As energy prices rise and climate change brings more extreme and frequent days of heating and cooling, households must allocate more of their income to energy bills, increasing their energy burden. Many strategies are employed to alleviate high energy burden, such as weatherization, energy...

The PNNL-PFAS database was constructed to provide quantitative infrared spectra of per- and polyfluoroalkyl substances (PFAS) in the gas phase. These fluorine-rich, organic compounds have been used as non-flammable solvents, cleaning agents, and in the manufacture of a diverse variety of consumer...

A total of 172 children from the DAISY study with multiple plasma samples collected over time, with up to 23 years of follow-up, were characterized via proteomics analysis. Of the children there were 40 controls and 132 cases. All 132 cases had measurements across time relative to IA. Sampling was...

This website contains the dataset that was used for writing the manuscript "HT Model: Using the Molecular Transformer for predicting hydrotreating reactions" The dataset includes a collection of hydrotreating reactions compiled from 41 peer-reviewed literature sources. These sources contain...

Surface meteorological data collected from the PNNL - Sequim "Upstairs" Campus. The data is collected by various instruments manufactured by Campbell Scientific deployed on a 3m tripod. The variables measured at this station are wind direction, wind speed, air temperature, relative humidity, surface...

The utility of transfer learning to improve the performance of deep learning in axon segmentation Data NOTE: If the download button doesn't work, please find the data here . Data: All the input and labeled volumes tf-logs: Tensorflow logs, view with command "tensorboard --logdir [name of folder]"...

We have aggregated the most recent soil moisture datasets from a diverse range of sources, encompassing the Continental United States (CONUS). These sources encompass gridded data from remote sensing products, reanalysis products, machine learning-based projects, and land surface modeling products...

Extreme weather events, including fires, heatwaves(HWs), and droughts, have significant impacts on earth, environmental, and power energy systems. Mechanistic and predictive understanding, as well as probabilistic risk assessment of these extreme weather events, are crucial for detecting, planning...

This data is supplementary to the manuscript Expanding the access of wearable silicone wristbands in community-engaged research through best practices in data analysis and integration by Lisa M. Bramer, Holly M. Dixon, David J. Degnan, Diana Rohlman, Julie B. Herbstman, Kim A. Anderson, and Katrina...

Genomic DNA was isolated from soil and rhizosphere samples using the Zymo Quick -DNA fecal/soil microbe miniprep kit (catalog no. D6010) according to the manufacturer’s instructions (Zymo Research; Irvine, CA) with the modification of eluting in 100 uL elution buffer. Sample concentrations were...

Please cite as : Naylor D.T., K.I. Naasko, M.L. Smith, S.P. Couvillion, C.D. Nicora, J.B. Trejo, and S.C. Fransen, et al. 2023. Metatranscriptomic Analysis of Soil. [Data Set] PNNL DataHub. https://doi.org/10.25584/1986545 RNA was collected from soil at different depths and after three different...

16S amplicon fastq files to be associated with PhenoSelection manuscript.

The presentation and supporting information provide data on the performance of an engineering-scale cross-flow heat exchanger used in hydrothermal liquefaction (HTL). Temperature profiles are provide for the process of waste water treatment sludges and a food waste. The data can be used to model...

This dataset is a SQL version of the Department of Energy (DOE) Public Reading Room holdings. It has been publicly available for decades. The Freedom of Information Act (FOIA) requires certain kinds of documents be made available to the public for inspection and copying. The collection includes...

CO2 Capture CFD (C3FD) dataset contains STAR-CCM+ simulations of a CO2-capturing solvent flowing across packing structures in a column. This dataset contains 50 2D and 50 3D simulations, each of which spans 500 timesteps. The 2D and 3D simulation meshes have 150,073 and 3,129,815 nodes, respectively...