cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.26023/t0bn-52w6-gn01
title: OKMESO Little Washita Micronet and Soil Data. Version 1.0

description: This dataset contains Oklahoma Little Washita Watershed Micronet 5 minute meteorological and 15 minute soil temperature data. There are 42 stations in the micronet. ARS quality control flags are included in the data. Time is in CST. The format is described in the readme file. Disclaimer: The Agricultural Research Service (ARS) Micronet data set is derived from a network of sensors deployed in the 610 square kilometer Little Washita River Experimental Watershed (LWREW), located in southwestern Oklahoma. The LWREW is operated and maintained by the Grazinglands Research Laboratory (GRL) in El Reno, OK. For further information on the LWREW or GRL please visit our web site at grl.ars.usda.gov. We welcome your interest in and use of the Micronet data, but we request that recipient not distribute, publish or disseminate the data under the recipient's name without full and up-front acknowledgment of the ARS and GRL as the source of the data, and that the recipient acknowledges the support and role of the ARS and GRL in publications that use and are based on the Micronet data. It should be further understood that the ARS and its employees make no warranties, expressed or implied, concerning the accuracy, completeness, reliability or suitability for any one purpose, and that ARS and its employees shall be under no liability to any person by reason of any use made thereof.
DOI: 10.26023/7bhk-6zyn-ha0t
title: HIGHWAY: Lake Victoria Region METAR Data. Version 1.0

description: This data set includes the METAR surface meteorological observations from stations in the Lake Victoria region of Africa. The data are in the METAR ASCII format.
DOI: 10.26023/5q4w-k9bx-7r13
title: HIGHWAY: Lake Victoria Region SYNOP Data. Version 1.0

description: This data set includes the SYNOP surface meteorological observations from stations in the Lake Victoria region of Africa. SYNOP messages are typically sent every six hours. The data are in the SYNOP ASCII format.
DOI: 10.15468/dl.wdtaj2
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mimulus guttatus x luteus",
 "Country is Denmark",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043717-250920141307145/datasets/export for details.
DOI: 10.15468/dl.jcq5ev
title: Occurrence Download

description: A dataset containing 47384 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "PublishingCountry is Colombia",
 {
 "and" : [
 "Country is Colombia",
 {
 "not" : {
 "Issue" : [
 "is Country coordinate mismatch"
 ]
 }
 }
 ]
 }
 ]
 },
 "TaxonKey is one of (Diglossa humeralis [GBIF Backbone Taxonomy])"
 ]
}

 The dataset includes 47384 records from 156 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043715-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26023/gcqs-wge2-eg0z
title: HIGHWAY: Lake Victoria Region SYNOP Data. Version 1.0

description: This data set includes the SYNOP surface meteorological observations from stations in the Lake Victoria region of Africa. SYNOP messages are typically sent every six hours. The data are in the SYNOP BUFR format.
DOI: 10.3886/e237662v1
title: ECIN Replication Package for "Productivity Dynamics Among Union Locals in the United States"

description: The study is primarily based on the analysis of panel data for union locals in the United States. The data derive from the Labor Organization Reporting System (LORS) and are provided by the Office of Labor Management Standards (OLMS). <br><br>Using the LORS data, we examine the dynamics of the
union sector in the US, investigating the impact of inter-union competition on locals’
productivity and survival. We find low entry rates, high exit rates and high
levels of productivity dispersion in the sector. The entry of new locals is not
associated with productivity improvements among incumbents but has a small
negative impact on locals’ survival rates. These findings indicate that
inter-union competition is not effective in raising productivity and the
effects of creative destruction are weak, with these processes likely
insufficient to stem the sector’s overall decline.
description: None<br>
description: Response Rates: Not applicable - administrative data<br>
description: Presence of Common Scales: None
description: Not applicable - administrative data<br>
description: Locals (individual branches) of trade unions representing private sector employees, federal employees or postal employees. Labor organizations representing only state or local government employees are not included. <br>. Smallest Geographic Unit: ZIP code
description: other;
DOI: 10.15468/dl.x32b2z
title: Occurrence Download

description: A dataset containing 116 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Locality is Claudon",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 116 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043718-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gcsjx9
title: Occurrence Download

description: A dataset containing 219928 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "Geometry POLYGON((-75.56867 9.69383,-74.3885 9.69383,-74.3885 10.68329,-75.56867 10.68329,-75.56867 9.69383))",
 "HasGeospatialIssue is false",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 219928 records from 134 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043695-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26023/bad7-hph1-x00g
title: HIGHWAY: 3D-PAWS Surface Meteorological Data. Version 1.0

description: This data set includes the one minute resolution surface meteorological observations from the 3D-PAWS (3D-Printed Automatic Weather Station) meteorological stations around the Lake Victoria region of Africa. These data are in a columnar ASCII format.
DOI: 10.15468/dl.s2sf9j
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chelone glabra",
 "Country is Denmark",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043719-250920141307145/datasets/export for details.
DOI: 10.15468/dl.kzenvu
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chelone glabra",
 "Country is Norway",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043721-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yydunw
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chelone glabra",
 "Country is Netherlands",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043720-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7pzwn8
title: Occurrence Download

description: A dataset containing 3165 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is EWT: Carnivore Conservation Programme Cheetah Tracking Data",
 "TaxonKey is Acinonyx jubatus"
 ]
}

 The dataset includes 3165 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043722-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26023/exmr-44h3-7x0z
title: HIGHWAY: UK Met Office Operational Global Model Output. Version 1.0

description: This data set includes a subset of output from the UK Met Office Operational Global Model over the HIGHWAY region around Lake Victoria. The model is run twice daily at 06 and 18 UTC at a horizontal resolution of approximately 10km and with 70 vertical levels. The following fields are included: three and six hourly precipitation amount, instantaneous precipitation rate, surface and vertical profiles (200, 500, 700, and 850mb) of wind components, temperature, and relative humidity and surface dew point temperature at hourly intervals from forecast hour 13 to 35. The data are in NetCDF format.
DOI: 10.5517/ccdc.csd.cc2p61jh
title: CCDC 2478466: Experimental Crystal Structure Determination

description: Related Article: S.J. Zamisa, A.A. Adeleke, B. Omondi|2025|IUCrData|10|x250704|doi:10.1107/S2414314625007047
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.26023/ms84-rmy3-p00e
title: HIGHWAY: UK Met Office Tropical African Model Output over the Lake Victoria Region. Version 1.0

description: This data set includes a subset of output from the UK Met Office Tropical African Model over the HIGHWAY region around Lake Victoria. The model is run twice daily at 06 and 18 UTC at a horizontal resolution of approximately 4.4km and with 80 vertical levels. The following fields are included: three and six hourly precipitation amount, three hourly lightning flashes, instantaneous lightning flashrate, instantaneous precipitation rate, surface and vertical profiles (200, 500, 700, and 850mb) of wind components, temperature, and relative humidity and surface dew point temperature at hourly intervals from forecast hour 13 to 35. The data are in NetCDF format.
DOI: 10.15468/dl.6qdvmf
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Gratiola officinalis",
 "Country is Denmark",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043724-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e3xpj7
title: Occurrence Download

description: A dataset containing 154 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Locality is Darney",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 154 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043726-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26023/qvdp-yk1c-6v14
title: HIGHWAY: UK Met Office Unified Model Analysis (Global Configuration) over the Lake Victoria Region. Version 1.0

description: This data set includes a subset of analysis products from the UK Met Office Global Unified Model over the HIGHWAY region around Lake Victoria. The analysis is run four times per day at 00, 06, 12, and 18 UTC at a horizontal resolution of approximately 4.4km and with 80 vertical levels. The following fields are included: three hourly precipitation amount, instantaneous precipitation rate, surface and vertical profiles (200, 500, 700, and 850mb) of wind components, temperature, and relative humidity and surface dew point temperature. The data are in NetCDF format.
DOI: 10.15468/dl.tdap6e
title: Occurrence Download

description: A dataset containing 16154 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Specimen, Fossil)",
 "TaxonKey is Acorales"
 ]
}

 The dataset includes 16154 records from 446 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043725-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pm9hr9
title: Occurrence Download

description: A dataset containing 216 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is one of (USA.7_1, USA.22_1, USA.20_1, USA.30_1, USA.33_1, USA.40_1, USA.46_1)",
 "OccurrenceStatus is Present",
 "TaxonKey is Oeneis jutta"
 ]
}

 The dataset includes 216 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043727-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26023/s4jd-6akn-gc04
title: SALLJEX: NOAA P-3 Cloud Videos. Version 1.0

description: This data set consists of mpeg files from video tapes (VHS) from the NOAA WP-3D research aircraft taken during the South American Low-Level Jet Experiment (SALLJEX). Each file is roughly 1 hour in length and filesizes range from 1 GB to 1.7 GB. For each flight, forward-looking, left-looking, right-looking, and downward-looking video files are available. The files are orderable by time range with the option to select individual files within the time range.
DOI: 10.15468/dl.qus4qd
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Linaria alpina",
 "Country is Sweden",
 "HasCoordinate is true"
 ]
}

 The dataset includes 6 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043729-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xhk3y6
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Linaria alpina",
 "Country is Denmark",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043728-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.30271642
title: Dataset for:Exploring the Pharmacological Properties and Mechanism of Action of Lithocarpus litseifolius (Hance) Chun. in Treating Diabetic Neuropathy Based on SwissADME, Network Pharmacology, and Molecular Docking

description: This dataset contains all raw and processed files that support the manuscript investigating the anti-diabetic-neuropathy (DN) potential of the medicinal plant Lithocarpus litseifolius. The study integrates SwissADME profiling, network-pharmacology target mining and molecular-docking validation to identify drug-like constituents, core molecular targets (AKT1, BCL2, EGFR, ERBB2, ESR1, HSP90AA1, SRC, TP53) and relevant signalling pathways (PI3K-Akt, MAPK, AGE-RAGE, etc.).Content summaryCompounds/– SMILES, SDF and MOL2 files for the 45 finally analysed constituents (32 flavonoids, 5 phenolics, 8 triterpenoids).– SwissADME output table (Excel) reporting Lipinski violations, ESOL solubility, GI absorption, BA %, P-gp substrate status, PAINS/Brenk alerts.Targets/– 1,346 unique SwissTargetPrediction hits (Homo sapiens, probability &gt; 0) for all compounds.– 7,745 non-redundant DN-related targets extracted (DisGeNet, GeneCards, OMIM).– 246 intersecting “compound–disease” targets with Entrez IDs and official gene symbols.Networks/– STRING PPI (confidence ≥ 0.7) in TSV and Cytoscape (.cys) formats; node degree and 6-centrality metrics included.– “Drug–compound–target” network (.cys & .graphml) showing 290 nodes / 1,163 edges.Enrichment/– GO results (BP, CC, MF) and KEGG pathways (p ≤ 0.05, FDR q ≤ 0.05) as separate CSV files plus R-plots (png/pdf).Docking/– PDB codes of 8 core proteins, original co-crystal ligands, and CB-Dock2 parameter files (config.txt, box centre/size).– RMSD validation log (≤ 2 Å).– Binding-energy tables (CSV) for:– 17 core-compound vs core-target pairs– 40 “key-compound” vs core-target pairs– Lowest-energy poses (-5 to -9.4 kJ mol⁻¹) in MOL2 format and 3-D interaction images (png).– Positive-control data (approved drugs) for each target.Summary tables/– Master Excel file listing compound codes, names, molecular formula, MW, HBA, HBD, XLogP3, ESOL, GI, log Kp, P-gp, NRV, BA, PAINS/Brenk flags, highest Degree in network, docking scores vs each core target.Software & codeR 4.4.2 scripts for GO/KEGG (clusterProfiler, enrichplot, ggplot2) and Python notebooks for data cleaning are provided in the Code/ folder.Reuse potentialThe dataset enables re-analysis with updated target databases, comparison with other anti-DN agents, or development of multi-target QSAR/machine-learning models. All small-molecule and protein structures are ready for molecular-dynamics or free-energy perturbation studies.
DOI: 10.6084/m9.figshare.30271642.v1
title: Dataset for:Exploring the Pharmacological Properties and Mechanism of Action of Lithocarpus litseifolius (Hance) Chun. in Treating Diabetic Neuropathy Based on SwissADME, Network Pharmacology, and Molecular Docking

description: This dataset contains all raw and processed files that support the manuscript investigating the anti-diabetic-neuropathy (DN) potential of the medicinal plant Lithocarpus litseifolius. The study integrates SwissADME profiling, network-pharmacology target mining and molecular-docking validation to identify drug-like constituents, core molecular targets (AKT1, BCL2, EGFR, ERBB2, ESR1, HSP90AA1, SRC, TP53) and relevant signalling pathways (PI3K-Akt, MAPK, AGE-RAGE, etc.).Content summaryCompounds/– SMILES, SDF and MOL2 files for the 45 finally analysed constituents (32 flavonoids, 5 phenolics, 8 triterpenoids).– SwissADME output table (Excel) reporting Lipinski violations, ESOL solubility, GI absorption, BA %, P-gp substrate status, PAINS/Brenk alerts.Targets/– 1,346 unique SwissTargetPrediction hits (Homo sapiens, probability &gt; 0) for all compounds.– 7,745 non-redundant DN-related targets extracted (DisGeNet, GeneCards, OMIM).– 246 intersecting “compound–disease” targets with Entrez IDs and official gene symbols.Networks/– STRING PPI (confidence ≥ 0.7) in TSV and Cytoscape (.cys) formats; node degree and 6-centrality metrics included.– “Drug–compound–target” network (.cys & .graphml) showing 290 nodes / 1,163 edges.Enrichment/– GO results (BP, CC, MF) and KEGG pathways (p ≤ 0.05, FDR q ≤ 0.05) as separate CSV files plus R-plots (png/pdf).Docking/– PDB codes of 8 core proteins, original co-crystal ligands, and CB-Dock2 parameter files (config.txt, box centre/size).– RMSD validation log (≤ 2 Å).– Binding-energy tables (CSV) for:– 17 core-compound vs core-target pairs– 40 “key-compound” vs core-target pairs– Lowest-energy poses (-5 to -9.4 kJ mol⁻¹) in MOL2 format and 3-D interaction images (png).– Positive-control data (approved drugs) for each target.Summary tables/– Master Excel file listing compound codes, names, molecular formula, MW, HBA, HBD, XLogP3, ESOL, GI, log Kp, P-gp, NRV, BA, PAINS/Brenk flags, highest Degree in network, docking scores vs each core target.Software & codeR 4.4.2 scripts for GO/KEGG (clusterProfiler, enrichplot, ggplot2) and Python notebooks for data cleaning are provided in the Code/ folder.Reuse potentialThe dataset enables re-analysis with updated target databases, comparison with other anti-DN agents, or development of multi-target QSAR/machine-learning models. All small-molecule and protein structures are ready for molecular-dynamics or free-energy perturbation studies.
DOI: 10.26023/gdbt-55h4-vh0r
title: SALLJEX: P-3 Meteorological State and Navigation Parameters - slow data. Version 1.0

description: This dataset contains the NOAA P-3 (N43RF) State and Navigation parameters from the missions flown during SALLJEX. These netCDF files contain the raw (type 4 record) slow data from the NOAA/AOC standard tape in netCDF format. SALLJEX was funded by NOAA/OGP, NSF(ATM0106776) and funding agencies from Brazil FAPESP Grant 01/13816-1) and Argentina (ANPCYT PICT 07-06671, UBACyT 055)
DOI: 10.3886/e235501v2
title: Initiative to Mobilize Partnerships for Assistive Technology Transfer (IMPACT) through Evaluation of AT Tech Translation and Knowledge Translation (KT) , 2018 - 2026, United States

description: The IMPACT Center, led by a team at the University of Pittsburgh, Department of Rehabilitation Sciences & Technology in partnership with key stakeholders, will perform research, development, and technical assistance activities to accelerate the commercialization of NIDILRR-funded rehabilitation technologies (RTs) over the course of a five-year period. Key stakeholders include people with disabilities, our Advisory Board, and entrepreneurial support organizations. The goal of this project is to serve as a comprehensive resource for RT innovators to commercialize their RTs. The objectives are to: (1) provide a multi-level technology transfer training program tailored for each innovator team; (2) provide access to stakeholder groups and entrepreneurial service organizations (ESOs) to inform RT designs and identify downstream commercialization resources; (3) maintain the NIDILRR Innovation Management System (NIMS) that provides key insights into factors associated with technology transfer success; (4) provide an evidence-based tool to evaluate technology transfer readiness for teams and innovations; and (5) provide ongoing technical assistance and dissemination activities to improve the awareness and capacity of NIDILRR grantees and others in the RT community to transfer technology. Anticipated outcomes include: (1) increased capacity of innovators to transfer technology; (2) increased readiness for technology transfer of RT; (2) increased rate of technology transfer; (3) novel RT products available for consumers; (4) novel companies generated with advent of products; and (5) and increased participation of RT users. The expected products are a multi-phased training intervention, the NIMS, a searchable map of ESOs, a RT user and provider registry, an annual report reflecting the historical success of technology transfer among NIDILRR grantees, and peer-reviewed publications.
DOI: 10.26023/pwb1-c6x7-pd0h
title: SALLJEX: GDAS Analysis. Version 1.0

description: This dataset contains the initial and boundary conditions in GRIB format files to be used as input to the models. SALLJEX was funded by NOAA/OGP, NSF(ATM0106776) and funding agencies from Brazil FAPESP Grant 01/13816-1) and Argentina (ANPCYT PICT 07-06671, UBACyT 055)
DOI: 10.5281/zenodo.17259244
title: Basic_Network_Scripts

description: Basic codes for creating microbiome networks.  If use please reference:

Rawstern, A. H., Hernandez, D. J., & Afkhami, M. E. (2025). Central taxa are keystone microbes during early succession. Ecology Letters, 28(1), e70031.
DOI: 10.5281/zenodo.17259243
title: Basic_Network_Scripts

description: Basic codes for creating microbiome networks.  If use please reference:

Rawstern, A. H., Hernandez, D. J., & Afkhami, M. E. (2025). Central taxa are keystone microbes during early succession. Ecology Letters, 28(1), e70031.