NASA Prediction of Worldwide Energy Resources (POWER)

Tutorials

• About the Prediction Of Worldwide Energy Resources (POWER) Project ArcGIS StoryMap. by The POWER Project
  
• Accessing and Subsetting POWER data, from AWS S3 using Python. by The POWER Project
  

Tools & Applications

• NASA POWER NetCDF Data Download by The POWER Project
  
• POWER Application Programming Interface (API) by The POWER Project
  
• POWER Data Access Viewer (DAV) by The POWER Project
  

Publications

• A solar azimuth formula that renders circumstantial treatment unnecessary without compromising mathematical rigor: Mathematical setup, application and extension of a formula based on the subsolar point and atan2 function by Zhang, T., P. W. Stackhouse, B. Macpherson, and J. C. Mikovitz
  
• Application of a global-to-beam irradiance model to the NASA GEWEX SRB dataset: An extension of the NASA Surface meteorology and Solar Energy datasets by Zhang, T., P. W. Stackhouse, W. S. Chandler, and D. J. Westberg
  
• Application of Satellite Sensor Data and Models for Energy Management by Zell, E., J. Engel-Cox, R. Eckman, and P. Stackhouse
  
• Association between solar insolation and a history of suicide attempts in bipolar I disorder by Bauer M, et al., Stackhouse PW Jr., et al.
  
• CEOS contributions to informing energy management and policy decision making using space-based Earth observations by Eckman, R. S., and P. W. Stackhouse
  
• Enhancing Climate Resilience at NASA Centers: A Collaboration between Science and Stewardship by Rosenzweig, C., and Coauthors
  
• Evaluation of NASA satellite- and assimilation model-derived long-term daily temperature data over the continental US by White, J. W., G. Hoogenboom, P. W. Stackhouse, and J. M. Hoell
  
• Evaluation of Satellite-Based, Modeled-Derived Daily Solar Radiation Data for the Continental United States by White, J. W., G. Hoogenboom, P. W. Wilkens, P. W. Stackhouse, and J. M. Hoel
  
• Global Surface Solar Energy Anomalies Including El Nino and La Nina Years. by C. H., and Coauthors
  
• Modeling the potential for thermal concentrating solar power technologies by Zhang, Y., S. J. Smith, G. P. Kyle, and P. W. Stackhouse
  
• NASA Climatological Data for Renewable Energy Assessment by Chandler, W. S., C. H. Whitlock, and P. W. Stackhouse
  
• The Contribution of Solar Brightening to the US Maize Yield Trend by Tollenaar, T., J. Fridgen, P. Tyagi, P. W. Stackhouse Jr., and S. Kumudini
  
• Variations in seasonal solar insolation are associated with a history of suicide attempts in bipolar I disorder by Bauer, M., and Coauthors
  

MERRA-2 tavg1_2d_slv_Nx: 2d,1-Hourly,Time-Averaged,Single-Level,Assimilation,Single-Level Diagnostics 0.625 x 0.5 degree

Tutorials

• How to Access GES DISC Data Using Python by James Acker, Jerome Alfred, Helen Amos, Chris Battisto, Thomas Hearty, Alexis Hunzinger, Lena Iredell, Christoph Keller, Binita KC, Carlee Loeser, Ariana Louise, Kristan Morgan, Dieu My T. Nguyen, Dana Ostrenga, Xiaohua Pan, Kanan Patel, Brianna R. Pagán, Andrey Savtchenko, Elliot Sherman, Suhung Shen, Jian Su,Joseph Wysk, Rupesh Shrestha.
  
• How to Read and Plot NetCDF MERRA-2 Data in Python by James Acker, Jerome Alfred, Helen Amos, Chris Battisto, Thomas Hearty, Alexis Hunzinger, Lena Iredell, Christoph Keller, Binita KC, Carlee Loeser, Ariana Louise, Kristan Morgan, Dieu My T. Nguyen, Dana Ostrenga, Xiaohua Pan, Kanan Patel, Brianna R. Pagán, Andrey Savtchenko, Elliot Sherman, Suhung Shen, Jian Su,Joseph Wysk, Rupesh Shrestha.
  

Publications

• 2015b: MERRA-2: Initial Evaluation of the Climate by Bosilovich, M. G., S. Akella, L. Coy, R. Cullather, C. Draper, R. Gelaro, R. Kovach, Q.Liu, A. Molod, P. Norris, K. Wargan, W. Chao, R. Reichle, L. Takacs, Y. Vikhliaev, S. Bloom, A. Collow, S. Firth, G. Labow, G. Partyka, S. Pawson, O. Reale, S. D. Schubert, and M. Suarez
  
• A catchment-based approach to modeling land surface processes in a GCM, Part 1, Model Structure by Koster, R. D., M. J. Suarez, A. Ducharne, M. Stieglitz, and P. Kumar
  
• Assessment of MERRA-2 Land Surface Hydrology Estimates. by Reichle, R. H., C. S. Draper, Q. Liu, M. Girotto, S. P. P. Mahanama, R. D. Koster, and G. J. M. De Lannoy
  
• Data assimilation using incremental analysis updates by Bloom, S., L. Takacs, A. DaSilva, and D. Ledvina
  
• Design and implementation of components in the Earth System Modeling Framework by Collins, N., G. Theurich, C. DeLuca, M. Suarez, A. Trayanov, V. Balaji, P. Li, W. Yang, C. Hill, and A. da Silva
  
• Development of the GEOS-5 atmospheric general circulation model: evolution from MERRA to MERRA2. by Molod, A., L. Takacs, M. Suarez, and J. Bacmeister
  
• Documentation and Validation of the Goddard Earth Observing System (GEOS) Data Assimilation System - Version 4 by Bloom, S., A. da Silva, D. Dee, M. Bosilovich, J.-D. Chern, S. Pawson, S. Schubert, M. Sienkiewicz, I. Stajner, W.-W. Tan, M.-L. Wu
  
• Land Surface Precipitation in MERRA-2. by Reichle, R.H., Q. Liu, R.D. Koster, C.S. Draper, S.P.P. Mahanama, and G.S. Partyka
  
• Numerical aspects of the application of recursive filters to variational statistical analysis. Part I: Spatially homogeneous and isotropic Gaussian covariances by Purser, R. J., W.-S. Wu, D. F. Parrish, and N. M. Roberts
  
• Numerical aspects of the application of recursive filters to variational statistical analysis. Part II: Spatially inhomogeneous and anisotropic general covariances by Purser, R. J., W.-S. Wu, D. F. Parrish, and N. M. Roberts
  
• The MERRA-2 Aerosol Reanalysis, 1980 Onward. Part I: System Description and Data Assimilation Evaluation. by Randles, C. A., A. M. da Silva, V. Buchard, P. R. Colarco, A. Darmenov, R. Govindaraju, A. Smirnov, B. Holben, R. Ferrare, J. Hair, Y.Shinozuka, and C.J. Flynn
  
• The MERRA-2 aerosol reanalysis, 1980 onward. Part II: Evaluation and case studies. by Buchard V., C. A. Randles, A. M. da Silva, A. Darmenov, P. R. Colarco, R. Govindaraju, R. Ferrare, J. Hair, A. J. Beyersdorf, L. D. Ziemba, H. Yu
  
• The Modern-Era Retrospective Analysis for Research and Applications, Version 2 (MERRA-2). by Gelaro, R., W. McCarty, M. J. Suárez, R. Todling, A. Molod, L. Takacs, C. A. Randles, A. Darmenov, M. G. Bosilovich, R. Reichle, et al.
  
• Three-dimensional variational analysis with spatially inhomogeneous covariances by Wu, W.-S., R.J. Purser and D.F. Parrish
  

MERRA-2 inst3_3d_aer_Nv: 3d,3-Hourly,Instantaneous,Model-Level,Assimilation,Aerosol Mixing Ratio 0.625 x 0.5 degree

Tutorials

• How to Access GES DISC Data Using Python by James Acker, Jerome Alfred, Helen Amos, Chris Battisto, Thomas Hearty, Alexis Hunzinger, Lena Iredell, Christoph Keller, Binita KC, Carlee Loeser, Ariana Louise, Kristan Morgan, Dieu My T. Nguyen, Dana Ostrenga, Xiaohua Pan, Kanan Patel, Brianna R. Pagán, Andrey Savtchenko, Elliot Sherman, Suhung Shen, Jian Su,Joseph Wysk, Rupesh Shrestha.
  

Publications

• 2015b: MERRA-2: Initial Evaluation of the Climate by Bosilovich, M. G., S. Akella, L. Coy, R. Cullather, C. Draper, R. Gelaro, R. Kovach, Q.Liu, A. Molod, P. Norris, K. Wargan, W. Chao, R. Reichle, L. Takacs, Y. Vikhliaev, S. Bloom, A. Collow, S. Firth, G. Labow, G. Partyka, S. Pawson, O. Reale, S. D. Schubert, and M. Suarez
  
• A catchment-based approach to modeling land surface processes in a GCM, Part 1, Model Structure by Koster, R. D., M. J. Suarez, A. Ducharne, M. Stieglitz, and P. Kumar
  
• Assessment of MERRA-2 Land Surface Hydrology Estimates. by Reichle, R. H., C. S. Draper, Q. Liu, M. Girotto, S. P. P. Mahanama, R. D. Koster, and G. J. M. De Lannoy
  
• Data assimilation using incremental analysis updates by Bloom, S., L. Takacs, A. DaSilva, and D. Ledvina
  
• Design and implementation of components in the Earth System Modeling Framework by Collins, N., G. Theurich, C. DeLuca, M. Suarez, A. Trayanov, V. Balaji, P. Li, W. Yang, C. Hill, and A. da Silva
  
• Development of the GEOS-5 atmospheric general circulation model: evolution from MERRA to MERRA2. by Molod, A., L. Takacs, M. Suarez, and J. Bacmeister
  
• Documentation and Validation of the Goddard Earth Observing System (GEOS) Data Assimilation System - Version 4 by Bloom, S., A. da Silva, D. Dee, M. Bosilovich, J.-D. Chern, S. Pawson, S. Schubert, M. Sienkiewicz, I. Stajner, W.-W. Tan, M.-L. Wu
  
• Land Surface Precipitation in MERRA-2. by Reichle, R.H., Q. Liu, R.D. Koster, C.S. Draper, S.P.P. Mahanama, and G.S. Partyka
  
• Numerical aspects of the application of recursive filters to variational statistical analysis. Part I: Spatially homogeneous and isotropic Gaussian covariances by Purser, R. J., W.-S. Wu, D. F. Parrish, and N. M. Roberts
  
• Numerical aspects of the application of recursive filters to variational statistical analysis. Part II: Spatially inhomogeneous and anisotropic general covariances by Purser, R. J., W.-S. Wu, D. F. Parrish, and N. M. Roberts
  
• The MERRA-2 Aerosol Reanalysis, 1980 Onward. Part I: System Description and Data Assimilation Evaluation. by Randles, C. A., A. M. da Silva, V. Buchard, P. R. Colarco, A. Darmenov, R. Govindaraju, A. Smirnov, B. Holben, R. Ferrare, J. Hair, Y.Shinozuka, and C.J. Flynn
  
• The MERRA-2 aerosol reanalysis, 1980 onward. Part II: Evaluation and case studies. by Buchard V., C. A. Randles, A. M. da Silva, A. Darmenov, P. R. Colarco, R. Govindaraju, R. Ferrare, J. Hair, A. J. Beyersdorf, L. D. Ziemba, H. Yu
  
• The Modern-Era Retrospective Analysis for Research and Applications, Version 2 (MERRA-2). by Gelaro, R., W. McCarty, M. J. Suárez, R. Todling, A. Molod, L. Takacs, C. A. Randles, A. Darmenov, M. G. Bosilovich, R. Reichle, et al.
  
• Three-dimensional variational analysis with spatially inhomogeneous covariances by Wu, W.-S., R.J. Purser and D.F. Parrish
  

MERRA-2 inst3_3d_asm_Np: 3d,3-Hourly,Instantaneous,Pressure-Level,Assimilation,Assimilated Meteorological Fields

Tutorials

• How to Access GES DISC Data Using Python by James Acker, Jerome Alfred, Helen Amos, Chris Battisto, Thomas Hearty, Alexis Hunzinger, Lena Iredell, Christoph Keller, Binita KC, Carlee Loeser, Ariana Louise, Kristan Morgan, Dieu My T. Nguyen, Dana Ostrenga, Xiaohua Pan, Kanan Patel, Brianna R. Pagán, Andrey Savtchenko, Elliot Sherman, Suhung Shen, Jian Su,Joseph Wysk, Rupesh Shrestha.
  

Publications

• 2015b: MERRA-2: Initial Evaluation of the Climate by Bosilovich, M. G., S. Akella, L. Coy, R. Cullather, C. Draper, R. Gelaro, R. Kovach, Q.Liu, A. Molod, P. Norris, K. Wargan, W. Chao, R. Reichle, L. Takacs, Y. Vikhliaev, S. Bloom, A. Collow, S. Firth, G. Labow, G. Partyka, S. Pawson, O. Reale, S. D. Schubert, and M. Suarez
  
• A catchment-based approach to modeling land surface processes in a GCM, Part 1, Model Structure by Koster, R. D., M. J. Suarez, A. Ducharne, M. Stieglitz, and P. Kumar
  
• Assessment of MERRA-2 Land Surface Hydrology Estimates. by Reichle, R. H., C. S. Draper, Q. Liu, M. Girotto, S. P. P. Mahanama, R. D. Koster, and G. J. M. De Lannoy
  
• Data assimilation using incremental analysis updates by Bloom, S., L. Takacs, A. DaSilva, and D. Ledvina
  
• Design and implementation of components in the Earth System Modeling Framework by Collins, N., G. Theurich, C. DeLuca, M. Suarez, A. Trayanov, V. Balaji, P. Li, W. Yang, C. Hill, and A. da Silva
  
• Development of the GEOS-5 atmospheric general circulation model: evolution from MERRA to MERRA2. by Molod, A., L. Takacs, M. Suarez, and J. Bacmeister
  
• Documentation and Validation of the Goddard Earth Observing System (GEOS) Data Assimilation System - Version 4 by Bloom, S., A. da Silva, D. Dee, M. Bosilovich, J.-D. Chern, S. Pawson, S. Schubert, M. Sienkiewicz, I. Stajner, W.-W. Tan, M.-L. Wu
  
• Land Surface Precipitation in MERRA-2. by Reichle, R.H., Q. Liu, R.D. Koster, C.S. Draper, S.P.P. Mahanama, and G.S. Partyka
  
• Numerical aspects of the application of recursive filters to variational statistical analysis. Part I: Spatially homogeneous and isotropic Gaussian covariances by Purser, R. J., W.-S. Wu, D. F. Parrish, and N. M. Roberts
  
• Numerical aspects of the application of recursive filters to variational statistical analysis. Part II: Spatially inhomogeneous and anisotropic general covariances by Purser, R. J., W.-S. Wu, D. F. Parrish, and N. M. Roberts
  
• The MERRA-2 Aerosol Reanalysis, 1980 Onward. Part I: System Description and Data Assimilation Evaluation. by Randles, C. A., A. M. da Silva, V. Buchard, P. R. Colarco, A. Darmenov, R. Govindaraju, A. Smirnov, B. Holben, R. Ferrare, J. Hair, Y.Shinozuka, and C.J. Flynn
  
• The MERRA-2 aerosol reanalysis, 1980 onward. Part II: Evaluation and case studies. by Buchard V., C. A. Randles, A. M. da Silva, A. Darmenov, P. R. Colarco, R. Govindaraju, R. Ferrare, J. Hair, A. J. Beyersdorf, L. D. Ziemba, H. Yu
  
• The Modern-Era Retrospective Analysis for Research and Applications, Version 2 (MERRA-2). by Gelaro, R., W. McCarty, M. J. Suárez, R. Todling, A. Molod, L. Takacs, C. A. Randles, A. Darmenov, M. G. Bosilovich, R. Reichle, et al.
  
• Three-dimensional variational analysis with spatially inhomogeneous covariances by Wu, W.-S., R.J. Purser and D.F. Parrish
  

MERRA-2 inst3_3d_asm_Nv: 3d,3-Hourly,Instantaneous,Model-Level,Assimilation,Assimilated Meteorological Fields 0.625 x 0.5 degree

Tutorials

• How to Access GES DISC Data Using Python by James Acker, Jerome Alfred, Helen Amos, Chris Battisto, Thomas Hearty, Alexis Hunzinger, Lena Iredell, Christoph Keller, Binita KC, Carlee Loeser, Ariana Louise, Kristan Morgan, Dieu My T. Nguyen, Dana Ostrenga, Xiaohua Pan, Kanan Patel, Brianna R. Pagán, Andrey Savtchenko, Elliot Sherman, Suhung Shen, Jian Su,Joseph Wysk, Rupesh Shre
  

Publications

• 2015b: MERRA-2: Initial Evaluation of the Climate by Bosilovich, M. G., S. Akella, L. Coy, R. Cullather, C. Draper, R. Gelaro, R. Kovach, Q.Liu, A. Molod, P. Norris, K. Wargan, W. Chao, R. Reichle, L. Takacs, Y. Vikhliaev, S. Bloom, A. Collow, S. Firth, G. Labow, G. Partyka, S. Pawson, O. Reale, S. D. Schubert, and M. Suarez
  
• A catchment-based approach to modeling land surface processes in a GCM, Part 1, Model Structure by Koster, R. D., M. J. Suarez, A. Ducharne, M. Stieglitz, and P. Kumar
  
• Assessment of MERRA-2 Land Surface Hydrology Estimates. by Reichle, R. H., C. S. Draper, Q. Liu, M. Girotto, S. P. P. Mahanama, R. D. Koster, and G. J. M. De Lannoy
  
• Data assimilation using incremental analysis updates by Bloom, S., L. Takacs, A. DaSilva, and D. Ledvina
  
• Design and implementation of components in the Earth System Modeling Framework by Collins, N., G. Theurich, C. DeLuca, M. Suarez, A. Trayanov, V. Balaji, P. Li, W. Yang, C. Hill, and A. da Silva
  
• Development of the GEOS-5 atmospheric general circulation model: evolution from MERRA to MERRA2. by Molod, A., L. Takacs, M. Suarez, and J. Bacmeister
  
• Documentation and Validation of the Goddard Earth Observing System (GEOS) Data Assimilation System - Version 4 by Bloom, S., A. da Silva, D. Dee, M. Bosilovich, J.-D. Chern, S. Pawson, S. Schubert, M. Sienkiewicz, I. Stajner, W.-W. Tan, M.-L. Wu
  
• Land Surface Precipitation in MERRA-2. by Reichle, R.H., Q. Liu, R.D. Koster, C.S. Draper, S.P.P. Mahanama, and G.S. Partyka
  
• Numerical aspects of the application of recursive filters to variational statistical analysis. Part I: Spatially homogeneous and isotropic Gaussian covariances by Purser, R. J., W.-S. Wu, D. F. Parrish, and N. M. Roberts
  
• Numerical aspects of the application of recursive filters to variational statistical analysis. Part II: Spatially inhomogeneous and anisotropic general covariances by Purser, R. J., W.-S. Wu, D. F. Parrish, and N. M. Roberts
  
• The MERRA-2 Aerosol Reanalysis, 1980 Onward. Part I: System Description and Data Assimilation Evaluation. by Randles, C. A., A. M. da Silva, V. Buchard, P. R. Colarco, A. Darmenov, R. Govindaraju, A. Smirnov, B. Holben, R. Ferrare, J. Hair, Y.Shinozuka, and C.J. Flynn
  
• The MERRA-2 aerosol reanalysis, 1980 onward. Part II: Evaluation and case studies. by Buchard V., C. A. Randles, A. M. da Silva, A. Darmenov, P. R. Colarco, R. Govindaraju, R. Ferrare, J. Hair, A. J. Beyersdorf, L. D. Ziemba, H. Yu
  
• The Modern-Era Retrospective Analysis for Research and Applications, Version 2 (MERRA-2). by Gelaro, R., W. McCarty, M. J. Suárez, R. Todling, A. Molod, L. Takacs, C. A. Randles, A. Darmenov, M. G. Bosilovich, R. Reichle, et al.
  
• Three-dimensional variational analysis with spatially inhomogeneous covariances by Wu, W.-S., R.J. Purser and D.F. Parrish
  

Digital Earth Africa - Copernicus Global Land Service - Lake Water Quality

Tutorials

• Digital Earth Africa Training by Digital Earth Africa Contributors
  

Tools & Applications

• Digital Earth Africa Explorer ( Lake Water Quality 2002-2012 (raster 300 m), 10-daily – version 1) by Digital Earth Africa Contributors
  
• Digital Earth Africa Explorer ( Lake Water Quality 2016-2024 (raster 300 m), 10-daily – version 1) by Digital Earth Africa Contributors
  
• Digital Earth Africa Explorer ( Lake Water Quality 2024 - present (raster 100 m), 10-daily – version 2) by Digital Earth Africa Contributors
  
• Digital Earth Africa Explorer ( Lake Water Quality 2024 - present (raster 300 m), global, 10-daily – version 2) by Digital Earth Africa Contributors
  
• Digital Earth Africa Explorer (Lake Water Quality 2019-2024 (raster 100 m), 10-daily – version 1) by Digital Earth Africa Contributors
  
• Digital Earth Africa Geoportal by Digital Earth Africa Contributors
  
• Digital Earth Africa Map by Digital Earth Africa Contributors
  
• Digital Earth Africa Notebook Repo by Digital Earth Africa Contributors
  
• Digital Earth Africa Sandbox by Digital Earth Africa Contributors
  
• Digital Earth Africa web services by Digital Earth Africa Contributors
  

Digital Earth Africa Water Observations from Space

Tutorials

• Digital Earth Africa Training by Digital Earth Africa Contributors
  

Tools & Applications

• Digital Earth Africa Explorer (Water Observations from Space All-Time Summary) by Digital Earth Africa Contributors
  
• Digital Earth Africa Explorer (Water Observations from Space Annual Summary) by Digital Earth Africa Contributors
  
• Digital Earth Africa Explorer (Water Observations from Space) by Digital Earth Africa Contributors
  
• Digital Earth Africa Geoportal by Digital Earth Africa Contributors
  
• Digital Earth Africa Map by Digital Earth Africa Contributors
  
• Digital Earth Africa Notebook Repo by Digital Earth Africa Contributors
  
• Digital Earth Africa Sandbox by Digital Earth Africa Contributors
  
• Digital Earth Africa web services by Digital Earth Africa Contributors
  

Publications

• Analysing effects of drought on inundation extent and vegetation cover dynamics in the Okavango Delta by Kelebogile Mfundisi, Kenneth Mubea, Fang Yuan, Chad Burton and Edward Boamah
  
• Water Observations from Space: accurate maps of surface water through time for the continent of Africa by Meghan Halabisky, Kenneth Mubea, Fatou Mar, Fang Yuan, Chad Burton, Eloise Birchall, Negin F. Moghaddam, Sena Ghislain Adimou, Bako Mamane, David Ongo, Edward Boamah, Ee-Faye Chong, Nikita Gandhi, Alex Leith, Lisa Hall and Adam Lewis
  

Low Altitude Disaster Imagery (LADI) Dataset

Tutorials

• LADI v1 Tutorials by Andrew Weinert, Jianyu Mao, Kiana Harris, Nae-Rong Chang, Caleb Pennell, Yiming Ren, Ryan Earley, Nadia Dimitrova
  
• LADI v2 Overview by Jeffrey Liu, Sam Scheele, Katherine Picchione
  

Tools & Applications

• NIST TRECVID 2020 - Disaster Scene Description and Indexing (DSDI) by TREC Video Retrieval Evaluation (TRECVID)
  
• Remote Sensing for Disaster Response Course by Beaver Works Summer Institute
  

Publications

• Accelerate disaster response with computer vision for satellite imagery using Amazon SageMaker and Amazon Augmented AI by Vamshi Krishna Enabothala, Morgan Dutton, and Sandeep Verma
  
• An overview on the evaluated video retrieval tasks at TRECVID 2022 by George Awad, Keith Curtis, Asad Butt, Jonathan Fiscus, Afzal Godil, Yooyoung Lee, Andrew Delgado, Eliot Godard, Lukas Diduch, Jeffrey Liu, Yvette Graham, Georges Quenot
  
• Evaluating Multiple Video Understanding and Retrieval Tasks at TRECVID 2021 by George Awad, Asad Butt, Keith Curtis, Jonathan G. Fiscus, Afzal A. Godil, Yooyoung Lee, Andrew Delgado, Eliot Godard, Baptiste Chocot, Lukas Diduch, Jeffrey Liu, Yvette Graham, Gareth Jones, Georges Quenot
  
• Large Scale Organization and Inference of an Imagery Dataset for Public Safety by Jeffrey Liu, David Strohschein, Siddharth Samsi, Andrew Weinert
  
• Train and Deploy an Image Classifier for Disaster Response by Jianyu Mao, Kiana Harris, Nae-Rong Chang, Caleb Pennell, Yiming Ren
  
• TRECVID 2020: A comprehensive campaign for evaluating video retrieval tasks across multiple application domains by George Awad, Asad A. Butt, Keith Curtis, Jonathan Fiscus, Afzal Godil, Yooyoung Lee, Andrew Delgado, Jesse Zhang, Eliot Godard, Baptiste Chocot, Lukas Diduch, Jeffrey Liu, Alan F. Smeaton, Yvette Graham, Gareth J. F. Jones, Wessel Kraaij, Georges Quenot
  
• Video Testing at the FirstNet Innovation and Test Lab Using a Public Safety Dataset by Chris Budny, Jeffrey Liu, Andrew Weinert
  

NOAA Operational Forecast System (OFS)

Tools & Applications

• OFS Data Aggregation and Sub-Setting by NOAA
  

Publications

• Chesapeake Bay OFS Flyer by NOAA
  
• Chesapeake Bay OFS: Model Development and Skill Assessment by NOAA
  
• Delaware Bay and River OFS Flyer by NOAA
  
• Skill Assessment of the Delaware River and Bay OFS (DBOFS) by NOAA
  
• Tampa Bay OFS Flyer by NOAA
  
• Tampa Bay OFS: Model Development and Skill Assessment by NOAA
  
• Technical Implementation Notice for Chesapeake Bay OFS by NOAA
  
• Technical Implementation Notice for Delaware River and Bay OFS by NOAA
  
• Technical Implementation Notice for Tampa Bay OFS by NOAA
  
• Three-Dimensional Hydrodynamic Model Developments for a Delaware River and Bay Nowcast/Forecast System by NOAA
  

Multi-Scale Ultra High Resolution (MUR) Sea Surface Temperature (SST)

Tutorials

• Python Jupyter Notebooks by Chelle Gentemann, Rich Signell
  
• Python Reader Software by PO.DAAC
  

Tools & Applications

• HTTPS server by PO.DAAC
  
• OPeNDAP server by Physical Oceanography Distributed Active Archive Center (PO.DAAC)
  
• State of the Ocean (SOTO) server by PO.DAAC
  
• THREDDS server by PO.DAAC
  
• Web discovery service by PO.DAAC
  

Publications

• A multi-scale high-resolution analysis of global sea surface temperature by Chin, Toshio Michael, Jorge Vazquez-Cuervo, and Edward M. Armstrong
  
• GHRSST Data Processing Specification by GHRSST Project
  
• Improving our knowledge about the oceans by providing cloud-based access to large datasets by Chelle Gentemann
  

Louisiana Watershed Initiative (LWI) Model Data

Tutorials

• ENDMC Documentation by The Water Institute
  

Tools & Applications

• go-consequences by United States Army Corps of Engineers
  
• HEC-FIA by United States Army Corps of Engineers
  
• HEC-FIA documentation by United States Army Corps of Engineers
  
• HEC-HMS by United States Army Corps of Engineers
  
• HEC-HMS documentation by United States Army Corps of Engineers
  
• HEC-RAS by United States Army Corps of Engineers
  
• HEC-RAS documentation by United States Army Corps of Engineers
  
• LWI ENDMC Datan and Model Catalog. by The Water Institute
  

DOE's Water Power Technology Office's (WPTO) US Wave dataset

Tools & Applications

• HSDS Examples by Caleb Phillips, Caroline Draxl, John Readey, Jordan Perr-Sauer, Michael Rossol
  

Publications

• Development and validation of a high-resolution regional wave hindcast model for U.S. West Coast wave resource characterization by Wu, Wei-Cheng; Wang, Taiping; Yang, Zhaoqing; Garcia Medina, Gabriel
  
• Development and validation of a regional-scale high-resolution unstructured model for wave energy resource characterization along the US East Coast by Allahdadi, M.N., Gunawan, J. Lai, R. He, V.S. Neary
  
• High-resolution hindcasts for U.S. wave energy resource characterization by Yang, Z. and V.S. Neary
  
• High-Resolution Regional Wave Hindcast for the U.S. West Coast by Yang, Zhaoqing; Wu, Wei-Cheng; Wang, Taiping; Castrucci, Luca
  
• Nearshore wave energy resource characterization along the East Coast of the United States by Ahn, S. V.S. Neary, Allahdadi, N. and R. He
  
• Predicting ocean waves along the US East Coast during energetic winter storms: sensitivity to whitecapping parameterizations by Allahdadi, M.N., He, R., and Neary, V.S
  
• SWAN Cycle III version 41.31A by The SWAN team
  

DE Africa Waterbodies Monitoring Service

Tutorials

• Digital Earth Africa Training by Digital Earth Africa Contributors
  

Tools & Applications

• Digital Earth Africa Geoportal by Digital Earth Africa Contributors
  
• Digital Earth Africa Map by Digital Earth Africa Contributors
  
• Digital Earth Africa Notebook Repo by Digital Earth Africa Contributors
  
• Digital Earth Africa Sandbox by Digital Earth Africa Contributors
  

Publications

• Waterbodies Monitoring Service by Digital Earth Africa Contributors
  

GPM IMERG Early Precipitation L3 Half Hourly 0.1 degree x 0.1 degree V07 (GPM_3IMERGHHE) at GES DISC

Tutorials

• How to Access GES DISC Data Using Python by James Acker, Jerome Alfred, Helen Amos, Chris Battisto, Thomas Hearty, Alexis Hunzinger, Lena Iredell, Christoph Keller, Binita KC, Carlee Loeser, Ariana Louise, Kristan Morgan, Dieu My T. Nguyen, Dana Ostrenga, Xiaohua Pan, Kanan Patel, Brianna R. Pagán, Andrey Savtchenko, Elliot Sherman, Suhung Shen, Jian Su,Joseph Wysk, Rupesh Shrestha.
  
• How to Read IMERG Data Using Python by James Acker, Jerome Alfred, Helen Amos, Chris Battisto, Thomas Hearty, Alexis Hunzinger, Lena Iredell, Christoph Keller, Binita KC, Carlee Loeser, Ariana Louise, Kristan Morgan, Dieu My T. Nguyen, Dana Ostrenga, Xiaohua Pan, Kanan Patel, Brianna R. Pagán, Andrey Savtchenko, Elliot Sherman, Suhung Shen, Jian Su,Joseph Wysk, Rupesh Shrestha.
  

Publications

• Calculation of Gridded Precipitation Data for the Global Land-Surface Using In-Situ Gauge Observations by Rudolf, B., and U. Schneider
  
• Kalman Filter Based CMORPH by Joyce, R. J., P. Xie, and J. E. Janowiak
  
• Precipitation Estimation from Remotely Sensed Imagery Using an Artificial Neural Network Cloud Classification System by Hong, Y., K. L. Hsu, S. Sorooshian, and X. Gao
  

GPM IMERG Final Precipitation L3 1 month 0.1 degree x 0.1 degree V07 (GPM_3IMERGM) at GES DISC

Tutorials

• How to Access GES DISC Data Using Python by James Acker, Jerome Alfred, Helen Amos, Chris Battisto, Thomas Hearty, Alexis Hunzinger, Lena Iredell, Christoph Keller, Binita KC, Carlee Loeser, Ariana Louise, Kristan Morgan, Dieu My T. Nguyen, Dana Ostrenga, Xiaohua Pan, Kanan Patel, Brianna R. Pagán, Andrey Savtchenko, Elliot Sherman, Suhung Shen, Jian Su,Joseph Wysk, Rupesh Shrestha.
  
• How to Read IMERG Data Using Python by James Acker, Jerome Alfred, Helen Amos, Chris Battisto, Thomas Hearty, Alexis Hunzinger, Lena Iredell, Christoph Keller, Binita KC, Carlee Loeser, Ariana Louise, Kristan Morgan, Dieu My T. Nguyen, Dana Ostrenga, Xiaohua Pan, Kanan Patel, Brianna R. Pagán, Andrey Savtchenko, Elliot Sherman, Suhung Shen, Jian Su,Joseph Wysk, Rupesh Shrestha.
  

Publications

• Calculation of Gridded Precipitation Data for the Global Land-Surface Using In-Situ Gauge Observations by Rudolf, B., and U. Schneider
  
• Kalman Filter Based CMORPH by Joyce, R. J., P. Xie, and J. E. Janowiak
  
• Precipitation Estimation from Remotely Sensed Imagery Using an Artificial Neural Network Cloud Classification System by Hong, Y., K. L. Hsu, S. Sorooshian, and X. Gao
  

GPM IMERG Final Precipitation L3 Half Hourly 0.1 degree x 0.1 degree V07 (GPM_3IMERGHH) at GES DISC

Tutorials

• How to Access GES DISC Data Using Python by James Acker, Jerome Alfred, Helen Amos, Chris Battisto, Thomas Hearty, Alexis Hunzinger, Lena Iredell, Christoph Keller, Binita KC, Carlee Loeser, Ariana Louise, Kristan Morgan, Dieu My T. Nguyen, Dana Ostrenga, Xiaohua Pan, Kanan Patel, Brianna R. Pagán, Andrey Savtchenko, Elliot Sherman, Suhung Shen, Jian Su,Joseph Wysk, Rupesh Shrestha.
  
• How to Read IMERG Data Using Python by James Acker, Jerome Alfred, Helen Amos, Chris Battisto, Thomas Hearty, Alexis Hunzinger, Lena Iredell, Christoph Keller, Binita KC, Carlee Loeser, Ariana Louise, Kristan Morgan, Dieu My T. Nguyen, Dana Ostrenga, Xiaohua Pan, Kanan Patel, Brianna R. Pagán, Andrey Savtchenko, Elliot Sherman, Suhung Shen, Jian Su,Joseph Wysk, Rupesh Shrestha.
  

Publications

• Calculation of Gridded Precipitation Data for the Global Land-Surface Using In-Situ Gauge Observations by Rudolf, B., and U. Schneider
  
• Kalman Filter Based CMORPH by Joyce, R. J., P. Xie, and J. E. Janowiak
  
• Precipitation Estimation from Remotely Sensed Imagery Using an Artificial Neural Network Cloud Classification System by Hong, Y., K. L. Hsu, S. Sorooshian, and X. Gao
  

GPM IMERG Late Precipitation L3 Half Hourly 0.1 degree x 0.1 degree V07 (GPM_3IMERGHHL) at GES DISC

Tutorials

• How to Access GES DISC Data Using Python by James Acker, Jerome Alfred, Helen Amos, Chris Battisto, Thomas Hearty, Alexis Hunzinger, Lena Iredell, Christoph Keller, Binita KC, Carlee Loeser, Ariana Louise, Kristan Morgan, Dieu My T. Nguyen, Dana Ostrenga, Xiaohua Pan, Kanan Patel, Brianna R. Pagán, Andrey Savtchenko, Elliot Sherman, Suhung Shen, Jian Su,Joseph Wysk, Rupesh Shrestha.
  
• How to Read IMERG Data Using Python by James Acker, Jerome Alfred, Helen Amos, Chris Battisto, Thomas Hearty, Alexis Hunzinger, Lena Iredell, Christoph Keller, Binita KC, Carlee Loeser, Ariana Louise, Kristan Morgan, Dieu My T. Nguyen, Dana Ostrenga, Xiaohua Pan, Kanan Patel, Brianna R. Pagán, Andrey Savtchenko, Elliot Sherman, Suhung Shen, Jian Su,Joseph Wysk, Rupesh Shrestha.
  

Publications

• Calculation of Gridded Precipitation Data for the Global Land-Surface Using In-Situ Gauge Observations by Rudolf, B., and U. Schneider
  
• Kalman Filter Based CMORPH by Joyce, R. J., P. Xie, and J. E. Janowiak
  
• Precipitation Estimation from Remotely Sensed Imagery Using an Artificial Neural Network Cloud Classification System by Hong, Y., K. L. Hsu, S. Sorooshian, and X. Gao
  

OPERA Dynamic Surface Water Extent from Harmonized Landsat Sentinel-2 product (Version 1)

Tutorials

• Access DSWx-HLS S3 by M. Grace Bato
  
• Getting Started with OPERA DSWx Product by K. Devlin and M. Grace Bato
  
• Stream and Viz DSWx-HLS via Direct HTTPS by M. Grace Bato
  
• Working with OPERA Dynamic Surface Water Extent (DSWx) Data by Nicholas Tarpinian
  
  

Publications

• Improved Automated Detection of Subpixel-Scale Inundation—Revised Dynamic Surface Water Extent (DSWE) Partial Surface Water Tests by Jones, John W
  

SILO climate data on AWS

Tutorials

• Using relative humidity grids with xarray from s3 by Richard Scott
  

Tools & Applications

• Convert NetCDF to ESRI ArcASCII or GeoTIFF by SILO
  
• NetCDF Operators to calculate seasonal means by SILO
  
• Python script to calculate a regional mean by SILO
  

GHRSST Level 4 MUR Global Foundation Sea Surface Temperature Analysis (v4.1)

Tutorials

• MUR Sea Surface Temperature Analysis of Washington State by Zoë Walschots
  
  
• Using Sea Surface Temperature and Sea Surface Height Data for Hurricane Helene by Julie Sanchez
  
  

Publications

• A multi-scale high-resolution analysis of global sea surface temperature by Chin, T.M, J. Vazquez-Cuervo, and E.M. Armstrong
  

Sentinel-2 ACOLITE-DSF Aquatic Reflectance for the Conterminous United States

Tutorials

• tutorial.zip by S.D. Ducar
  

Tools & Applications

• GLOBUS Access Point by T.V. King, et al.
  

Publications

• Sentinel-2 ACOLITE-DSF Aquatic Reflectance for the Conterminous United States by T.V. King, et al.
  

Danish Meteorological Institute (DMI) Reanalysis dataset v0.5

Tutorials

• DANRA figures by Danish Meteorological Institute
  
  Amazon S3
• Looking at distributions by Danish Meteorological Institute
  
  Amazon S3

GEDI L2A Elevation and Height Metrics Data Global Footprint Level V002

Tutorials

• Getting Started with GEDI L2A Version 2 Data in Python by Land Processes Distributed Active Archive Center (LP DAAC)
  
• How to: Find and Access GEDI Data by Land Processes Distributed Active Archive Center (LP DAAC)
  

GPM DPR Precipitation Profile L2A 1.5 hours 5 km V07 (GPM_2ADPR) at GES DISC

Tutorials

• How to Access GES DISC Data Using Python by James Acker, Jerome Alfred, Helen Amos, Chris Battisto, Thomas Hearty, Alexis Hunzinger, Lena Iredell, Christoph Keller, Binita KC, Carlee Loeser, Ariana Louise, Kristan Morgan, Dieu My T. Nguyen, Dana Ostrenga, Xiaohua Pan, Kanan Patel, Brianna R. Pagán, Andrey Savtchenko, Elliot Sherman, Suhung Shen, Jian Su,Joseph Wysk, Rupesh Shrestha.
  
• How to Read IMERG Data Using Python by James Acker, Jerome Alfred, Helen Amos, Chris Battisto, Thomas Hearty, Alexis Hunzinger, Lena Iredell, Christoph Keller, Binita KC, Carlee Loeser, Ariana Louise, Kristan Morgan, Dieu My T. Nguyen, Dana Ostrenga, Xiaohua Pan, Kanan Patel, Brianna R. Pagán, Andrey Savtchenko, Elliot Sherman, Suhung Shen, Jian Su,Joseph Wysk, Rupesh Shrestha.
  

IWMI DIWASA Blue ET for Africa

Tutorials

• Analysis of IWMI’s Water Data Products through Digital Earth Africa by A.T. Haile, E.T. Negash, K. Mubea, M. Tadesse
  

Tools & Applications

• Multi-Scale Water Accounting in the Volta Basin by iwmiwaplus
  

OPERA Dynamic Surface Water Extent from Sentinel-1 (Version 1)

Tutorials

• Generate Flood Maps without downloading OPERA DSWx-S1 products locally by S. Sangha
  
• Working with OPERA Dynamic Surface Water Extent (DSWx) Data by Nicholas Tarpinian
  
  

RAPID NRT Flood Maps

Publications

• Inundation Extent Mapping by Synthetic Aperture Radar: A Review by Xinyi Shen, Dacheng Wang, Kebiao Mao, Emmanouil Anagnostou, and Yang Hong
  
• Near Real-Time Nonobstructed Flood Inundation Mapping by Synthetic Aperture Radar by Xinyi Shen, Emmanouil N. Anagnostou, George H. Allen, G. Robert Brakenridge, Albert J. Kettner
  

ATLAS/ICESat-2 L2A Global Geolocated Photon Data V006

Tutorials

• Accessing and working with ICESat-2 data in the cloud by Andy Barrett, Jennifer Roebuck, Amy Steiker
  

Coupled Model Intercomparison Project Phase 5 (CMIP5) University of Wisconsin-Madison Probabilistic Downscaling Dataset

Publications

• Assessment Report: Analysis of Impact of Nonstationary Climate on NOAA Atlas 14 Estimates by NOAA
  

HLS Landsat Operational Land Imager Surface Reflectance and TOA Brightness Daily Global 30m v2.0

Tutorials

• Getting Started with Cloud-Native HLS Data in Python by Mahsa Jami, Erik A. Bolch, Cole K. Krehbiel, Aaron M. Friesz, Brianna M. Lind
  

HLS Sentinel-2 Multi-spectral Instrument Surface Reflectance Daily Global 30m v2.0

Tutorials

• Getting Started with Cloud-Native HLS Data in Python by Mahsa Jami, Erik A. Bolch, Cole K. Krehbiel, Aaron M. Friesz, Brianna M. Lind
  

MODIS/Terra Net Evapotranspiration 8-Day L4 Global 500m SIN Grid V061

Tutorials

• Download Files from S3 Using boto3 by LPDAAC
  

NOAA S-111 Surface Water Currents Data

Tutorials

• NOAA Precision Marine Navigation Program: Developing Next-Gen Data Svcs for the Maritime Community by NOAA
  

SENTINEL-1A_DUAL_POL_GRD_HIGH_RES

Tutorials

• Interferometric Synthetic Aperture Radar Tutorial by LiveEO
  

SENTINEL-1A_SLC

Tutorials

• Interferometric Synthetic Aperture Radar Tutorial by LiveEO
  

SENTINEL-1B_DUAL_POL_GRD_HIGH_RES

Tutorials

• Interferometric Synthetic Aperture Radar Tutorial by LiveEO
  

SENTINEL-1B_SLC

Tutorials

• Interferometric Synthetic Aperture Radar Tutorial by LiveEO
  

Digital Earth Pacific Water Observatins from Space (WOfS)

Tools & Applications

• Digital Earth Pacific Map by Digital Earth Pacific Contributors
  

Publications

• Digital Earth Pacific Open Data Access Documentation by digitalearthpacific
  

IWMI DIWASA Green ET for Africa

Tutorials

• Analysis of IWMI’s Water Data Products through Digital Earth Africa by A.T. Haile, E.T. Negash, K. Mubea, M. Tadesse
  

Tools & Applications

• Multi-Scale Water Accounting in the Volta Basin by iwmiwaplus
  

Ocean Biodiversity Information System (OBIS) species occurrence data

Tutorials

• Querying OBIS occurrence data using Amazon Athena by Pieter Provoost
  Amazon Athena