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Transportation Secure Data Center

The Transportation Secure Data Center (TSDC) at https//www.nrel.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
1 Resources
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DEPRECATED. SEE UPDATE LINK BELOW. Distribution System Upgrade Unit Cost Database

REVISED 1/2/2019. SEE UPDATE LINK BELOW. This database contains unit cost information for different components that may be used to integrate distributed photovotaic D-PV systems onto distribution systems. Some of these upgrades and costs may also apply to integration of other dis...

HorowitzNational Renewable Energy Laboratory

Nov 20, 2017
3 Resources
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DEPRECATED: dGen (Distributed Generation Market Demand) Model Data: Alpha Release

DEPRECATED. DO NOT USE. See current version at https://dx.doi.org/10.7799/1812548. See active link below in the resources section. Open sourced data needed to run the basic alpha release version of the dGen model. Includes a pre-generated agent file of 100,000 agents in pickl...

Stanley. . et al National Renewable Energy Laboratory

Apr 01, 2020
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Maximum demand charge rates for commercial and industrial electricity tariffs in the United States

NREL has assembled a list of U.S. retail electricity tariffs and their associated demand charge rates for the Commercial and Industrial sectors. The data was obtained from the Utility Rate Database. Keep the following information in mind when interpreting the data: (1) These data...

McLaren. . et al National Renewable Energy Laboratory

Sep 19, 2017
1 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This dataset has been superseded by a new set of workbooks that can be found here: https://data.nrel.gov/submissions/183 These workbooks contain modeled estimates of long-run marginal CO2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. . et al National Renewable Energy Laboratory

Aug 12, 2021
12 Resources
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Data Files for the 2019 Next-Generation National Household Travel Survey Origin-Destination Data Addendum for the Georgia Region

The 2019 Next-Generation National Household Travel Survey – Origin-Destination Data Addendum for the Georgia Region covers the state of Georgia and 37 counties in surrounding states. An addendum to the nationwide version of the study, also conducted in 2019, this regional survey...

Data CenterNational Renewable Energy Laboratory

Jul 22, 2025
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DEPRECATED: Levelized Cost of Charging Electric Vehicles

DEPRECATED: SEE https://data.nrel.gov/node/150 FOR CORRECTED DATA. This data set includes the levelized cost of charging (LCOC) and lifetime fuel cost savings (LFCS) values as reported in "Levelized Cost of Charging of Electric Vehicles in the United States." Values are repor...

Borlaug. . et al National Renewable Energy Laboratory

Jun 12, 2020
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Observations and Lessons Learned in Residential Roofing Integrated Photovoltaics

The data file includes field observations of residential roofing integrated photovoltaics installation that happened between July 2021 and June 2022 in California. There are 21 observations 2 in the re-roofing category and 19 in the new construction category. The file include...

Cook and JenaNational Renewable Energy Laboratory

Mar 15, 2023
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Solar Technology Acceleration Center (SolarTAC): Solar Resource & Meteorological Assessment Project (SOLRMAP)

Located in Colorado, near Denver International Airport, SolarTAC is a private, member-based, 74-acre outdoor facility where the solar industry tests, validates, and demonstrates advanced solar technologies. SolarTAC was launched in 2008 by a public-private consortium, including M...

Andreas and WilcoxNational Renewable Energy Laboratory

Jan 19, 2016
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Rotating Shadowband Radiometer (RSR) Data for La Ola Lanai, Hawaii

The U.S. Department of Energy's National Renewable Energy Laboratory collaborates with the solar industry to establish high quality solar and meteorological measurements. This Solar Resource and Meteorological Assessment Project (SOLRMAP) provides high quality measurements to supp...

Wilcox and AndreasNational Renewable Energy Laboratory

Dec 17, 2014
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. . et al National Renewable Energy Laboratory

May 12, 2025
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Wet Chemical Compositional and Near IR Spectra Data Sets for Biomass

Near-infrared (NIR) calibration models are created by applying multivariate calibration methods to the combination of wet chemistry data and NIR spectra of a given set of biomass samples. Wet chemical compositional data and NIR spectra exist for the following types of biomass samp...

WolfrumNational Renewable Energy Laboratory

Nov 22, 2019
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Life Cycle Emissions Factors for Electricity Generation Technologies

This dataset consists of a table containing the distribution of literature estimates of greenhouse gas emissions for the following electricity generation and storage technologies: biopower, coal, concentrating solar power, geothermal, hydrogen storage, hydropower, lithium-ion batt...

Nicholson and HeathNational Renewable Energy Laboratory

Aug 23, 2021
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Solar Photovoltaic Curtailment Estimates 2018

This databook provides certain data behind figures and tables found in the NREL report "Solar PV Curtailment in Changing Grid and Technological Contexts." These data reflect estimates based on the best available data for solar photovoltaic curtailment.

O'Shaughnessy. . et al National Renewable Energy Laboratory

Aug 21, 2019
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Solar Resource and Meteorological Assessment Project (SOLRMAP): Sun Spot Two Data for Swink, Colorado

Wilcox and AndreasNational Renewable Energy Laboratory

Dec 17, 2014
2 Resources
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DEPRECATED State Policies and Programs for Community Solar (2024 Q3 Update)

This data set is no longer current – The most current data and all historical data sets can be found at https://data.nrel.gov/submissions/249 The purpose of this dataset is to summarize current community solar policies and low-income stipulations by state in the United States...

Xu. . et al National Renewable Energy Laboratory

Jun 27, 2024
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Inputs and Outputs for "A Resource Adequacy Assessment of Correlated Wide-Area Outages in the Power Grid”

This readme describes the input and output files associated with the study “A Resource Adequacy Assessment of Correlated Wide-Area Outages in the Power Grid” (DOI: 10.1088/2753-3751/add465). Specifically, it contains both the inputs and outputs of Probabilistic Resource Adequa...

Dhulipala. . et al National Renewable Energy Laboratory

May 19, 2025
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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. . et al National Renewable Energy Laboratory

May 12, 2025
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National Summary Statistics for Depot-Based Medium and Heavy-Duty Vehicle Operations

This file provides nationally aggregated summary statistics to characterize the daily operations of medium and heavy duty vehicles. It provides typical daily driving distances, domicile dwell durations, and one version of potential normalized electric vehicle depot charging load c...

Bruchon. . et al National Renewable Energy Laboratory

Feb 27, 2024
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Equitable Energy Investment Prioritization Data Set

This data set compiles metrics related to energy justice, environmental justice, and renewable energy (RE) deployment potential. The metrics, including energy burden, sociodemographic characteristics, environmental hazard exposure, and the technical generation potential and leveli...

Day and RossNational Renewable Energy Laboratory

Oct 15, 2021
4 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. . et al National Renewable Energy Laboratory

Jan 16, 2025
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U.S. Solar Photovoltaic System Cost Benchmark Q1 2018

NREL has been modeling U.S. photovoltaic PV system costs since 2009. The U.S. Solar Photovoltaic System CostBenchmark Q1 2018 report benchmarks costs of U.S. solar PV for residential commercial and utility-scale systems built in the first quarter of 2018 Q1 2018. THE methodology i...

Fu. . et al National Renewable Energy Laboratory

Mar 15, 2019
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Data for "Rapid monitoring of fermentations – a feasibility study on biological 2,3-butanediol production"

Raw data associated with the manuscript, "Rapid monitoring of fermentations – a feasibility study on biological 2,3-butanediol production"

Tillman. . et al National Renewable Energy Laboratory

Jul 18, 2025
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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...