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Training dataset and results for geothermal exploration artificial intelligence, applied to Brady Hot Springs and Desert Peak

The submission includes the labeled datasets, as ESRI Grid files (.gri, .grd) used for training and classification results for our machine leaning model: brady_som_output.gri, brady_som_output.grd, brady_som_output.* desert_som_output.gri, desert_som_output.grd, desert_som_outpu...

Moraga, J. et al Colorado School of Mines

Sep 01, 2020
16 Resources
0 Stars
Publicly accessible

U.S. Geothermal Electricity Siting Regulation and Zoning Ordinances (2026)

This is a collection of documented state and local ordinances governing utility-scale geothermal electricity projects throughout the United States. The data were compiled using the Infrastructure Continuous Ordinance Mapping for Planning and Siting Systems (INFRA-COMPASS) tool, wh...

Pullutasig, B. et al National Laboratory of the Rockies

Sep 21, 2026
5 Resources
0 Stars
Publicly accessible

NLR Hydrothermal Hurdle Model for the Western United States

The training datasets used for training the hurdle model are attached. Positives represent operational hydrothermal plants and Negatives represents the 0 MW sites derived from USGS residual heat flow The first stage is a gradient-boosted classifier, calibrated with sigmoid, estim...

Ramavajjala, C. and Trainor-Guitton, W. National Laboratories of the Rockies (NLR)

Dec 01, 2026
3 Resources
0 Stars
In progress

U.S. Geothermal Heat Pump Siting Regulation and Zoning Ordinances (2026)

This is a collection of documented state and local ordinances governing geothermal heat pumps (GHPs), ground-source heat pumps, and related geothermal exchange wells and loop systems throughout the United States. The data were compiled using the Infrastructure Continuous Ordinance...

Pinchuk, P. et al National Laboratory of the Rockies

Sep 21, 2026
5 Resources
0 Stars
Publicly accessible

U.S. Wind Siting Regulation and Zoning Ordinances (2022)

A machine readable collection of documented wind siting ordinances at the state and local (e.g., county, township) level throughout the United States. The data were compiled from several sources including, DOE's Wind Exchange Ordinance Database (Linked in the submission), National...

Lopez, A. et al National Renewable Energy Laboratory

Jun 30, 2022
7 Resources
1 Stars
Publicly accessible

Hawaii Play Fairway Analysis: Mapped Faults

Faults combined from USGS 2007 Geologic Map of the State of Hawaii and the USGS Quaternary Fault and Fold database. This data is in shapefile format.

Lautze, N. University of Hawaii

Jan 01, 2015
7 Resources
0 Stars
Publicly accessible

Fault Information and Seismicity for the Portland Basin Deep Direct-Use Feasibility Study

Included in this dataset is a spreadsheet with the primary fault information used in the basin model, a spreadsheet with earthquake magnitude estimates, and a figure showing location of faults and microseismicity in the Portland Basin

Streig, A. and Wells, R. Portland State University

Dec 04, 2018
3 Resources
0 Stars
Publicly accessible

U.S. Wind Siting Regulation and Zoning Ordinances (2025)

A machine readable collection of documented wind siting ordinances at the state and local (e.g., county, township) level throughout the United States. The data were compiled using the Infrastructure Continuous Ordinance Mapping for Planning and Siting Systems (INFRA-COMPASS) tool,...

Pinchuk, P. et al National Renewable Energy Laboratory

Sep 12, 2025
5 Resources
1 Stars
Publicly accessible

U.S. Solar Siting Regulation and Zoning Ordinances (2025)

A machine readable collection of documented solar siting ordinances at the state and local (e.g., county, township) level throughout the United States. The data were compiled using the Infrastructure Continuous Ordinance Mapping for Planning and Siting Systems (INFRA-COMPASS) tool...

Castelão, G. et al National Laboratory of the Rockies (NLR)

Dec 30, 2025
5 Resources
1 Stars
Publicly accessible

DEEPEN: Final 3D PFA Favorability Models and 2D Favorability Maps at Newberry Volcano

Part of the DEEPEN (DE-risking Exploration of geothermal Plays in magmatic ENvironments) project involved developing and testing a methodology for a 3D play fairway analysis (PFA) for multiple play types (conventional hydrothermal, superhot EGS, and supercritical). This was tested...

Taverna, N. et al National Renewable Energy Laboratory

Jan 24, 2024
14 Resources
0 Stars
Publicly accessible

Lightning Dock Geothermal Field GIS Data

This submission houses geospatial data for the Lightning Dock geothermal (LDG) field in the Animas Valley, Hidalgo County, south-western New Mexico. LDG is a liquid-dominated system produced for binary (ORC) power generation. In this submission shp and tif files are zipped with al...

Ifrene, G. et al Zanskar Geothermal

Aug 19, 2026
44 Resources
0 Stars
Publicly accessible

Supercritical Drilling Materials Analysis: Drilling and Completion Materials Database

This dataset compiles information on geothermal wells drilled into supercritical and near-supercritical conditions, with a focus on drilling and completion materials, fluid chemistry, and laboratory validation studies. The data are drawn from well reports, scientific literature, a...

Kibikas, W. et al Sandia National Laboratories

Sep 18, 2025
15 Resources
0 Stars
Publicly accessible

Project HOTSPOT: Mountain Home Well Borehole Geophysics Database

The Snake River Plain (SRP), Idaho, hosts potential geothermal resources due to elevated groundwater temperatures associated with the thermal anomaly Yellowstone-Snake River hotspot. Project HOTSPOT has coordinated international institutions and organizations to understand subsurf...

Shervais, J. Utah State University

Nov 11, 2012
33 Resources
0 Stars
Publicly accessible

Project HOTSPOT: Kimberly Well Borehole Geophysics Database

Shervais, J. Utah State University

Jul 04, 2011
48 Resources
0 Stars
Publicly accessible

Snake River Plain FORGE: Site Characterization Data

The site characterization data used to develop the conceptual geologic model for the Snake River Plain site in Idaho, as part of phase 1 of the Frontier Observatory for Research in Geothermal Energy (FORGE) initiative. This collection includes data on seismic events, groundwater,...

Moos, D. and Barton, C. Idaho National Laboratory

Apr 18, 2016
49 Resources
0 Stars
Publicly accessible

Newberry EGS Demonstration: Well 55-29 Stimulation Data

The Newberry Volcano EGS Demonstration in central Oregon, a 3 year project started in 2010, tests recent technological advances designed to reduce the cost of power generated by EGS in a hot, dry well (NWG 55-29) drilled in 2008. First, the stimulation pumps used were designed to ...

T., T. AltaRock Energy Inc

Dec 08, 2012
136 Resources
0 Stars
Publicly accessible

United States Land-based Wind Supply Curves 2024

This data packet contains supply curves, hourly generation profiles, and a composite siting exclusion TIFF for land-based wind across the contiguous United States. The supply curves offer comprehensive metrics such as capacity (MW), generation (MWh), levelized cost of energy (LCOE...

Geospatial Data Science, N. National Renewable Energy Laboratory

Jan 01, 2025
12 Resources
0 Stars
Publicly accessible

New Mexico Play Fairway Analysis: New Mexico Available Wells for Geochemical Sampling

This is a map package that is used to show the wells in New Mexico that may be available for geochemical sampling.

Pepin, J. New Mexico Institute of Mining and Technology

Nov 15, 2015
1 Resources
0 Stars
Publicly accessible

United States Land-based Wind Supply Curves 2023

GDS, N. National Renewable Energy Laboratory

Jun 30, 2023
13 Resources
0 Stars
Publicly accessible

United States Utility-Scale PV Supply Curves 2023

This data packet contains supply curves, hourly generation profiles, and a composite siting exclusion TIFF for utility-scale PV across the contiguous United States. The supply curves offer comprehensive metrics such as capacity (MW), generation (MWh), levelized cost of energy (LCO...

GDS, N. National Renewable Energy Laboratory

Jun 30, 2023
13 Resources
1 Stars
Publicly accessible

United States Utility-Scale PV Supply Curves 2024

Geospatial Data Science, N. National Renewable Energy Laboratory

Jan 01, 2025
12 Resources
0 Stars
Publicly accessible

InSAR Maps of Deformation Covering Raft River, Idaho from 2007 to 2010

This dataset contains maps of deformation covering Raft River, Idaho from 2007 to 2010 calculated from interferometric synthetic aperture radar data. This dataset is used in the study entitled "Inferring geothermal reservoir processes at the Raft River Geothermal Field, Idaho, US...

Reinisch, E. University of Wisconsin

Mar 11, 2007
8 Resources
0 Stars
Publicly accessible

U.S. High-Voltage Transmission Siting Regulation and Zoning Ordinances (2026)

This collection includes documented state and local ordinances governing high-voltage transmission lines across the United States. The data were compiled using the Infrastructure Continuous Ordinance Mapping for Planning and Siting Systems (INFRA-COMPASS) tool, which leverages Lar...

Castelao, G. et al National Laboratory of the Rockies

Sep 29, 2026
5 Resources
0 Stars
Publicly accessible

United States Offshore Wind Supply Curves 2024

This data packet contains supply curves, hourly generation profiles, and composite siting exclusion TIFFs for offshore wind (OSW) in the waters of the EEZ off the contiguous United States. The supply curves offer comprehensive metrics such as capacity (MW), generation (MWh), level...

Geospatial Data Science, N. National Renewable Energy Laboratory (NREL)

Jan 01, 2024
15 Resources
0 Stars
Publicly accessible

Next Generation Weather Radar (NEXRAD) Radar Line-of-Sight

The Next Generation Weather Radar (NEXRAD) system is a network of doppler radar operated jointly by the National Weather Service (NWS), the Federal Aviation Administration (FAA), and the U.S. Air Force. This dataset represents a line-of-sight for each radar station. Radar line-of-...