Sentinel-2

Tutorials

• Detecting deforestation 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
  
• Modern Data Platform Orchestration with Dagster Software-Defined Assets by Adebayo Adejare
  

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
  

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
  
• Monitoring Lake Mead drought using the new Amazon SageMaker geospatial capabilities by Xiong Zhou, Anirudh Viswanathan, Erran Li, Trenton Lipscomb, and Xingjian Shi
  SageMaker
• 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
  
• Using Sentinel-2 Data from the AWS Open Data Project to measure water hyacinth growth by Louise Liddell
  
  

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
  
• Shadowmap | Sun-Powered Insights. Anywhere on Earth. by Shadowmap Technologies GmbH
  
• 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
  

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
  

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
  

SpaceNet

Tutorials

• Extracting buildings and roads from AWS Open Data using Amazon SageMaker by Yunzhi Shi, Tianyu Zhang, and Xin Chen
  SageMaker
• Getting Started with SpaceNet Data by Adam Van Etten
  

Tools & Applications

• Solaris: an open source Python library for analyzing overhead imagery with machine learning by Nick Weir
  

Publications

• Accelerating Ukraine Intelligence Analysis with Computer Vision on Synthetic Aperture Radar Imagery by Ritwik Gupta, Colorado Reed, Anja Rohrbach, and Trevor Darrell
  
• Creating Training Datasets for the SpaceNet Road Detection and Routing Challenge by Adam Van Etten and Jake Shermeyer
  
• Deploying the SpaceNet 6 Baseline on AWS by Adam Van Etten and Nick Weir
  
• FCAU-Net for the Semantic Segmentation of Fine-Resolution Remotely Sensed Images by Xuerui Niu, Qiaolin Zeng, Xiaobo Luo and Liangfu Chen
  
• Introducing the SpaceNet Off-Nadir Imagery Dataset by David Lindenbaum
  
• Introducing the SpaceNet Road Detection and Routing Challenge and Dataset by David Lindenbaum
  
• SpaceNet 5 Dataset Release by Adam Van Etten and Ryan Lewis
  
• SpaceNet 6: Dataset Release by Jake Shermeyer
  
• SpaceNet 8 - The Detection of Flooded Roads and Buildings by Ronny Hansch, Jacob Arndt, Dalton Lunga, Matthew Gibb, Tyler Pedelose, Arnold Boedihardjo, Desiree Petrie, Todd M. Bacastow
  
• SpaceNet: Winning Implementations and New Imagery Release by Todd Stavish
  
• The SpaceNet 7 Multi-Temporal Urban Development Challenge: Dataset Release by Adam Van Etten
  
• The SpaceNet 8 Flood Detection Challenge: Dataset and Algorithmic Baseline Release by SpaceNet
  

2021 Amazon Last Mile Routing Research Challenge Dataset

Tools & Applications

• AWS Last Mile Route Sequence Optimization by Chen Wu, Yin Song, Verdi March, Eden Duthi
  
• Code repository used for the 2021 Amazon Routing Research Challenge (this repository is included for reference and documentation purposes only, you do not need to install it to access the data) by CAVE Lab, MIT Center for Transportation and Logistics
  

Publications

• 2021 Amazon Last Mile Routing Research Challenge: Data Set by Daniel Merchán, Jatin Arora, Julian Pachon, Karthik Konduri, Matthias Winkenbach, Steven Parks, Joseph Noszek
  
• Can language models be used for real-world urban-delivery route optimization? by Yang Liu, Fanyou Wu, Zhiyuan Liu, Kai Wang, Feiyue Wang, Xiaobo Qu
  
• Constrained Local Search for Last-Mile Routing by William Cook, Stephan Held, Keld Helsgaun
  
• Crowdkeeping in Last-Mile Delivery by Xin Wang , Okan Arslan , Erick Delage
  
• Does parking matter? The impact of parking time on last-mile delivery optimization by Sara Reed, Ann Melissa Campbell, Barrett W. Thomas
  
• Human-Centric Parcel Delivery at Deutsche Post with Operations Research and Machine Learning by Uğur Arikan , Thorsten Kranz, Baris Cem Sal, Severin Schmitt, Jonas Witt
  
• Integrating driver behavior into last-mile delivery routing - Combining machine learning and optimization in a hybrid decision support framework by Peter Dieter, Matthew Caron, Guido Schryen
  
• Inverse Optimization for Routing Problems by Pedro Zattoni Scroccaro, Piet van Beek, Peyman Mohajerin Esfahani, Bilge Atasoy
  
• Learn global and optimize local A data-driven methodology for last-mile routing by Mayukh Ghosh, Alex Kuiper, Roshan Mahes, Donato Maragno
  
• Machine Learning for Data-Driven Last-Mile Delivery Optimization by Sami Serkan Özarik, Paulo da Costa, Alexandre M. Florio
  
• Making opportunity sales in attended home delivery by Çelen Naz Ötken, Bariş Yildiz, Okan Arslan, Gilbert Laporte
  
• Planning robust drone-truck delivery routes under road traffic uncertainty by Yu Yang, Chiwei Yan, Yufeng Cao, Roberto Roberti
  
• Predicting drivers route trajectories in last-mile delivery using a pair-wise attention-based pointer neural network by Baichuan Mo, Qingyi Wang, Xiaotong Guo, Matthias Winkenbach, Jinhua Zhao
  
• Probability estimation and structured output prediction for learning preferences in last mile delivery by Rocsildes Canoy, Victor Bucarey, Jayanta Mandi, Maxime Mulamba, Yves Molenbruch, Tias Guns
  
• The Driver-Aide Problem Coordinated Logistics for Last-Mile Delivery by S. Raghavan , Rui Zhang
  

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
  

RADARSAT-1

Tutorials

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

Tools & Applications

• ASF Data Recipes (Tutorials) by Alaska Satellite Facility - Distributed Active Archive Center
  
• 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
  
• RADARSAT-1 Scripts | Scripts RADARSAT-1 by Canadian Space Agency - Agence spatiale canadienne
  
• RADARSTAC by Sparkgeo Consulting Inc.
  

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
  

Low Altitude Disaster Imagery (LADI) Dataset

Tutorials

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

Tools & Applications

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

Publications

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

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
  

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
  
• Maxar Open Data - Leafmap by Qiusheng Wu
  
• Visualizing Maxar Open Data with SageMaker Studio Lab by Qiusheng Wu
  
  
• Visualizing Turkey & Syria Earthquake Maxar Open Data with SageMaker Studio Lab by Qiusheng Wu
  
  

Tools & Applications

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

Publications

• Machine learning remote sensing using the random forest classifier to detect the building damage caused by the Anak Krakatau Volcano tsunami by Riantini Virtriana et al.
  
• Disaster, Infrastructure and Participatory Knowledge The Planetary Response Network by Brooke Simmons, Chris Lintott, Steven Reece, et al.
  
• 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
  

New Zealand Imagery

Tutorials

• ArcGIS Workflows: NZ Imagery from a public AWS S3 bucket by Eagle Technology
  
• Browsing the s3://nz-imagery bucket by Toitū Te Whenua Land Information New Zealand
  
• Imagery survey naming and path conventions by Toitū Te Whenua Land Information New Zealand
  

Tools & Applications

• LINZ Basemaps by Toitū Te Whenua Land Information New Zealand
  
• LINZ Data Service by Toitū Te Whenua Land Information New Zealand
  
• LINZ Topographic Workflows - Bulk imagery processing with Kubernetes and Argo Workflows by Toitū Te Whenua Land Information New Zealand
  

Publications

• A Boundary Regulated Network for Accurate Roof Segmentation and Outline Extraction by Guangming Wu, Zhiling Guo, Xiaodan Shi, Qi Chen, Yongwei Xu, Ryosuke Shibasaki and Xiaowei Shao
  
• A Large Contextual Dataset for Classification, Detection and Counting of Cars with Deep Learning by T. Nathan Mundhenk, Goran Konjevod, Wesam A. Sakla & Kofi Boakye
  
• Deep Learning and Phenology Enhance Large-Scale Tree Species Classification in Aerial Imagery during a Biosecurity Response by Grant D. Pearse, Michael S. Watt, Julia Soewarto and Alan Y. S. Tan
  
• Semantic Segmentation of Urban Buildings from VHR Remote Sensing Imagery Using a Deep Convolutional Neural Network by Yaning Yi, Zhijie Zhang, Wanchang Zhang, Chuanrong Zhang, Weidong Li and Tian Zhao
  

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
  

Digital Earth Africa Monthly Normalised Difference Vegetation Index (NDVI) Anomaly

Tutorials

• Digital Earth Africa Training by Digital Earth Africa Contributors
  

Tools & Applications

• Digital Earth Africa Explorer (Monthly Normalised Difference Vegetation Index (NDVI) Anomaly) 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

• Digital Earth Africa releases new Rolling Monthly GeoMAD continental service by Digital Earth Africa Contributors
  
• Mean NDVI and Anomalies by Digital Earth Africa Contributors.
  

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
  
• Jupyter Notebooks to enable programmatic access to cloud-hosted USGS 3D Elevation Program (3DEP) lidar data by OpenTopography
  
• 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
  

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
  

Digital Earth Africa Normalised Difference Vegetation Index (NDVI) Climatology

Tutorials

• Digital Earth Africa Training by Digital Earth Africa Contributors
  

Tools & Applications

• Digital Earth Africa Explorer(Normalised Difference Vegetation Index (NDVI) Climatology) 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

• Mean NDVI and Anomalies by Digital Earth Africa Contributors.
  

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
  

New Zealand Elevation

Tutorials

• Browsing the s3://nz-elevation bucket by Toitū Te Whenua Land Information New Zealand
  
• Elevation survey naming and path conventions by Toitū Te Whenua Land Information New Zealand
  

Tools & Applications

• LINZ Basemaps by Toitū Te Whenua Land Information New Zealand
  
• LINZ Data Service by Toitū Te Whenua Land Information New Zealand
  
• LINZ Topographic Workflows - Bulk elevation data processing with Kubernetes and Argo Workflows by Toitū Te Whenua Land Information New Zealand
  

Publications

• Dairy farming exposure and impacts from coastal flooding and sea level rise in Aotearoa-New Zealand by Heather Craig, Alec Wild and Ryan Paulik
  
• Stress Detection in New Zealand Kauri Canopies with WorldView-2 Satellite and LiDAR Data by Jane J. Meiforth, Henning Buddenbaum, Joachim Hill, James D. Shepherd and John R. Dymond
  
• Underpinning Terroir with Data: Integrating Vineyard Performance Metrics with Soil and Climate Data to Better Understand Within-Region Variation in Marlborough, New Zealand by R. G. V. Bramley, J. Ouzman, A. P. Sturman, G. J. Grealish, C. E. M. Ratcliff and M. C. T. Trought
  

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
  

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
  

ArcticDEM

Tools & Applications

• ArcticDEM Explorer by Polar Geospatial Center & ESRI
  
• OpenTopography access to ArcticDEM by OpenTopography
  

Publications

• Automated stereo-photogrammetric DEM generation at high latitudes: Surface Extraction with TIN-based Search-space Minimization (SETSM) validation and demonstration over glaciated regions by Myoung-Jong Noh, Ian M. Howat
  
• Automatic relative RPC image model bias compensation through hierarchical image matching for improving DEM quality by Myoung-Jong Noh, Ian M. Howat
  
• Dynamic ice loss from the Greenland Ice Sheet driven by sustained glacier retreat by Michalea D. King, Ian M. Howat, Salvatore G. Candela, Myoung J. Noh, Seongsu Jeong, Brice P. Y. Noël, Michiel R. van den Broeke, Bert Wouters, Adelaide Negrete
  
• Future Evolution of Greenland's Marine-Terminating Outlet Glaciers by Ginny A. Catania, Leigh A. Stearns, Twila A. Moon, Ellen M. Enderlin, R. H. Jackson
  
• The surface extraction from TIN based search-space minimization (SETSM) algorithm by Myoung-Jong Noh, Ian M. Howat
  

Earth Observation Data Cubes for Brazil

Tutorials

• Tile Map Service to view Image Collections from Brazil Data Cube Catalog by Brazil Data Cube
  
• Using Python to Access Image Collections Data (Jupyter notebook) by Brazil Data Cube
  

Tools & Applications

• cube-builder-aws - Application to generate data cubes on AWS environment. by Brazil Data Cube
  
• rstac - R library to query and download Image Collections from Brazil Data Cube Catalog on Amazon S3 by Brazil Data Cube
  

Publications

• Building Earth Observation Data Cubes on AWS by Ferreira, K R; Queiroz, G R; Marujo, R F B; Costa, R W. 
  
• Earth Observation Data Cubes for Brazil: Requirements, Methodology and Products. by K. R. Ferreira, et al.
  
• Using Remote Sensing Images and Cloud Services on AWS to Improve Land Use and Cover Monitoring by K. R. Ferreira, et al.
  

OpenAQ

Tutorials

• Accessing data from the OpenAQ archive by OpenAQ
  S3
• OpenaQ direct file access ObservableHQ notebook by OpenAQ
  S3
• Querying with AWS Athena by OpenAQ
  Athena

Tools & Applications

• 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
  

Reference Elevation Model of Antarctica (REMA)

Tools & Applications

• OpenTopography access to REMA by OpenTopography
  
• REMA Explorer by Polar Geospatial Center & ESRI
  

Publications

• Automated stereo-photogrammetric DEM generation at high latitudes: Surface Extraction with TIN-based Search-space Minimization (SETSM) validation and demonstration over glaciated regions by Myoung-Jong Noh, Ian M. Howat
  
• Automatic relative RPC image model bias compensation through hierarchical image matching for improving DEM quality by Myoung-Jong Noh, Ian M. Howat
  
• Deep glacial troughs and stabilizing ridges unveiled beneath the margins of the Antarctic ice sheet by Morlighem, M., Rignot, E., Binder, T. et al.
  
• The Reference Elevation Model of Antarctica by Ian M. Howat, Claire Porter, Benjanim E. Smith, Myoung-Jong Noh, Paul Morin
  
• The surface extraction from TIN based search-space minimization (SETSM) algorithm by Myoung-Jong Noh, Ian M. Howat
  

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
  

Argoverse

Tutorials

• Argoverse 2 API by Argoverse Authors
  

Tools & Applications

• conda-forge package for `av2` by Argoverse Authors
  
• PyPi package for `av2` by Argoverse Authors
  

Publications

• Argoverse 2: Next Generation Datasets for Self-Driving Perception and Forecasting by Benjamin Wilson, William Qi, Tanmay Agarwal, John Lambert, Jagjeet Singh, Siddhesh Khandelwal, Bowen Pan, Ratnesh Kumar, Andrew Hartnett, Jhony Kaesemodel Pontes, Deva Ramanan, Peter Carr, James Hays
  
• Argoverse: 3D Tracking and Forecasting With Rich Maps by Ming-Fang Chang, John Lambert, Patsorn Sangkloy, Jagjeet Singh, Slawomir Bak, Andrew Hartnett, De Wang, Peter Carr, Simon Lucey, Deva Ramanan, James Hays
  
• Trust, but Verify: Cross-Modality Fusion for HD Map Change Detection by John Lambert, James Hays
  

Capella Space Synthetic Aperture Radar (SAR) Open Dataset

Tutorials

• Scaling GEO Images in QGIS by Capella Space
  

Tools & Applications

• Python SDK for api.capellaspace.com by Capella Space
  
• Single Look Complex data reader for Capella SLC images - python module to convert Capella SLC data into an amplitude image. by Capella Space
  

Publications

• Analyzing LiDAR and SAR data with Capella Space and TileDB by Stavros Papadopoulos
  
• Open SAR data and scalable analytics by Norman Barker
  
• Radar Generalized Image Quality Equation Applied to Capella Open Dataset by Wade Schwartzkopf, Jason Brown, Gordon Farquharson, Craig Stringham, Michael Duersch, Jordan Heemskerk
  

PoroTomo

Tutorials

• PoroTomo DAS Data Processing Tutorial for hdf5 Files by Nicole Taverna and Michael Rossol
  
• PoroTomo DAS Data Processing Tutorial for hdf5 Files via HSDS and h5pyd by Michael Rossol and Nicole Taverna
  
• PoroTomo DAS Data Processing Tutorial for SEG-Y Files by Nicole Taverna and Ross Ring-Jarvi
  

Publications

• DAS and DTS at Brady Hot Springs: Observations about Coupling and Coupled Interpretations by Douglas E. Miller, Thomas Coleman, Xiangfang Zeng, Jeremy R. Patterson , Elena C. Reinnisch, Michael A. Cardiff, Herbert F. Wang, Dante Fratta, Whitney Trainor-Guitton, Clifford H. Thurber, Michelle ROBERTSON, Kurt FEIGL, and The PoroTomo Team
  
• Ground motion response to an ML 4.3 earthquake using co-located distributed acoustic sensing and seismometer arrays by Herbert F Wang, Xiangfang Zeng, Douglas E Miller, Dante Fratta, Kurt L Feigl, Clifford H Thurber, Robert J Mellors
  
• PoroTomo Final Technical Report: Poroelastic Tomography by Adjoint Inverse Modeling of Data from Seismology, Geodesy, and Hydrology by Kurt L. Feigl, Lesley M. Parker, and the PoroTomo Team
  

RarePlanes

Tutorials

• Announcing YOLTv4: Improved Satellite Imagery Object Detection by Adam Van Etten
  
• Automatically compress and archive satellite imagery for Amazon S3 by Newel Hirst, Joseph Fahimi, and Justin Downes
  S3S3 GlacierLambdaECR
• Getting Started with YOLTv4 for Object Detection in Imagery: Getting Training Data by Sophia Parafina
  
• Notebook for training and testing YOLYv4 by Adam Van Etten
  

Tools & Applications

• RarePlanes Codebase by Thomas Hossler and Jacob Shermeyer
  

Publications

• RarePlanes: Synthetic Data Takes Flight by Jacob Shermeyer, Thomas Hossler, Adam Van Etten, Daniel Hogan, Ryan Lewis, Daeil Kim
  

Amazonia EO satellite on AWS

Tutorials

• Keeping a SpatioTemporal Asset Catalog (STAC) Up To Date with SNS/SQS by Frederico Liporace
  SNSLambdaDynamoDB
• The Evolution of ASDI's Data Infrastructure by Sean Harkins
  SNSLambdaECRS3Athena

Tools & Applications

• Amazonia 1 stactools package by Frederico Liporace
  
• Amazonia 1 stactools-pipeline by Frederico Liporace
  
• STAC V1.0.0 endpoint by AMS Kepler
  

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

Tutorials

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

Tools & Applications

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

Publications

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

CMAS Data Warehouse

Tutorials

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

Community Earth System Model Large Ensemble (CESM LENS)

Tutorials

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

Tools & Applications

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

Publications

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

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
• Querying the Daylight OpenStreetMap Distribution with Amazon Athena by Jennings Anderson and Mike Jeffe
  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
  

ESA WorldCover Sentinel-1 and Sentinel-2 10m Annual Composites

Tutorials

• Exploring the datasets by VITO
  

Tools & Applications

• WorldCover Viewer by VITO
  

Publications

• 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
  
• Release of the 10 m WorldCover map by Ruben Van De Kerchove
  

EarthDEM

Tools & Applications

• GLARS Data Viewer by Great Lakes Alliance for Remote Sensing
  
• NASA CSDA SmallSat Data Explorer by NASA Commercial Smallsat Acquisition Program
  

Publications

• Automated stereo-photogrammetric DEM generation at high latitudes: Surface Extraction with TIN-based Search-space Minimization (SETSM) validation and demonstration over glaciated regions by Myoung-Jong Noh, Ian M. Howat
  
• Multi-Source EO for Dynamic Wetland Mapping and Monitoring in the Great Lakes Basin by Michael J. Battaglia, Sarah Banks, Amir Behnamian, Laura Bourgeau-Chavez, Brian Brisco, Jennifer Corcoran, Zhaohua Chen, Brian Huberty, James Klassen, Joseph Knight, Paul Morin, Kevin Murnaghan, Keith Pelletier, Lori White
  
• The surface extraction from TIN based search-space minimization (SETSM) algorithm by Myoung-Jong Noh, Ian M. Howat
  

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

Tutorials

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

Tools & Applications

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

Publications

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

Global 30m Height Above Nearest Drainage (HAND)

Tutorials

• Generate your own HAND data in Python by Alaska Satellite Facility
  
  
• Search the GLO-30 HAND Catalog in Python by Alaska Satellite Facility
  
  

Tools & Applications

• GLO-30 HAND ImageServer by Alaska Satellite Facility
  
• GLO-30 HAND Webmap by Alaska Satellite Facility
  

Publications

• AGU 2022: A New Global 30m HAND Dataset to Support Hydrological Services and Applications by Joseph H. Kennedy, et al.
  

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
  

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
  

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
  

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
  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
  

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
  

Prefeitura Municipal de São Paulo (PMSP) LiDAR Point Cloud

Tools & Applications

• Entwine by Hobu, Inc.
  
• Fusion by US Department of Agriculture - Forest Service
  
• LAStools by rapidlasso GmbH, GERMANY
  
• PDAL - Point Data Abstraction Library by PDAL Contributors
  

Publications

• Describing the Vertical Structure of Informal Settlements on the Basis of LiDAR Data – A Case Study for Favelas (Slums) in Sao Paulo City by S. C. L. Ribeiro, M. Jarzabek-Rychard, J. P. Cintra, H.-G. Maas
  

Vermont Open Geospatial on AWS

Tutorials

• Imagery Program FAQs by Vermont Center for Geographic Information
  
• Lidar Program FAQs by Vermont Center for Geographic Information
  

Tools & Applications

• Elevation Page - Vermont Open Geodata Portal by Vermont Center for Geographic Information
  
• Imagery Page - Vermont Open Geodata Portal by Vermont Center for Geographic Information
  
• Landcover Page - Vermont Open Geodata Portal by Vermont Center for Geographic Information
  
• Vermont AWS S3 Open Data Bucket Browser - Elevation by Vermont Center for Geographic Information
  
• Vermont AWS S3 Open Data Bucket Browser - Imagery by Vermont Center for Geographic Information
  
• Vermont AWS S3 Open Data Bucket Browser - Landcover by Vermont Center for Geographic Information
  

Chalmers Cloud Ice Climatology

Tutorials

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

Tools & Applications

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

Publications

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

Community Earth System Model v2 Large Ensemble (CESM2 LENS)

Tools & Applications

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

Publications

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

High Resolution Canopy Height Maps by WRI and Meta

Tools & Applications

• Global Canopy Height on Earth Engine by Meta and WRI
  

Publications

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

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

Tools & Applications

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

Publications

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

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
  

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
  

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.
  

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
  

Speedtest by Ookla Global Fixed and Mobile Network Performance Maps

Tutorials

• Bootstrapping Dask on 1000 cores with AWS Fargate by Imri Paran
  FargateEKS
• How to deliver performant GIS desktop applications with Amazon AppStream 2.0 by Ethan Fahy and Spencer DeBrosse
  AppStreamRDS
• 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
  

iSDAsoil

Tutorials

• iSDAsoil Python tutorial by Matt Miller
  CloudFormationSageMaker

Tools & Applications

• iSDAsoil homepage - view soil property maps online by iSDA
  
• iSDAsoil liming demo app on Observable by Jamie Collinson
  

Publications

• African soil properties and nutrients mapped at 30 m spatial resolution using two-scale ensemble machine learning by Tomislav Hengl, Matthew A. E. Miller, Josip Križan, Keith D. Shepherd, Andrew Sila, Milan Kilibarda, Ognjen Antonijević, Luka Glušica, Achim Dobermann, Stephan M. Haefele, Steve P. McGrath, Gifty E. Acquah, Jamie Collinson, Leandro Parente, Mohammadreza Sheykhmousa, Kazuki Saito, Jean-Martial Johnson, Jordan Chamberlin, Francis B. T. Silatsa, Martin Yemefack, John Wendt, Robert A. MacMillan, Ichsani Wheeler & Jonathan Crouch
  

real-changesets

Tools & Applications

• changeset-map by OSM Lab
  
• OSMCha by Wille Marcel, Mapbox et al.
  
• real-changesets-parser by Mapbox
  

Publications

• Preparing accurate history and caching changesets by Sajjad Anwar
  

ASF SAR Data Products for Disaster Events

Tools & Applications

• ASF Event Search by Alaska Satellite Facility
  

Publications

• Event Search Manual by Alaska Satellite Facility
  
• SARVIEWS Events Collection by Alaska Satellite Facility
  

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

Tools & Applications

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

Publications

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

Indiana Statewide Digital Aerial Imagery Catalog

Tools & Applications

• ArcGIS Online Indiana Orthoimagery Viewer by Indiana Geographic Information Office (IGIO)
  
• IGIO Imagery Opendata S3 Browser by Indiana Geographic Information Office (IGIO)
  

Publications

• Recording of 2025 - 2028 Indiana Orthoimagery Program Presentation by Indiana Geographic Information Office (IGIO)
  

KyFromAbove on AWS

Publications

• A New View of Kentucky's Cities by Kent Anness
  
• KyFromAbove is democratizing key data in Kentucky by Matt Collins
  
• KyTopo! Kentucky's New Topographic Map Series by Kent Anness
  

Met Office Global Deterministic 10km on a 2-year rolling archive

Tutorials

• Numerical weather prediction models by Met Office
  
• The Met Office Unified Model by Met Office
  

Tools & Applications

• Iris by Iris Contributors
  

Met Office UK Deterministic (UKV)2km on a 2-year rolling archive

Tutorials

• Numerical weather prediction models by Met Office
  
• The Met Office Unified Model by Met Office
  

Tools & Applications

• Iris by Iris Contributors
  

National Climate Database (NCDB)

Tools & Applications

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

Publications

• Regridding uncertainty for statistical downscaling of solar radiation by Maggie D. Bailey, Douglas Nychka, Manajit Sengupta, Aron Habte, Yu Xie, Soutir Bandyopadhyay
  

Open City Model (OCM)

Tutorials

• Investigating environmental characteristics of US cities using publicly available ASDI datasets by Darren Ko
  
  
• Running queries on Open City Model using AWS Athena by Allen Gilliland
  Athena
• Using Open City Model with the 3dCityDB by Allen Gilliland
  

Collection of open nation-scale LiDAR datasets

Tutorials

• How to download data with FlaiHub by Flai
  

Tools & Applications

• FlaiHub - web application for accessing, browsing and processing open LiDAR datasets by Flai
  

Copernicus Digital Elevation Model (DEM)

Tools & Applications

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

PALSAR-2 ScanSAR Turkey & Syria Earthquake (L2.1 & L1.1)

Publications

• ALOS series Open and Free Data by JAXA EORC
  
• ALOS-2 observations of earthquakes in southeastern Turkey in 2023 by JAXA EORC
  

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
  

Sounds of Central African landscapes

Publications

• Listen to the rainforest chorus that's helping scientists protect African elephants by Amazon Staff
  
• You can now hear rainforest sounds worldwide-here's why that matters by Rachel Fobar
  

Sub-Meter Canopy Tree Height of California in 2020 by CTrees.org

Publications

• Canopy Height Unlocked: California Forest Resources Detailed in New Tree-level Map by Daniel Melling
  
• Sub-Meter Tree Height Mapping of California using Aerial Images and LiDAR-Informed U-Net Model by Fabien H Wagner, Sophia Roberts, Alison L Ritz, Griffin Carter, Ricardo Dalagnol, Samuel Favrichon, Mayumi CM Hirye, Martin Brandt, Philippe Ciais and Sassan Saatchi
  

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
  
  

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

Tutorials

• Example Use Cases of Data Via Cal-Adapt Analytics Engine by Cal-Adapt Analytics Engine Team
  
  

Community Earth System Model v2 ARISE (CESM2 ARISE)

Tutorials

• Coming Soon by NCAR
  

Defense Meteorology Satellite Program (DMSP) Auroral Particle Flux

Tools & Applications

• ssj_latbin: Create and read ML-ready DMSP particle precipitation data by Liam Kilcommons
  

Geosnap Data, Center for Geospatial Sciences

Tools & Applications

• Geosnap User Guide by Eli Knaap
  

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
  
  

Korea Meteorological Administration (KMA) GK-2A Satellite Data

Publications

• GK2A Full Fact Sheet by KMA
  

MODIS MYD13A1, MOD13A1, MYD11A1, MOD11A1, MCD43A4

Tools & Applications

• Astraea Earth OnDemand by Astraea, Inc.
  

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

Tutorials

• Examples coming soon by MetOffice
  

My School Today

Tutorials

• Map a School by SDGs Today
  

NOAA Coastal Lidar Data

Tools & Applications

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

NSF NCAR Curated ECMWF Reanalysis 5 (ERA5)

Publications

• The ERA5 global reanalysis by Hersbach et al 2020
  

Natural Earth

Publications

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

New Jersey Statewide Digital Aerial Imagery Catalog

Tutorials

• Visualize Imagery Changes by stephanie.bosits@tech.nj.gov
  

New Jersey Statewide LiDAR

Tutorials

• 3D Visualization by stephanie.bosits@tech.nj.us
  

Orcasound - bioacoustic data for marine conservation

Tools & Applications

• Github for our open source projects by Orcasound open source community
  

PALSAR-2 ScanSAR CARD4L (L2.2)

Publications

• ALOS series Open and Free Data by JAXA EORC
  

PALSAR-2 ScanSAR Flooding in Rwanda (L2.1)

Publications

• ALOS series Open and Free Data by JAXA EORC by JAXA EORC
  

PALSAR-2 ScanSAR Tropical Cycolne Mocha (L2.1)

Publications

• ALOS series Open and Free Data by JAXA EORC by JAXA EORC
  

Safecast

Tools & Applications

• Safecast Map by Nick Dolezal
  

Sentinel-1 SLC dataset for Germany

Tutorials

• Interferometric Synthetic Aperture Radar Tutorial by LiveEO
  

Swiss Public Transport Stops

Tools & Applications

• Map Viewer by Swiss Geoportal
  

Virtual Shizuoka, 3D Point Cloud Data

Tutorials

• Tutorial of handling LAS format point cloud data by AIGID