cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.14188848
title: ROR Data

description: Data dump from the Research Organization Registry (ROR), a community-led registry             of open identifiers for research organizations.


Release v1.56 contains ROR IDs and metadata             for 111,392 research organizations in JSON and CSV format, in schema versions 1 and 2. This includes the addition of 67 new records and metadata updates to 2084 existing records.            See the release notes.

             
Data format             
             Beginning with release v1.45 on 11 April 2024, data releases contain JSON and CSV files             formatted according to both              schema v1 and schema v2.             v2 files have `_schema_v2`  appended to the end of the filename, ex v1.45-2024-04-11-ror-data_schema_v2.json.             In order to maintain compatibility with previous releases,             v1 files have no version information in the filename, ex v1.45-2024-04-11-ror-data.json                          
             For both versions, the CSV file contains a subset of fields from the JSON file, some of which have been flattened for easier parsing.             As ROR records and the ROR schema are maintained in JSON, CSVs are for convenience only. JSON is the format of record.                          
Release versioning             
             Beginning with v1.45 in April 2024, ROR has introduced schema versioning, with files available in             schema v1            and schema v2.             The ROR API default version, however, remains v1 and will be changed to v2 in April 2025.             To align with the API, the data dump major version will remain 1 until the API default version is changed to v2.             At that time, the data dump major version will be incremented to 2 per below.                          
             Data releases are versioned as follows:             

             

	             
Minor versions (ex 1.1, 1.2, 1.3):              Contain changes to data, such as a new records and updates to existing records. No changes to the data model/structure.            
	             
Patch versions (ex 1.0.1):              Used infrequently to correct errors in a release. No changes to the data model/structure.             
	             
Major versions (ex 1.x, 2.x, 3.x):              Contains changes to data model/structure, as well as the data itself. Major versions will be released with significant advance notice.             
             

             
For convenience, the date is also include in the release file name, ex: v1.0-2022-03-15-ror-data.zip.             
             The ROR data dump is provided under the              Creative Commons CC0 Public Domain Dedication. Location data in ROR comes from GeoNames and is licensed under a             Creative Commons Attribution 4.0 license.
DOI: 10.5281/zenodo.14429114
title: ROR Data

description: Data dump from the Research Organization Registry (ROR), a community-led registry             of open identifiers for research organizations.


Release v1.58 contains ROR IDs and metadata             for 111,808 research organizations in JSON and CSV format, in schema versions 1 and 2. This includes the addition of 0 new records and metadata updates to 111,808 existing records.            See the release notes.

             
Data format             
             Beginning with release v1.45 on 11 April 2024, data releases contain JSON and CSV files             formatted according to both              schema v1 and schema v2.             v2 files have `_schema_v2`  appended to the end of the filename, ex v1.45-2024-04-11-ror-data_schema_v2.json.             In order to maintain compatibility with previous releases,             v1 files have no version information in the filename, ex v1.45-2024-04-11-ror-data.json                          
             For both versions, the CSV file contains a subset of fields from the JSON file, some of which have been flattened for easier parsing.             As ROR records and the ROR schema are maintained in JSON, CSVs are for convenience only. JSON is the format of record.                          
Release versioning             
             Beginning with v1.45 in April 2024, ROR has introduced schema versioning, with files available in             schema v1            and schema v2.             The ROR API default version, however, remains v1 and will be changed to v2 in April 2025.             To align with the API, the data dump major version will remain 1 until the API default version is changed to v2.             At that time, the data dump major version will be incremented to 2 per below.                          
             Data releases are versioned as follows:             

             

	             
Minor versions (ex 1.1, 1.2, 1.3):              Contain changes to data, such as a new records and updates to existing records. No changes to the data model/structure.            
	             
Patch versions (ex 1.0.1):              Used infrequently to correct errors in a release. No changes to the data model/structure.             
	             
Major versions (ex 1.x, 2.x, 3.x):              Contains changes to data model/structure, as well as the data itself. Major versions will be released with significant advance notice.             
             

             
For convenience, the date is also include in the release file name, ex: v1.0-2022-03-15-ror-data.zip.             
             The ROR data dump is provided under the              Creative Commons CC0 Public Domain Dedication. Location data in ROR comes from GeoNames and is licensed under a             Creative Commons Attribution 4.0 license.
DOI: 10.15468/dl.8xpfwm
title: Occurrence Download

description: A dataset containing 28802 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Copsychus saularis",
 "Country is China",
 "HasCoordinate is true"
 ]
}

 The dataset includes 28802 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022843-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s47xvp
title: Occurrence Download

description: A dataset containing 15008 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Lutzomyia"
 ]
}

 The dataset includes 15008 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022845-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b9uws7
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Synodontis courteti)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 12 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022844-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t3g4kc
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cherax quadricarinatus",
 "Country is Israel",
 "HasCoordinate is true"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022846-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dx6enc
title: Occurrence Download

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

 The dataset includes 6 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022847-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q9fh9h
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Tonlesapia amnica)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 6 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022848-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2bppaj
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022849-250802193616735/datasets/export for details.
DOI: 10.15468/dl.v9dzk3
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Synodontis guttatus)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022850-250802193616735/datasets/export for details.
DOI: 10.15468/dl.jxc37e
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022851-250802193616735/datasets/export for details.
DOI: 10.15468/dl.8md5zy
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022852-250802193616735/datasets/export for details.
DOI: 10.15468/dl.86gf9n
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Leporinus subniger)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 11 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022856-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9mpctz
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Fredericella indica"
 ]
}

 The dataset includes 15 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022854-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7267/k3569d251
title: Policies and Interventions in Middle Eastern and North African (MENA) Countries to Mitigate Heat Stress Experienced by Outdoor Workers: A Scoping Literature Review

description: This dataset was developed as part of a scoping review investigating strategies to mitigate occupational heat stress among outdoor workers in Middle Eastern and North African (MENA) countries. It contains structured information extracted from 39 peer-reviewed articles that met the final inclusion criteria based on predefined parameters following the PEO framework (Population, Exposure, and Outcome),focused on heat exposure or mitigation in outdoor labor contexts.

The dataset captures variables such as study design, methodology, occupational group, country, key findings, and both formal (policy-level) and informal (practice-based) heat mitigation interventions. It also includes author-proposed policy recommendations and evidence of existing regional policies where applicable.

Users can expect three files:
- Elicit_-_reviewed.csv: the cleaned, verified dataset used in synthesis
- Elicit_-_final.csv: the raw AI-assisted extraction output with supporting quotes and rationale
- Final_studies_SR.csv: citation metadata for the 39 included studies

Together, these files provide a comprehensive foundation for analyzing how MENA countries are addressing workplace heat stress and can support future research, surveillance, and policy planning.
DOI: 10.15468/dl.xc54qg
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022857-250802193616735/datasets/export for details.
DOI: 10.15468/dl.fzzphz
title: Occurrence Download

description: A dataset containing 28863 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Phoenicurus auroreus",
 "Country is China",
 "HasCoordinate is true"
 ]
}

 The dataset includes 28863 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022855-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.md37gp
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cherax quadricarinatus",
 "Country is South Africa",
 "HasCoordinate is true"
 ]
}

 The dataset includes 10 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022859-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.da2s8f
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022860-250802193616735/datasets/export for details.
DOI: 10.15468/dl.dc42j5
title: Occurrence Download

description: A dataset containing 7470308 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Poecile carolinensis)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 7470308 records from 56 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022830-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16756876
title: Glossery
DOI: 10.5281/zenodo.16756877
title: Glossery
DOI: 10.15468/dl.7uq63p
title: Occurrence Download

description: A dataset containing 1049518 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Poecile montanus)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 1049518 records from 404 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022831-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kxzz4f
title: Occurrence Download

description: A dataset containing 16288746 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Poecile atricapillus)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 16288746 records from 111 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022829-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dtjudj
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Sierrathrissa leonensis)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 8 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022863-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xb9789
title: Occurrence Download

description: A dataset containing 613417 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Piaya cayana)",
 "Country is one of (Anguilla, Antigua and Barbuda, Argentina, Aruba, Bahamas, Barbados, Belize, Bolivia (Plurinational State of), Bonaire, Sint Eustatius and Saba, Bouvet Island, Brazil, Cayman Islands, Chile, Colombia, Costa Rica, Cuba, Curaçao, Dominica, Dominican Republic, Ecuador, El Salvador, Falkland Islands (Malvinas), French Guiana, Grenada, Guadeloupe, Guatemala, Guyana, Haiti, Honduras, Jamaica, Martinique, Mexico, Montserrat, Nicaragua, Panama, Paraguay, Peru, Puerto Rico, Saint Barthélemy, Saint Kitts and Nevis, Saint Lucia, Saint Martin (French part), Saint Vincent and the Grenadines, Sint Maarten (Dutch part), South Georgia and the South Sandwich Islands, Suriname, Trinidad and Tobago, Turks and Caicos Islands, Uruguay, Venezuela (Bolivarian Republic of), Virgin Islands (British), Virgin Islands (U.S.))"
 ]
}

 The dataset includes 613417 records from 463 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022826-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vd2s5z
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cherax quadricarinatus",
 "Country is Trinidad and Tobago",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022865-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zpjrmb
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Echeveria calderoniae"
 ]
}

 The dataset includes 24 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022867-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15795413
title: Collisional-radiative model of a supersonic inductive plasma torch (data)

description: Datasets include experimental measurements and Collisional-Radiative Model (CRM) results in the open-access research paper:

Y. Ait Ammar, A. Pascale, C. Corr, and T. Lafleur, "Collisional-radiative model of a supersonic inductive plasma torch", Plasma Sources Science and Technology, under review (2025) 

Specific files correspond to the following data:



CRM_Figure_1.csv = Time-varying CRM results for the case shown in Figure 1.

CRM_1_5mm_Nozzle.csv = CRM results at different RF powers and argon mass flow rates for a nozzle throat diameter of 1.5 mm.

CRM_2_0mm_Nozzle.csv = CRM results at different RF powers and argon mass flow rates for a nozzle throat diameter of 2.0 mm.

CRM_2_5mm_Nozzle.csv = CRM results at different RF powers and argon mass flow rates for a nozzle throat diameter of 2.5 mm.

CRM_3_0mm_Nozzle.csv = CRM results at different RF powers and argon mass flow rates for a nozzle throat diameter of 3.0 mm.

CRM_3_5mm_Nozzle.csv = CRM results at different RF powers and argon mass flow rates for a nozzle throat diameter of 3.5 mm.

CRM_4_0mm_Nozzle.csv = CRM results at different RF powers and argon mass flow rates for a nozzle throat diameter of 4.0 mm.

Experimental_Data.xlsx = Experimental data for different RF powers, argon mass flow rates, and nozzle throat diameter sizes.

Experimental Spectrum_Figure_9.csv = Measured experimental emission spectrum for the case shown in Figure 9 of the above paper.

CRM_Species_list.csv = List of all species included in the model and some of their properties as shown in Table I of the above paper.

CRM_Collisional_Reaction_Processes.scv = Explicit list of all forward collisional reaction processes included in the model in Table II of the above paper, as well as the rate coefficients used.

CRM_Radiative_Reaction_Processes.csv = Explicit list of all radiative reaction processes included in the model in Table III of the above paper.