cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18195838
title: JsVul: A function-level dataset of vulnerable and fixed source code in JavaScript and TypeScript

description: JsVul is a curated, function-level vulnerability dataset designed for the JavaScript and TypeScript ecosystems. Aggregated from seven major sources (CrossVul, CVEFixes, JS Vulnerability Dataset, OSSF CVE benchmark, SecBench.JS, OSV, and NVD), it supports the training of machine learning models for automated vulnerability detection.

Unlike generic multi-language datasets, JsVul utilizes a language-specific pipeline to ensure high data quality. The curation process includes:



Noise Filtering: Removal of minified code, test files, and non-semantic cosmetic edits.

Syntax Normalization: Application of ESLint and Prettier to standardizes code structure.

Rigorous Deduplication: Multi-stage filtering at the file, commit, and function levels.


Repository ContentsThe repository provides three compressed archives:



merged_data.zip: Raw source code files and JSON metadata for reproducibility.

js_vul.zip: The complete dataset containing ~22,000 labeled functions (Vulnerable/Safe) in chronologically sorted JSON Lines (JSONL) format.

js_vul_pairs_only.zip: A subset containing only matched pairs of pre-fix (vulnerable) and post-fix (safe) functions.


Each JSONL record includes the function body, binary label, and associated metadata (CVE/CWE IDs, commit hash, and publication date).
DOI: 10.5281/zenodo.18500037
title: On the Tokamak Soft Beta Limit Near β_N ≈ π³/15

description: Tokamak operation is commonly discussed in terms of the disruption-scale Troyon coefficient βN ∼2.8. Published experimental studies also describe a lower normalized-beta region in which neoclassical tearing modes (NTMs) appear frequently, typically βN ∼2.0–2.1 in large devices (DIII-D, JET). This note records the proximity of that reported onset regime to the dimensionless number π3/15 ≈2.067. Using two literature sources—an ITER-relevant stability-region statement and a large-sample onset-probability study—we summarize the reported ranges and their offsets from π3/15. The result is presented as a quantitative observational reference point for models of NTM onset in terms of βN.
DOI: 10.15468/dl.gu9wv9
title: Occurrence Download

description: A dataset containing 205 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Mexico",
 "OccurrenceStatus is Present",
 "TaxonKey is Cryptotis mayensis"
 ]
}

 The dataset includes 205 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014960-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25934/pr00012493.0
title: Available datapackage for study 'Longitudinal At Home Smell Testing to Detect Infection by SARS-CoV-2'

description: The purpose of this study is to learn more about how to better track smell recovery in people who have been infected with the SARS-CoV-2 virus (which causes COVID-19). Many people who have been infected by this virus develop changes in their sense of smell (olfaction). We are interested in measuring smell function objectively via smell cards that test odor intensity, identification, and discrimination. Objective and precise olfactory testing that can be performed in the convenience of one's home will help identify people with smell loss after infection by SARS-CoV-2. We will use results from this test to better understand the relationship between SARS-CoV-2 infection and recovery of olfactory function and to learn whether the AROMHA longitudinal smell test is a reliable olfactory function tracking tool to quantify smell loss in the context of COVID infection. These results may inform the design of therapeutic clinical trials to accelerate the recovery of smell function.
DOI: 10.5281/zenodo.18499563
title: SuperDARN data in netCDF format (2014-Jun)

description: 2014-Jun 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.6476642
title: SuperDARN data in netCDF format (2014-Jun)

description: 2014-Jun 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.yzuyum
title: Occurrence Download

description: A dataset listing the 12 species recorded in GBIF matching the query:
{
 "DatasetKey" : [
 "is Inventaires Aéro Biodiversité - BIA - Bastia Poretta-Inventaires Aéro Biodiversité - BIA - Point d'EPOC 5"
 ]
}

 The dataset's 12 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014953-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6e8sn7
title: Occurrence Download

description: A dataset containing 15466 records in GBIF matching the query:

 SELECT gbifid, datasetkey, specieskey, scientificname, decimallatitude, decimallongitude, eventdate, "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;= -41.89415215079384
 AND decimallongitude &gt;= -75.5327771015545
 AND decimallongitude &lt;= -65.93482227598784
 AND GBIF_Within('POLYGON ((-65.934822 -46.479780, -65.934822 -41.894152, -75.532777 -41.894152, -75.532777 -46.479780, -65.934822 -46.479780))', decimallatitude, decimallongitude) = TRUE
 

 The dataset's 15466 records were derived from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014936-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.md86t9
title: Occurrence Download

description: A dataset containing 19768 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sternotherus odoratus"
 ]
}

 The dataset includes 19768 records from 110 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014962-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2vxwn4
title: Occurrence Download

description: A dataset containing 19657 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Vaccinium angustifolium"
 ]
}

 The dataset includes 19657 records from 249 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014963-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25934/pr00012492.0
title: Available datapackage for study 'Motivational Enhancement to Augment Contingency Management for SARS-CoV-2 Testing and Vaccination Utilization Among Syringe Exchange Clients'

description: People who inject drugs (PWIDs) are highly vulnerable to SARS-CoV-2 infection and to the disease caused by SARS-CoV-2, coronavirus disease 2019 (COVID-19), however, rates of SARS-CoV-2 testing and vaccination uptake -vital to mitigating the spread of COVID-19 and achieving herd immunity - are lower among PWIDs compared to the general population. Building on our Phase I Rapid Acceleration of Diagnostics project, which found that contingency management (CM) increased testing utilization among PWIDs, the proposed project evaluates the comparative effectiveness of CM versus CM plus a brief motivational enhancement intervention on SARS-CoV-2 testing and vaccination uptake among PWIDs. This project has the potential to reduce COVID-19 health disparities among PWIDs and to decrease population level COVID-19 morbidity and mortality.
DOI: 10.6084/m9.figshare.31272043
title: Datasets for the Smokehouse Creek Fire paper

description: This dataset contains the sediment weights collected in MWACs, the calculated fluxes and the vegetation transects at each site.
DOI: 10.6084/m9.figshare.31272043.v1
title: Datasets for the Smokehouse Creek Fire paper

description: This dataset contains the sediment weights collected in MWACs, the calculated fluxes and the vegetation transects at each site.
DOI: 10.15468/dl.rn25cv
title: Occurrence Download

description: A dataset listing the 780 species recorded in GBIF matching the query:
{
 "DatasetKey" : [
 "is Inventaires Aéro Biodiversité - BIA - Bastia Poretta-Inventaires Aéro Biodiversité - BIA - Observations opportunistes plateforme"
 ]
}

 The dataset's 780 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014955-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/jcxaeb
title: Plant fossils

description: Collection of plant fossils of Luomus
DOI: 10.58024/aguq43489aac
title: Herberton Petrography

description: This package contains petrographic data (e.g., rock thin-section photos) and sample meta-data from the Herberton region in NE Queensland. The samples are contributed by the Geological Survey of Queensland from its legacy sample collection. This package is a work in progress but samples are available for anyone who's interested in performing observation or analysis collaboratively.

If you're interested in using these samples or contributing new data from the Herberton (e.g., additional samples), please get in touch.

Contact persons: Dr Renjie Zhou (renjie.zhou@uq.edu.au), Dr 
Al-Tamini Tapu (AlTamini.Tapu@nrmmrrd.qld.gov.au), and Mr Fred von Gnielinski (Friedrich.vonGnielinski@nrmmrrd.qld.gov.au)
DOI: 10.5517/ccdc.csd.cc2prcqk
title: CCDC 2495119: Experimental Crystal Structure Determination

description: Related Article: Saikat Mondal, Swayam Prakash, Birte Riechers, Robert Maaß, Franziska Emmerling, Biswajit Bhattacharya|2026|Cryst.Growth Des.|||doi:10.1021/acs.cgd.5c01550
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: 10.5517/ccdc.csd.cc2prcrl
title: CCDC 2495120: Experimental Crystal Structure Determination

description: Related Article: Saikat Mondal, Swayam Prakash, Birte Riechers, Robert Maaß, Franziska Emmerling, Biswajit Bhattacharya|2026|Cryst.Growth Des.|||doi:10.1021/acs.cgd.5c01550
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: 10.5517/ccdc.csd.cc2prcsm
title: CCDC 2495121: Experimental Crystal Structure Determination

description: Related Article: Saikat Mondal, Swayam Prakash, Birte Riechers, Robert Maaß, Franziska Emmerling, Biswajit Bhattacharya|2026|Cryst.Growth Des.|||doi:10.1021/acs.cgd.5c01550
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: 10.5517/ccdc.csd.cc2prctn
title: CCDC 2495122: Experimental Crystal Structure Determination

description: Related Article: Saikat Mondal, Swayam Prakash, Birte Riechers, Robert Maaß, Franziska Emmerling, Biswajit Bhattacharya|2026|Cryst.Growth Des.|||doi:10.1021/acs.cgd.5c01550
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: 10.5517/ccdc.csd.cc2psp39
title: CCDC 2496371: Experimental Crystal Structure Determination

description: Related Article: Tao Wang, Yupeng Song, Chong Wang, Hongyi Wang, Youpeng Zhang, Ying Jiang, Tianyang Dong, Bo Wu, Chunru Wang|2025|Chem.Commun.|62|1229|doi:10.1039/d5cc06441d
description: Related Article: Tao Wang|2025|CSD Communication|||
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: 10.5517/ccdc.csd.cc2pm37p
title: CCDC 2491012: Experimental Crystal Structure Determination

description: Related Article: Keiko  Noguchi|2025|CSD Communication|||
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: 10.5517/ccdc.csd.cc2pt3sf
title: CCDC 2496795: Experimental Crystal Structure Determination

description: Related Article: Ryuta Sekiguchi|2025|CSD Communication|||
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: 10.5517/ccdc.csd.cc2pt3xk
title: CCDC 2496799: Experimental Crystal Structure Determination

description: Related Article: Jiankang Chen|2025|CSD Communication|||
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: 10.5517/ccdc.csd.cc2pt8sl
title: CCDC 2496950: Experimental Crystal Structure Determination

description: Related Article: Jiankang Chen|2025|CSD Communication|||
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: 10.5517/ccdc.csd.cc2pt6k9
title: CCDC 2496881: Experimental Crystal Structure Determination

description: Related Article: Dulin Kong, Wenyan Wei, Xingjian Wang, Haoyu Tian, Xiaolin Cui, Senyao Zheng, Junchao Lu, Guiwei Yao, Xia Zhong, Jiao Chen, Xun Chen, Guangkuan Zhao|2025|Chem.Commun.|61|19040|doi:10.1039/d5cc04270d
description: Related Article: Guangkuan Zhao|2025|CSD Communication|||
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: 10.5517/ccdc.csd.cc2pt8yr
title: CCDC 2496955: Experimental Crystal Structure Determination

description: Related Article: Jackson J. Lee, Alexandre N. Sobolev, George A. Koutsantonis|2025|CSD Communication|||
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: 10.5517/ccdc.csd.cc10ky9t
title: CCDC 940766: Experimental Crystal Structure Determination

description: Related Article: Jackson J. Lee, Alexandre N. Sobolev, George A. Koutsantonis|2025|CSD Communication|||
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: 10.5517/ccdc.csd.cc2pt8zs
title: CCDC 2496956: Experimental Crystal Structure Determination

description: Related Article: Jackson J. Lee, Alexandre N. Sobolev, George A. Koutsantonis|2025|CSD Communication|||
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: 10.5517/ccdc.csd.cc2pt90v
title: CCDC 2496957: Experimental Crystal Structure Determination

description: Related Article: Jackson J. Lee, Alexandre N. Sobolev, George A. Koutsantonis|2025|CSD Communication|||
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: 10.5517/ccdc.csd.cc2pt91w
title: CCDC 2496958: Experimental Crystal Structure Determination

description: Related Article: Jackson J. Lee, Alexandre N. Sobolev, George A. Koutsantonis|2025|CSD Communication|||
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: 10.5517/ccdc.csd.cc2pt93y
title: CCDC 2496960: Experimental Crystal Structure Determination

description: Related Article: He Mingxin|2025|CSD Communication|||
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: 10.5517/ccdc.csd.cc2pt9hb
title: CCDC 2496972: Experimental Crystal Structure Determination

description: Related Article: He Mingxin|2025|CSD Communication|||
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: 10.5517/ccdc.csd.cc2pt9lf
title: CCDC 2496975: Experimental Crystal Structure Determination

description: Related Article: Jeremy Forte, Kamel Haddouche, Jamal Moussa|2025|CSD Communication|||
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: 10.5517/ccdc.csd.cc2ptdhf
title: CCDC 2497065: Experimental Crystal Structure Determination

description: Related Article: Yifei Zhou|2025|CSD Communication|||
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.