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Electrification Futures Study Load Profiles
This data set includes hourly load profiles developed for the Electrification Futures Study (EFS). The load profiles represent projected end-use electricity demand for various scenarios of electrification (Reference, Medium, High) and technology advancement (Slow, Moderate, Rapid)...
Mai, T. et al National Renewable Energy Laboratory
Jan 14, 2020
9 Resources
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9 Resources
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Thermal Cooling Water Datasets for Electric Sector Modeling
This spreadsheet contains data inputs associated with representations of water (i.e., use, supply, costs) for thermo-electric based production. Values in this spreadsheet have been used to support multiple transmission-related planning studies, using models such as Regional Energy...
Cohen, S. et al National Renewable Energy Laboratory
Sep 09, 2024
1 Resources
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1 Resources
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LA100 Equity Strategies: Rates and Affordability Report Data Appendices
Appendix data tables to accompany LA100 Equity Strategies Chapter 5: Rates and Affordability
Bowen, T. and Simeone, C. National Renewable Energy Laboratory
Jul 25, 2023
7 Resources
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7 Resources
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NLR HPC Facility Power Usage Effectiveness (PUE) Data
Timeseries of Energy Systems Integration Facility (ESIF) Data Center Power Usage Effectiveness (PUE) Data provided in Parquet and compressed CSV formatsPower Metrics Timeseries Fields:ts: Timestampcooling_kw: Cooling (kilowatts) Captures the power used by fans and pipe...
Clark, S. and Strelka, J. National Laboratory of the Rockies
Jan 29, 2026
5 Resources
0 Stars
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5 Resources
0 Stars
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Analysis of Joist Masonry Moisture Content Monitoring
BSC TO5 Task 7.2 Analysis of Joist Masonry Moisture Content Monitoring
House Lawrence, MA 01840
This work involved the field monitoring of embedded wood joist ends in a solid brick building in zone 5A that was retrofitted with interior insulation. Eleven joists throughout the bui...
Ueno, K. Building Science Corporation
Apr 27, 2016
3 Resources
0 Stars
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3 Resources
0 Stars
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Electrification Futures Study Supply-Side Scenarios Report Figure Data
The file includes the data for figures in the Electrification Futures Study Supply-Side Scenarios report. Additional information on the data can be found in the report: Murphy, Caitlin, Trieu Mai, Yinong Sun, Paige Jadun, Matteo Muratori, Brent Nelson, and Ryan Jones. 2021. Electr...
Murphy, C. et al Strategic Energy Analysis Center
Jan 20, 2021
1 Resources
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1 Resources
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Electric Technology Adoption and Energy Consumption
Scenario data from the Electrification Futures Study Scenarios of Electric Technology Adoption and Power Consumption for the United States report. Annual projections from 2017 to 2050 of electric technology adoption and energy consumption for five scenarios reference electrificati...
Mai, T. et al National Renewable Energy Laboratory
Jul 05, 2018
4 Resources
0 Stars
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4 Resources
0 Stars
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NLR HPC Eagle Jobs Data and Additional Energy Metrics
Overview: Anonymized job-level records from the Eagle high-performance computing (HPC) system at the National Laboratory of the Rockies (NLR). Each record represents a Slurm batch job with scheduling metadata, resource requests, resource utilization, CPU/GPU energy consumption, an...
Clark, S. et al National Laboratory of the Rockies
Mar 17, 2026
3 Resources
0 Stars
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3 Resources
0 Stars
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National Transmission Planning Study Long-Term Modeling Results
The National Transmission Planning Study (NTP Study) analyzed the transformation needed to ensure the U.S. transmission system continues to reliably meet electricity demand as the power sector evolves. The study linked several long and short-term power systems models to test numer...
Brown, P. and Mai, T. National Renewable Energy Laboratory (NREL)
Sep 10, 2023
14 Resources
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14 Resources
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Modeled Electricity Demand Profiles for Electric Airport Ground Support Equipment in the United States
Electric airport ground support equipment (eGSE) hourly annual (8760) load datasets for the top 50 U.S. airports (by enplanements), as described in Liu et al. (2025).Please cite as:Liu, Bo, Kevin Robby, Jayaraj Rane, Adway Das, Kara Podkaminer, and Brennan Borlaug. 2025. Hourly Lo...
Liu, B. et al National Renewable Energy Laboratory
Jan 17, 2025
3 Resources
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3 Resources
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Comparative Performance of Four Prototype Mechanical Building Cooling Systems in a Desert Climate
Data and result of approximately fifteen months of monitoring of four houses located in the desert climate of Borrego Springs, California. Four houses were constructed using identical floor plans but differing wall materials, and different cooling systems that were designed to red...
Springer, D. et al Davis Energy
Jul 20, 2016
9 Resources
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9 Resources
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NREL Price Series Developed for the ARPA-E FLECCS Program
The price data for four regions (CAISO, ERCOT, MISO-W, and PJM-W) are developed using the ReEDS to PLEXOS conversion as described in (Gagnon et al. 2020). The reference ReEDS case chosen is based on the 2020 Standard Scenario Mid-case, which uses the 2020 ReEDS model version (Cole...
Cohen, S. and Durvasulu, V. National Renewable Energy Laboratory
Dec 23, 2021
2 Resources
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2 Resources
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Electrification Futures Study Flexible Load Profiles
This data set includes hourly profiles for flexible load developed for the Electrification Futures Study (EFS). The load profiles represent projected end-use electricity demand that is assumed to be flexible (i.e., can be shifted throughout a day) for various scenarios of flexibil...
Jadun, P. et al National Renewable Energy Laboratory
Feb 04, 2020
3 Resources
0 Stars
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3 Resources
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2018 Industrial Energy Data Book
The Industrial Energy Data Book (IEDB) aggregates and synthesizes information on the trends in industrial energy use, energy prices, economic activity, and water use. The IEDB also estimates county-level industrial energy use and combustion energy use of large energy-using facilit...
McMillan, C. National Renewable Energy Laboratory
Nov 14, 2019
4 Resources
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4 Resources
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Metering Best Practices Applied in the National Renewable Energy Laboratory's Research Support Facility: A Primer to the 2011 Measured and Modeled Energy Consumption Datasets
Modern buildings are complex energy systems that must be controlled for energy efficiency. The Research Support Facility (RSF) at the National Renewable Energy Laboratory (NREL) has hundreds of controllers computers that communicate with the building's various control systems to...
Sheppy, M. et al National Renewable Energy Laboratory
Mar 25, 2016
4 Resources
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4 Resources
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Long-run Marginal CO2 Emission Rates Workbooks for 2020 Standard Scenarios Cambium Data
This dataset has been superseded by a new set of workbooks that can be found here: https://data.nlr.gov/submissions/183 These workbooks contain modeled estimates of long-run marginal CO2 emission rates (LRMER) for the contiguous United States. The LRMER is an estimate of the ...
Gagnon, P. et al National Renewable Energy Laboratory
Aug 12, 2021
12 Resources
0 Stars
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12 Resources
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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
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12 Resources
0 Stars
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NREL HPC Eagle Jobs Data
Three months of Eagle jobs data including Slurm metadata and derived power use characterization.
Eash, M. and Egan, H. National Renewable Energy Laboratory
Nov 24, 2020
3 Resources
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3 Resources
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Dataset of Generative AI Workload Power Profiles
This dataset provides a collection of high-resolution (5/10 Hz or every 0.2/0.1 seconds) power consumption profiles for generative artificial intelligence (GenAI) workloads executed on NLR's High Performance Computing (HPC) platform Kestrel. The dataset also includes examples of r...
Vercellino, R. et al National Laboratory of the Rockies
Mar 31, 2026
1 Resources
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1 Resources
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Modeled Electricity Demand Profiles for Federal, State, and Municipal Electric Vehicle Fleets in the United States
Federal, state, and municipal electric vehicle fleet hourly load datasets at the Uber H3 hex, county, and city resolutions, as described in Singer et al. (2025).Please cite as:Singer, Mark, Cabell Hodge, Kara Podkaminer, and Brennan Borlaug. 2025. Hourly Load Profile Dataset for F...
Singer, M. et al National Renewable Energy Laboratory
Jan 16, 2025
2 Resources
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2 Resources
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Modeled Electricity Demand Profiles for Electric Port Cargo Handling Equipment in the United States
Electric port cargo handling equipment (eCHE) hourly load datasets for the top 25 U.S. cargo airports (by tonnage), as described in Polemis et al. (2025).Please cite as:Polemis, Katerina, Andrew Kotz, Kara Podkaminer, and Brennan Borlaug. 2025. Hourly Load Profile Dataset for Elec...
Polemis, K. et al National Renewable Energy Laboratory
May 12, 2025
2 Resources
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2 Resources
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Modeled Electricity Demand Profiles for Electric Transit Bus Depots in the United States
Hourly one-week electricity demand profiles for electric transit bus depots in the United States, as described in Liu et al. (2025).Please cite as:Liu, Bo, Tim Jonas, Kara Podkaminer, and Brennan Borlaug. 2025. Hourly Load Profile Dataset for Electric Transit Bus Depots in the Uni...
Liu, B. et al National Renewable Energy Laboratory
May 12, 2025
2 Resources
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2 Resources
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2020 Annual Technology Baseline (ATB) Cost and Performance Data for Transportation Technologies
The 2020 Transportation Annual Technology Baseline (ATB) provides detailed cost and performance data, estimates, and assumptions for vehicle and fuel technologies in the United States. The Transportation ATB includes current and projected estimates through 2050 for light-duty vehi...
Jadun, P. et al National Renewable Energy Laboratory
Aug 22, 2020
6 Resources
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6 Resources
0 Stars
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Long-Run Marginal Emission Rates for Electricity Workbooks for 2021 Cambium Data
These workbooks contain modeled estimates of long-run marginal emission rates (LRMER) for the contiguous United States. The LRMER is an estimate of the rate of emissions that would be either induced or avoided by a long-term (i.e., more than several years) change in electrical dem...
Gagnon, P. et al National Renewable Energy Laboratory
Jan 05, 2022
4 Resources
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Publicly accessible
4 Resources
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NLR HPC Kestrel Jobs Data
Overview: Anonymized job-level records from the Kestrel HPC system at the National Laboratory of the Rockies (NLR). Each record represents a Slurm batch job with scheduling metadata, resource requests, utilization, energy estimates, and efficiency metrics. Sensitive fields (user, ...
Clark, S. et al National Laboratory of the Rockies
Mar 17, 2026
2 Resources
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2 Resources
0 Stars
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