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 Operational Forecast System (OFS)

Tools & Applications

• OFS Data Aggregation and Sub-Setting by NOAA
  

Publications

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

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

Tutorials

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

Tools & Applications

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

Publications

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

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
  

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
  
• WTK-LED: The WIND Toolkit Long-Term Ensemble Dataset by Caroline Draxl, Jiali Wang, Lindsay Sheridan, et al.
  

CMIP6 GCMs downscaled using WRF

Tutorials

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

Publications

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

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
  

Radiant MLHub

Tutorials

• Explore wind speed images from Amazon Sustainability Data Initiative (ASDI) hosted on S3 using SageMaker Studio Lab (SMSL) by Frank Rubino
  
  Amazon SageMaker Studio Lab
• 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
  

Toxicant Exposures and Responses by Genomic and Epigenomic Regulators of Transcription (TaRGET)

Tutorials

• Finding and Downloading TaRGET II Data files by TaRGET-DCC
  

Tools & Applications

• Visualize TaRGET II data with WashU Epigenome Browser by WashU Epigenome Browser
  

Publications

• Comparison of differential accessibility analysis strategies for ATAC-seq data by Gontarz P, Fu S, Xing X, Liu S, Miao B et.al.
  
• Environmental Determinants of cardiovasular disease: lessons learned from air pollution by Al-Kindi SG, Brook RD, Biswal S, Rajagopalan S.
  
• Epigenetic biomarkers and preterm birth by Park B, Khanam R, Vinayachandran V, et.al.
  
• Metabolic effects of air pollution exposure and reversibility by Rajagopalan S, Park B, Palanivel R, et al.
  
• The NIEHS TaRGET II Consortium and environmental epigenomics by Wang, T., Pehrsson, E., Purushotham, D. et al.
  
• The role of environmental exposures and the epigenome in health and disease. by Perera BPU, Faulk C, Svoboda LK, Goodrich JM, Dolinoy DC.
  

Coupled Model Intercomparison Project 6

Tutorials

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

Publications

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

GEOS-Chem Input Data

Tutorials

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

Publications

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

GEOS-Chem Nested Input Data

Tutorials

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

Tools & Applications

• Integrated Methane Inversion by Daniel Varon et al.
  

Publications

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

Materials Project Data

Tutorials

• Getting Started with the Materials API (MAPI) by Materials Project
  
• Materials Project Data on AWS OpenData by Materials Project
  

Tools & Applications

• Atomate2 by Materials Project
  
• FireWorks by Materials Project
  
• MP API python client by Materials Project
  
• Pymatgen by Materials Project
  

Publications

• The Materials Project: A materials genome approach to accelerating materials innovation by Jain A., Ong S.P., Hautier G., et al.
  

NOAA National Water Model CONUS Retrospective Dataset

Tutorials

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

Publications

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

OpenAQ

Tutorials

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

Scottish Public Sector LiDAR Dataset

Tutorials

• LiDAR Tutorial using QGIS by Michal Michalski
  
• LiDAR Tutorial using R by Michal Michalski
  

Tools & Applications

• Scottish Remote Sensing Portal by Scottish Government and Joint Nature Conservation Committee (JNCC)
  

Publications

• Large area archaeological survey in the age of big data and machine learning by Dave Cowley, George Geddes, Łukasz Banaszek, Kirsty Millican and Iris Kramer
  
• Making LiGHT Work of Large Area Survey? Developing Approaches to Rapid Archaeological Mapping and the Creation of Systematic National-scaled Heritage Data by Dave Cowley, Łukasz Banaszek, George Geddes, Angela Gannon, Mike Middleton and Kirsty Millican
  
• New light on medieval settlement in lowland Scotland by Dave Cowley and Piers Dixon
  
• Towards National Archaeological Mapping. Assessing Source Data and Methodology - A Case Study from Scotland by Łukasz Banaszek, Dave Cowley and Mike Middleton
  

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
  

Pacific Ocean Sound Recordings

Tutorials

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

Publications

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

CMAS Data Warehouse

Tutorials

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

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
  

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

Publications

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

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
  

SPARTAN Data

Tutorials

• Tutorial on using SPARTAN data on AWS by Haihui Zhu
  

Publications

• A Global-Scale Mineral Dust Equation by Xuan Liu, et al.
  
• Elemental Characterization of Ambient Particulate Matter for a Globally Distributed Monitoring Network: Methodology and Implications by Xuan Liu, et al.
  
• SPARTAN: A global network to evaluate and enhance satellite-based estimates of ground-level particulate matter for global health applications by Graydon Snider, et al.
  
• Variation in global chemical composition of PM2.5: emerging results from SPARTAN by Graydon Snider, et al.
  

Sofar Spotter Archive

Tutorials

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

Publications

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

SondeHub Radiosonde Telemetry

Tutorials

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

Tools & Applications

• pysondehub by Sondehub
  

Publications

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

Chalmers Cloud Ice Climatology

Tutorials

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

Tools & Applications

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

Publications

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

NOAA High-Resolution Rapid Refresh (HRRR) Model

Tutorials

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

Publications

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

SILO climate data on AWS

Tutorials

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

Tools & Applications

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

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

Tutorials

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

Publications

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

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
  

Blended TROPOMI+GOSAT Satellite Data Product for Atmospheric Methane

Tutorials

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

Publications

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

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

Tools & Applications

• NEX-GDDP-CMIP6 Dashboard by NASA
  

Publications

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

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

Tutorials

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

Publications

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

NOAA Global Forecast System (GFS)

Publications

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

National Herbarium of NSW

Tutorials

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

Publications

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

QIIME 2 Tutorial Data

Tutorials

• Developing with QIIME 2 by Caporaso and Bolyen
  
• QIIME 2 User Documentation (currently being replaced by *Using QIIME 2*) by The QIIME 2 Development Team
  
• Using QIIME 2 by Caporaso Lab
  

Wildfire Projections to Support Climate Resilience

Tutorials

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

Tools & Applications

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

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
  

Atmospheric Models from Météo-France

Tools & Applications

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

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

Publications

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

NOAA Analysis of Record for Calibration (AORC) Dataset

Tutorials

• Explore the AORC 1.1 dataset in Zarr by Michael AuCoin
  

Publications

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

NOAA Global Forecast System (GFS) netCDF Formatted Data

Publications

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

NOAA Unified Forecast System Subseasonal to Seasonal Prototypes

Publications

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

Nighttime-Fire-Flare

Publications

• NASA SMD AI Workshop Report by SMD Artificial Intelligence Machine Learning (AI/ML) Working Group
  
• Potentially underestimated gas flaring activities—a new approach to detect combustion using machine learning and NASA's Black Marble product suite by Srija Chakraborty, Tomohiro Oda, Virginia Kalb, Zhuosen Wang, Miguel O Román
  

Public Utility Data Liberation Project

Tutorials

• PUDL Data Access by Catalyst Cooperative
  
  
• State Hourly Electricity Demand by Catalyst Cooperative
  
  

RAPID NRT Flood Maps

Publications

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

SeeFar V0

Tutorials

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

Publications

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

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
  

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
  

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
  
  Amazon SageMaker Studio Lab

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
  

NOAA Global Surface Summary of Day

Tutorials

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

NOAA National Water Model Short-Range Forecast

Publications

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

NOAA's Coastal Ocean Reanalysis (CORA) Dataset

Tutorials

• Notebooks for working with CORA Data by John Ratcliff
  

NOAA/PMEL Ocean Climate Stations Moorings

Publications

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

Orcasound - bioacoustic data for marine conservation

Tools & Applications

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

Safecast

Tools & Applications

• Safecast Map by Nick Dolezal
  

Sentinel-1 SLC dataset for Germany

Tutorials

• Interferometric Synthetic Aperture Radar Tutorial by LiveEO
  

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

Tutorials

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

Digital Earth Pacific Mangroves Extent and Density

Tools & Applications

• Digital Earth Pacific Map by Digital Earth Pacific Contributors
  

Publications

• Digital Earth Pacific Open Data Access Documentation by digitalearthpacific
  

Digital Earth Pacific Water Observatins from Space (WOfS)

Tools & Applications

• Digital Earth Pacific Map by Digital Earth Pacific Contributors
  

Publications

• Digital Earth Pacific Open Data Access Documentation by digitalearthpacific
  

Pacific Coastlines Change

Tools & Applications

• Digital Earth Pacific Map by Digital Earth Pacific Contributors
  

Publications

• Digital Earth Pacific Open Data Access Documentation by digitalearthpacific
  

SatPM2.5

Tutorials

• Importing and Plotting the V6.GL.02.02 dataset into Matlab by Aaron van Donkelaar
  

Publications

• Enhancing Global Estimation of Fine Particulate Matter Concentrations by Including Geophysical a Priori Information in Deep Learning by Siyuan Shen, Chi Li, Aaron van Donkelaar, Nathan Jacobs, Chenguang Wang, and Randall V. Martin
  

Sentinel-1 Mean and Median Annual Mosaic

Tools & Applications

• Digital Earth Pacific Map by Digital Earth Pacific Contributors
  

Publications

• Digital Earth Pacific Open Data Access Documentation by digitalearthpacific
  

IGP Coal Plant

Tutorials

• Analyzing Coal Plant Data and Emission Calculation by APAD