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Dataset
Data for publication Wan et al. (2020, JAMES), Improving time-step convergence in an atmosphere model with simplified physics: the impacts of closure assumption and process coupling

Basic Metadata Instrument ID 85000 Instrument Name General Data Source Project ID 70276 Project Name Assessing and Improving the Numerical Solution of Atmospheri Release Date 2020-04-21T13:26:35 Release State released Release State Display Released Submitted 2020-03-27T21:26:36 Submitter ID 6355768...

Dataset
Global Land Use under SSP-RCP scenarios

Basic Metadata Instrument ID 85000 Instrument Name General Data Source Project ID 68344 Project Name 68344 62901 FY16-18 Integrating Human and Earth System Dynam Release Date 2020-04-10T13:45:36 Release State released Release State Display Released Submitted 2022-10-10T22:31:30.527210 Submitter ID...

Dataset
Yang_et_al_2020_Hydrology_Data

Basic Metadata Instrument ID 59534013 Instrument Name Agent-based energy-water Model Project ID 595341002 Project Name Energy Water Nexus Release Date 2020-04-28T08:41:00 Release State released Release State Display Released Submitted 2020-04-28T15:38:40 Submitter ID 30807 Submitter Name W David...

Dataset
GCAM-Demeter-LU

Basic Metadata Instrument ID 85000 Instrument Name General Data Source Project ID 68344 Project Name 68344 62901 FY16-18 Integrating Human and Earth System Dynam Release Date 2020-04-17T22:31:54 Release State released Release State Display Released Submitted 2020-04-18T05:06:49 Submitter ID 6379022...

Dataset
EIA Form 714 Annual Electric Balancing Authority Area and Planning Area Report Dataset

The Commission collects data from electric utility balancing authority and planning areas in the United States. The Form 714 is authorized by the Federal Power Act and is a regulatory support requirement as provided by 18 CFR ยง 141.51 External Link . The data will be used to obtain a broad picture...

Dataset
DOE Hanford Public Reading Room Holdings Data in SQL

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...

Dataset
Multi-Species Complex and Standard Metabolomic Samples with Verified Truth Annotations

Data comprised of 204, 103, 89, 66, 30, and 16 gas chromatography mass spectrometry (GC-MS) runs from human cerebrospinal fluid (CSF), standards, human blood plasma, human urine, fungi species (A. niger, A. nidulans, T. reesei), and soil crust, respectively Across 4,523,251 candidate matches, 13,487...

Dataset
16s MSC-2 Leaveout Data

Please cite as : McClure R.S., M.R. Garcia, S.P. Couvillion, and K.S. Hofmockel. 2022. 16s MSC-2 Leaveout Data. [Data Set] PNNL DataHub. https://doi.org/10.25584/PNNLDH/1986543 Understanding how microorganisms within a soil community interact to support collective respiration and growth remains...

Dataset
Reducing Down(stream)time: Pretraining Molecular GNNs using Heterogeneous AI Accelerators

The demonstrated success of transfer learning has popularized approaches that involve pretraining models from massive data sources and subsequent finetuning towards a specific task. While such approaches have become the norm in fields such as natural language processing, implementation and...

Dataset
Dataset for Bioaerosols are the dominant source of warm-temperature immersion-mode INPs and drive uncertainties in INP predictability

Ice nucleating particles (INPs) are a rare subset of atmospheric aerosol that can initiate primary ice formation and thus trigger cloud glaciation. There is a significant gap between our ability to measure INPs and to predict their concentrations and variability in large-scale weather and climate...

Dataset
MXY_DB, An open database of computed bulk ternary transition metal dichalcogenides

We present a dataset of structural relaxations of bulk ternary transition metal dichalcogenides (TMDs) computed via plane-wave density functional theory (DFT). We examined combinations of up to two chalcogenides with seven transition metals from groups 4-6 in octahedral (1T) or trigonal prismatic...

Dataset
Classifying Metal-Binding Sites with Neural Networks

A pre-trained convolutional neural network was fine-tuned for three separate classification tasks, distinguishing 2D images of: 1) single amino acids, 2) protein structural ball and stick images of metalloproteins, and 3) protein structural ball and stick images of metalloenzymes with the metal...

Dataset
Model Soil Consortium 2 (MSC-2) Bacterial Isolate Genomes

Please cite as : McClure R.S., Y. Farris, R.E. Danczak, W.C. Nelson, H. Song, A. Kessler, and J. Lee, et al. 2022. Model Soil Consortium 2 (MSC-2) Bacterial Isolate Genomes. [Data Set] PNNL DataHub. https://doi.org/10.25584/PNNLDH/1986536 Model Soil Consortium 2 (MSC-2) Bacterial Isolate Genomes...

Biology
Earth System Science
Dataset
Metatranscriptomic data from MSC-2

Please cite as : McClure R.S., Y. Farris, R.E. Danczak, W.C. Nelson, H. Song, A. Kessler, and J. Lee, et al. 2022. Metatranscriptomic data from MSC-2. [Data Set] PNNL DataHub. https://data.pnnl.gov/group/nodes/dataset/33232 Metatranscriptomic data from MSC-2 12 fastq files (6 forward read, 6 reverse...

Ecosystem Science
Dataset
16s data from MSC-2 growth

Please cite as : McClure R.S., Y. Farris, R.E. Danczak, W.C. Nelson, H. Song, A. Kessler, and J. Lee, et al. 2022. 16s data from MSC-2 growth. [Data Set] PNNL DataHub. https://data.pnnl.gov/group/nodes/dataset/33231 16s data from MSC-2 growth 3 fastq of 16s amplicon data of MSC2 1 csv file of raw...

Microbiome Science