NCCOS Mapping: Characterizing Submerged Lands Around Naval Base Guam, Mariana Islands, 2016-01-11 to 2022-05-13 (NCEI Accession 0292018)

Description

This data package contains information and maps showing the geology and biology of select submerged lands (0 to 50 meters deep) around Navy Base Guam (NBG) and Haputo Ecological Reserve Area (ERA) Guam, Mariana Islands. This information and maps were developed using benthic information from underwater photographs, environmental predictor variables derived from satellite imagery and bathymetry, and machine learning modeling approaches. From this process, two types of map products were created. The first type describes the spatial distribution of 7 substrate and 12 biological cover types, where each grid cell denotes the probability that a given habitat is present (0 to 100%). The second product was a classified map depicting the 7 most common combinations of substrate and cover types. The performance and accuracy of these products were evaluated by local experts and by using an independent of underwater photographs. The overall accuracy of the classified map was 86.6%. The substrate and cover predictions had little bias (𝑥𝑥̅ error = ‐2% ±1% SE), good to excellent ability to discriminate between presences and absences (𝑥𝑥̅ area under the curve = 0.86 ±0.02 SE) and explained over a quarter of the variation in the data (𝑥𝑥̅ percent deviance explained = 26.9% ±5.1 SE).

In Haputo ERA, ‘Pavement, Mixed Algae’ was the most abundant habitat type, comprising 54.5% (1.1 km2) of the area. The largest, continuous patches were located on the forereef along the coastline. Live coral was distributed throughout the ERA, with encrusting corals being most prevalent. No seagrass or mangroves were present. Around NBG, ‘Sand, Bare’ was the most abundant habitat type, comprising 42.3% (8.2 km2) of the area. The largest, continuous patches were in the eastern portion of Outer Apra Harbor, including Sasa Bay and south of Cabras Island. Live coral was common and most prevalent from San Luis Point around Point Udall to Acapa Point. Halodule uninervis seagrass was only documented outside Apra Harbor at 2 sites approximately 500 m north of Acapa Point. Mangroves were found only in nearshore areas in Sasa Bay and Inner Apra Harbor. No Endangered Species Act (ESA) protected corals or nuisance species (i.e., C. vieillardi) were photographed in either project areas. One crown of thorns sea star was photographed in Haputo ERA. The prevalence of coral bleaching, COTS scarring and marine debris were low (<1%, 0% and <4%, respectively). Theses maps mark the first time that these locations have been mapped since 2010, providing an updated inventory of marine resources and new baseline for future monitoring and management decisions 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).
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).
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
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
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-in-haputo-ecological-reserve-area-guam/ Unknown National Centers for Coastal Ocean Science (NCCOS) Project Web Page Open resource
https://coastalscience.noaa.gov/project/characterizing-benthic-habitats-in-haputo-ecological-reserve-area-guam/ Unknown National Centers for Coastal Ocean Science (NCCOS) Project Web Page Open resource
https://coastalscience.noaa.gov/project/characterizing-benthic-habitats-in-haputo-ecological-reserve-area-guam/ Unknown National Centers for Coastal Ocean Science (NCCOS) Project Web Page Open resource
https://coastalscience.noaa.gov/project/characterizing-benthic-habitats-in-haputo-ecological-reserve-area-guam/ Unknown National Centers for Coastal Ocean Science (NCCOS) Project Web Page Open resource
https://coastalscience.noaa.gov/project/characterizing-benthic-habitats-in-haputo-ecological-reserve-area-guam/ Unknown National Centers for Coastal Ocean Science (NCCOS) Project Web Page Open resource
https://coastalscience.noaa.gov/project/characterizing-benthic-habitats-in-haputo-ecological-reserve-area-guam/ Unknown National Centers for Coastal Ocean Science (NCCOS) Project Web Page Open resource
https://coastalscience.noaa.gov/project/characterizing-benthic-habitats-in-haputo-ecological-reserve-area-guam/ Unknown National Centers for Coastal Ocean Science (NCCOS) Project Web Page Open resource
https://coastalscience.noaa.gov/project/characterizing-submerged-lands-around-navy-base-guam-cnmi/ Unknown National Centers for Coastal Ocean Science (NCCOS) Project Web Page Open resource
https://coastalscience.noaa.gov/project/characterizing-submerged-lands-around-navy-base-guam-cnmi/ Unknown National Centers for Coastal Ocean Science (NCCOS) Project Web Page Open resource
https://coastalscience.noaa.gov/project/characterizing-submerged-lands-around-navy-base-guam-cnmi/ Unknown National Centers for Coastal Ocean Science (NCCOS) Project Web Page Open resource
https://coastalscience.noaa.gov/project/characterizing-submerged-lands-around-navy-base-guam-cnmi/ Unknown National Centers for Coastal Ocean Science (NCCOS) Project Web Page Open resource
https://coastalscience.noaa.gov/project/characterizing-submerged-lands-around-navy-base-guam-cnmi/ Unknown National Centers for Coastal Ocean Science (NCCOS) Project Web Page Open resource
https://coastalscience.noaa.gov/project/characterizing-submerged-lands-around-navy-base-guam-cnmi/ Unknown National Centers for Coastal Ocean Science (NCCOS) Project Web Page Open resource
https://coastalscience.noaa.gov/project/characterizing-submerged-lands-around-navy-base-guam-cnmi/ Unknown National Centers for Coastal Ocean Science (NCCOS) Project Web Page Open resource
https://data.ngdc.noaa.gov/platforms/ocean/nos/coast/W00001-W02000/W00006/DR/W00006.pdf PDF Hydrographic survey report Open resource
https://data.ngdc.noaa.gov/platforms/ocean/nos/coast/W00001-W02000/W00006/DR/W00006.pdf PDF Hydrographic survey report Open resource
https://data.ngdc.noaa.gov/platforms/ocean/nos/coast/W00001-W02000/W00006/DR/W00006.pdf PDF Hydrographic survey report Open resource
https://data.ngdc.noaa.gov/platforms/ocean/nos/coast/W00001-W02000/W00006/DR/W00006.pdf PDF Hydrographic survey report Open resource
https://data.ngdc.noaa.gov/platforms/ocean/nos/coast/W00001-W02000/W00006/DR/W00006.pdf PDF Hydrographic survey report Open resource
https://data.ngdc.noaa.gov/platforms/ocean/nos/coast/W00001-W02000/W00006/DR/W00006.pdf PDF Hydrographic survey report Open resource
https://data.ngdc.noaa.gov/platforms/ocean/nos/coast/W00001-W02000/W00006/DR/W00006.pdf PDF Hydrographic survey report Open resource
https://doi.org/10.1002/esp.3290120107 Unknown Journal article Open resource
https://doi.org/10.1002/esp.3290120107 Unknown Journal article Open resource
https://doi.org/10.1002/esp.3290120107 Unknown Journal article Open resource
https://doi.org/10.1002/esp.3290120107 Unknown Journal article Open resource
https://doi.org/10.1002/esp.3290120107 Unknown Journal article Open resource
https://doi.org/10.1002/esp.3290120107 Unknown Journal article Open resource
https://doi.org/10.1002/esp.3290120107 Unknown Journal article Open resource
https://doi.org/10.1007/s10980-014-0118-8 Unknown Journal article Open resource
https://doi.org/10.1007/s10980-014-0118-8 Unknown Journal article Open resource
https://doi.org/10.1007/s10980-014-0118-8 Unknown Journal article Open resource
https://doi.org/10.1007/s10980-014-0118-8 Unknown Journal article Open resource
https://doi.org/10.1007/s10980-014-0118-8 Unknown Journal article Open resource
https://doi.org/10.1007/s10980-014-0118-8 Unknown Journal article Open resource
https://doi.org/10.1007/s10980-014-0118-8 Unknown Journal article Open resource
https://doi.org/10.1109/proc.1981.11918 Unknown Journal article Open resource
https://doi.org/10.1109/proc.1981.11918 Unknown Journal article Open resource
https://doi.org/10.1109/proc.1981.11918 Unknown Journal article Open resource
https://doi.org/10.1109/proc.1981.11918 Unknown Journal article Open resource
https://doi.org/10.1109/proc.1981.11918 Unknown Journal article Open resource
https://doi.org/10.1109/proc.1981.11918 Unknown Journal article Open resource
https://doi.org/10.1109/proc.1981.11918 Unknown Journal article 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/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
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
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/10.25923/zwwa-h562 Unknown NOAA Technical Memorandum NOS NCCOS 329 Open resource
https://doi.org/10.25923/zwwa-h562 Unknown NOAA Technical Memorandum NOS NCCOS 329 Open resource
https://doi.org/10.25923/zwwa-h562 Unknown NOAA Technical Memorandum NOS NCCOS 329 Open resource
https://doi.org/10.25923/zwwa-h562 Unknown NOAA Technical Memorandum NOS NCCOS 329 Open resource
https://doi.org/10.25923/zwwa-h562 Unknown NOAA Technical Memorandum NOS NCCOS 329 Open resource
https://doi.org/10.25923/zwwa-h562 Unknown NOAA Technical Memorandum NOS NCCOS 329 Open resource
https://doi.org/10.25923/zwwa-h562 Unknown NOAA Technical Memorandum NOS NCCOS 329 Open resource
https://experience.arcgis.com/experience/7b6c0e7164234182985a89d5b5703475 Unknown Web Map Open resource
https://experience.arcgis.com/experience/7b6c0e7164234182985a89d5b5703475 Unknown Web Map Open resource
https://experience.arcgis.com/experience/7b6c0e7164234182985a89d5b5703475 Unknown Web Map Open resource
https://experience.arcgis.com/experience/7b6c0e7164234182985a89d5b5703475 Unknown Web Map Open resource
https://experience.arcgis.com/experience/7b6c0e7164234182985a89d5b5703475 Unknown Web Map Open resource
https://experience.arcgis.com/experience/7b6c0e7164234182985a89d5b5703475 Unknown Web Map Open resource
https://experience.arcgis.com/experience/7b6c0e7164234182985a89d5b5703475 Unknown Web Map 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
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://openlibrary.org/works/OL9448861W/An_integrated_system_of_terrain_analysis_and_slope_mapping?edition= Unknown related reference Open resource
https://openlibrary.org/works/OL9448861W/An_integrated_system_of_terrain_analysis_and_slope_mapping?edition= Unknown related reference Open resource
https://openlibrary.org/works/OL9448861W/An_integrated_system_of_terrain_analysis_and_slope_mapping?edition= Unknown related reference Open resource
https://openlibrary.org/works/OL9448861W/An_integrated_system_of_terrain_analysis_and_slope_mapping?edition= Unknown related reference Open resource
https://openlibrary.org/works/OL9448861W/An_integrated_system_of_terrain_analysis_and_slope_mapping?edition= Unknown related reference Open resource
https://openlibrary.org/works/OL9448861W/An_integrated_system_of_terrain_analysis_and_slope_mapping?edition= Unknown related reference Open resource
https://openlibrary.org/works/OL9448861W/An_integrated_system_of_terrain_analysis_and_slope_mapping?edition= Unknown related reference Open resource
https://qps.nl/fledermaus/ Unknown Geo-spatial analysis toolbox. Open resource
https://qps.nl/fledermaus/ Unknown Geo-spatial analysis toolbox. Open resource
https://qps.nl/fledermaus/ Unknown Geo-spatial analysis toolbox. Open resource
https://qps.nl/fledermaus/ Unknown Geo-spatial analysis toolbox. Open resource
https://qps.nl/fledermaus/ Unknown Geo-spatial analysis toolbox. Open resource
https://qps.nl/fledermaus/ Unknown Geo-spatial analysis toolbox. Open resource
https://qps.nl/fledermaus/ Unknown Geo-spatial analysis toolbox. Open resource
https://unesdoc.unesco.org/ark:/48223/pf0000119752.locale=en Unknown Book chapter Open resource
https://unesdoc.unesco.org/ark:/48223/pf0000119752.locale=en Unknown Book chapter Open resource
https://unesdoc.unesco.org/ark:/48223/pf0000119752.locale=en Unknown Book chapter Open resource
https://unesdoc.unesco.org/ark:/48223/pf0000119752.locale=en Unknown Book chapter Open resource
https://unesdoc.unesco.org/ark:/48223/pf0000119752.locale=en Unknown Book chapter Open resource
https://unesdoc.unesco.org/ark:/48223/pf0000119752.locale=en Unknown Book chapter Open resource
https://unesdoc.unesco.org/ark:/48223/pf0000119752.locale=en Unknown Book chapter Open resource
https://www.jennessent.com/arcgis/surface_area.htm HTML On-line manual Open resource
https://www.jennessent.com/arcgis/surface_area.htm HTML On-line manual Open resource
https://www.jennessent.com/arcgis/surface_area.htm HTML On-line manual Open resource
https://www.jennessent.com/arcgis/surface_area.htm HTML On-line manual Open resource
https://www.jennessent.com/arcgis/surface_area.htm HTML On-line manual Open resource
https://www.jennessent.com/arcgis/surface_area.htm HTML On-line manual Open resource
https://www.jennessent.com/arcgis/surface_area.htm HTML On-line manual 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
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
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
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
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
website Unknown Institution web page Open resource
website Unknown Institution web page Open resource
website Unknown Institution web page Open resource
website Unknown Institution web page Open resource
website Unknown Institution web page Open resource
website Unknown Institution web page Open resource
website Unknown Institution web page Open resource

Tags

Topics

Categories