Sentinel-2

Tutorials

• Detecting deforestation in the using unsupervised K-means clustering on Sentinel-2 satellite imagery and SageMaker Studio Lab (SMSL) by Parth Patel
  
  
• Exploring the Chile wildfires with Landsat and Sentinel-2 imagery by Timothy Whitehead
  
• Getting Started With Geospatial Data Analysis by Sam Palani
  
  
• How to Work with Landsat and Sentinel-2 on AWS with Python by Martin D. Maas
  
• Integrate imagery from the Sentinel-2 archive into your own apps, maps, and analysis with the Sentinel-2 image service by Esri
  
• Learning Custom Scripts to Make Useful and Beautiful Satellite Images by Monja Šebela
  
• TCS Digital Farming Generates Near Real-Time Insights on Crop Conditions for Actionable Decision Making by Dr. Suryakant Sawant, Mahesh Sarode, Rajoy Jose, and Kiran Killedar
  SageMakerLambda
• Tutorial for using Sentinel-2 data by Antti Lipponen
  
• Vegetation Analysis Pre/Post Lava Fire Using SentinelHub and Sentinel-2 Imagery on AWS by Mike Jeffe
  
  

Tools & Applications

• EO Browser by Sinergise
  
• EOS Land Viewer by Earth Observing System
  
• FME Landsat-8/Sentinel-2 File Selector by Safe Software
  
• Interactive map with AI detected fields and crops based on Sentinel-2 imagery by OneSoil
  
• Python package for working with Sentinel-2 AWS data by Sinergise
  
• QGIS plugin for Sentinel-2 data by Sinergise
  
• Sentinel Hub WMS/WMTS/WCS Service by Sinergise
  
• Sentinel Playground by Sinergise
  
• Sentinel-2 Cloudless Atlas by EOX
  
• Spectator - tracking Sentinel 2, accessing the data and quick preview by Spectator
  
• Sterling Geo Using Sentinel-2 on Amazon Web Services to Create NDVI by Sterling Geo
  
• Use the Sentinel Explorer app to explore, visualize, and analyze the entire Sentinel-2 archive by Esri
  

Publications

• Coral-spawn slicks: Reflectance spectra and detection using optical satellite data by Hiroya Yamano, Asahi Sakuma, Saki Harii
  
• Using Remote Sensing Images and Cloud Services on AWS to Improve Land Use and Cover Monitoring by K. R. Ferreira, et al.
  

USGS Landsat

Tutorials

• A Gentle Introduction to GDAL Part 4: Working with Satellite Data by Planet
  
• Cloud Segmentation in Landsat-8 Images by Ingrid Grenet
  
• Creating a STAC of Landsat data by PySTAC Contributors
  
• Exploring the Chile wildfires with Landsat and Sentinel-2 imagery by Timothy Whitehead
  
• How to Work with Landsat and Sentinel-2 on AWS with Python by Martin D. Maas
  
• Integrate imagery from the full Landsat archive into your own apps, maps, and analysis with Landsat image services by Esri
  
• Landsat Cloud Direct Access Requester Pays Tutorial by USGS
  
• Landsat Data is Moving to the Cloud by USGS
  
• Landsat in the Cloud – Supporting Current Workflows by USGS
  
• Using Cloud-Optimized GeoTIFF by acgeospatial
  

Tools & Applications

• Aggi: the fire detecting Twitter bot by Aggi
  
• Apps for exploring and analyzing Landsat imagery on the fly by Esri
  
• COG-Explorer - View Cloud Optimized GeoTIFF images in the browser directly from object storage by EOX
  
• Development Seed Geolambda by Matthew Hanson
  
• Dynamic map tiling with Cloud-Optimized GeoTIFFs by Kyle Barron
  
• EO Browser by Sinergise
  
• EOS Land Viewer by Earth Observing System
  
• FME Landsat-8 on AWS Reader by Safe Software
  
• FME Landsat-8/Sentinel-2 File Selector by Safe Software
  
• Sentinel Hub WMS/WMTS/WCS Service for Landsat by Sinergise
  
• Sentinel Playground for Landsat by Sinergise
  
• Spectator - tracking Landsat 8, accessing the data and quick preview by Spectator
  

Publications

• Using Remote Sensing Images and Cloud Services on AWS to Improve Land Use and Cover Monitoring by K. R. Ferreira, et al.
  

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
  

NOAA Geostationary Operational Environmental Satellites (GOES) 16, 17 & 18

Tutorials

• Comparison reading GOES-R data from AWS S3 in netCDF versus zarr by Chelle Gentemann
  
• Forecasting Hurricane Tracks with TensorFlow and data from AWS S3 by Kyle Archie
  
• NOAA GOES16 Julia Jupyter Notebook Example by Peter Schmiedeskamp
  CloudFormationEC2SageMaker
• Processing GOES-16 data with Dask & AWS Fargate by Zac Flamig
  CloudFormationFargateSageMaker
• Visualize GOES-16 in Python using Xarray by Hamed Alemohammad
  

Tools & Applications

• GOES-2-go is a python package for downloading and plotting plotting GOES data. by Brian K. Blaylock
  

Publications

• Beginner’s Guide to GOES-R Series Data by Danielle Losos
  
• Billions of Birds Migrate. Where Do They Go? by National Geographic
  
• Comparison of Lightning Forecasts from the High-Resolution Rapid Refresh Model to Geostationary Lightning Mapper Observations by Brian K. Blaylock, and John D. Horel
  
• Embracing the cloud for climate research by North Carolina State University’s North Carolina Institute for Climate Studies
  
• GOES Quick Guides (Spanish) by Anthony Segura García
  
• Identifying the Causes of Pyrocumulonimbus (PyroCb) by Emiliano Díaz Salas-Porras, Kenza Tazi, Ashwin Braude, Daniel Okoh, Kara D. Lamb, Duncan Watson-Parris, Paula Harder, and Nis Meinert
  
• Imaging Considerations From a Geostationary Orbit Using the Short Wavelength Side of the Mid-Infrared Water Vapor Absorption Band by N.B. Miller, M.M. Gunshor, A.J. Merrelli, T.S. L'Ecuyer, T.J. Schmit, J.J. Gerth, N.J. Gordillo
  
• Observations of lightning in relation to transitions in volcanic activity during the 3 June 2018 Fuego Eruption by Christopher J. Schultz, Virginia P. Andrews, Kimberly D. Genareau, and Aaron R. Naeger
  
• Solar irradiance forecasting for the solar powered future by Solcast
  
• SunCast: Solar Irradiance Nowcasting from Geosynchronous Satellite Data by Dhileeban Kumaresan, Richard Wang, Ernesto Martinez, Richard Cziva, Alberto Todeschini, Colorado J Reed, Hossein Vahabi
  
• The Use of Composite GOES-R Satellite Imagery to Evaluate a TC Intensity and Vortex Structure Forecast by an FV3GFS-Based Hurricane Forecast Model by Shaowu Bao, Zhan Zhang, Evan Kalina, and Bin Liu
  

NEXRAD on AWS

Tutorials

• Get NEXRAD data from AWS, get severe reports from SPC archive, and plot a loop of them by Russ Schumacher
  
• Mapping Noaa Nexrad Radar Data With CARTO by Stuart Lynn
  
• NEXRAD on EC2 tutorial by openradar
  EC2
• Updated introduction to S3, Boto, and NOAA Nexrad in SageMaker Studio Lab (SMSL) by Chris Stoner
  
  
• Using Python to Access NCEI Archived NEXRAD Level 2 Data (Jupyter notebook) by Ryan May
  

Tools & Applications

• Into the eye of the storm: NEXRAD Level II open data by Jonni Walker
  
• nexradaws on pypi.python.org - python module to query and download Nexrad data from Amazon S3 by Aaron Anderson
  
• Open NEXRAD Data Access for Level 3 with Lambda@Edge by Zac Flamig
  
• WeatherPipe - Amazon EMR based analysis tool for NEXRAD data stored on Amazon S3 by Stephen Lien Harrell
  

Publications

• Declines in an abundant aquatic insect, the burrowing mayfly, across major North American waterways by Phillip M. Stepanian, Sally A. Entrekin, Charlotte E. Wainwright, Djordje Mirkovic, Jennifer L. Tank, & Jeffrey F. Kelly
  
• Extreme Pyroconvective Updrafts During a Megafire by B. Rodriguez, N. P. Lareau, D. E. Kingsmill, & C. B. Clements
  
• Level 2 Interface Control Document for Message Data Formats: Build 18 by NOAA ROC
  
• Level 2 Interface Control Document for Transfer: Build 18 by NOAA ROC
  
• Level 3 Interface Control Document for Message Data Formats: Build 18 by NOAA ROC
  
• Seasonal abundance and survival of North America’s migratory avifauna determined by weather radar by Adriaan M. Dokter, Andrew Farnsworth, Daniel Fink, Viviana Ruiz-Gutierrez, Wesley M. Hochachka, Frank A. La Sorte, Orin J. Robinson, Kenneth V. Rosenberg & Steve Kelling
  
• Unlocking the Potential of NEXRAD Data through NOAA’s Big Data Partnership by Steve Ansari and Stephen Del Greco
  

Sentinel-2 Cloud-Optimized GeoTIFFs

Tutorials

• Access satellite imagery using Python by The Carpentries
  
• Create a Dynamic Tiler with TiTiler by Vincent Sarago
  
• How to process Sentinel-2 data in a serverless Lambda on AWS? by Alvaro Huarte
  LambdaSNS
• How to Work with Landsat and Sentinel-2 on AWS with Python by Martin D. Maas
  
• Intake-STAC with sat-search by Scott Henderson
  
• STAC, COG, Python and QGIS by Andrew Cutts
  
• Transforming Geospatial Data to Cloud-Native Frameworks with Element 84 on AWS by Matt Hanson, Imtranur Rahman, Mary-Elizabeth Morin, and Ariel Walcutt
  EKSSageMakerS3
• Use Sentinel-2 data in the Open Data Cube by Alex Leith
  

Tools & Applications

• FilmDrop Demo by Element 84
  
• Fire detection Twitter bot using satellite imagery by Firewatch
  
• rio-tiler-pds by Vincent Sarago, et al.
  
• Sat-search by Matthew Hanson
  
• SITS - Satellite Image Time Series Analysis for Earth Observation Data Cubes by e-Sensing
  
• SpatioTemporal Asset Catalogs by STAC Contriubutors
  

Publications

• OpenSentinelMap: A Large-Scale Land Use Dataset using OpenStreetMap and Sentinel-2 Imagery by Noah Johnson, Wayne Treible, Daniel Crispell
  
• STAC and Sentinel-2 COGs (ESIP Summer Meeting 2020) by Matthew Hanson
  

Terrain Tiles

Tutorials

• Using GDAL to Produce a Geotiff for an Area by Chris Henrick
  

Tools & Applications

• Customizable Terrain Tiles by Clockwork Micro
  
• Download topographical map contour lines as SVGs by Bunting Labs
  
• EOS Land Viewer by Earth Observing System
  
• Mapzen Terrain Tiles on AWS Reader by Safe Software
  
• On The Go Map by On The Go Map
  
• Open-Source Elevation Service by Racemap
  
• PlanetUtils (GitHub): Scripts and a Docker container to download, merge, and resample terrain tiles by Interline Technologies
  
• PODPAC: Python Library supporting TerrainTiles for analysis by Creare
  
• R package for accessing Terrain Tiles by Jeffrey W. Hollister
  
• Sentinel Hub WMS/WMTS/WCS Service for DEM by Sinergise
  
• Sentinel Playground for DEM by Sinergise
  
• ShadeMap: Simulate sun shadows for any time and place on Earth by Ted Piotrowski
  
• Terradactile: Generate DEM and hillshade Cloud Optimized GeoTIFFs for visualization and download based on terrain tiles by Sparkgeo
  

Publications

• Interactive Visualization of 3D Terrain Data Stored in the Cloud by Gregory Larrick, Yun Tian, Uri Rogers, Halim Acosta, and Fangyang Shen
  
• Landscape transformations produce favorable roosting conditions for turkey vultures and black vultures by Jacob E. Hill, Kenneth F. Kellner, Bryan M. Kluever, Michael L. Avery, John S. Humphrey, Eric A. Tillman, Travis L. DeVault & Jerrold L. Belant
  

ESA WorldCover

Tutorials

• Exploring the dataset (STAC API examples) by VITO
  
• Global Fire Spread Prediction System by SatelliteVu
  

Tools & Applications

• ESA Viewer 2020 by ESA
  
• ESA Viewer 2021 by ESA
  
• TerraScope Viewer by TerraScope
  
• WorldCover GEE App by VITO
  
• WorldCover Viewer by VITO
  

Publications

• ESA WorldCover 10 m 2020 v100 by Zanaga, D., Van De Kerchove, R., De Keersmaecker, W., Souverijns, N., Brockmann, C., Quast, R., Wevers, J., Grosu, A., Paccini, A., Vergnaud, S., Cartus, O., Santoro, M., Fritz, S., Georgieva, I., Lesiv, M., Carter, S., Herold, M., Li, Linlin, Tsendbazar, N.E., Ramoino, F., Arino, O., 2021.
  
• ESA WorldCover 10 m 2020 v100 - Product User Manual by VITO
  
• ESA WorldCover 10 m 2021 v200 by Zanaga, D., Van De Kerchove, R.,Daems, D.,De Keersmaecker, W., Brockmann, C., Kirches, G., Wevers, J., Cartus, O., Santoro, M., Fritz, S., Lesiv, M., Herold, M., Tsendbazar, N.E., Xu, P., Ramoino, F., Arino, O.
  
• ESA WorldCover 10 m 2021 v200 - Product User Manual by VITO
  
• Fusing GEDI with earth observation data for large area aboveground biomass mapping by Yuri Shendryk
  
• Release of the 10 m WorldCover map by Ruben Van De Kerchove
  
• The world's most populated and greenest megacities (and how we found out) by Michael Dangermond, Emily Meriam
  
• WorldCover taking it to the next level by Ruben Van De Kerchove
  

Digital Earth Africa Global Mangrove Watch

Tutorials

• Digital Earth Africa Global Mangrove Watch Notebook by Digital Earth Africa Contributors
  
• Digital Earth Africa Monitoring Mangrove Extents Notebook by Digital Earth Africa Contributors
  
• Digital Earth Africa Training by Digital Earth Africa Contributors
  

Tools & Applications

• Digital Earth Africa Explorer (Global Mangrove Watch) 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
  
• Global Mangrove Watch online platform by Global Mangrove Alliance
  

Publications

• Climate Next: How data and community can save Zanzibar’s mangroves by Amazon Staff
  
• Time series for nature: Preserving mangroves in Zanzibar by Digital Earth Africa Contributors
  
• Zanzibar: The Essential Mangrove | Climate Next by AWS by Amazon Web Services (AWS)
  

Digital Earth Africa Landsat Collection 2 Level 2

Tutorials

• Digital Earth Africa Training by Digital Earth Africa Contributors
  

Tools & Applications

• Digital Earth Africa Explorer (LS5 Surface Reflectance) by Digital Earth Africa Contributors
  
• Digital Earth Africa Explorer (LS5 Surface Temperature) by Digital Earth Africa Contributors
  
• Digital Earth Africa Explorer (LS7 Surface Reflectance) by Digital Earth Africa Contributors
  
• Digital Earth Africa Explorer (LS7 Surface Temperature) by Digital Earth Africa Contributors
  
• Digital Earth Africa Explorer (LS8 Surface Reflectance) by Digital Earth Africa Contributors
  
• Digital Earth Africa Explorer (LS8 Surface Temperature) by Digital Earth Africa Contributors
  
• Digital Earth Africa Geoportal by ESRI
  
• 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
  

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
  

Digital Earth Africa GeoMAD

Tutorials

• Digital Earth Africa Training by Digital Earth Africa Contributors
  

Tools & Applications

• Digital Earth Africa Explorer (Landsat 5 and 7 GeoMAD) by Digital Earth Africa Contributors
  
• Digital Earth Africa Explorer (Landsat 8 GeoMAD) by Digital Earth Africa Contributors
  
• Digital Earth Africa Explorer (Sentinel-2 Annual GeoMAD) by Digital Earth Africa Contributors
  
• Digital Earth Africa Explorer (Sentinel-2 Semi-Annual GeoMAD) 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
  

Digital Earth Africa Water Observations from Space

Tutorials

• Digital Earth Africa Training by Digital Earth Africa Contributors
  

Tools & Applications

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

Publications

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

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
  

CBERS on AWS

Tutorials

• Keeping a SpatioTemporal Asset Catalog (STAC) Up To Date with SNS/SQS by Frederico Liporace
  SNSLambdaDynamoDB

Tools & Applications

• aws-sat-api-py by Remote Pixel
  
• CBERS static STAC catalog served by stac-browser by Radiant Earth
  
• CBERS timelapse GIF generator by Frederico Liporace
  
• cbers-tiler by Mapbox
  
• EOS Land Viewer by Earth Observing System
  
• Forest Monitor by Brazil Datacube, INPE
  
• rio-tiler by Mapbox
  
• STAC V1.0.0 endpoint by AMS Kepler
  

Publications

• Using Remote Sensing Images and Cloud Services on AWS to Improve Land Use and Cover Monitoring by K. R. Ferreira, et al.
  

Digital Earth Africa Sentinel-1 Radiometrically Terrain Corrected

Tutorials

• Digital Earth Africa Training by Digital Earth Africa Contributors
  
• Water detection with Sentinel-1 by Madeleine Seehaber
  
  

Tools & Applications

• Digital Earth Africa Explorer 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

• An Operational Analysis Ready Radar Backscatter Dataset for the African Continent by Fang Yuan, Marko Repse, Alex Leith, Ake Rosenqvist, Grega Milcinski, Negin F. Moghaddam, Tishampati Dhar, Chad Burton, Lisa Hall, Cedric Jorand and Adam Lewis
  
• Introduction to DE Africa by Dr Fang Yuan
  

Digital Earth Africa Sentinel-2 Level-2A

Tutorials

• Digital Earth Africa Training by Digital Earth Africa Contributors
  
• Downloading and streaming data using STAC metadata by Digital Earth Africa Contributors
  
• Use Sentinel-2 data in the Open Data Cube by Alex Leith
  

Tools & Applications

• Digital Earth Africa Explorer 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
  

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
  

RADARSAT-1

Tutorials

• PCI Geomatics Webinar | Cloud enabling earth observation archives by CATALYST
  

Tools & Applications

• Catalyst Professional by CATALYST
  
• ENVI SARscape by L3Harris Geospatial
  
• EODMS RAPI Client Python Script by Earth Observation Data Management System - Natural Resources Canada
  
• Gamma by Gamme Remote Sensing
  
• GDAL by GDAL
  
• MapReady by NASA
  
• OpenEV by Frank Warmerdam
  
• QGIS by German QGIS user group
  
• RADARSTAC by Sparkgeo Consulting Inc.
  

Department of Energy's Open Energy Data Initiative (OEDI)

Tools & Applications

• NSRDB Viewer by National Renewable Energy Laboratory (NREL)
  
• Tracking the Sun Tool by Lawrence Berkeley National Laboratory (LBNL)
  

Publications

• Estimating rooftop solar technical potential across the US using a combination of GIS-based methods, lidar data, and statistical modeling by Pieter Gagnon et al 2018 Environ. Res. Lett. 13 024027
  
• On the Use of Coupled Wind, Wave, and Current Fields in the Simulation of Loads on BottomSupported Offshore Wind Turbines during Hurricanes by E. Kim, L. Manuel, M. Curcic, S. S. Chen, C. Phillips, P. Veers
  
• Rooftop Solar Photovoltaic Technical Potential in the United States: A Detailed Assessment by Pieter Gagnon, Robert Margolis, Jennifer Melius, Caleb Phillips, and Ryan Elmore
  
• Rooftop Solar Technical Potential for Low-to-Moderate Income Households in the United States by Benjamin Sigrin and Meghan Mooney
  
• The Distributed Generation Market Demand Model (dGen):Documentation by B. Sigrin, M. Gleason, R. Preus, I. Baring-Gould, R. Margolis
  
• Tracking the Sun Pricing and Design Trends for Distributed Photovoltaic Systems in the United States: 2019 Edition by G. Barbose, N. Darghouth
  
• Using GIS-based methods and lidar data to estimate rooftop solar technical potential in US cities by Robert Margolis et al 2017 Environ. Res. Lett. 12 074013
  

Digital Earth Africa ALOS PALSAR, ALOS-2 PALSAR-2 and JERS-1

Tutorials

• Digital Earth Africa Training by Digital Earth Africa Contributors
  

Tools & Applications

• Digital Earth Africa Explorer (ALOS PALSAR and ALOS-2 PALSAR-2) by Digital Earth Africa Contributors
  
• Digital Earth Africa Explorer (JERS) 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
  

Digital Earth Africa Cropland Extent Map (2019)

Tutorials

• Digital Earth Africa Training by Digital Earth Africa Contributors
  

Tools & Applications

• Digital Earth Africa Explorer (Cropland Extent Map) 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

• Co-Production of a 10-m Cropland Extent Map for Continental Africa using Sentinel-2, Cloud Computing, and the Open-Data-Cube by Chad Burton, Fang Yuan, Chong Ee-Faye, Meghan Halabisky, David Ongo, Fatou Mar, Victor Addabor, Bako Mamane and Sena Adimou
  
• Cropland Extent is now available for the entire African continent by Digital Earth Africa Contributors
  

Digital Earth Africa Fractional Cover

Tutorials

• Digital Earth Africa Training by Digital Earth Africa Contributors
  

Tools & Applications

• Digital Earth Africa Explorer (Fractional Cover Annual Summary) by Digital Earth Africa Contributors
  
• Digital Earth Africa Explorer (Fractional Cover) 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
  

OpenAQ

Tutorials

• Access OpenAQ data via a filterable SNS topic by OpenAQ
  SNS
• Analyze Global Air Pollution Using Apache Spark & BigQuery by Kapil Sreedharan
  
• Build your own Air Quality Monitor with OpenAQ and EMR on EKS by Damon Cortesi
  EMREKS
• Investigating environmental characteristics of US cities using publicly available ASDI datasets using SageMaker Studio Lab (SMSL) by Darren Ko
  
  
• ML Demo: Predicting Air Quality w/ ASDI NOAA + OpenAQ Datasets in SageMaker Studio Lab (SMSL) by Aaron Soto
  
  
• Using Athena to access the whole archive by OpenAQ
  AthenaGlue

Tools & Applications

• ARISense by Aerodyne Research, Inc.
  
• hackAIR by hackAir
  
• OpenAQ Aggregator by Kapil Sreedharan
  
• ropenaq R package by Maëlle Salmon
  
• Smokey: Air Quality Bot by Amrit Sharma
  

Publications

• Enabling rapid COVID-19 and air pollution analysis across the globe with OpenAQ and AWS by Christa Hasenkopf
  

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

Tools & Applications

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

Publications

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

NOAA Water-Column Sonar Data Archive

Tutorials

• Frequency Differencing with Raw Data by Carrie Wall
  
• Plotting Raw EK60 Data by Carrie Wall
  
• Reading and Plotting Bottom Data by Carrie Wall
  
• Reading and Plotting Processed CSV Data by Carrie Wall
  

Tools & Applications

• pyEcholab - an open-source, python-based toolkit for reading, processing, plotting, and exporting fisheries acoustic echosounder data by Rick Towler, Chuck Anderson, Veronica Martinez, Pamme Crandell
  
• Water Column Sonar Data Explorer - Map viewer for exploring sonar water column data by NCEI, NOAA
  

Publications

• Building an Accessible Archive for Water Column Sonar Data by Carrie Wall
  
• Increasing the accessibility of acoustic data through global access and imagery by Carrie Wall, Michael Jech, and Susan McLean
  

NREL Wind Integration National Dataset

Tutorials

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

Tools & Applications

• Wind Prospector by Paul Edwards
  
• Wind Visualization by Jordan Perr-Sauer
  

Publications

• A Twenty-Year Analysis of Winds in California for Offshore Wind Energy Production Using WRF v4.1.2 by Alex Rybchuk, Mike Optis, Julie K. Lundquist, Michael Rossol, Walt Musial
  
• Overview and Meteorological Validation of the Wind Integration National Dataset Toolkit by Caroline Draxl, Bri-Mathias Hodge, Andrew Clifton, Jim McCaa
  
• Power from wind: Open data on AWS by Caleb Phillips, Caroline Draxl, John Readey, Jordan Perr-Sauer
  
• The Wind Integration National Dataset (WIND) Toolkit by Caroline Draxl, Andrew Clifton, Bri-Mathias Hodge, Jim McCaa
  
• Validation of Power Output for the WIND Toolkit by J. King, Andrew Clifton, Bri-Mathias Hodge
  

Radiant MLHub

Tutorials

• Explore wind speed images from Amazon Sustainability Data Initiative (ASDI) hosted on S3 using SageMaker Studio Lab (SMSL) by Frank Rubino
  
  
• How to access Radiant MLHub Data by Radiant Earth
  
• Radiant MLHub Tutorials with Jupyter Notebooks by Kevin Booth
  

Tools & Applications

• Challenge on Computer Vision for Crop Detection from Satellite Imagery by Radiant Earth
  
• Radiant MLHub Dataset Registry by Radiant Earth
  

Publications

• A Guide for Collecting and Sharing Ground Reference Data for Machine Learning Applications by Yonah Bromberg Gaber
  
• Creating a Machine Learning Commons for Global Development by Hamed Alemohammad
  
• Geo-Diverse Open Training Data as a Global Public Good by Hamed Alemohammad
  

Southern California Earthquake Data

Tutorials

• Cactus to Clouds: Processing The SCEDC Open Data Set on AWS by Tim Clements
  
• Getting Started with SCEDC AWS Public Dataset by Ellen Yu
  
• Jupyter Notebook tutorial on Ridgecrest DAS dataset by Jiuxun Yin
  
• Script to Download Seismic Waveforms from the SCEDC AWS Public Dataset by Aparna Bhaskaran
  
• SeisNoise.jl GPU Computing Tutorial - Another example of accessing data s3://scedc-pds for ambient noise cross-correlation by Tim Clements
  
• Using Amazon API Gateway and Lambda to window and decimate waveforms by Shang-Lin Chen
  Lambda
• Using Lambda to Process Seismograms by Shang-Lin Chen
  Lambda

Publications

• Southern California Earthquake Data Now Available in the AWS Cloud by Ellen Yu; Aparna Bhaskaran; Shang‐Lin Chen; Zachary E. Ross; Egill Hauksson; Robert W. Clayton
  

USGS 3DEP LiDAR Point Clouds

Tutorials

• Extracting buildings and roads from AWS Open Data using Amazon SageMaker by Yunzhi Shi, Tianyu Zhang, and Xin Chen
  SageMaker
• Using Lambda Layers with USGS 3DEP LiDAR Point Clouds by Howard Butler
  Lambda
• WebGL Visualization of USGS 3DEP Lidar Point Clouds with Potree and Plasio.js by Connor Manning
  

Tools & Applications

• Equator - View, Process, and Download USGS 3DEP LiDAR data in-browser by Equator Studios
  
• Facebook Line of Sight Check by Facebook
  
• OpenTopography access to 3DEP lidar point cloud data by OpenTopography
  

Publications

• Statewide USGS 3DEP Lidar Topographic Differencing Applied to Indiana, USA by Chelsea Phipps Scott, Matthew Beckley, Minh Phan, Emily Zawacki, Christopher Crosby, Viswanath Nandigam, and Ramon Arrowsmith
  
• USGS 3DEP Lidar Point Cloud Now Available as Amazon Public Dataset by Department of the Interior, U.S. Geological Survey
  

ASTER L1T Cloud-Optimized GeoTIFFs

Tutorials

• Working with ASTER L1T Visible and Near Infrared (VNIR) Data in R by Cole Krehbiel
  

Tools & Applications

• Descartes Labs Platform by Descartes Labs Inc.
  
• Latitude-Longitude to Path-Row conversion by USGS
  
• LatLongToWRS by Robin Wilson
  

Publications

• ASTER L1T Algorithm Theoretical Basis by David Meyer, Dawn Siemonsma, Barbara Brooks, and Lowell Johnson
  
• ASTER L1T Product Specification by USGS EROS Data Center
  
• ASTER L1T Product User Guide by USGS EROS Data Center
  

NASA Earth Exchange (NEX) Data Collection

Tutorials

• Accessing and plotting NASA-NEX data, from GEOSChem-on-cloud tutorial. by Jiawei Zhuang
  
• Sample Python code to analyze NASA-NEX data. by Jiawei Zhuang
  

Tools & Applications

• Azavea Climate API by Azavea
  

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
  
• Statistical downscaling using Localized Constructed Analogs (LOCA). by Pierce, D. W., D. R. Cayan, and B. L. Thrasher (2014)
  

NOAA Joint Polar Satellite System (JPSS)

Tutorials

• 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
  
• VIIRS Active Fire Quick Guide by NOAA
  
• VIIRS Products (NASA SPoRT) by NASA
  

Tools & Applications

• JPSS Proving Ground by NOAA
  

Publications

• JPSS Science Seminar Annual Digest 2020 by NOAA
  

10m Annual Land Use Land Cover (9-class)

Tools & Applications

• View the dataset on UN Biodiversity Lab Map Viewer by United Nations Development Programme
  

Publications

• Global land use / land cover with Sentinel 2 and deep learning by K. Karra, C. Kontgis, Z. Statman-Weil, J. C. Mazzariello, M. Mathis and S. P. Brumby
  
• Mapping the world with unmatched frequency by Mark Hannel
  
• The world's most populated and greenest megacities (and how we found out) by Esri
  
• These maps from satellite data show how much Earth has changed in only five years by Fast Company
  
• ‘Very Dire’: Devastated by Floods, Pakistan Faces Looming Food Crisis by New York Times
  

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
  

OpenEEW

Tutorials

• Analyzing a magnitude 7.2 earthquake in Mexico using Python by Michael Allman
  
• Detect earthquakes in Chile in real time — from anywhere in the world by Michael Allman
  

Tools & Applications

• OpenEEW library for Python by Grillo
  

Publications

• Evaluation of the Grillo sensor, a low-cost accelerometer for IoT-based Real-time seismology by Vaclav Matej Kuna, Diego Melgar, Andres Meira
  
• How Grillo Built a Low-Cost Earthquake Early Warning System on AWS by Marcia Villalba
  
• NepalEEW: Testing the feasibility of an Earthquake Early Warning System in Nepal by Vaclav M. Kuna
  

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
  

ECMWF ERA5 Reanalysis

Tutorials

• Accessing ERA5 Data on S3 Using Boto by Intertrust Technologies Corporation
  
• ERA5 tutorial using the Planet OS API by Intertrust Technologies Corporation
  
• Intro to Amazon EMR Studio by Damon Cortesi
  EMR
• Processing ERA5 data in NetCDF Format by Zac Flamig
  
• Processing ERA5 data in Zarr Format by Zac Flamig
  

First Street Foundation (FSF) Flood Risk Summary Statistics

Tools & Applications

• First Street Foundation Flood Lab by First Street Foundation
  

Publications

• Communicating a national flood risk assessment using AWS by Ed Kearns, Mike Amodeo
  
• Do You Know Your Home’s Flood Risk? by Edward Kearns, Jeremy Porter, Michael Amodeo
  
• Estimating Recent Local Impacts of Sea-Level Rise on Current Real-Estate Losses: A Housing Market Case Study in Miami-Dade, Florida by Steven A. McAlpine, Jeremy R. Porter
  
• Validation of a 30 m resolution flood hazard model of the conterminous United States by Oliver E. J. Wing, Paul D. Bates, Christopher C. Sampson, Andrew M. Smith, Kris A. Johnson, Tyler A. Erickson
  

JMA Himawari-8/9

Publications

• Himawari-8 Advanced Himawari Imager Data on AWS (pdf file) by NOAA NESDIS
  
• Himawari-8 on AWS (pdf file) by ASDI
  
• Himawari-8: Enabling access to key weather data by Manan Dalal, Jena Kent
  
• Identifying the Causes of Pyrocumulonimbus (PyroCb) by Emiliano Díaz Salas-Porras, Kenza Tazi, Ashwin Braude, Daniel Okoh, Kara D. Lamb, Duncan Watson-Parris, Paula Harder, and Nis Meinert
  
• Introduction of Himawari-8/9 (pdf file) by JMA
  

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
  

Publications

• 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.
  

Normalized Difference Urban Index (NDUI)

Tutorials

• An example of using ndui data with AWS sagemaker tools by Yifang Wang
  EC2
• Automated extraction of urban built-up areas with NDUI using Python and Google Earth Engine by Yifang Wang
  EC2

Tools & Applications

• Global DMSP images Correction by Yifang Wang
  

Publications

• A Robust Method to Generate a Consistent Time Series From DMSP/OLS Nighttime Light Data by Qingling Zhang and Bhartendu Pandey and Keren C.Seto
  
• Building a Better Urban Picture:Combining Day and Night Remote Sensing Imagery by Qingling Zhang and Bin Li and David Thau & Rebecca Moore
  

OpenStreetMap on AWS

Tutorials

• Develop and Extract Value from Open Data by Daniel Bernao
  
• Querying OpenStreetMap Changesets with Amazon Athena by Jennings Anderson
  Athena
• Querying OpenStreetMap with Amazon Athena by Seth Fitzsimmons
  

Tools & Applications

• OSM+Athena (GitHub) by Development Seed
  
• PlanetUtils (GitHub): Scripts and a Docker container to maintain your own OpenStreetMap planet by Interline Technologies
  

Ozone Monitoring Instrument (OMI) / Aura NO2 Tropospheric Column Density

Tutorials

• Medium Post: COG Talk — Part 1: What’s new? by Vincent Sarago
  

Tools & Applications

• COG Application Programming Interface (API) by Development Seed
  
• COG metadata example  by Development Seed
  
• COG Viewer by Development Seed
  
• Rasterio (Python Library) for access to geospatial raster data by Mapbox
  

CMAS Data Warehouse

Tutorials

• AMET Documentation by USEPA
  
• CMAQ Installation and Benchmarking Tutorial by USEPA
  
• Documentation for CMAQ on AWS ParallelCluster by CMAS Center
  ParallelCluster
• EQUATES Benchmark by Liz Adams
  

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
  

Daylight Map Distribution of OpenStreetMap

Tutorials

• Daylight Earth Tables by Daylight Contributors
  Athena
• Loading the Daylight Map Distribution OpenStreetMap Features into AWS Athena by Jennings Anderson
  Athena

Publications

• Daylight Earth Tables (NACIS 2022) by Jennings Anderson, Jonah Adkins, Jacob Wasserman
  
• Increasing OpenStreetMap Data Accessibility with the Analysis-Ready Daylight Distribution of OpenStreetMap: A Demonstration of Cloud-Based Assessments of Global Building Completeness by Jennings Anderson and Timmera Whaley Omidire
  

GEOS-Chem Input Data

Tutorials

• Tutorial on accessing GEOS-Chem data bucket in S3 by Jiawei Zhuang
  

Publications

• Enabling Immediate Access to Earth Science Models through Cloud Computing: Application to the GEOS-Chem Model by Jiawei Zhuang, et al.
  
• Overview of the GEOSChem-on-cloud project by Atmospheric Chemistry Modeling Group, Harvard University
  
• Running GEOS-Chem on Cloud Computing Platforms, presented at the 8th International GEOS-Chem Meeting by Jiawei Zhuang, et al.
  

Indiana Statewide Digital Aerial Imagery Catalog

Tools & Applications

• ArcGIS Online Indiana Orthoimagery Viewer (2016 to 2019) by Indiana Geographic Information Office
  

Publications

• 2021 - 2024 Indiana Orthoimagery Program – Overview and Buy-ups by Sanborn
  
• IGIC Roadshow Video of 2021 - 2024 Indiana Orthoimagery Program Presentation by Indiana Geographic Information Office
  
• Imagery & GIS In Indiana: How Projects & Partnerships Shape the Landscape by Megan R.L. Compton
  

Maxar Open Data Program

Tutorials

• ARD and Command Line Tools by Maxar Open Data
  
• ARD Deliverables and File Structure by Maxar Open Data
  
• Data Access (SDK tutorial) by Maxar Open Data
  

Tools & Applications

• Maxar ARD SDK (max-ard) by Maxar Open Data
  

Publications

• Disaster, Infrastructure and Participatory Knowledge The Planetary Response Network by Brooke Simmons, Chris Lintott, Steven Reece, et al.
  
• Seeing a Better World from Space by Carly Sakumura
  
• Using Data from Earth Observation to Support Sustainable Development Indicators: An Analysis of the Literature and Challenges for the Future by Ana Andries, Stephen Morse, Richard J. Murphy, Jim Lynch, and Emma R. Woolliams
  

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.
  

NAIP on AWS

Tutorials

• Urban Tree Detection by Jonathan Ventura
  

Tools & Applications

• EOS Land Viewer by Earth Observing System
  
• VoyagerSearch showing off Batch + NAIP by Voyager
  

Publications

• Individual Tree Detection in Large-Scale Urban Environments using High-Resolution Multispectral Imagery by Jonathan Ventura, Milo Honsberger, Cameron Gonsalves, Julian Rice, Camille Pawlak, Natalie L.R. Love, Skyler Han, Viet Nguyen, Keilana Sugano, Jacqueline Doremus, G. Andrew Fricker, Jenn Yost, Matt Ritter
  

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
  AthenaCloudFormationGlue
• 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
  AthenaGlue

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
  

NREL National Solar Radiation Database

Tools & Applications

• HSDS Examples by Caleb Phillips, Caroline Draxl, John Readey, Jordan Perr-Sauer, Michael Rossol
  
• NSRDB Viewer by Manajit Sengupta, Yu Xe, Anthony Lopez, Aron Habte, Galen Maclaurin, James Shelby, Paul Edwards
  

Publications

• Physics-guided machine learning for improved accuracy of the National Solar Radiation Database by Grant Buster, Mike Bannister, Aron Habte, Dylan Hettinger, Galen Maclaurin, Michael Rossol, Manajit Sengupta, Yu Xie
  
• The National Solar Radiation Data Base (NSRDB) by Manajit Sengupta, Yu Xe, Anthony Lopez, Aron Habte, Galen Maclaurin, James Shelby
  

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
  

Sentinel-1

Tools & Applications

• EO Browser by Sinergise
  
• EOS Land Viewer by Earth Observing System
  
• Sentinel Hub WMS/WMTS/WCS Service by Sinergise by Sinergise
  
• Sentinel Playground by Sinergise
  

Sentinel-2 L2A 120m Mosaic

Tutorials

• How to Make the Perfect Time-Lapse of the Earth by Matic Lubej
  

Tools & Applications

• Digital Twin Sandbox by Sentinel Hub
  
• Sentinel Hub WMS/WMTS/WCS Service and Process API by Sinergise
  

Publications

• Digital Twin Sandbox Sentinel-2 collection available to everyone by Grega Milcinski & Matic Lubej
  

Sentinel-3

Tutorials

• Accessing Sentinel-3 Data on S3 by MEEO by Meteorological Environmental Earth Observation
  

Tools & Applications

• Catalogue of data set by Meteorological Environmental Earth Observation
  
• Sentinel-3 Toolbox by European Space Agency
  

Publications

• Sentinel-3 Document Library by European Space Agency
  

Sentinel-5P Level 2

Tutorials

• Accessing Sentinel-5P Data on S3 by MEEO by Meteorological Environmental Earth Observation
  

Tools & Applications

• Catalogue of data set by Meteorological Environmental Earth Observation
  
• The Atmospheric Toolbox by European Space Agency
  

Publications

• Sentinel-5P TROPOMI Document Library by European Space Agency
  

Finnish Meteorological Institute Weather Radar Data

Tutorials

• Handling data with QGIS by Markus Peura
  
• Processing GeoTIFF data with python by Roope Tervo
  
• Processing HDF5 data with python by Roope Tervo
  

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 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 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
  

Africa Soil Information Service (AfSIS) Soil Chemistry

Tutorials

• AfSIS Soil Chemistry - Usage Tutorial by QED
  

Publications

• Goalkeepers 2018, Soil - The Big Data Beneath Your Feet by QED
  

Amazonia EO satellite on AWS

Tutorials

• Keeping a SpatioTemporal Asset Catalog (STAC) Up To Date with SNS/SQS by Frederico Liporace
  SNSLambdaDynamoDB

Tools & Applications

• STAC V1.0.0 endpoint by AMS Kepler
  

ComStock

Tutorials

• Downloading individual building data files from ComStock results by Carlo Bianchi, Andrew Parker
  
• Running queries on ComStock using AWS Athena by Carlo Bianchi, Andrew Parker, Henry Horsey
  

Copernicus Digital Elevation Model (DEM)

Tools & Applications

• EO Browser by Sinergise
  
• Sentinel Hub WMS/WMTS/WCS Service and Process API by Sinergise
  

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 Emergency Response Imagery

Tutorials

• 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 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
  

Retired – UK Met Office Atmospheric Deterministic and Probabilistic Forecasts

Tutorials

• Met Office AWS Earth data - Getting Started by Jacob Tomlinson
  
• Met Office AWS Earth data - Subscribing to data by Jacob Tomlinson
  

Sentinel-1 SLC dataset for South and Southeast Asia, Taiwan, Korea and Japan

Tutorials

• Sentinel-1 Opendataset Wiki and Tutorials by Earth Observatory of Singapore
  

Publications

• Rapid flood and damage mapping using synthetic aperture radar in response to Typhoon Hagibis, Japan by Cheryl W. J. Tay, Sang-Ho Yun, Shi Tong Chin, Alok Bhardwaj, Jungkyo Jung & Emma M. Hill
  

Terra Fusion Data Sampler

Tutorials

• Basic Terra fusion product algorithm theoretical basis and data specifications by Zhao, Guangu; Yang, Muqun; Clipp, Landon; Gao, Yizhao; Lee, Joe H.
  

Tools & Applications

• TerraFusion GitHub by University of Illinois
  

ARPA-E PERFORM Forecast data

Tools & Applications

• ARPA-E PERFORM by ARPA-E
  

Analysis Ready Sentinel-1 Backscatter Imagery

Tutorials

• Compare Cloud-Optimized Geotiffs from Amazon Sustainability Data Initiative (ASDI) hosted on S3 using SageMaker Studio Lab (SMSL) by Gianfranco Rapino
  
  

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
  

Crowdsourced Bathymetry

Tutorials

• Crowdsourced Bathymetry Data (CSB) Visualization by David Neufeld
  

Downscaled Climate Data for Alaska

Publications

• Atmospheric Circulation Drivers of Extreme High Water Level Events at Foggy Island Bay, Alaska by Peter A. Bieniek, Li Erikson, and Jeremy Kasper
  

High Resolution Population Density Maps + Demographic Estimates by CIESIN and Meta

Tutorials

• Investigating environmental characteristics of US cities using publicly available ASDI datasets by Darren Ko
  
  

IDEAM - Colombian Radar Network

Tutorials

• Guia de como explorar y plotear los archivos de radar utilizando el lenguaje de programación Python by IDEAM
  

NOAA Global Forecast System (GFS)

Publications

• GFS Warm Restart Files Additional Information by Fanglin Yang
  

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
  
  

NOAA Integrated Surface Database (ISD)

Tutorials

• NOAA Integrated Surface Database (ISD) Example Notebook by Zac Flamig
  AthenaCloudFormationGlueSageMaker

NOAA National Digital Forecast Database (NDFD)

Publications

• NDFD Product Spreadsheet (excel file) by NOAA MDL
  

NOAA S-111 Surface Water Currents Data

Tutorials

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

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
  
  

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/PMEL Ocean Climate Stations Moorings

Publications

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

PALSAR-2 ScanSAR CARD4L (L2.2)

Publications

• ALOS series Open and Free Data by JAXA EORC
  

SILAM Air Quality

Tutorials

• Simple examples by Roope Tervo
  

Safecast

Tools & Applications

• Safecast Map by Nick Dolezal
  

Sentinel-1 SLC dataset for Germany

Tutorials

• Interferometric Synthetic Aperture Radar Tutorial by LiveEO
  

U.S. Census ACS PUMS

Tutorials

• Setting up Blazegraph on EC2 by data.world
  

Longitudinal Nutrient Deficiency

Publications

• Detection and Prediction of Nutrient Deficiency Stress using Longitudinal Aerial Imagery by Saba Dadsetan, Gisele Rose, Naira Hovakimyan, Jennifer Hobbs
  

MODIS MYD13A1, MOD13A1, MYD11A1, MOD11A1, MCD43A4

Tools & Applications

• Astraea Earth OnDemand by Astraea, Inc.