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
  

NOAA Joint Polar Satellite System (JPSS)

Tutorials

• GOES-R/JPSS Short Course on Making Beautiful Images of NOAA Satellite Data using Python from the 2023 Annual Meeting of American Meteorological Society by Amy Huff and Rebekah Esmaili
  
• JPSS Satellites (COMET) by UCAR
  
• JPSS Short Course from the 2018 Annual Meeting of American Meteorological Society by Colorado State University
  
• JPSS Training Resources by NOAA
  
• JPSS_AWS Geolocate by Mya Sears
  
  Amazon SageMaker Studio Lab
• JPSS_AWS Timeselect by Mya Sears
  
  Amazon SageMaker Studio Lab
• Python scripts to download and display JPSS NODD datasets by Amy Huff and Rebekah Esmaili
  
• VIIRS Active Fire Quick Guide by NOAA
  
• VIIRS Products (NASA SPoRT) by NASA
  

Tools & Applications

• JPSS Data Explorer by Craig Oliveira
  
• JPSS Proving Ground by NOAA
  

Publications

• JPSS Annual Science Digest 2022 by NOAA
  
• JPSS Science Seminar Annual Digest 2020 by NOAA
  
• JPSS Science Seminar Annual Digest 2021 by NOAA
  
• NUCAPS EDR files in the cloud by Scott Lindstrom
  

Digital Earth Africa CHIRPS Rainfall

Tutorials

• Digital Earth Africa Training by Digital Earth Africa Contributors
  
• Rainfall - Climate Hazards Group InfraRed Precipitation with Station data (CHIRPS) by Digital Earth Africa Contributors
  

Tools & Applications

• Digital Earth Africa Explorer (CHIRPS daily rainfall) by Digital Earth Africa Contributors
  
• Digital Earth Africa Explorer (CHIRPS monthly rainfall) 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

• Introduction to DE Africa by Dr Fang Yuan
  
• The climate hazards infrared precipitation with stations—a new environmental record for monitoring extremes by Chris Funk, Pete Peterson, Martin Landsfeld, Diego Pedreros, James Verdin, Shraddhanand Shukla, Gregory Husak, James Rowland, Laura Harrison, Andrew Hoell and Joel Michaelsen
  

Digital Earth Africa Coastlines

Tutorials

• Digital Earth Africa Training by Digital Earth Africa Contributors
  
• Monitoring coastal erosion along Africa’s coastline 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
  
• Digital Earth Africa Web Feature Service by Digital Earth Africa Contributors
  
• Digital Earth Africa Web Map Service by Digital Earth Africa Contributors
  

Publications

• Introducing the Digital Earth Africa Coastlines Service by Digital Earth Africa Contributors
  
• Mapping Australia's dynamic coastline at mean sea level using three decades of Landsat imagery by Robbi Bishop-Taylor, Rachel Nanson, Stephen Sagar, Leo Lymburner
  
• Monitoring coastal erosion at Saly Portudal resort, Mbour-Senegal by Ndeye Fatou SANE, Lissong DIOP, Mamadou Lamine NDIAYE, Amadou SALL, Dr. Moussa SALL
  

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
  

CMIP6 GCMs downscaled using WRF

Tutorials

• Downscaling file descriptions, directory structure, and data access by Stefan Rahimi & Lei Huang
  
• Jupyter Notebook Example by Stefan Rahimi
  

Publications

• An Overview of the Western United States Dynamically Downscaled Dataset (WUS-D3) by Rahimi, S., Huang, L., Norris, J., Hall, A., Goldenson, N., Krantz, W., Bass, B., Thackeray, C., Lin, H., Chen, D., Dennis, E., Collins, E., Lebo, Z. J., Slinskey, E., Graves, S., Biyani, S., Wang, B., Cropper, S., and the UCLA Center for Climate Science Team
  
• Is Bias Correction in Dynamical Downscaling Defensible? by Risser, M. D., Rahimi, S., Goldenson, N., Hall, A., Lebo, Z. J., and Feldman, D. R.
  
• Memo on the Development and Availability of Dynamically Downscaled Projections Using WRF by Stefan Rahimi
  
• Memo on the Evaluation of Downscaled GCMs Using WRF by Stefan Rahimi
  
• Memorandum on Evaluating Global Climate Models for Studying Regional Climate Change in California by Will Krantz, David Pierce, Naomi Goldenson, Daniel Cayan
  
• Understanding the Cascade: Removing GCM Biases Improves Dynamically Downscaled Climate Projections by Rahimi, S., Huang, L., Norris, J., Hall, A., Goldenson, N., Risser, M., Feldman, D. R., Lebo, Z. J., Dennis, E., and Thackeray, C.
  

Co-Produced Climate Data to Support California's Resilience Investments

Tutorials

• Analyzing Data Through a Global Warming Level Lens by Cal-Adapt Analytics Engine Team
  
  
• List Data Hosted on The Cal-Adapt Data Catalog by Cal-Adapt Analytics Engine Team
  
  
• Tutorial on Data Access Using `climakitae` by Cal-Adapt Analytics Engine Team
  
  

Tools & Applications

• Analytics Engine Data Catalog by Cal-Adapt: Analytics Engine Team
  
• AWS Command Line Interface (CLI) by Cal-Adapt: Analytics Engine Team
  
• AWS Explorer Functions by Cal-Adapt: Analytics Engine Team
  
• Cal-Adapt Data Download Tool (DDT) by Cal-Adapt: Analytics Engine Team
  
• Direct Connection in Xarray with S3 Path by Cal-Adapt: Analytics Engine Team
  

Open CEDA by Watershed

Tutorials

• For a tutoral please download the CEDA Methodology Documentation on the openceda.org website. by Watershed Technology
  

Publications

• A Consumption-Based Greenhouse Gas Inventory of SanFrancisco Bay Area Neighborhoods, Cities and Counties by Christopher M. Jones & Daniel M. Kammen, 2015
  
• Advancing Sustainable Materials Management - 2016 Recycling Economic Information (REI) Report by EPA, 2016
  
• Are services better for climate change? by Sangwon, Suh, 2006
  
• Converting University Spending to Greenhouse Gas Emissions - A Supply Chain Carbon Footprint Analysis of UC Berkeley by Kelley L. Doyle, 2012
  
• Environmental Impacts of Products - Policy Relevant Information and Data Challenges by Eder P, Tukker A, Suh S
  
• Environmentally extended input-output tables and models for Europe by Arnold Tukker (TNO), Gjalt Huppes, Lauran van Oers, Reinout Heijungs (CML), 2006
  
• Greening Government Procurement - Turning Uncle Sam Into an Eco-Friendly Consumer by James Badham, 2014
  

Coupled Model Intercomparison Project 6

Tutorials

• Analyze terabyte-scale geospatial datasets with Dask and Jupyter on AWS by Ethan Fahy and Zac Flamig
  Amazon EC2Amazon EKSAmazon S3AWS CloudFormation
• Comparing CMIP6 Zarr vs NetCDF Holdings by Aparna Radhakrishnan
  Amazon S3
• Finding CMIP6 data using intake-esm and plotting time series for points by Zac Flamig
  AWS CloudFormationAmazon SageMaker
• Getting Started with CMIP6 Data by Aparna Radhakrishnan
  
• Processing CMIP6 data in Zarr format with Dask & AWS Fargate by Zac Flamig
  AWS CloudFormationAWS FargateAmazon SageMaker

Publications

• CMIP6 Data Informational Session Video Recording by ASDI
  
• Special issue | Coupled Model Intercomparison Project Phase 6 (CMIP6) Experimental Design and Organization by V. Eyring
  

GEOS-Chem Input Data

Tutorials

• GCHP Quickstart Guide by GEOS-Chem Support Team
  
• GEOS-Chem Classic Quickstart Guide by GEOS-Chem Support Team
  
• GEOS-Chem Input Data on AWS cloud by GEOS-Chem Support Team
  
• Integrated Methane Inversion (IMI) Quickstart Guide by Daniel Varon et al.
  

Publications

• Enabling high-performance cloud computing for Earth science modeling on over a thousand cores: application to the GEOS-Chem atmospheric chemistry model by Jiawei Zhuang et al.
  
• Enabling Immediate Access to Earth Science Models through Cloud Computing: Application to the GEOS-Chem Model by Jiawei Zhuang et al.
  
• Improved advection, resolution, performance, and community access in the new generation (version 13) of the high-performance GEOS-Chem global atmospheric chemistry model (GCHP) by Randall V. Martin et al.
  

GEOS-Chem Nested Input Data

Tutorials

• GCHP Quickstart Guide by GEOS-Chem Support Team
  
• GEOS-Chem Classic Quickstart Guide by GEOS-Chem Support Team
  
• GEOS-Chem input data on AWS cloud by GEOS-Chem Support Team
  
• GEOS-Chem nested input data by GEOS-Chem Support Team
  

Tools & Applications

• Integrated Methane Inversion by Daniel Varon et al.
  

Publications

• Enabling high-performance cloud computing for Earth science modeling on over a thousand cores: application to the GEOS-Chem atmospheric chemistry model by Jiawei Zhuang et al.
  
• Enabling Immediate Access to Earth Science Models through Cloud Computing: Application to the GEOS-Chem Model by Jiawei Zhuang et al.
  

NOAA National Water Model CONUS Retrospective Dataset

Tutorials

• Explore Repository of Tutorials on National Water Model V2.1 Retrospective Dataset in Zarr by James McCreight
  
• Explore the National Water Model V2.0 Retrospective in Zarr by Rich Signell
  
• Explore the National Water Model V2.1 Retrospective Dataset in Zarr by James McCreight, Ishita Srivastava, Rich Signell
  
• Processing the 250 TB NWM dataset with Coiled, Dask, and Xarray by Sarah Johnson (Coiled)
  

Publications

• NOAA's National Water Model: Advancing Operational Hydrology Through Continental-scale Modeling. by Brian Cosgrove, David Gochis, Trey Flowers, Aubrey Dugger, Fred Ogden, Tom Graziano, Ed Clark, et al; 2024
  
• On Strictly Enforced Mass Conservation Constraints for Modeling the Rainfall-Runoff Process by Jonathan M. Frame, Frederik Kratzert, Hoshin V. Gupta, Paul Ullrich and Grey S. Nearing
  
• Simulating storm surge and compound flooding events with a creek-to-ocean model: Importance of baroclinic effects by Fei Ye, et al.
  

AIRS/Aqua L1C Infrared (IR) resampled and corrected radiances V6.7 (AIRICRAD) 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.
  

Publications

• AIRS Level-1C and applications to cross-calibration with MODIS and CrIS by Evan M. Manning, Hartmut H. Aumann, and Ali Behrangi
  
• AIRS version 6.6 and version 7 level-1C products by Evan M. Manning, L. Larrabee Strow, and Hartmut H. Aumann
  
• Radiometric Stability Validation of 17 Years of AIRS Data Using Sea Surface Temperatures. by Aumann, H.H. Brogerg, S.,Manning, E., and Pagaino, T.
  
• Updates to the absolute radiometric accuracy of the AIRS on Aqua by Pagano, T.S., Aumann, H.H., Broberg, S., Manning, E., Overoye, K., and Weiler, M.
  
• Validation of the Atmospheric Infrared Sounder radiative transfer algorithm by Strow, L.L, Hannon, S.E, De-Souza Machado, S., Motteler, H.E., and Tobin, D.C.
  

NOAA Rapid Refresh Forecast System (RRFS) [Prototype]

Publications

• A Limited Area Modeling Capability for the Finite-Volume Cubed-Sphere (FV3) Dynamical Core and Comparison With a Global Two-Way Nest by Black, T. L., J. A. Abeles, B. T. Blake, D. Jovic, E. Rogers, X. Zhang, E. A. Aligo, L. C. Dawson, Y. Lin, E. Strobach, P. C. Shafran, and J. R. Carley
  
• Assessment of the data assimilation framework for the Rapid Refresh Forecast System v0.1 and impacts on forecasts of a convective storm case study by Banos, I. H., W. D. Mayfield, G. Ge, L. F. Sapucci, J. R. Carley, and L. Nance
  
• Community modeling framework underpinning the RRFS - The UFS Short Range Weather Application by UFS Community
  
• Highlights from a Year of Continued Development of the Rapid Refresh Forecast System (RRFS) by Carley J. R. and C. R. Alexander
  
• Prototype UFS-Based Rapid Refresh Forecast System (RRFS) on the Cloud by Holt, C., D. Abdi, J. A. Abeles, J. R. Carley, C. W. Harrop, R. Panda, S. Trahan, and C. R. Alexander
  
• Status and Opportunities with the Rapid Refresh Forecast System by Carley J. R. and C. R. Alexander
  

Pacific Ocean Sound Recordings

Tutorials

• Tutorials on machine learning and signal processing methods for anthropogenic and cetacean study using the pacific-sound archives by MBARI
  

Publications

• Animal-borne metrics enable acoustic detection of blue whale migration by Oestreich et al. (2020)
  
• Humpback whale song occurrence reflects ecosystem variability in feeding and migratory habitat of the northeast Pacific by Ryan et al. (2019)
  
• New Passive Acoustic Monitoring in Monterey Bay National Marine Sanctuary by Ryan et al. (2016)
  
• Reduction of Low-Frequency Vessel Noise in Monterey Bay National Marine Sanctuary During the COVID-19 Pandemic by Ryan et al. (2021)
  
• Seal bomb noise as a potential threat to Monterey Bay harbor porpoise by Simonis et al. (2020)
  

Planette C3S Seasonal Forecast Data

Tutorials

• Accessing C3S Seasonal Forecast Data with Python by Aodhan Sweeney-Jaramillo
  

Tools & Applications

• icechunk by earth-mover
  
• xarray by xarray Developers
  
• zarr-python by zarr Developers
  

Publications

• C3S Seasonal Forecasts Documentation by Copernicus Climate Change Service
  
• SEAS5: The new ECMWF seasonal forecast system by Johnson, S. J., et al.
  

Planette ERA5 Archive

Tutorials

• Accessing ERA5 Data with Python by Aodhan Sweeney-Jaramillo
  

Tools & Applications

• icechunk by earth-mover
  
• xarray by xarray Developers
  
• zarr-python by zarr Developers
  

Publications

• ERA5 Documentation by ECMWF
  
• The ERA5 global reanalysis by Hersbach, H., et al.
  

Wildfire Projections to Support Climate Resilience

Tutorials

• Interactive Data Access and Visualization by Cal-Adapt: Analytics Engine Team
  
  

Tools & Applications

• Analytics Engine Data Catalog by Cal-Adapt: Analytics Engine Team
  
• AWS Command Line Interface (CLI) by Cal-Adapt: Analytics Engine Team
  
• AWS Explorer Functions by Cal-Adapt: Analytics Engine Team
  
• Cal-Adapt Data Download Tool (DDT) by Cal-Adapt: Analytics Engine Team
  
• Direct Connection in Xarray with S3 Path by Cal-Adapt: Analytics Engine Team
  

Argo marine floats data and metadata from Global Data Assembly Centre (Argo GDAC)

Tutorials

• Outreach activities by Argo program
  
• Outreach ressources for Argo floats by Euro-Argo ERIC
  

Tools & Applications

• Argo data selection by Euro-Argo ERIC
  
• Argo floats dashboard by Euro-Argo ERIC
  

Publications

• Argo data bibliography by Argo program
  

CAM6 Data Assimilation Research Testbed (DART) Reanalysis: Cloud-Optimized Dataset

Tutorials

• Analyzing large climate model ensembles in the cloud by Joe Hamman, NCAR
  

Tools & Applications

• Intake-ESM Catalog by Brian Bonnlander, NCAR
  
• Jupyter Notebook and other documentation and tools for DART Reanalysis on AWS by NCAR Science at Scale team
  
• Rendered (static) version of Jupyter Notebook by Brian Bonnlander, NCAR
  

Publications

• A new CAM6 + DART reanalysis with surface forcing from CAM6 to other CESM models by Raeder, K., Hoar, T.J., El Gharamti, M. et al (2021)
  

CESM-HR

Tutorials

• CESM-HR Tutorial by Jaison Kurian
  

Tools & Applications

• CESM-HR Tools and Applications by Jaison Kurian
  

Publications

• An Unprecedented Set of High‐Resolution Earth System Simulations for Understanding Multiscale Interactions in Climate Variability and Change by Chang et al. (2020)
  
• High-resolution modelling identifies the Bering Strait’s role in amplified Arctic warming by Xu et al. (2024)
  
• Uncertain future of sustainable fisheries environment in eastern boundary upwelling zones under climate change by Chang et al. (2023)
  

CMAS Data Warehouse

Tutorials

• AMET Documentation by USEPA
  
• CMAQ Installation and Benchmarking Tutorial by USEPA
  
• CMAQ on AWS HPC Workshop by CMAS Center, U.S. EPA Office of Research and Development and AWS Workshop Studio
  AWS ParallelCluster
• Documentation for CMAQ on AWS ParallelCluster by CMAS Center
  AWS ParallelCluster
• EQUATES Benchmark by Liz Adams
  

Community Earth System Model Large Ensemble (CESM LENS)

Tutorials

• Analyzing large climate model ensembles in the cloud by Joe Hamman, NCAR
  

Tools & Applications

• Jupyter Notebook and other documentation and tools for CESM LENS on AWS by NCAR Science at Scale team
  
• Rendered (static) version of Jupyter Notebook by Anderson Banihirwe, NCAR
  
• Urban Climate Explorer by Zhonghua Zheng
  

Publications

• The Community Earth System Model (CESM) Large Ensemble Project: A Community Resource for Studying Climate Change in the Presence of Internal Climate Variability by Kay et al. (2015), Bull. AMS, 96, 1333-1349
  

End-Use Load Profiles for the U.S. Building Stock

Tutorials

• BuildStockQuery: a python library designed to simplify and streamline the process of querying datasets generated by ResStock and ComStock by National Renewable Energy Laboratory (NREL)
  
• Tutorials, how-to guides, explanations, and reference material for users of the ComStock dataset. by National Renewable Energy Laboratory (NREL)
  

Tools & Applications

• Web-Based Data Viewer for Commercial Load Profiles by National Renewable Energy Laboratory (NREL)
  
• Web-Based Data Viewer for Residential Load Profiles by National Renewable Energy Laboratory (NREL)
  

Publications

• End-Use Load Profiles for the U.S. Building Stock by E. Wilson, A. Parker, A. Fontanini, et al.
  

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
  

NASA Earth Exchange (NEX) Data Collection

Publications

• Climate Downscaling Using YNet: a Deep Convolutional Network with Skip Connections and Fusion by Yumin Liu, Auroop Ganguly, and Jennifer Dy
  
• Downscaled Climate Projections Suitable for Resource Management, Eos Trans. AGU, 94(37), 321. by Thrasher, B., J. Xiong, W. Wang, F. Melton, A. Michaelis and R. Nemani (2013)
  
• Explainable deep learning for insights in El Nino and river flows by Yumin Liu, Kate Duffy, Jennifer G. Dy, and Auroop R. Ganguly
  
• Potential changes in cooling degree day under different global warming levels and shared socioeconomic pathways in West Africa by Oluwarotimi Delano Thierry Odou, Heidi Heinrichs Ursula, Rabani Adamou, Thierry Godjo, and Mounkaila S Moussa
  
• Statistical downscaling using Localized Constructed Analogs (LOCA). by Pierce, D. W., D. R. Cayan, and B. L. Thrasher (2014)
  

NOAA National Air Quality Forecast Capability (NAQFC) Regional Model Guidance

Publications

• An empirically derived emission algorithm for wind-blown dust (J.Geophys. Res., 115, D16212) by Draxler, R. R., P. Ginoux, and A. F. Stein
  
• Development and evaluation of an advanced National Air Quality Forecasting Capability using the NOAA Global Forecast System version 16 (2022, Geosci. Model Dev., 15, 3281–3313) by Campbell, P.C., and Coauthors
  
• Development of the next-generation air quality prediction system in the UFS framework: Enhancing predictability of wildfire air quality impacts (2024)(Bull. Amer. Meteor. Soc. In review) by Huang, J.P., I. Stajner, R. Montuoro, F. Yang, K. Wang, H.-C. Huang, C.-H. Jeon, B. Curtis, J. McQueen, H. Liu, B. Baker, D. Tong , Y. Tang, P. Campbell, G. Grell, G. Frost, R. Schwantes, S. Wang, S. Kondragunta, F. Li, and Y. Jung
  
• Improving NOAA NAQFC PM2.5 predictions with a bias correction approach (2017, Wea. and Forecasting, 32(2), 407–421) by Huang, J., McQueen, J., Wilczak, J., Djalalova, I., Stajner, I., Shafran, P., Allured, D., Lee, P., Pan, L., Tong, D., Huang, H.-C., DiMego, G., Upadhayay, S., & Delle Monache, L
  
• Using VIIRS fire radiative power data to simulate biomass burning emissions, plume rise and smoke transport in a real-time air quality modeling system (Proc. 2017 IEEE Int. Geoscience and Remote Sensing Symp. (IGARSS0),Fort Worth, TX, IEEE, 2806–2808) by Ahmadov, R., and Coauthors
  

Open-Meteo Weather API Database

Tutorials

• Accessing 80 Years Historical Weather Data from ERA5 by Open-Meteo
  
• Run Your Own Weather API by Open-Meteo
  

Tools & Applications

• Open-Meteo API documentation by Open-Meteo
  
• Open-Meteo API source-code by Open-Meteo
  

Publications

• Zippenfenig, P. (2023). Open-Meteo.com Weather API [Computer software] by Patrick Zippenfenig
  

Sofar Spotter Archive

Tutorials

• Analyzing Spotter data with CloudDrift by Milan Curcic
  
• Exploring Bulk Variables from the Spotter Archive by Isabel A. Houghton
  
• Exploring Wave Spectra Variables from the Spotter Archive by Isabel A. Houghton
  

Publications

• Performance Characteristics of “Spotter,” a Newly Developed Real-Time Wave Measurement Buoy (2019) by K. Raghukumar, G. Chang, F. Spada, C. Jones, T. Janssen, A. Gans
  
• Performance Statistics of a Real-Time Pacific Ocean Weather Sensor Network (2021) by I. Houghton, P. Smit, D. Clark, C. Dunning, A. Fisher, N. Nidzieko, P. Chamberlain, T. Janssen
  

SondeHub Radiosonde Telemetry

Tutorials

• Loading example notebooks into SageMaker by Michaela Wheeler
  Amazon SageMaker
• Using Athena to read radiosonde data by Michaela Wheeler
  Amazon Athena
• Using pysondehub to read radiosonde data by Michaela Wheeler
  Amazon S3

Tools & Applications

• pysondehub by Sondehub
  

Publications

• STM32 Development Boards (literally) Falling From The Sky (How to submit data) by Mark Jessop & Michaela Wheeler
  

Chalmers Cloud Ice Climatology

Tutorials

• Reading CCIC data by Adrià Amell & Simon Pfreundschuh
  Amazon S3
• Storm tracking with CCIC by Julia Kukulies
  Amazon S3

Tools & Applications

• CCIC on PyPI -- software for training and processing the CCIC retrievals and to read CCIC Zarr files by Simon Pfreundschuh
  

Publications

• The Chalmers Cloud Ice Climatology: Retrieval implementation and validation by Adrià Amell, Simon Pfreundschuh, and Patrick Eriksson
  

Community Earth System Model v2 Large Ensemble (CESM2 LENS)

Tools & Applications

• Jupyter Notebook and other documentation and tools for CESM2-LE on AWS by NCAR Science at Scale team
  
• Rendered (static) version of Jupyter Notebook by Maxwell Grover, NCAR
  
• Urban Climate Explorer by Zhonghua Zheng
  

Publications

• Ubiquity of human-induced changes in climate variability by Rodgers et al. (2021), Earth Syst. Dynam., 12, 1–19, 2021
  

Earth Radio Occultation

Tutorials

• Tutorial Demonstrations for Working with GNSS Radio Occultation Data in AWS Open Data Registry archive by Stephen Leroy, Amy McVey, Hailing Zhang, Chi Ao
  Amazon S3Amazon EC2AWS Batch

Tools & Applications

• Utilities for Handling Data in the AWS Open Data Registry archive of GNSS Radio Occultation Data by Stephen Leroy, Amy McVey
  

Publications

• A technical description of atmospheric sounding by GPS occultation by Hajj, G.A. et al.
  
• Observing Earth's atmosphere with radio occultation measurements using the Global Positioning System by Kursinski, E.R. et al.
  

GPM IMERG Early Precipitation L3 1 day 0.1 degree x 0.1 degree V07 (GPM_3IMERGDE) 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.
  

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 day 0.1 degree x 0.1 degree V07 (GPM_3IMERGDF) 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.
  

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 1 day 0.1 degree x 0.1 degree V07 (GPM_3IMERGDL) 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.
  

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
  

High Resolution Canopy Height Maps by WRI and Meta

Tools & Applications

• Global Canopy Height on Earth Engine by Meta and WRI
  

Publications

• Every tree counts: Large-scale mapping of canopy height at the resolution of individual trees by Jamie Tolan, Camille Couprie, and Tracy Johns
  
• Sub-meter resolution canopy height maps using self-supervised learning and a vision transformer trained on Aerial and GEDI Lidar by Jamie Tolan, Hung-I Yang, Ben Nosarzewski, Guillaume Couairon, Huy Vo, John Brandt, Justine Spore, Sayantan Majumdar, Daniel Haziza, Janaki Vamaraju, Theo Moutakanni, Piotr Bojanowski, Tracy Johns, Brian White, Tobias Tiecke, Camille Couprie
  
• Using Artificial Intelligence to Map the Earth’s Forests by Jamie Tolan, Camille Couprie, John Brandt, Justine Spore, Tobias Tiecke, Tracy Johns and Patrick Nease
  

NA-CORDEX - North American component of the Coordinated Regional Downscaling Experiment

Tools & Applications

• Intake-ESM Catalog by Brian Bonnlander (NCAR)
  
• Jupyter Notebook and other documentation and tools by Brian Bonnlander, Seth McGinnis (NCAR)
  
• Rendered (static) version of Jupyter Notebook by Brian Bonnlander (NCAR)
  

Publications

• The NA-CORDEX dataset, version 1.0. NCAR Climate Data Gateway, Boulder CO (2017) by Mearns, Linda O., et al.
  

NOAA Global Forecast System (GFS)

Tutorials

• NOAA Global Forecast System (GFS) quickstart notebook on AWS by Benoit de Chateauvieux
  

Publications

• GFS Warm Restart Files Additional Information by Fanglin Yang
  
• Toward the Next Generation of Microwave Sounders: Benefits of a Low-Earth Orbit Hyperspectral Microwave Instrument in All- Weather Conditions using AI by Eric S. Maddy
  
• Validation and Application of the Accu-Waves Operational Platform for Wave Forecasts at Ports by Christos Makris et al.
  

NOAA Global Historical Climatology Network Daily (GHCN-D)

Tutorials

• Calculating growing degree days using AWS Registry of Open Data by Karen Hildebrand and Zac Flamig
  Amazon AthenaAWS CloudFormationAWS Glue
• Explore & Visualize 200+ Years of Global Temperature by Kapil Sreedharan
  
• Visualize over 200 years of global climate data using Amazon Athena and Amazon QuickSight by Conor Delaney
  Amazon AthenaAWS Glue

Publications

• Natural and Socioeconomic Conditions Influence Tick-Borne Encephalitis Cases in Russia by Lantian Zhang, Linsheng Yang, Li Wang, Lijuan Gu, Hairong Li, Svetlana Malkhazova
  

NOAA High-Resolution Rapid Refresh (HRRR) Model

Tutorials

• HRRR-B Python package: download and read HRRR grib2 files by Brian Blaylock
  
• The HRRR Zarr Archive Managed by MesoWest by Taylor Gowan
  

Publications

• Using Cloud Computing to Analyze Model Output Archived in Zarr Format by Taylor A. Gowan, John D. Horel, Alexander A. Jacques, and Adair Kovac
  
• Using the U.S. Climate Reference Network to Identify Biases in Near- and Sub-Surface Meteorological Fields in the High-Resolution Rapid Refresh (HRRR) Weather Prediction Model by Temple R. Lee, Ronald D. Leeper, Tim Wilson, Howard Diamond, Tilden P. Meyers, and David D. Turner
  

NOAA's Coastal Ocean Reanalysis (CORA) Dataset: 1979-2022

Tutorials

• Using Python to Access Coastal Ocean Reanalysis (CORA) Data by NOAA's Center for Operational Oceanographic Products and Services
  

Tools & Applications

• Coastal Ocean Reanalysis Use cases by NOAA's Center for Operational Oceanographic Products and Services
  

Publications

• Assessment of water levels from 43 years of NOAA’s Coastal Ocean Reanalysis (CORA) for the Gulf of Mexico and East Coasts by Rose, Linta; Widlansky, Matthew J.; Feng, Xue; Thompson, Thompson; Asher, Taylor G.; Dusek, Gregory; Blanton, Blanton; Luettich, Richard A. Jr.; Callahan, John; Brooks, William; Keeney, Analise; Haddad, Jana; Sweet, William; Genz, Ayesha; Hovenga, Paige; Marra, John & Tilson, Jeffrey
  
• NOAA Technical Report NOS CO-OPS 108: NOAA’s Coastal Ocean Reanalysis: Gulf of Mexico, Atlantic, and Caribbean (January 2025) by Keeney, Analise; Dusek, Gregory; Callahan, John; Ratcliff, John; Jima, Tigist; Brooks, William; Marcy, Doug; Blanton, Brian; Tilson, Jeffrey; Asher, Taylor G.; Leuttich, Richard A.; Widlansky, Matthew J.; Rose, Linta; Morse, Cheryl; Haddad, Jana; & Waring, Blake
  

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
  

Sea Surface Temperature Daily Analysis: European Space Agency Climate Change Initiative product version 2.1

Tutorials

• Working with surftemp-sst data - Tutorial 1 - Getting started by Niall McCarroll
  
• Working with surftemp-sst data - Tutorial 2 - Analysing Marine Heatwaves by Niall McCarroll
  

Publications

• Adjusting for desert-dust-related biases in a climate data record of sea surface temperature (2020). by Merchant, C.J. and Embury, O.
  
• Satellite-based time-series of sea-surface temperature since 1981 for climate applications (2019). by Merchant, C.J., Embury, O., Bulgin, C.E., Block, T., Corlett, G.K., Fiedler, E., Good, S.A., Mittaz, J., Rayner, N.A., Berry, D., Eastwood, S., Taylor, M., Tsushima, Y., Waterfall, A., Wilson, R. and Donlon, C.
  

Version 2 High Resolution Canopy Height Maps by WRI and Meta

Tutorials

• Get To Know A Dataset - CHMv2 by Meta
  
  

Tools & Applications

• Global Canopy Height on Earth Engine by Meta and WRI
  

Publications

• CHMv2: Improvements in Global Canopy Height Mapping using DINOv3 by John Brandt, Seungeun Yi, Jamie Tolan, Xinyuan Li, Peter Potapov,Jessica Ertel, Justine Spore, Huy V. Vo, Michael Ramamonjisoa, Patrick Labatut, Piotr Bojanowski, and Camille Couprie
  
• DINOv3 by Oriane Siméoni, Huy V. Vo, Maximilian Seitzer, Federico Baldassarre, Maxime Oquab, Cijo Jose, Vasil Khalidov, Marc Szafraniec, Seungeun Yi, Michaël Ramamonjisoa, Francisco Massa, Daniel Haziza, Luca Wehrstedt, Jianyuan Wang, Timothée Darcet, Théo Moutakanni, Leonel Sentana, Claire Roberts, Andrea Vedaldi, Jamie Tolan, John Brandt, Camille Couprie, Julien Mairal, Hervé Jégou, Patrick Labatut, Piotr Bojanowski
  

Blended TROPOMI+GOSAT Satellite Data Product for Atmospheric Methane

Tutorials

• Downloading the full data record from AWS by Nicholas Balasus
  Amazon SageMaker Studio Lab
• Plotting one month of blended TROPOMI+GOSAT methane retrievals by Nicholas Balasus
  Amazon SageMaker Studio Lab

Publications

• A blended TROPOMI+GOSAT satellite data product for atmospheric methane using machine learning to correct retrieval biases by N. Balasus, D.J. Jacob, A. Lorente, J.D. Maasakkers, R.J. Parker, H. Boesch, Z. Chen, M.M. Kelp, H. Nesser, D.J. Varon
  

EURO-CORDEX - European component of the Coordinated Regional Downscaling Experiment

Tools & Applications

• Intake-ESM Catalog by Lars Buntemeyer
  
• Jupyter Book by Lars Buntemeyer
  

Publications

• Beyond ESGF - Regional climate model datasets in the cloud on AWS S3 by Lars Buntemeyer
  

Global Cache of Japan

Tutorials

• WIS 2.0 video for 19th World Meterological Congress by WMO Secretariat
  

Publications

• Guide to the WMO Information System (WMO-No. 1061), Volume II, WMO Information System 2.0 by World Meteorological Organisation
  
• Manual on the WMO Information System (WMO-No. 1060), Volume II, WMO Information System 2.0 by World Meteorological Organisation
  

NASA Earth Exchange Global Daily Downscaled Projections (NEX-GDDP-CMIP6)

Tools & Applications

• NEX-GDDP-CMIP6 Dashboard by NASA
  

Publications

• NASA and ASDI announce no-cost access to important climate dataset on the AWS Cloud by Dr. Manil Maskey and Ana Pinheiro Privette
  
• NASA Global Daily Downscaled Projections, CMIP6 by Thrasher, B., Wang, W., Michaelis, A., Melton, F., Lee, T. and Nemani, R.
  

NOAA - hourly position, current, and sea surface temperature from drifters

Tutorials

• Working with GDP hourly data using python and xarray, a CloudDrift notebook by Shane Elipot
  

Publications

• A Dataset of Hourly Sea Surface Temperature From Drifting Buoys (2022) by Elipot, S., A. Sykulski, R. Lumpkin, L. Centurioni, and M. Pazos
  
• A global surface drifter dataset at hourly resolution (2016) by Elipot, S., R. Lumpkin, R. C. Perez, J. M. Lilly, J. J. Early, and A. M. Sykulski
  

NOAA Emergency Response Imagery

Tutorials

• ERI notebook using SageMaker Studio Lab (SMSL) by Mya Sears
  
  Amazon SageMaker Studio Lab
• Using Emergency and Pre-Event Imagery by Jon Sellars
  

Publications

• Open data helps recovery in the aftermath of devastating weather events by Jena Kent
  

NOAA GFS - dynamical.org Icechunk Zarr

Tutorials

• NOAA GFS analysis — Quickstart by dynamical.org
  
  
• NOAA GFS forecast — Heating degree days: GFS vs AIFS by dynamical.org
  
  
• NOAA GFS forecast — Quickstart by dynamical.org
  
  

NOAA Global Ensemble Forecast System (GEFS) Re-forecast

Tutorials

• Example using GEFS Reforecast Data from AWS by Victor Gensini
  
• Retrospective Dissertation - Part 3: Reforecast Data by Francisco Alvarez
  

Publications

• The GEFS v12 and its reanalyses and reforecasts (Slides) by Tom Hamill
  

NOAA Multi-Radar/Multi-Sensor System (MRMS)

Tools & Applications

• Collection of Jupyter Notebooks using Python for working with MRMS Data by Project Pythia Community
  

Publications

• Multi-Radar Multi-Sensor (MRMS) Quantitative Precipitation Estimation: Initial Operating Capabilities by Jian Zhang, Kenneth Howard, Carrie Langston, Brian Kaney, Youcun Qi, Lin Tang, Heather Grams, Yadong Wang, Stephen Cocks, Steven Martinaitis, Ami Arthur, Karen Cooper, Jeff Brogden, David Kitzmiller
  
• Multi-Radar Multi-Sensor (MRMS) Severe Weather and Aviation Products: Initial Operating Capabilities by Travis M. Smith, Valliappa Lakshmanan, Gregory J. Stumpf, Kiel L. Ortega, Kurt Hondl, Karen Cooper, Kristin M. Calhoun, Darrel M. Kingfield, Kevin L. Manross, Robert Toomey, Jeff Brogden
  

NOAA North American Multi-Model Ensemble (NMME)

Tools & Applications

• Real-time Usage by NWS Climate Prediction Center NMME
  

Publications

• NMME : Meeting Future Needs Workshop Report by Christine, Bassett, Jessie, Carman, D.K. Kang, and Mark Olsen
  
• NMME Articles by Multiple publications listed in the provided link
  

National Herbarium of NSW

Tutorials

• Accessing the National Herbarium of NSW on AWS by Dr Shelley James
  

Publications

• Atlas of Living Australia by CSIRO
  
• The Australasian Virtual Herbarium by avh@chah.org.au
  

Rain over Africa

Tutorials

• How to use the data by Adrià Amell
  Amazon S3
• Reading RoA data by Adrià Amell
  Amazon S3

Publications

• Probabilistic near real-time retrievals of Rain over Africa using deep learning by Adrià Amell, Lilian Hee, Simon Pfreundschuh, and Patrick Eriksson
  

WIS2 Global Cache on AWS

Tutorials

• WIS 2.0 video for 19th World Meterological Congress by WMO Secretariat
  

Publications

• Guide to the WMO Information System (WMO-No. 1061), Volume II, WMO Information System 2.0 by World Meteorological Organisation
  
• Manual on the WMO Information System (WMO-No. 1060), Volume II, WMO Information System 2.0 by World Meteorological Organisation
  

Atmospheric Models from Météo-France

Tools & Applications

• Windguru.cz by Windguru
  
• Windy.com by Windy
  

Downscaled Climate Data for Alaska (v1.1, August 2023)

Publications

• Atmospheric Circulation Drivers of Extreme High Water Level Events at Foggy Island Bay, Alaska by Peter A. Bieniek, Li Erikson, and Jeremy Kasper
  
• Dynamical Downscaling of ERA-Interim Temperature and Precipitation for Alaska by Peter A. Bieniek, Uma S. Bhatt, John E. Walsh, T. Scott Rupp, Jing Zhang, Jeremy R. Krieger, and Rick Lader
  

ECMWF AIFS Single - dynamical.org Icechunk Zarr

Tutorials

• ECMWF AIFS Single forecast — Heating degree days: GFS vs AIFS by dynamical.org
  
  
• ECMWF AIFS Single forecast — Quickstart by dynamical.org
  
  

NOAA Analysis of Record for Calibration (AORC) Dataset

Tutorials

• Explore the AORC 1.1 dataset in Zarr by Michael AuCoin
  

Publications

• The Office of Water Prediction's Analysis of Record for Calibration, version 1.1: Dataset description and precipitation evaluation (09 July 2023). J. Am. Water Resour. Assoc., 59 (6). 1246-1272. by Greg Fall, David Kitzmiller, Sandra Pavlovic, Ziya Zhang, Nathan Patrick, Michael St. Laurent, Carl Trypaluk, Wanru Wu, and Dennis Miller
  

NOAA Climate Forecast System (CFS)

Publications

• The NCEP Climate Forecast System Reanalysis by Saha, Suranjana, and Coauthors
  
• The NCEP Climate Forecast System Version 2 by Saha, Suranjana, and Coauthors
  

NOAA GEFS - dynamical.org Icechunk Zarr

Tutorials

• NOAA GEFS analysis — Quickstart by dynamical.org
  
  
• NOAA GEFS forecast, 35 day — Quickstart by dynamical.org
  
  

NOAA Global Forecast System (GFS) netCDF Formatted Data

Publications

• NOAA’s Global Forecast System Data in the Cloud for Community Air Quality Modeling. Atmosphere 2023, 14, 1110. by Campbell, P.C.; Jiang, W.; Moon, Z.; Zinn, S.; Tang, Y.
  
• U.S. EPA’s application of NOAA’s GFS netCDF data on AWS and NACC-Cloud: 'Expedited modeling of burn events results (EMBER): A screening-level dataset of 2023 ozone fire impacts in the US.' by Simon et al.
  

NOAA HRRR - dynamical.org Icechunk Zarr

Tutorials

• NOAA HRRR analysis — Quickstart by dynamical.org
  
  
• NOAA HRRR forecast, 48 hour — Quickstart by dynamical.org
  
  

NOAA JISAO’s Seasonal Coastal Ocean Prediction of the Ecosystem (J-SCOPE)

Tutorials

• J-SCOPE About the Model by NOAA J_SCOPE
  

Publications

• J-SCOPE Peer Reviewed Publications by Multiple publications available through the provided link
  

NOAA Unified Forecast System Subseasonal to Seasonal Prototypes

Publications

• Advances in Seasonal Predictions of Arctic Sea Ice With NOAA UFS by Jieshun Zhu, Wanqiu Wang, Yanyun Liu, Arun Kumar, and David DeWitt
  
• The impact of tropical SST biases on the S2S precipitation forecast skill over the Contiguous United States in the UFS global coupled model by Hedanqiu Bai, Bin Li, Avichal Mehra, Jessica Meixner, Shrinivas Moorthi, Sulagna Ray, Lydia Stefanova, Jiande Wang, Jun Wang, Denise Worthen, Fanglin Yang, and Cristiana Stan
  

NOAA World Ocean Database (WOD)

Publications

• The World Ocean Database Introduction by Tim P. Boyer, Olga K. Baranova, Carla Coleman, Hernan E. Garcia, Alexandra Grodsky, Ricardo A. Locarnini, Alexey V. Mishonov, Christopher R. Paver, James R. Reagan, Dan Seidov, Igor V. Smolyar, Katharine W. Weathers, Melissa M. Zweng
  
• The World Ocean Database User's Manual by Hernan E. Garcia, Tim P. Boyer, Ricardo A. Locarnini, Olga K. Baranova, Melissa M. Zweng
  

SeeFar V0

Tutorials

• Getting Started with SeeFar for Multi-Resolution Geospatial Analysis by James Lowman - Coastal Carbon
  Amazon SageMakerAmazon S3

Publications

• SeeFar: Satellite Agnostic Multi-Resolution Dataset for Geospatial Foundation Models by Lowman, J., Zheng, K. L., Fraser, R., The, J. V. G., & Valipour, M.
  

ARCO-OCEAN

Tutorials

• Computing the Oceanic El Nino Index (ONI) with Xarray and ARCO-OCEAN by OGS
  
  

Community Earth System Model v2 ARISE (CESM2 ARISE)

Tutorials

• Coming Soon by NCAR
  

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
  

DWD ICON-EU - dynamical.org Icechunk Zarr

Tutorials

• DWD ICON-EU forecast, 5 day — Quickstart by dynamical.org
  
  

ECMWF IFS ENS - dynamical.org Icechunk Zarr

Tutorials

• ECMWF IFS ENS forecast, 15 day, 0.25 degree — Quickstart by dynamical.org
  
  

Legal Entity Identifier (LEI) and Legal Entity Reference Data (LE-RD)

Publications

• AWS hosts new open dataset to help businesses identify climate finance risks and investments by AWS Public Sector Blog Team
  

Marginal Build Emissions Rates (MBERs) for Electricity

Tutorials

• MBER Orientation and Tutorial by Climate TRACE
  

Met Office UK Earth System Model (UKESM1) ARISE-SAI geoengineering experiment data

Tutorials

• Examples coming soon by MetOffice
  

NCEP/CPC L3 Half Hourly 4km Global (60S - 60N) Merged IR V1 (GPM_MERGIR) 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.
  

NOAA Coastal Lidar Data

Tools & Applications

• OpenTopography access and processing of NOAA Coastal Lidar Data by OpenTopography
  

NOAA Global Surface Summary of Day

Tutorials

• ML Demo: Predicting Air Quality w/ ASDI NOAA + OpenAQ Datasets in SageMaker Studio Lab (SMSL) by Aaron Soto
  
  Amazon SageMaker Studio Lab

NOAA HYSPLIT-compatible meteorological data archives

Tutorials

• HYSPLIT Basic Tutorial by NOAA ARL HYSPLIT
  

NOAA Integrated Surface Database (ISD)

Tutorials

• NOAA Integrated Surface Database (ISD) Example Notebook by Zac Flamig
  Amazon AthenaAWS CloudFormationAWS GlueAmazon SageMaker

NOAA MRMS - dynamical.org Icechunk Zarr

Tutorials

• NOAA MRMS CONUS analysis, hourly — Quickstart by dynamical.org
  
  

NOAA National Digital Forecast Database (NDFD)

Publications

• NDFD Product Spreadsheet (excel file) by NOAA MDL
  

NOAA National Water Model Short-Range Forecast

Publications

• Harmonic Oscillator Seasonal Trend (HOST) Model for Hydrological Drought Pattern Identification and Analysis by K. Raczyński, J. Dyer
  

NOAA U.S. Climate Normals

Tutorials

• Investigating environmental characteristics of US cities using publicly available ASDI datasets using SageMaker Studio Lab (SMSL) by Darren Ko
  
  Amazon SageMaker Studio Lab

NOAA Wave Ensemble Reforecast

Tutorials

• Examples and scripts to support users to download, visualize, and process the WAVEWATCH III output files by Ricardo Campos
  

NOAA nClimGrid and Livneh Gridded Historical Climate Observation Thresholds

Tutorials

• U.S. CRIS Resources by U.S. CRIS
  

NOAA/PMEL Ocean Climate Stations Moorings

Publications

• OCS publications - All OCS-relevant publications are updated at the URL below. by PMEL
  

NSF NCAR Curated ECMWF Reanalysis 5 (ERA5)

Publications

• The ERA5 global reanalysis by Hersbach et al 2020
  

National Herbarium of Israel

Tutorials

• How to use AWS S3 bucket to explore our public images dataset by Eyal Ben-Hur
  

SILAM Air Quality

Tutorials

• Simple examples by Roope Tervo
  

Safecast

Tools & Applications

• Safecast Map by Nick Dolezal
  

World Bank Climate Change Knowledge Portal (CCKP)

Publications

• World Bank Climate Change Knowledge Portal observed and projected climate datasets by World Bank
  

Digital Earth Pacific Mangroves Extent and Density

Tools & Applications

• Digital Earth Pacific Map by Digital Earth Pacific Contributors
  

Publications

• Digital Earth Pacific Open Data Access Documentation by digitalearthpacific
  

Sentinel-1 Mean and Median Annual Mosaic

Tools & Applications

• Digital Earth Pacific Map by Digital Earth Pacific Contributors
  

Publications

• Digital Earth Pacific Open Data Access Documentation by digitalearthpacific
  

Global Carbon Budget Data

Publications

• Global Carbon Budget 2023 by Pierre Friedlingstein, Michael O’Sullivan, Matthew W. Jones, Robbie M. Andrew, Luke Gregor, Judith Hauck, Corinne Le Quéré, Ingrid T. Luijkx, Are Olsen, Glen P. Peters, Wouter Peters, Julia Pongratz, Clemens Schwingshackl, Stephen Sitch, Josep G. Canadell, Philippe Ciais, Rob B. Jackson,Simone Alin, Ramdane Alkama, Almut Arneth, Vivek K. Arora, Nicholas R. Bates, Meike Becker, Nicolas Bellouin, Henry C. Bittig, Laurent Bopp, Frédéric Chevallier, Louise P. Chini, Margot Cronin, Wiley Evans, Stefanie Falk, Richard A. Feely, Thomas Gasser, Marion Gehlen, Thanos Gkritzalis, Lucas Gloege, Giacomo Grassi, Nicolas Gruber, Özgür Gürses, Ian Harris, Matthew Hefner, Richard A. Houghton, George C. Hurtt, Yosuke Iida, Tatiana Ilyina, Atul K. Jain, Annika Jersild, Koji Kadono, Etsushi Kato, Daniel Kennedy, Kees Klein Goldewijk, Jürgen Knauer, Jan Ivar Korsbakken, Peter Landschützer, Nathalie Lefèvre, Keith Lindsay, Junjie Liu, Zhu Liu, Gregg Marland, Nicolas Mayot, Matthew J. McGrath, Nicolas Metzl, Natalie M. Monacci, David R. Munro, Shin-Ichiro Nakaoka, Yosuke Niwa, Kevin O´Brien, Tsuneo Ono, Paul I. Palmer, Naiqing Pan, Denis Pierrot, Katie Pocock, Benjamin Poulter, Laure Resplandy, Eddy Robertson, Christian Rödenbeck, Carmen Rodriguez, Thais M. Rosan, Jörg Schwinger, Roland Séférian, Jamie D. Shutler, Ingunn Skjelvan, Tobias Steinhoff, Qing Sun, Adrienne J. Sutton, Colm Sweeney, Shintaro Takao, Toste Tanhua, Pieter P. Tans, Xiangjun Tian, Hanqin Tian, Bronte Tilbrook, Hiroyuki Tsujino, Francesco Tubiello, Guido R. van der Werf, Anthony P. Walker, Rik Wanninkhof, Chris Whitehead, Anna Wranne, Rebecca Wright, Wenping Yuan, Chao Yue, Xu Yue, Sönke Zaehle, Jiye Zeng, Bo Zheng