This dataset contains GADRAS and Geant4 simulated gamma-ray energy spectra used in the papers "Sim-to-real supervised domain adaptation for radioisotope identification" (https://doi.org/10.1016/j.nima.2025.171159) and "Unsupervised domain adaptation for radioisotope identification in gamma...

Rare earth elements (REEs) are essential to modern technologies, yet their high physical and chemical similarity makes separation of individual REEs difficult and environmentally taxing. Metalloproteins offer a promising alternative for selective REE binding, as they tend to have high metal ion...

This dataset contains time series of output operational features from production cost simulations. These datasets are configured as inputs to the storage sizing model available at link_to_storage_sizing_model . Datasets are presented with respect to the Western Interconnection of the US, on a zonal...

Ribosome inactivating proteins (RIPs) such as ricin and abrin depurinate an adenine base in the sarcin/ricin loop in the large ribosomal subunit, leading to inhibtion of protein synthesis and cell death. Here, we demonstrate that RIP toxin activity can be detected via nanopore-based DNA sequencing...

The availability of brackish groundwater for development. See Tidwell et al. 2014 for details concerning how the metric was quantified. This update includes the following changes: Have abandoned efforts to estimate available volume as supporting information is very limited. Also believe that cost is...

The quantity of wastewater that is available for reuse by another party. See Tidwell et al. 2014 for details concerning how the metric was quantified. This update includes the following changes: Updated wastewater discharge and reuse data from EPA’s Clean Water Needs Assessment (see https://www.epa...

This dataset consists of extreme event weather files for 115 locations in the United States, covering 16 Climate Zones in 50 states. The files were developed based on metrological data during 1995-2024 period. Severe weather events were identified during 2015-2024 and processed through a percentile...

The quantity of fresh surface water that is available for development according to the managing state or river basin authority. See Tidwell et al. 2014 for details concerning how the metric was quantified. This update includes the following changes: Updated USGS streamflow data now available at a...

Overview This dataset provides a consistent set of monthly hydropower generation for the US that reflects the local hydrologic cycle. The US Energy Information Administration (EIA) publishes monthly and annual generation data at most hydroelectric generation facilities as part of the EIA form 923...

The quantity of fresh groundwater that is available for development according to the managing state or river basin authority. See Tidwell et al. 2014 for details concerning how the metric was quantified. This update includes the following changes: Utilized USGS recharge data now available at a HUC12...

The quantity of freshwater (both surface and groundwater) that could be made available by abandonment and transfer of the water right from its prior use to a new use. See Tidwell et al. 2014 for details concerning how the metric was quantified. This update includes the following changes: Simplified...

The current dataset contains data upload links to the following river routing (water management) simulation data over CONUS: Climate Forcing: TGW (Hotter) ( https://tgw-data.msdlive.org/ ) Simulation Scenario: End-Century (RCP85) Simulation Period: 2060-2099 Simulation Model: mosartwmpy (Model for...

The current data upload contains the following hydropower simulation data: Climate Forcing: TGW ( https://tgw-data.msdlive.org/ ) Simulation Scenario: Historical Simulation Period: 1980-2019 Simulation Model: PNNL B1Hydro Output Format: CSV Spatial Resolution: Hydropower Plants, BAs, HUC4s Temporal...

The current dataset contains data upload links to the following river routing (water management) simulation data over CONUS: Climate Forcing: TGW (Cooler) ( https://tgw-data.msdlive.org/ ) Simulation Scenario: Mid-Century (RCP85) Simulation Period: 2020-2059 Simulation Model: mosartwmpy (Model for...

The current dataset contains data upload links to the following hydrologic (water balance) simulation data over CONUS: Climate Forcing: TGW (Cooler) ( https://tgw-data.msdlive.org/ ) Simulation Scenario: End-Century (RCP85) Simulation Period: 2060-2099 Simulation Model: VIC (Variable Infiltration...