Description
This dataset contains monthly interpolated sea surface fugacity of carbon dioxide (fCO2) from 1982 through 2015 is estimated from monthly atmospheric CO2, temperature, and salinity. Firstly, the disequilibrium between the observed seawater fCO2 and fCO2air (i.e., ÎfCO2; ÎfCO2 = fCO2 â fCO2air) is estimated using a bayesian-neural-network approach for each 1°Ã1° grid box in the MAB and the SAB. The input parameters are latitude, longitude, SST, and SSS. The output parameter is ÎfCO2. The feedforward backpropagation network is constructed by two hidden layers with tanh activation functions. The neural network is trained with the Levenberg-Marquardt algorithm (Hagan and Menhaj, 1994). Then fCO2 is calculated using ÎfCO2 and fCO2air. Next, continuous monthly SST and SSS data from 1982 to 2015 are used to calculate output with the trained network to fill in SOCAT data gaps. Monthly pH, DIC, and â¦arag are calculated from fCO2 and salinity-derived TA using CO2SYS (Van Heuven et al., 2009) with the first and second dissociation constants of carbonic acid in seawater (K1 and K2) from Lueker et al. (2000) and borate-to-salinity ratio determined by Uppström (1974). TA is derived from salinity using their linear relationships in the MAB and the SAB (Cai et al., 2010).
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). | |
| University of Washington Cooperative Institute for Climate, Ocean and Ecosystem Studies (CICOES) website | Unknown | Institution web page | Open resource |
| University of Washington Cooperative Institute for Climate, Ocean and Ecosystem Studies (CICOES) website | Unknown | Institution web page | Open resource |
| University of Washington Cooperative Institute for Climate, Ocean and Ecosystem Studies (CICOES) website | Unknown | Institution web page | Open resource |
| University of Washington Cooperative Institute for Climate, Ocean and Ecosystem Studies (CICOES) website | Unknown | Institution web page | Open resource |
| University of Washington Cooperative Institute for Climate, Ocean and Ecosystem Studies (CICOES) website | Unknown | Institution web page | Open resource |
| University of Washington Cooperative Institute for Climate, Ocean and Ecosystem Studies (CICOES) website | Unknown | Institution web page | Open resource |
| https://doi.org/10.1016/0011-7471(74)90074-6 | Unknown | related journal article | Open resource |
| https://doi.org/10.1016/0011-7471(74)90074-6 | Unknown | related journal article | Open resource |
| https://doi.org/10.1016/0011-7471(74)90074-6 | Unknown | related journal article | Open resource |
| https://doi.org/10.1016/0011-7471(74)90074-6 | Unknown | journal article | Open resource |
| https://doi.org/10.1016/0011-7471(74)90074-6 | Unknown | related journal article | Open resource |
| https://doi.org/10.1016/0011-7471(74)90074-6 | Unknown | related journal article | Open resource |
| https://doi.org/10.1016/0011-7471(74)90074-6 | Unknown | related journal article | Open resource |
| https://doi.org/10.1016/s0304-4203(00)00022-0 | Unknown | related journal article | Open resource |
| https://doi.org/10.1016/s0304-4203(00)00022-0 | Unknown | related journal article | Open resource |
| https://doi.org/10.1016/s0304-4203(00)00022-0 | Unknown | related journal article | Open resource |
| https://doi.org/10.1016/s0304-4203(00)00022-0 | Unknown | related journal article | Open resource |
| https://doi.org/10.1016/s0304-4203(00)00022-0 | Unknown | related journal article | Open resource |
| https://doi.org/10.1016/s0304-4203(00)00022-0 | Unknown | journal article | Open resource |
| https://doi.org/10.1016/s0304-4203(00)00022-0 | Unknown | related journal article | Open resource |
| https://doi.org/10.1029/2009jc005482 | Unknown | related journal article | Open resource |
| https://doi.org/10.1029/2009jc005482 | Unknown | related journal article | Open resource |
| https://doi.org/10.1029/2009jc005482 | Unknown | related journal article | Open resource |
| https://doi.org/10.1029/2009jc005482 | Unknown | related journal article | Open resource |
| https://doi.org/10.1029/2009jc005482 | Unknown | related journal article | Open resource |
| https://doi.org/10.1029/2009jc005482 | Unknown | related journal article | Open resource |
| https://doi.org/10.1029/2019jc015982 | Unknown | related journal article | Open resource |
| https://doi.org/10.1029/2019jc015982 | Unknown | related journal article | Open resource |
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| https://doi.org/10.1029/2019jc015982 | Unknown | related journal article | Open resource |
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| https://doi.org/10.1029/2019jc015982 | Unknown | related journal article | Open resource |
| https://doi.org/10.1109/72.329697 | Unknown | related journal article | Open resource |
| https://doi.org/10.1109/72.329697 | Unknown | related journal article | Open resource |
| https://doi.org/10.1109/72.329697 | Unknown | related journal article | Open resource |
| https://doi.org/10.1109/72.329697 | Unknown | related journal article | Open resource |
| https://doi.org/10.1109/72.329697 | Unknown | journal article | Open resource |
| https://doi.org/10.1109/72.329697 | Unknown | related journal article | Open resource |
| https://doi.org/10.1109/72.329697 | Unknown | related 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 |
| 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 |
| 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 |
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| 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 |
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| 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). 2023. GCMD Keywords, Version 17. 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 |
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| 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). 2023. GCMD Keywords, Version 17. 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 |
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| 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). 2023. GCMD Keywords, Version 17. 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 |
| NOAA Atlantic Oceanographic and Meteorological Laboratory (AOML) website | Unknown | Institution web page | Open resource |
| NOAA Atlantic Oceanographic and Meteorological Laboratory (AOML) website | Unknown | Institution web page | Open resource |
| NOAA Atlantic Oceanographic and Meteorological Laboratory (AOML) website | Unknown | Institution web page | Open resource |
| NOAA Atlantic Oceanographic and Meteorological Laboratory (AOML) website | Unknown | Institution web page | Open resource |
| NOAA Atlantic Oceanographic and Meteorological Laboratory (AOML) website | Unknown | Institution web page | Open resource |
| NOAA Atlantic Oceanographic and Meteorological Laboratory website | Unknown | Institution web page | Open resource |
| NOAA Atlantic Oceanographic and Meteorological Laboratory (AOML) website | Unknown | Institution web page | Open resource |
| NOAA Atlantic Oceanographic and Meteorological Laboratory (AOML) website | Unknown | Institution web page | Open resource |
| NOAA Atlantic Oceanographic and Meteorological Laboratory (AOML) website | Unknown | Institution web page | Open resource |
| NOAA Atlantic Oceanographic and Meteorological Laboratory (AOML) website | Unknown | Institution web page | Open resource |
| NOAA Atlantic Oceanographic and Meteorological Laboratory (AOML) website | Unknown | Institution web page | Open resource |
| NOAA Atlantic Oceanographic and Meteorological Laboratory (AOML) website | Unknown | Institution web page | Open resource |
| NOAA Atlantic Oceanographic and Meteorological Laboratory website | Unknown | Institution web page | Open resource |
| NOAA Atlantic Oceanographic and Meteorological Laboratory website | Unknown | Institution web page | Open resource |
| NOAA Atlantic Oceanographic and Meteorological Laboratory (AOML) website | Unknown | Institution web page | Open resource |
| NOAA Atlantic Oceanographic and Meteorological Laboratory (AOML) website | Unknown | Institution web page | Open resource |
| NOAA Atlantic Oceanographic and Meteorological Laboratory (AOML) website | Unknown | Institution web page | Open resource |
| NOAA Atlantic Oceanographic and Meteorological Laboratory (AOML) website | Unknown | Institution web page | Open resource |
| NOAA Atlantic Oceanographic and Meteorological Laboratory (AOML) website | Unknown | Institution web page | Open resource |
| NOAA Atlantic Oceanographic and Meteorological Laboratory (AOML) website | Unknown | Institution web page | Open resource |
| NOAA Atlantic Oceanographic and Meteorological Laboratory (AOML) website | Unknown | Institution web page | Open resource |
| https://www.ncei.noaa.gov/access/ocean-carbon-acidification-data-system/oceans/ndp_102/ndp102.html | HTML | related resource | Open resource |
| https://www.ncei.noaa.gov/access/ocean-carbon-acidification-data-system/oceans/ndp_102/ndp102.html | HTML | related resource | Open resource |
| https://www.ncei.noaa.gov/access/ocean-carbon-acidification-data-system/oceans/ndp_102/ndp102.html | HTML | related resource | Open resource |
| https://www.ncei.noaa.gov/access/ocean-carbon-acidification-data-system/oceans/ndp_102/ndp102.html | HTML | related resource | Open resource |
| https://www.ncei.noaa.gov/access/ocean-carbon-acidification-data-system/oceans/ndp_102/ndp102.html | HTML | related resource | Open resource |
| https://www.ncei.noaa.gov/access/ocean-carbon-acidification-data-system/oceans/ndp_102/ndp102.html | HTML | related resource | Open resource |
| HTTPS | Unknown | Navigate directly to the URL for data access and direct download. | Open resource |
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| Descriptive Information | Unknown | Navigate directly to the URL for a descriptive web page with download links. | Open resource |
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| NCEI Contact Information | Unknown | Information for contacts at NCEI. | Open resource |
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| NCEI Contact Information | Unknown | Information for contacts at NCEI. | Open resource |
| NCEI Contact Information | Unknown | Information for contacts at NCEI. | Open resource |
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| NCEI Contact Information | Unknown | Information for contacts at NCEI. | Open resource |
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| 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 |
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| Project Metadata | HTML | Navigate directly to the URL for a descriptive web page with download links. | Open resource |
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| Project Metadata | HTML | Navigate directly to the URL for a descriptive web page with download links. | Open resource |
| https://www.ncei.noaa.gov/products/ocean-carbon-acidification-data-system | Unknown | OCADS website | Open resource |
| https://www.ncei.noaa.gov/products/ocean-carbon-acidification-data-system | Unknown | OCADS website | Open resource |
| https://www.ncei.noaa.gov/products/ocean-carbon-acidification-data-system | Unknown | OCADS website | Open resource |
| https://www.ncei.noaa.gov/products/ocean-carbon-acidification-data-system | Unknown | OCADS website | Open resource |
| https://www.ncei.noaa.gov/products/ocean-carbon-acidification-data-system | Unknown | OCADS website | Open resource |
| https://www.ncei.noaa.gov/products/ocean-carbon-acidification-data-system | Unknown | OCADS website | Open resource |
| NOAA Ocean Carbon and Acidification Data System (OCADS) | Unknown | Navigate directly to the URL for a descriptive web page. | Open resource |
| University of Miami (UM) website | Unknown | Institution web page | Open resource |
| University of Miami (UM) website | Unknown | Institution web page | Open resource |
| University of Miami (UM) website | Unknown | Institution web page | Open resource |
| University of Miami (UM) website | Unknown | Institution web page | Open resource |
| University of Miami website | Unknown | Institution web page | Open resource |
| University of Miami (UM) website | Unknown | Institution web page | Open resource |
| University of Miami (UM) website | Unknown | Institution web page | Open resource |
| University of Miami website | Unknown | Institution web page | Open resource |
| University of Miami (UM) website | Unknown | Institution web page | Open resource |
| University of Miami (UM) website | Unknown | Institution web page | Open resource |
| University of Miami (UM) website | Unknown | Institution web page | Open resource |
| University of Miami (UM) website | Unknown | Institution web page | Open resource |
| University of Miami (UM) website | Unknown | Institution web page | Open resource |
| University of Miami (UM) website | Unknown | Institution web page | Open resource |
| University of Miami Rosenstiel School of Marine and Atmospheric Science (RSMAS) website | Unknown | Institution web page | Open resource |
| University of Miami Rosenstiel School of Marine and Atmospheric Science (RSMAS) website | Unknown | Institution web page | Open resource |
| University of Miami Rosenstiel School of Marine and Atmospheric Science (RSMAS) website | Unknown | Institution web page | Open resource |
| University of Miami Rosenstiel School of Marine and Atmospheric Science (RSMAS) website | Unknown | Institution web page | Open resource |
| University of Miami Rosenstiel School of Marine and Atmospheric Science (RSMAS) website | Unknown | Institution web page | Open resource |
| University of Miami Rosenstiel School of Marine and Atmospheric Science (RSMAS) website | Unknown | Institution web page | Open resource |
| University of Miami Rosenstiel School of Marine and Atmospheric Science (RSMAS) website | Unknown | Institution web page | Open resource |
| University of Miami Rosenstiel School of Marine and Atmospheric Science (RSMAS) website | Unknown | Institution web page | Open resource |
| Rosenstiel School of Marine and Atmospheric Science website | Unknown | Institution web page | Open resource |
| Rosenstiel School of Marine and Atmospheric Science website | Unknown | Institution web page | Open resource |
| Rosenstiel School of Marine and Atmospheric Science website | Unknown | Institution web page | Open resource |
| University of Miami Rosenstiel School of Marine and Atmospheric Science (RSMAS) website | Unknown | Institution web page | Open resource |
| University of Miami Rosenstiel School of Marine and Atmospheric Science (RSMAS) website | Unknown | Institution web page | Open resource |
| University of Miami Rosenstiel School of Marine and Atmospheric Science (RSMAS) website | Unknown | Institution web page | Open resource |
| University of Miami Rosenstiel School of Marine and Atmospheric Science (RSMAS) website | Unknown | Institution web page | Open resource |
| University of Delaware website | Unknown | Institution web page | Open resource |
| University of Delaware website | Unknown | Institution web page | Open resource |
| University of Delaware website | Unknown | Institution web page | Open resource |
| University of Delaware website | Unknown | Institution web page | Open resource |
| University of Delaware website | Unknown | Institution web page | Open resource |
| University of Delaware website | Unknown | Institution web page | Open resource |
| University of Delaware website | Unknown | Institution web page | Open resource |
| University of Delaware website | Unknown | Institution web page | Open resource |
| University of Delaware website | Unknown | Institution web page | Open resource |
| University of Delaware website | Unknown | Institution web page | Open resource |
| University of Delaware website | Unknown | Institution web page | Open resource |
| University of Delaware website | Unknown | Institution web page | Open resource |
| University of Delaware website | Unknown | Institution web page | Open resource |
| University of Delaware website | Unknown | Institution web page | Open resource |
| University of Delaware website | Unknown | Institution web page | Open resource |
| University of Delaware website | Unknown | Institution web page | Open resource |
| University of Delaware website | Unknown | Institution web page | Open resource |
| University of Delaware website | Unknown | Institution web page | Open resource |
| University of Delaware website | Unknown | Institution web page | Open resource |
| University of Delaware website | Unknown | Institution web page | Open resource |
| University of Delaware website | Unknown | Institution web page | Open resource |