master Directory (GCMD). 2025. GCMD Keywords, Version 21. Greenbelt, MD: Earth Science Data and Information System, Earth Science Projects Division, Goddard Space Flight Center (GSFC), National Aeronautics and Space Administration (NASA). URL (GCMD Keyword Forum Page): https://forum.earthdata.nasa.gov/app.php/tag/GCMD+Keywords | Open resource |
| GCMD Keyword Forum Page | Unknown | Global Change Master Directory (GCMD). 2025. GCMD Keywords, Version 21. Greenbelt, MD: Earth Science Data and Information System, Earth Science Projects Division, Goddard Space Flight Center (GSFC), National Aeronautics and Space Administration (NASA). URL (GCMD Keyword Forum Page): https://forum.earthdata.nasa.gov/app.php/tag/GCMD+Keywords | Open resource |
| GCMD Keyword Forum Page | Unknown | Global Change Master Directory (GCMD). 2025. GCMD Keywords, Version 21. Greenbelt, MD: Earth Science Data and Information System, Earth Science Projects Division, Goddard Space Flight Center (GSFC), National Aeronautics and Space Administration (NASA). URL (GCMD Keyword Forum Page): https://forum.earthdata.nasa.gov/app.php/tag/GCMD+Keywords | Open resource |
| GCMD Keyword Forum Page | Unknown | Global Change Master Directory (GCMD). 2025. GCMD Keywords, Version 21. Greenbelt, MD: Earth Science Data and Information System, Earth Science Projects Division, Goddard Space Flight Center (GSFC), National Aeronautics and Space Administration (NASA). URL (GCMD Keyword Forum Page): https://forum.earthdata.nasa.gov/app.php/tag/GCMD+Keywords | Open resource |
| GCMD Keyword Forum Page | Unknown | Global Change Master Directory (GCMD). 2025. GCMD Keywords, Version 21. Greenbelt, MD: Earth Science Data and Information System, Earth Science Projects Division, Goddard Space Flight Center (GSFC), National Aeronautics and Space Administration (NASA). URL (GCMD Keyword Forum Page): https://forum.earthdata.nasa.gov/app.php/tag/GCMD+Keywords | Open resource |
| GCMD Keyword Forum Page | Unknown | Global Change Master Directory (GCMD). 2025. GCMD Keywords, Version 21. Greenbelt, MD: Earth Science Data and Information System, Earth Science Projects Division, Goddard Space Flight Center (GSFC), National Aeronautics and Space Administration (NASA). URL (GCMD Keyword Forum Page): https://forum.earthdata.nasa.gov/app.php/tag/GCMD+Keywords | Open resource |
| https://rockyweb.usgs.gov/vdelivery/Datasets/Staged/Elevation/metadata/PI_CNMI_2019_D19/PI_CNMI_hydroflattened_ellipsoid_2019/reports/PI_CNMI_2019_D19_Lidar_Mapping_Report_Hydroflattened_Ellipsoid_WU219835.pdf | Journal article | Open resource | |
| https://rockyweb.usgs.gov/vdelivery/Datasets/Staged/Elevation/metadata/PI_CNMI_2019_D19/PI_CNMI_hydroflattened_ellipsoid_2019/reports/PI_CNMI_2019_D19_Lidar_Mapping_Report_Hydroflattened_Ellipsoid_WU219835.pdf | Journal article | Open resource | |
| https://rockyweb.usgs.gov/vdelivery/Datasets/Staged/Elevation/metadata/PI_CNMI_2019_D19/PI_CNMI_hydroflattened_ellipsoid_2019/reports/PI_CNMI_2019_D19_Lidar_Mapping_Report_Hydroflattened_Ellipsoid_WU219835.pdf | Journal article | Open resource | |
| https://rockyweb.usgs.gov/vdelivery/Datasets/Staged/Elevation/metadata/PI_CNMI_2019_D19/PI_CNMI_hydroflattened_ellipsoid_2019/reports/PI_CNMI_2019_D19_Lidar_Mapping_Report_Hydroflattened_Ellipsoid_WU219835.pdf | Journal article | Open resource | |
| HTTPS | Unknown | Navigate directly to the URL for data access and direct download. | Open resource |
| HTTPS | Unknown | Navigate directly to the URL for data access and direct download. | Open resource |
| HTTPS | Unknown | Navigate directly to the URL for data access and direct download. | Open resource |
| HTTPS | Unknown | Navigate directly to the URL for data access and direct download. | Open resource |
| Descriptive Information | Unknown | Navigate directly to the URL for a descriptive web page with download links. | Open resource |
| Descriptive Information | Unknown | Navigate directly to the URL for a descriptive web page with download links. | Open resource |
| Descriptive Information | Unknown | Navigate directly to the URL for a descriptive web page with download links. | Open resource |
| Descriptive Information | Unknown | Navigate directly to the URL for a descriptive web page with download links. | Open resource |
| NCEI Contact Information | Unknown | Information for contacts at NCEI. | Open resource |
| NCEI Contact Information | Unknown | Information for contacts at NCEI. | Open resource |
| NCEI Contact Information | Unknown | Information for contacts at NCEI. | Open resource |
| NCEI Contact Information | Unknown | Information for contacts at NCEI. | Open resource |
| NCEI Contact Information | Unknown | Information for contacts at NCEI. | Open resource |
| NCEI Contact Information | Unknown | Information for contacts at NCEI. | Open resource |
| NCEI Contact Information | Unknown | Information for contacts at NCEI. | Open resource |
| NCEI Contact Information | Unknown | Information for contacts at NCEI. | Open resource |
| NOAA Office of Marine and Aviation Operations (OMAO) website | Unknown | Institution web page | Open resource |
| NOAA Office of Marine and Aviation Operations (OMAO) website | Unknown | Institution web page | Open resource |
| NOAA Office of Marine and Aviation Operations (OMAO) website | Unknown | Institution web page | Open resource |
| NOAA Office of Marine and Aviation Operations (OMAO) website | Unknown | Institution web page | Open resource |
Tags
- 31309
- 4lkg6e
- backscatter
- bathymetry
- bathymetry/seafloor topography
- benthic
- biosphere
- chalan kanoa (15n145e0012)
- [characterizing benthic habitats around saipan
- cnmi
- cnmi]
- cnmi to support richard campaign]
- coastal processes
- coral reef ecology
- coral reefs
- corals
- country/territory
- department of urban engineering
- derived data product
- earth science
- field observation
- geographic information
- geospatial
- gis
- gyeongsang national university
- habitat mapping
- habitats
- imagery
- lidar
- lidar waveform metrics
- light detection and ranging
- lighthouse reef trochus sanctuary
- lwfm
- maã±agaha marine conservation area
- map images
- mapping
- mariana islands
- marine management areas
- marine spatial ecology
- national centers for coastal ocean science
- nccos project
- ngs project [usgs/noaa topobathy lidar dem: cnmi (aguijan
- noaa
- northern mariana islands
- nos
- numeric data sets
- ocean basin
- oceanography
- oceans
- office for coastal management
- oregon state university
- pacific ocean
- predicting coral morphology across space to inform the protective capacity of coral reefs in cnmi
- [predicting coral morphology to inform the protective capacity of coral reefs around saipan
- reef monitoring and assessment
- remotely sensed
- rota
- rugosity
- saipan
- saipan island
- saipan island (15n145e0002)
- school of civil and construction engineering
- sinwav software
- slope
- tinian)]
- us doc
- u.s. states and territories
- waterbodies
- water depth
- western pacific ocean
- zoology