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Electrification Futures Study Demand-side Scenarios report figure data

The file includes the data for figures in the Electrification Futures Study demand-side scenarios report. Additional information on the data can be found in the report.

Mai. . et al National Renewable Energy Laboratory

Jun 26, 2018
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University of Oregon: GPS-based Precipitable Water Vapor (PWV)

A partnership with the University of Oregon and U.S. Department of Energy's National Renewable Energy Laboratory (NREL) to collect Precipitable Water Vapor (PWV) data to complement existing resource assessment data collection by the university.

Andreas and VignolaNational Renewable Energy Laboratory

Jan 19, 2016
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Long-Run Marginal Emission Rates for Electricity Workbooks for 2023 Cambium Data

These workbooks contain modeled estimates of long-run marginal emission rates (LRMER) for the contiguous United States' electric sector. A LRMER is an estimate of the rate of emissions that would be either induced or avoided by a change in electric demand, taking into account how ...

GagnonNational Renewable Energy Laboratory

Feb 15, 2024
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Data Files for “The 2030 National Charging Network: Estimating U.S. Light-Duty Demand for Electric Vehicle Charging Infrastructure"

This data set includes modeling results from “The 2030 National Charging Network: Estimating U.S. Light-Duty Demand for Electric Vehicle Charging Infrastructure” including region-specific [i.e., national, state, and core-based statistical area (CBSA)—cities/towns] electric v...

Wood and BorlaugNational Renewable Energy Laboratory

Apr 26, 2023
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Long-Run Marginal Emission Rates for Electricity Workbooks for 2022 Cambium Data

These workbooks contain modeled estimates of long-run marginal emission rates (LRMER) for the contiguous United States. A LRMER is an estimate of the rate of emissions that would be either induced or avoided by a change in electric demand, taking into account how the change could ...

Gagnon. . et al National Renewable Energy Laboratory

Jan 15, 2023
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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. . et al National Renewable Energy Laboratory

Jan 05, 2022
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NLR HPC Eagle Jobs Data and Additional Energy Metrics

Dataset DescriptionThis dataset contains anonymized job-level records from the Eagle high-performance computing (HPC) system. Each record represents a Slurm batch job and includes scheduling metadata, resource requests, resource utilization, CPU and GPU energy consumption measurem...

Clark. . et al Computational Science

Mar 17, 2026
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Supporting Data for "Photolytic Activation of Ni(II)X2L Explains How Ni-Mediated Cross Coupling Begins"

Data files associated with Nature Communications publication titled "Photolytic Activation of Ni(II)X2L Explains How Ni-Mediated Cross Coupling Begins."

Kudisch. . et al National Renewable Energy Laboratory

May 21, 2025
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Transportation Secure Data Center

The Transportation Secure Data Center (TSDC) at https://www.nlr.gov/tsdc provides free access to detailed transportation data from travel surveys and studies conducted across the nation. It features millions of data points including second-by-second GPS readings, vehicle character...

Garikapati and GonderNational Renewable Energy Laboratory

Mar 28, 2016
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NLR HPC Kestrel Jobs Data

Dataset DescriptionThis dataset contains anonymized job-level records from the Kestrel high-performance computing (HPC) system. Each record represents a Slurm batch job and includes scheduling metadata, resource requests, resource utilization, energy consumption estimates, and com...

Clark. . et al National Laboratory of the Rockies

Mar 17, 2026
2 Resources
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Topology-Based Machine-Learning for Modeling Power-System Responses to Contingencies

This is the companion dataset to the presentation NREL/PR-6A20-77485, which was presented at the 2020 Joint Statistical Meeting on August 3, 2020. Developed for the machine-learning predictive modeling of power-system responses to disruptions, it contains results of power-system c...

BushNational Renewable Energy Laboratory

Aug 01, 2020
2 Resources
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FCIC FY18 LT-baseline Feedstock Images

Set of images taken during pilot plant dilute-acid hydrolysis preatreatment reactor operation. Images were taken with a GoPro Hero 5 with rectilinear lens facing downwards on a weigh-belt instrument. Image period was every 30 seconds during operation. This image set is connec...

SieversNational Renewable Energy Laboratory

Jul 24, 2020
31 Resources
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ResStock County/Household Income Assignment CHIA

These data tables are cross-tabulations that provide the distribution of households by household income, converted to Federal Poverty Level (FPL) or Area Median Income (AMI) bins, and tenure status (owner or renter), specified by location and various household characteristics incl...

Harris. . et al National Renewable Energy Laboratory

Jul 02, 2019
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NREL 25-cm2 High-Pressure Low-Temperature Electrolysis Cell Hardware (Open Source)

This data resource describes an open-source cell hardware that enables low temperature electrolysis (LTE) testing at elevated pressures. Existing commercial options have several downsides when it comes to R&D testing. They are often not designed for repeated reassembly, may no...

Wrubel. . et al National Renewable Energy Laboratory

Nov 14, 2023
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Weather Data for Buildings Energy Simulations

This is weather data required for use in building energy simulations, including ResStock and OpenStudio-HPXML workflows.

Merket and AdhikariNational Laboratory of the Rockies

Feb 18, 2020
24 Resources
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A National Thermal Generator Performance Database

This submission contains cleaned and filtered data from the Environmental Protection Agency Clean Air Markets CAM database of thermal power plant operation and performance.

Rossol. . et al National Renewable Energy Laboratory

Dec 05, 2018
22 Resources
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Visualization Encoding Experiments for Power Systems Analysis

Through a human factors study, we evaluated the use of contour and glyph visualizations for two modern power systems models: an urban distribution model and a large-scale transmission model. This dataset provides model data and scripts for recreating the power flow data and visual...

Gruchalla. . et al National Renewable Energy Laboratory

Oct 26, 2022
4 Resources
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A Dataset of Cyber-Induced Mechanical Faults on Buildings with Network and Buildings Data

We have collected data of cyber-induced mechanical faults on buildings using a simulation platform. A DOE reference building model was used for running the simulation under a Rogue device attack and collected the network data as well as the physical buildings data to better unders...

Balamurugan. . et al National Renewable Energy Laboratory

Jan 29, 2023
12 Resources
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Airport Ground Support Equipment Analysis Data

This dataset includes the input and output data generated from the ground support equipment (GSE) analysis for the Athena ZEV (zero-emissions vehicles) project.

He. . et al National Renewable Energy Laboratory

Aug 12, 2025
11 Resources
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Load-Packaged AC/DC and DC/DC Power Electronics Converter Performance Data

This data set contains experimentally characterized performance data from load-packaged alternating current to direct current (AC/DC) and direct current to direct current (DC/DC) power electronics converters associated with lighting devices and miscellaneous electrical loads typic...

Santos. . et al National Renewable Energy Laboratory

Apr 13, 2022
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ResStock Communities Local Energy Action Program (Communities LEAP) Pilot Residential Housing Analysis

Data is associated with Report "ResStock Communities LEAP Pilot Residential Housing Analysis Detailed Methodology" by Lixi Liu, Jes Brossman, Yingli Lou technical report number NREL/TP-5500-88058. Results outline the potential impacts of the energy efficiency and electrification r...

Liu. . et al National Renewable Energy Laboratory

Nov 28, 2023
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NLR HPC Eagle GPU Node Metrics

Ganglia node metrics and iLO (Integrated Lights Out) power data captured from six representative Eagle GPU nodesThe Eagle HPC operated at NLR from 2019 through 2024. Eagle was a 2,000-node, 8-petaflop system. This dataset is a representative sample of metrics for 6 of the GPU node...

ClarkNational Laboratory of the Rockies

Jan 29, 2026
16 Resources
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United States County-Level Industrial Energy Use

Estimated industrial manufacturing agriculture construction and mining energy estimated by North American Industrial Classification System NAICS code county and fuel type for 2014. Additional disaggregation by end use e.g. machine drive process heating facility lighting is provide...

McMillan and NarwadeNational Renewable Energy Laboratory

Sep 27, 2018
7 Resources
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Planning for the Evolution of the Electric Grid with a Long-Run Marginal Emission Rate Data and Code

Data and code generated for the paper "Planning for the evolution of the electric grid with a long-run marginal emission rate," Pieter Gagnon and Wesley Cole, 2022.

Gagnon and ColeNational Renewable Energy Laboratory

Feb 02, 2022
5 Resources
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Gearbox Reliability Collaborative Phase 3 Gearbox 3 Test

The GRC uses a combined gearbox testing, modeling, and analysis approach disseminating data and results to the industry and facilitating improvement of gearbox reliability. This test data describes the tests of GRC gearbox 3 in the National Wind Technology Center dynamometer and d...

Keller and WallenNational Renewable Energy Laboratory

Dec 21, 2016
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