cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18524048
title: PUDL Raw Pipelines and Hazardous Materials Safety Administration (PHMSA) Annual Natural Gas Report

description: Annual reports submitted to PHMSA from gas distribution, gas gathering, gas transmission, liquefied natural gas, and underground gas storage system operators. Annual reports include information such as total pipeline mileage, facilities, commodities transported, miles by material, and installation dates. Archived from https://www.phmsa.dot.gov/data-and-statistics/pipeline/gas-distribution-gas-gathering-gas-transmission-hazardous-liquids


This archive contains raw input data for the Public Utility Data Liberation (PUDL) software developed by Catalyst Cooperative. It is organized into Frictionless Data Packages. For additional information about this data and PUDL, see the following resources:



	
The PUDL Repository on GitHub
	
PUDL Documentation
	
Other Catalyst Cooperative data archives
DOI: 10.5281/zenodo.7683351
title: PUDL Raw Pipelines and Hazardous Materials Safety Administration (PHMSA) Annual Natural Gas Report

description: Annual reports submitted to PHMSA from gas distribution, gas gathering, gas transmission, liquefied natural gas, and underground gas storage system operators. Annual reports include information such as total pipeline mileage, facilities, commodities transported, miles by material, and installation dates. Archived from https://www.phmsa.dot.gov/data-and-statistics/pipeline/gas-distribution-gas-gathering-gas-transmission-hazardous-liquids


This archive contains raw input data for the Public Utility Data Liberation (PUDL) software developed by Catalyst Cooperative. It is organized into Frictionless Data Packages. For additional information about this data and PUDL, see the following resources:



	
The PUDL Repository on GitHub
	
PUDL Documentation
	
Other Catalyst Cooperative data archives
DOI: 10.5281/zenodo.18420009
title: scGRID (Tabula Muris - Marrow data)

description: This Zenodo repository contains data and model artifacts derived from the Tabula Muris mouse single-cell RNA-sequencing atlas. Specifically, it includes cell-type-specific gene regulatory networks (CTSGRNs) inferred from Tabula Muris data, associated node features used for graph-based learning, and trained Graph Attention Network (GAT) models generated as part of the scGRID framework.

Tabula Muris is a comprehensive, multi-organ single-cell transcriptomic atlas of the adult mouse, generated using both droplet-based and full-length scRNA-seq technologies. The original dataset was produced by the Chan Zuckerberg Biohub and collaborators, and is publicly available at:https://biohub.org/sf/tabula-muris/

The files provided here are intended to support reproducibility, benchmarking, and reuse of regulatory-network-based single-cell classification methods.
DOI: 10.5281/zenodo.17083310
title: How Joint Venture Experiences Shape Environmental Performance: New Evidence from Chinese Enterprises
DOI: 10.5281/zenodo.18557799
title: How Joint Venture Experiences Shape Environmental Performance: New Evidence from Chinese Enterprises
DOI: 10.15468/dl.wyyk9e
title: Occurrence Download

description: A dataset containing 5301 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((109.93248 -35.45466,156.89839 -35.45466,156.89839 -6.21608,109.93248 -6.21608,109.93248 -35.45466))",
 "OccurrenceStatus is Present",
 "TaxonKey is Owenia"
 ]
}

 The dataset includes 5301 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003116-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18555552
title: SuperDARN data in netCDF format (2017-Sep)

description: 2017-Sep SuperDARN radar data in netCDF format. These files were produced using version 3.0 of the public FitACF algorithm, using the AACGM v2 coordinate system. Cite this dataset if using our data in a publication.


The RST is available here: https://github.com/SuperDARN/rst



The research enabled by SuperDARN is due to the efforts of teams of scientists and engineers working in many countries to build and operate radars, process data and provide access, develop and improve data products, and assist users in interpretation.
Users of SuperDARN data and data products are asked to acknowledge this support in presentations and publications.
A brief statement on how to acknowledge use of SuperDARN data is provided below.




Users are also asked to consult with a SuperDARN PI prior to submission of work intended for publication.
A listing of radars and PIs with contact information can be found here:
(SuperDARN Radar Overview)



Recommended form of acknowledgement for the use of SuperDARN data:



'The authors acknowledge the use of SuperDARN data. SuperDARN is a collection of radars funded by national scientific funding agencies of Australia, Canada, China, France, Italy, Japan, Norway, South Africa, United Kingdom and the United States of America.'
DOI: 10.5281/zenodo.6329113
title: SuperDARN data in netCDF format (2017-Sep)

description: 2017-Sep SuperDARN radar data in netCDF format. These files were produced using version 3.0 of the public FitACF algorithm, using the AACGM v2 coordinate system. Cite this dataset if using our data in a publication.


The RST is available here: https://github.com/SuperDARN/rst



The research enabled by SuperDARN is due to the efforts of teams of scientists and engineers working in many countries to build and operate radars, process data and provide access, develop and improve data products, and assist users in interpretation.
Users of SuperDARN data and data products are asked to acknowledge this support in presentations and publications.
A brief statement on how to acknowledge use of SuperDARN data is provided below.




Users are also asked to consult with a SuperDARN PI prior to submission of work intended for publication.
A listing of radars and PIs with contact information can be found here:
(SuperDARN Radar Overview)



Recommended form of acknowledgement for the use of SuperDARN data:



'The authors acknowledge the use of SuperDARN data. SuperDARN is a collection of radars funded by national scientific funding agencies of Australia, Canada, China, France, Italy, Japan, Norway, South Africa, United Kingdom and the United States of America.'
DOI: 10.15468/dl.25h5bb
title: Occurrence Download

description: A dataset containing 1717 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Fouquieria columnaris"
 ]
}

 The dataset includes 1717 records from 69 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003115-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dek4hk
title: Occurrence Download

description: A dataset containing 1103 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((110.39293 -38.67781,138.48039 -38.67781,138.48039 -10.36013,110.39293 -10.36013,110.39293 -38.67781))",
 "OccurrenceStatus is Present",
 "TaxonKey is Diplopeltis"
 ]
}

 The dataset includes 1103 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003117-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21947/3016137
title: National Wind Plant Database

description: This database provides detailed information on wind power plants across the US. The database contains records from EIA 860, including plant names, turbine counts, installed capacity, etc. Individual turbine-level data is derived from the U.S. Wind Turbine Database, which provides geographic coordinates and technical specifications for individual wind turbines.
DOI: 10.5281/zenodo.18492477
title: Replication Data for: Pediatric Long COVID Is Characterized by Myeloid CCR6 Suppression and Immune Dysregulation

description: Dataset containing the files of the manuscript entitled "Pediatric Long COVID Is Characterized by Myeloid CCR6 Suppression and Immune Dysregulation" by Izquierdo-Pujol et al.

The dataset contains a CSV with the metadata of each file, three ZIP containing the FCS files for each of the 117 individuals analyzed in the manuscript and a README.txt file containing the information of the analysis and acquisition in line with MIFlowCyt requirements.

To gain access, data requesters will need to sign a data access agreement.
DOI: 10.5281/zenodo.18492476
title: Replication Data for: Pediatric Long COVID Is Characterized by Myeloid CCR6 Suppression and Immune Dysregulation

description: Dataset containing the files of the manuscript entitled "Pediatric Long COVID Is Characterized by Myeloid CCR6 Suppression and Immune Dysregulation" by Izquierdo-Pujol et al.

The dataset contains a CSV with the metadata of each file, three ZIP containing the FCS files for each of the 117 individuals analyzed in the manuscript and a README.txt file containing the information of the analysis and acquisition in line with MIFlowCyt requirements.

To gain access, data requesters will need to sign a data access agreement.
DOI: 10.15468/dl.bg4jnr
title: Occurrence Download

description: A dataset containing 2032 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Goldmania violiceps"
 ]
}

 The dataset includes 2032 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003120-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4crq2a
title: Occurrence Download

description: A dataset containing 38 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Atriplex atacamensis"
 ]
}

 The dataset includes 38 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003119-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5284/1000158
title: Magnetic Moments in the Past

description: Understanding the age of a given site has always played a central role in archaeology. The principal scientific dating technique used within archaeology is radiocarbon dating, but there are many other techniques that offer advantages to the archaeologists in different situations. Archaeomagnetic dating is one such technique that uses the properties of the Earth's magnetic field to produce a date. A project entitled 'Magnetic Moments in the Past' was launched by the University of Bradford and English Heritage to develop archaeomagnetic dating for application in UK archaeology, funded as part of the AHRC's Knowledge Transfer Fellowship scheme (reference AH/G01020X/1). This project was for one year, ending in May 2010.

The aim of the project was to demonstrate and communicate the potential of archaeomagnetism for routine use within the UK, and to provide a mechanism for the continued development of the method. This was achieved through the production of a website and a database of all archaeomagnetic studies carried out in the UK and Isle of Man, delivering clear and objective information about the application.
DOI: 10.5281/zenodo.18557594
title: Potency and Quality Assessment of Commercially Available Vancomycin Products in Jordan Using USP Cylinder- Plate Assay
title: results
DOI: 10.5281/zenodo.18557593
title: Potency and Quality Assessment of Commercially Available Vancomycin Products in Jordan Using USP Cylinder- Plate Assay
title: results
DOI: 10.15468/dl.8nwp6d
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Acourtia rzedowskii",
 "Year 1982-2026"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003121-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9cpvtb
title: Occurrence Download

description: A dataset containing 597 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sclerocactus scheerii"
 ]
}

 The dataset includes 597 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003122-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25824/redu/sxcifz
title: Data set associated with the research article “Apple pomace management by anaerobic digestion and composting: a life cycle assessment”

description: The dataset contains experimental data from the research article “Apple pomace management by anaerobic digestion and composting: a life cycle assessment”
DOI: 10.5281/zenodo.18510427
title: Al-Driven Magnesium Alloy Functionality  via Manifold Structuring and Disorder

description: LAMMPS input and output: 



LAMMPS input script detailing equilibration settings and uniaxial tensile loading process

MEAM potential files used for MD simulations of Mg-Al-Zn alloys

Example output file obtained containing stress-strain data from an MD run.


Example LAMMPS input structures:



Initial Mg crystal structure co-ordinates

1,000,000 atom simulation box of Mg

1,000,000 atom simulation box of AZ31 after atom substitutions of pure Mg.


Porous 3D structure files:



Python script used for import into SALOME to create 3D structure files of pores (via holes in cube)

3D structure files generated by SALOME which can be mapped onto a simulation box to generate pores.


Raw data:



Ultimate tensile strength (UTS) and Young's modulus (E) obtained for all alloys @ 0, 1, 2, 3% porosity

Crystal structure proportions of HCP/FCC/'other' obtained as a function of strain and porosity for AZ11 alloy (as an example)

Bond lengths obtained from RDF data for all bond pairs as a function of strain and alloy type.
DOI: 10.5281/zenodo.18510426
title: Al-Driven Magnesium Alloy Functionality  via Manifold Structuring and Disorder

description: LAMMPS input and output: 



LAMMPS input script detailing equilibration settings and uniaxial tensile loading process

MEAM potential files used for MD simulations of Mg-Al-Zn alloys

Example output file obtained containing stress-strain data from an MD run.


Example LAMMPS input structures:



Initial Mg crystal structure co-ordinates

1,000,000 atom simulation box of Mg

1,000,000 atom simulation box of AZ31 after atom substitutions of pure Mg.


Porous 3D structure files:



Python script used for import into SALOME to create 3D structure files of pores (via holes in cube)

3D structure files generated by SALOME which can be mapped onto a simulation box to generate pores.


Raw data:



Ultimate tensile strength (UTS) and Young's modulus (E) obtained for all alloys @ 0, 1, 2, 3% porosity

Crystal structure proportions of HCP/FCC/'other' obtained as a function of strain and porosity for AZ11 alloy (as an example)

Bond lengths obtained from RDF data for all bond pairs as a function of strain and alloy type.
DOI: 10.15468/dl.zgxm4y
title: Occurrence Download

description: A dataset containing 216 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sclerocactus uncinatus"
 ]
}

 The dataset includes 216 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003124-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5fy9qj
title: Occurrence Download

description: A dataset containing 510 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Acacia ampliceps"
 ]
}

 The dataset includes 510 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003125-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.772a4y
title: Occurrence Download

description: A dataset containing 4878037 records in GBIF matching the query:

 SELECT gbifid, datasetkey, specieskey, kingdom, phylum, class, "order", family, genus, species, scientificname, decimallatitude, decimallongitude, eventdate, institutioncode, "year" AS obs_year, basisofrecord, coordinateuncertaintyinmeters, issue
 FROM occurrence
 WHERE
 decimallatitude IS NOT NULL
 AND decimallongitude IS NOT NULL
 AND NOT ARRAY_CONTAINS(issue, 'ZERO_COORDINATE')
 AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_OUT_OF_RANGE')
 AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_INVALID')
 AND NOT ARRAY_CONTAINS(issue, 'COUNTRY_COORDINATE_MISMATCH')
 AND "year" &gt;= 2015
 AND "year" &lt;= 2026
 AND coordinateuncertaintyinmeters IS NOT NULL
 AND coordinateuncertaintyinmeters &gt; 0
 AND coordinateuncertaintyinmeters &lt;= 200.0
 AND decimallatitude &gt;= 46.479780028101516
 AND decimallatitude &lt;= 51.21395264452012
 AND decimallongitude &gt;= 12.588796183592416
 AND decimallongitude &lt;= 20.04431404917282
 AND GBIF_Within('POLYGON ((20.044314 46.479780, 20.044314 51.213953, 12.588796 51.213953, 12.588796 46.479780, 20.044314 46.479780))', decimallatitude, decimallongitude) = TRUE
 

 The dataset's 4878037 records were derived from 89 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003102-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vfdgde
title: Occurrence Download

description: A dataset containing 158416 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "OccurrenceStatus is Present",
 "TaxonKey is Noctuidae",
 "Year 2024-2026"
 ]
}

 The dataset includes 158416 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003090-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.djgn7d
title: Occurrence Download

description: A dataset containing 14829 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Stenurella melanura",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Country is Sweden",
 "DatasetKey is Artportalen"
 ]
}

 The dataset includes 14829 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003127-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18556588
title: NO2 concentration daily averages of Brazilian municipalities: January 2025 - August 2025

description: This dataset presents daily data on NO2 concentrations for each Brazilian municipality, from January 2025 to August 2025.

We used the Copernicus Atmosphere Monitoring Service (CAMS) global reanalysis (EAC4) as a source to compute zonal statistics for the official boundaries of Brazilian municipalities. 

The following datasets were computed:



Minimum values: for each municipality boundary and day, the hourly minimum values of NO2 (µg/m³) of all intersecting cells are averaged, resulting in the municipality's minimum daily indicator.

Maximum values: for each municipality boundary and day, the hourly maximum values of NO2 (µg/m³)  of all intersecting cells are averaged, resulting in the municipality's maximum daily indicator.

Average values: for each municipality boundary and day, the hourly average values of NO2 (µg/m³) of all intersecting cells are averaged, resulting in the municipality's average daily indicator.


Those indicators are presented in Parquet and CSV formats. The computational codes used to create those datasets are openly available here.

Disclaimer: "Neither the European Commission nor ECMWF is responsible for any use that may be made of the Copernicus information or data it contains."
DOI: 10.15468/dl.5q8cc5
title: Occurrence Download

description: A dataset containing 1139 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Acacia prominens"
 ]
}

 The dataset includes 1139 records from 62 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003128-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kz2yt4
title: Occurrence Download

description: A dataset containing 104765 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Antarctica",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 104765 records from 308 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003088-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18558010
title: Données synthétique d'analyse du Tableau de bord de l'éducation du ministère de l'Éducation du Québec

description: Ce jeu de données propose une synthèse analytique des 14 sections du Tableau de bord de l’éducation du ministère de l’Éducation du Québec (MEQ), structurée en trois blocs analytiques. Il documente, pour chaque section, les indicateurs mobilisés, les métadonnées, les mécanismes de filtrage, les choix de design et de scénarisation, les régimes de visibilité et d’invisibilité, ainsi que leurs implications pour la gouvernance éducative. Cette annexe soutient une analyse qualitative, centrée sur l’interface, de la datafication de l’éducation, de l’accountability et du pilotage des systèmes éducatifs par les données, et constitue un matériau complémentaire à l’article scientifique associé.

This dataset provides an analytical synthesis of the 14 sections of the Québec Ministry of Education’s Education Dashboard (MEQ), structured into three analytical blocks. It documents, for each section, the indicators used, metadata, filtering mechanisms, design and scenarization choices, regimes of visibility and invisibility, and their implications for educational governance. The annex supports a qualitative, interface-centered analysis of datafication, accountability, and data-informed governance in education systems, and serves as supplementary material to the related peer-reviewed article.