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
  

Inter-mission Time Series of Land Ice Velocity and Elevation (ITS_LIVE)

Tutorials

• ITS_LIVE Point Data Access by Maria Liukis, Alex S. Gardner, Luis A. López, Mark Fahnestock, and Joseph H. Kennedy
  
  
• Using xarray to examine cloud-based glacier surface velocity data by Emma Marshall
  

Tools & Applications

• A serverless React-Leaflet website to plot and share ITS_LIVE data by Jacob Fahnestock
  
• Chad Greene's ITS_LIVE Matlab collection by Chad A. Greene
  
• ITS_LIVE Data Access API by NSIDC
  
• ITS_LIVE Data Access Portal by NSIDC
  
• ITS_LIVEpy: A Python client for ITS_LIVE glacier velocity data by Luis A. López and Mark Fahnestock
  
• ITS_LIVE_TOOL: A package designed to aid users working with the ITS_LIVE data by Victor Devaux-Chupin and Emma Marshall
  

Publications

• Antarctic calving loss rivals ice-shelf thinning by Greene, C.A., A.S. Gardner, N.-J. Schlegel, and A.D. Fraser
  
• Autonomous Repeat Image Feature Tracking (autoRIFT) and Its Application for Tracking Ice Displacement. Remote Sensing by Lei, Y., A.S. Gardner, and P. Agram
  
• Detecting seasonal ice dynamics in satellite images by Greene, C.A., A.S. Gardner, and L.C. Andrews
  
• Elevation change of the Antarctic Ice Sheet: 1985 to 2020 by Nilsson, J., A.S. Gardner, and F.S. Paolo
  
• Increased West Antarctic and unchanged East Antarctic ice discharge over the last 7 years by Gardner, A. S., G. Moholdt, T. Scambos, M. Fahnstock, S. Ligtenberg, M. van den Broeke, and J. Nilsson
  
• Processing methodology for the ITS_LIVE Sentinel-1 ice velocity products by Lei, Y., A.S. Gardner, and P. Agram
  
• Ubiquitous acceleration in Greenland Ice Sheet calving from 1985 to 2022 by Greene, C.A., A.S. Gardner, M. Wood, and J.K. Cuzzone
  
• Widespread slowdown in thinning rates of West Antarctic Ice Shelves by Paolo, F. S., A.S. Gardner, C.A. Greene, J. Nilsson, M.P. Schodlok, N.-J. Schlegel, and H.A. Fricker
  

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
  

RADARSAT-1

Tutorials

• RADARSAT-1 Processing Service | Service de traitement RADARSAT-1 by Canada Centre for Remote Sensing | Centre canadien de télédétection
  

Tools & Applications

• ASF Data Recipes (Tutorials) by Alaska Satellite Facility - Distributed Active Archive Center
  
• Catalyst Professional by CATALYST
  
• ENVI SARscape by L3Harris Geospatial
  
• Gamma by Gamme Remote Sensing
  
• GDAL by GDAL
  
• MapReady by NASA
  
• OpenEV by Frank Warmerdam
  
• QGIS by German QGIS user group
  
• RADARSAT-1 Scripts | Scripts RADARSAT-1 by Canadian Space Agency - Agence spatiale canadienne
  

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.
  

HYbrid Coordinate Ocean Model Global Ocean Forecast System Reanalysis

Tutorials

• HYCOM-examples repository by Dr. Alexandra Bozec
  

Tools & Applications

• HYCOM-tools repository by Dr. Alan Wallcraft
  

Publications

• GOFS 3.1 Validation Test Report by E. Joseph Metzger, Naval Research Laboratory
  
• Operational multivariate ocean data assimilation by James A. Cummings
  
• Validation Test Report for the Improved Synthetic Ocean Profile (ISOP) System, Part I: Synthetic Profile Methods and Algorithm by NAVAL RESEARCH LAB STENNIS DETACHMENT STENNIS SPACE CENTER MS OCEANOGRAPHY DIV
  
• Variational Data Assimilation for the Global Ocean by James A. Cummings, Ole Martin Smedstad
  

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
  

Global Seasonal Sentinel-1 Interferometric Coherence and Backscatter Data Set

Tutorials

• Jupyter Notebook to access and visualize global mosaics of the global data set by Josef Kellndorfer
  
• Jupyter Notebook to access and visualize sub regions of the global data set by Josef Kellndorfer
  

Publications

• Generating Global Temporal Coherence Maps from one year of Sentinel-1 C-band data, ESA Fringe 2021 Poster (Youtube) by Oliver Cartus, Josef Kellndorfer, Shadi Oveisgharan, Batu Osmanoglu, Paul Rosen, Urs Wegmüller
  
• Global seasonal Sentinel-1 interferometric coherence and backscatter data set by Josef Kellndorfer, Oliver Cartus, Marco Lavalle, Christophe Magnard, Pietro Milillo, Shadi Oveisgharan, Batu Osmanoglu, Paul A. Rosen, Urs Wegmüller
  
• Webinar: The new era of SAR Time Series Analysis and Visualization: Cloud meets Big SAR Data. IEEE GRSS Bay Area Chapter (Dec. 3rd 2021) by Josef Kellndorfer
  

Overture Maps Foundation Open Map Data

Tutorials

• Accessing Overture Maps Data by Overture Maps Foundation
  
• Working With Overture Data: A Step-by-Step Guide by Jennings Anderson
  Amazon Athena

Publications

• Building Heights: From open USGS lidar to open Overture maps by Overture Maps Foundation
  
• Global Entity Reference System by Overture Maps Foundation
  
• Overture Data Schema by Overture Maps Foundation
  

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 coral reef image classification training data

Tutorials

• MERMAID Image Classification Open Data Tutorial - Python version by Domazetoski V, Caldwell I
  
• MERMAID Image Classification Open Data Tutorial - R version by Caldwell I
  

Tools & Applications

• MERMAID Collect by MERMAID
  
• MERMAID Explore by MERMAID
  

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
  

Met Office Global Ensemble Prediction System (MOGREPS-G) on a 30-day rolling archive

Tutorials

• Numerical weather prediction models by Met Office
  
• The Met Office Unified Model by Met Office
  
• What is an ensemble forecast? by Met Office
  

Tools & Applications

• Iris by Iris Contributors
  

Met Office Global and Regional Ensemble Prediction System - UK (MOGREPS-UK) on a 30-day rolling archive

Tutorials

• Numerical weather prediction models by Met Office
  
• The Met Office Unified Model by Met Office
  
• What is an ensemble forecast? by Met Office
  

Tools & Applications

• Iris by Iris Contributors
  

OPERA Radiometric Terrain Corrected SAR Backscatter from Sentinel-1 validated product (Version 1)

Tutorials

• Load, Mosaic, and Visualize OPERA RTC-S1 Data by K. Venkataramani
  
• RTC Landslide Example by K. Venkataramani
  

Publications

• An Area-Based Projection Algorithm for SAR Radiometric Terrain Correction and Geocoding by Gustavo H. X. Shiroma, Marco Lavalle, and Sean M. Buckley
  
• Thermal Denoising of Products Generated by the S-1 IPF by Riccardo Piantanida
  

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.
  

Speedtest by Ookla Global Fixed and Mobile Network Performance Maps

Tutorials

• Bootstrapping Dask on 1000 cores with AWS Fargate by Imri Paran
  AWS FargateAmazon EKS
• How to deliver performant GIS desktop applications with Amazon AppStream 2.0 by Ethan Fahy and Spencer DeBrosse
  Amazon AppStream 2.0Amazon RDS
• Launching Lonboard - A Python library for extremely fast geospatial vector data visualization in Jupyter by Kyle Barron
  
• New Year, Great Data: The Best Ookla Open Data Projects We’ve Seen So Far by Katie Jolly
  

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
  

Met Office Global Ocean model on a 2-year rolling archive

Tutorials

• Coupled forecasting development by Met Office
  
• Ocean models by Met Office
  

Tools & Applications

• Iris by Iris Contributors
  

Met Office Global Wave model on a 2-year rolling archive

Tutorials

• Coupled forecasting development by Met Office
  
• Ocean models by Met Office
  

Tools & Applications

• Iris by Iris Contributors
  

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.
  

OPERA Land Surface Disturbance Annual from Harmonized Landsat Sentinel-2 product (Version 1)

Tutorials

• Visualization and Exploration of OPERA DIST-ANN-HLS Product Layers by C. Speed and M. Grace Bato
  
• Visualizing and Analyzing the OPERA DIST-ANN-HLS Product to Explore Land-Use Change in Brazil by C. Speed and M. Grace Bato
  
• Visualizing and Analyzing the OPERA DIST-ANN-HLS Product to Visualize Wildfire Impact in Northern Quebec by C. Speed and M. Grace Bato
  

OPERA Radiometric Terrain Corrected SAR Backscatter from Sentinel-1 Static Layers validated product (Version 1)

Tutorials

• Load, Mosaic, and Visualize OPERA RTC-S1 Data by K. Venkataramani
  
• RTC Landslide Example by K. Venkataramani
  

Publications

• An Area-Based Projection Algorithm for SAR Radiometric Terrain Correction and Geocoding by Gustavo H. X. Shiroma, Marco Lavalle, and Sean M. Buckley
  

Open VLF: Scientific Open Data Initiative for CRAAM's SAVNET and AWESOME VLF Data.

Tools & Applications

• All source code, program utilities, and file layouts. by Kauffmann, DHV; Santiago, LS; Oliveira, R de.
  
• Open VLF platform by CRAAM
  

Publications

• Open VLF: Scientific Open Data Initiative for CRAAM's SAVNET and AWESOME VLF Data (2023). by Kauffmann, DHV; Santiago, LS; Raulin, JP; Correia, E; Oliveira, R de.
  

A Global Drought and Flood Catalogue from 1950 to 2016

Tutorials

• Data introduction included in the GDFC by Xiaogang He
  

Publications

• A Global Drought and Flood Catalogue from 1950 to 2016 by He, X., M. Pan, Z. Wei, E. F. Wood, and J. Sheffield
  

DNAStack COVID19 SRA Data

Tutorials

• Viral lineage assignment by Heather Ward
  AWS BatchAmazon EC2Amazon S3

Tools & Applications

• Viral AI by DNAstack
  

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)
  

GHRSST Level 2P Global Sea Surface Skin Temperature from the MODIS on the NASA Terra satellite (GDS2)

Tutorials

• Direct S3 Access tutorial by PODAAC
  

Publications

• A decade of sea surface temperature from MODIS by Kilpatrick, K.A., Podestá, G., Walsh, S., Williams, E., Halliwell, V., Szczodrak, M., Brown, O.B., Minnett, P.J., & Evans, R.
  

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.
  

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
  
  

OPERA Land Surface Disturbance Alert from Harmonized Landsat Sentinel-2 product (Version 1)

Tutorials

• Getting Started with OPERA DIST Product by M. Grace Bato and R. Dhillon
  
• Getting Started with OPERA DIST-ALERT-HLS Products by R. Dhillon and M. Grace Bato
  

OPERA Land Surface Disturbance Alert from Harmonized Landsat Sentinel-2 provisional product (Version 0)

Tutorials

• Getting Started with OPERA DIST Product by M. Grace Bato and R. Dhillon
  
• Getting Started with OPERA DIST-ALERT-HLS Products by R. Dhillon and M. Grace Bato
  

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.
  

Tropical Cyclone Precipitation, Infrared, Microwave, and Environmental Dataset (TC PRIMED)

Tutorials

• NOAA Center for Artificial Intelligence (NCAI) TC PRIMED Learning Journey Jupyter Notebooks by Naufal Razin (CSU/CIRA), Kathy Haynes (CSU/CIRA), Chris Slocum (NOAA/STAR)
  
  Amazon S3

Tools & Applications

• tcprimedapi by TC PRIMED Development Team
  

ABoVE: Bias-Corrected IMERG Monthly Precipitation for Alaska and Canada, 2000-2020

Tutorials

• Accessing Data through ORNL DAAC Web Services by ORNL DAAC
  

AIRS/Aqua L1B Infrared (IR) geolocated and calibrated radiances V005 (AIRIBRAD) 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.
  

ASTER Level 1T Precision Terrain Corrected Registered At-Sensor Radiance V004

Tutorials

• Download Files from S3 Using boto3 by LPDAAC
  

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
  

ATLAS/ICESat-2 L3A Land and Vegetation Height V006

Tutorials

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

GEDI L4A Footprint Level Aboveground Biomass Density, Version 2.1

Tutorials

• Searching and Downloading GEDI L4A Dataset by Rupesh Shrestha
  

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
  

Land/Sea static mask relevant to IMERG precipitation 0.1x0.1 degree V2 (GPM_IMERG_LandSeaMask) 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.
  

MODIS/Aqua Surface Reflectance Daily L2G Global 1km and 500m SIN Grid V061

Tutorials

• Download Files from S3 Using boto3 by LPDAAC
  

MODIS/Aqua Surface Reflectance Daily L2G Global 250m SIN Grid V061

Tutorials

• Download Files from S3 Using boto3 by LPDAAC
  

MODIS/Terra Calibrated Radiances 5-Min L1B Swath 500m

Tutorials

• MODIS Level 1B - Calibrated Radiances - Natural Color RGB - 500m by EUMETSAT
  

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

Tutorials

• Download Files from S3 Using boto3 by LPDAAC
  

MODIS/Terra Surface Reflectance 8-Day L3 Global 500m SIN Grid V061

Tutorials

• Download Files from S3 Using boto3 by LPDAAC
  

MODIS/Terra Surface Reflectance Daily L2G Global 1km and 500m SIN Grid V061

Tutorials

• Download Files from S3 Using boto3 by LPDAAC
  

MODIS/Terra Surface Reflectance Daily L2G Global 250m SIN Grid V061

Tutorials

• Download Files from S3 Using boto3 by LPDAAC
  

MODIS/Terra Vegetation Indices 16-Day L3 Global 250m SIN Grid V061

Tutorials

• Download Files from S3 Using boto3 by LPDAAC
  

MODIS/Terra+Aqua BRDF/Albedo Albedo Daily L3 Global - 500m V061

Tutorials

• Download Files from S3 Using boto3 by LPDAAC
  

MODIS/Terra+Aqua BRDF/Albedo Model Parameters Daily L3 Global - 500m V061

Tutorials

• Download Files from S3 Using boto3 by LPDAAC
  

MODIS/Terra+Aqua BRDF/Albedo Nadir BRDF-Adjusted Ref Daily L3 Global - 500m V061

Tutorials

• Download Files from S3 Using boto3 by LPDAAC
  

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.
  

Natural Earth

Publications

• Natural Earth Vector (2009) by Nathaniel Vaughn Kelso, Tom Patterson