cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.hw4wnh
title: Occurrence Download

description: A dataset containing 10142 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "OccurrenceStatus is Present",
 "TaxonKey is Pouzolzia Gaudich."
 ]
}

 The dataset includes 10142 records from 209 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0265860-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xbvxnp
title: Occurrence Download

description: A dataset containing 7031 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Stipa L."
 ]
}

 The dataset includes 7031 records from 51 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0265849-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ygkcjz
title: Occurrence Download

description: A dataset containing 270 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Panthera uncia (Schreber, 1775)"
 ]
}

 The dataset includes 270 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0212450-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zwnnhk
title: Occurrence Download

description: A dataset containing 11098 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Living Specimen, Occurrence evidence, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Mangifera indica L."
 ]
}

 The dataset includes 11098 records from 226 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0212444-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.58rfqy
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lepanthes craticia Luer"
 ]
}

 The dataset includes 16 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006394-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x2zr4q
title: Occurrence Download

description: A dataset containing 714 species occurrences available in GBIF matching the query:
{
 "and" : [
 "CoordinateUncertaintyInMeters 0.0-5000.0",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Trypoxylus dichotomus (Linnaeus, 1771)"
 ]
}

 The dataset includes 714 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0212449-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3cxpvg
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-74.96528 0.30814,-69.04842 0.30814,-69.04842 5.05117,-74.96528 5.05117,-74.96528 0.30814))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Pachira quinata (Jacq.) W.S.Alverson"
 ]
}

 The dataset includes 15 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0223347-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y3teby
title: Occurrence Download

description: A dataset containing 133 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rhizobotrya alpina Tausch"
 ]
}

 The dataset includes 133 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0064537-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ksspha
title: Occurrence Download

description: A dataset containing 1737 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ficus asperifolia Miq.",
 "Continent is Africa"
 ]
}

 The dataset includes 1737 records from 86 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001735-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.chxhpm
title: Occurrence Download

description: A dataset containing 390 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((115.0144 -8.171087, 115.1822 -8.171087, 115.1822 -8.065541, 115.0144 -8.065541, 115.0144 -8.171087))",
 "Year is greater than or equal to 2013",
 "HasGeospatialIssue is false",
 "TaxonKey is Aves",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Specimen)"
 ]
 }
 }
 ]
}

 The dataset includes 390 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001736-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8zgd94
title: Occurrence Download

description: A dataset containing 211 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ficus bubu Warb.",
 "Continent is Africa"
 ]
}

 The dataset includes 211 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001738-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4t78d4
title: Occurrence Download

description: A dataset containing 265 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Chinese Taipei",
 "Locality is 龜山島"
 ]
}

 The dataset includes 265 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001741-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mvnptk
title: Occurrence Download

description: A dataset containing 278 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ficus conraui Warb.",
 "Continent is Africa"
 ]
}

 The dataset includes 278 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001743-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k3jtpz
title: Occurrence Download

description: A dataset containing 56076 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((115.1151 -8.828967, 115.3069 -8.828967, 115.3069 -8.536522, 115.1151 -8.536522, 115.1151 -8.828967))",
 "Year is greater than or equal to 2013",
 "HasGeospatialIssue is false",
 "TaxonKey is Aves",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Specimen)"
 ]
 }
 }
 ]
}

 The dataset includes 56076 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001740-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dph5b9
title: Occurrence Download

description: A dataset containing 921 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ficus cordata Thunb.",
 "Continent is Africa"
 ]
}

 The dataset includes 921 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001744-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wvfk9x
title: Occurrence Download

description: A dataset containing 519 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ficus craterostoma Warb. ex Mildbr. & Burret",
 "Continent is Africa"
 ]
}

 The dataset includes 519 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001746-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3wkc6g
title: Occurrence Download

description: A dataset containing 578 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ficus cyathistipula Warb.",
 "Continent is Africa"
 ]
}

 The dataset includes 578 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001748-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rv49fe
title: Occurrence Download

description: A dataset containing 265 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Chinese Taipei",
 "Locality is 龜山島"
 ]
}

 The dataset includes 265 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001749-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yyht6y
title: Occurrence Download

description: A dataset containing 6359 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Material citation)",
 "Geometry POLYGON((-148.30256 -8.43960,31.30256 -8.43960,31.30256 63.43960,-148.30256 63.43960,-148.30256 -8.43960))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Ateles geoffroyi Kuhl, 1820",
 {
 "or" : [
 "Year is 2009",
 "Year 1000-2024"
 ]
 }
 ]
}

 The dataset includes 6359 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001747-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y54qd7
title: Occurrence Download

description: A dataset containing 51282 species occurrences available in GBIF matching the query:
{
 "and" : [
 "FamilyKey is Amaryllidaceae",
 "Continent is Africa",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Specimen, Machine Observation)"
 ]
}

 The dataset includes 51282 records from 196 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019075-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14703162
title: AsserT5: Test Assertion Generation Using a Fine-Tuned Code Language Model (Replication Package)

description: Replication package for our AST 2025 paper ‘AsserT5: Test Assertion Generation Using a Fine-Tuned Code Language Model’ (https://doi.org/10.1109/AST66626.2025.00008; preprint: https://arxiv.org/abs/2502.02708).

Contents of the replication package:



data/: our extended methods2test training & test dataset

models/: our implementations of the models

results/: raw results and processed ones using the evaluation scripts

tools/: other tools and scripts we used during evaluation



AssertionCommander (model query & metrics evaluation) also available at https://github.com/sprimbs8-up/AssertionCommander 

AssertionExtractor (extract assertion statements from test cases) also available at https://github.com/sprimbs8-up/AssertionExtractor

methods2testcrawler also available at https://github.com/sprimbs8-up/methods2test-crawler



checkpoints/: The model checkpoints for the trained AsserT5 variants and the comparison models.



Only the checkpoints for the best-performing model variant with up to 10 assertions per test case are included.

The other variants can be found on the Hugging Face Hub at https://huggingface.co/se2p/AsserT5 (https://doi.org/10.57967/hf/4225)
DOI: 10.15468/dl.pzm9qn
title: Occurrence Download

description: A dataset containing 30420 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rhagium inquisitor"
 ]
}

 The dataset includes 30420 records from 485 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019121-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/ccdc.csd.cc2hb9nt
title: CCDC 2303816: Experimental Crystal Structure Determination

description: Related Article: Saravanan Raju, Sanhati Sharangi, Harkesh B. Singh, R. S. Prabhuraj, Rohit Srivastava, Ray J. Butcher, Sangit Kumar|2025|Dalton Trans.|54|13235|doi:10.1039/d5dt00916b
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.cc2hb9pv
title: CCDC 2303817: Experimental Crystal Structure Determination

description: Related Article: Saravanan Raju, Sanhati Sharangi, Harkesh B. Singh, R. S. Prabhuraj, Rohit Srivastava, Ray J. Butcher, Sangit Kumar|2025|Dalton Trans.|54|13235|doi:10.1039/d5dt00916b
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.cc2hb9sy
title: CCDC 2303820: Experimental Crystal Structure Determination

description: Related Article: Saravanan Raju, Sanhati Sharangi, Harkesh B. Singh, R. S. Prabhuraj, Rohit Srivastava, Ray J. Butcher, Sangit Kumar|2025|Dalton Trans.|54|13235|doi:10.1039/d5dt00916b
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.cc2hb9tz
title: CCDC 2303821: Experimental Crystal Structure Determination

description: Related Article: Saravanan Raju, Sanhati Sharangi, Harkesh B. Singh, R. S. Prabhuraj, Rohit Srivastava, Ray J. Butcher, Sangit Kumar|2025|Dalton Trans.|54|13235|doi:10.1039/d5dt00916b
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.cc2hb9v0
title: CCDC 2303822: Experimental Crystal Structure Determination

description: Related Article: Saravanan Raju, Sanhati Sharangi, Harkesh B. Singh, R. S. Prabhuraj, Rohit Srivastava, Ray J. Butcher, Sangit Kumar|2025|Dalton Trans.|54|13235|doi:10.1039/d5dt00916b
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.cc2hb9w1
title: CCDC 2303823: Experimental Crystal Structure Determination

description: Related Article: Saravanan Raju, Sanhati Sharangi, Harkesh B. Singh, R. S. Prabhuraj, Rohit Srivastava, Ray J. Butcher, Sangit Kumar|2025|Dalton Trans.|54|13235|doi:10.1039/d5dt00916b
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.cc2jn59p
title: CCDC 2343082: Experimental Crystal Structure Determination

description: Related Article: Mingchang Zhu, Qiuying Gao, Mengxian Zheng, Lei Wang, Yaguang Sun, Jingwei Liu, Shuangyan Wu |2025|ACS Sustain.Chem.Eng.|13|1484|doi:10.1021/acssuschemeng.4c06725
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: 10.15468/dl.aza8gn
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is one of (Coreopsis grandiflora)"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019126-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nykcxx
title: Occurrence Download

description: A dataset containing 529 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acisoma panorpoides",
 "Geometry POLYGON((119.300000 20.500000, 122.100000 20.500000, 122.100000 25.400000, 119.300000 25.400000, 119.300000 20.500000))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 529 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019127-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ba2h7c
title: Occurrence Download

description: A dataset containing 4294 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phaenops cyanea"
 ]
}

 The dataset includes 4294 records from 179 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019125-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xfc78x
title: Occurrence Download

description: A dataset containing 2508 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (China, Chinese Taipei, Mongolia)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Dianthus chinensis",
 "Year 1000-2025"
 ]
}

 The dataset includes 2508 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019124-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3pmavq
title: Occurrence Download

description: A dataset containing 127 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-3.74871 40.49393,-3.75514 40.49002,-3.75211 40.48402,-3.74513 40.48381,-3.74421 40.48576,-3.74036 40.49016,-3.73815 40.49303,-3.74871 40.49393))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Animalia"
 ]
}

 The dataset includes 127 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019128-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nwgsfa
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cuphea procumbens",
 "Country is Bolivia (Plurinational State of)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 5 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019129-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cwfwcw
title: Occurrence Download

description: A dataset containing 28 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cuphea procumbens",
 "Country is Nepal",
 "HasCoordinate is true"
 ]
}

 The dataset includes 28 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019131-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hbp3pc
title: Occurrence Download

description: A dataset containing 61 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is one of (Coreopsis integrifolia)"
 ]
}

 The dataset includes 61 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019132-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yhuee4
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019130-250920141307145/datasets/export for details.
DOI: 10.17630/af850e8e-219f-46d2-94cf-6b43539d08ec
title: Three-Dimensional Magnetic Field Extrapolation Using Analytical Magnetohydrostatic Equilibrium Solutions (thesis data)

description: The attached data files underpin the doctoral thesis "Three-Dimensional Magnetic Field Extrapolation Using Analytical Magnetohydrostatic Equilibrium Solutions". The following file types and formats are included: 
- Python code files: .py (requires at least a text editor to be opened, but a code editor is recommended)
- Jupyter notebook files: .ipynb (requires a program capable to read Jupyter notebooks, e.g. VSCode)
- Magnetogram and continuum observations by SDO and Solar Orbiter: .fits (require specialised reading routines, e.g. Sunpy in Python, an example is given in one of the Jupyter notebooks)
- X-Ray time series by GOES: .nc (same requirements as .fits files)
- Additional figures: .png (no special requirements)

More details on the underpinning data are provided in the REAME.md file.