cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.14454/psfd-3g88
title: DataCite PID Links Data File - May 2025

description: The DataCite PID Links Data File contains records in JSON format for relationships between PIDs within the DataCite PIDGraph, up to the end of May 2025.
DOI: 10.15468/dl.agdd4n
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hildebrandtia ornata (Peters, 1878)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((35.628 -23.023,35.6007 -22.9702,35.6007 -23.165,35.628 -23.023))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033510-250525065834625/datasets/export for details.
DOI: 10.5281/zenodo.14280613
title: Datasets and codes supporting "Machine-Learning Bond-Order Potential for Exploring the Configuration Space of Carbon"

description: This provides the datasets and codes supporting "Machine-Learning Bond-Order Potential for Exploring the Configuration Space of Carbon". 

MLBOP_trainer.tar.gz



The PyTorch implementation of MLBOP for preprocessing and training.


training_data.tar.gz



The training dataset used for fitting MLBOP.

This includes the DFT-calculated properties of 52669 structures obtained with the PBE functional using VASP.


testing_data.tar.gz



The testing dataset including the DFT-calculated properties of 22663 structures.


toydata.tar.gz



The toy datasets of diamond, graphene, and simple cubic structures.


work_mlbop.tar.gz



The scripts used to train MLBOP on our training dataset, C-ACE training dataset, and toy dataset.


work_ace.tar.gz



The input scripts and log files of pacemaker used to train the Atomic Cluster Expansion on the training and toy dataset.


work_dp.tar.gz



The input scripts and log files of DeePMD-kit used to train the DeePMD on the training and toy dataset.


work_schnet.tar.gz



The source codes implemented in Pytorch Geometric used for training SchNet on the training and toy dataset.
DOI: 10.5281/zenodo.14280614
title: Datasets and codes supporting "Machine-Learning Bond-Order Potential for Exploring the Configuration Space of Carbon"

description: This provides the datasets and codes supporting "Machine-Learning Bond-Order Potential for Exploring the Configuration Space of Carbon". 

MLBOP_trainer.tar.gz



The PyTorch implementation of MLBOP for preprocessing and training.


training_data.tar.gz



The training dataset used for fitting MLBOP.

This includes the DFT-calculated properties of 52669 structures obtained with the PBE functional using VASP.


testing_data.tar.gz



The testing dataset including the DFT-calculated properties of 22663 structures.


toydata.tar.gz



The toy datasets of diamond, graphene, and simple cubic structures.


work_ace.tar.gz



The input script and log files of pacemaker used to train the Atomic Cluster Expansion on the training and toy dataset.


work_dp.tar.gz



The input script and log files of DeePMD-kit used to train the DeePMD on the training and toy dataset.


work_schnet.tar.gz



The source codes implemented in Pytorch Geometric used for training SchNet on the training and toy dataset.
DOI: 10.5281/zenodo.15632256
title: Datasets and codes supporting "Machine-Learning Bond-Order Potential for Exploring the Configuration Space of Carbon"

description: This provides the datasets and codes supporting "Machine-Learning Bond-Order Potential for Exploring the Configuration Space of Carbon". 

MLBOP_trainer.tar.gz



The PyTorch implementation of MLBOP for preprocessing and training.


training_data.tar.gz



The training dataset used for fitting MLBOP.

This includes the DFT-calculated properties of 52669 structures obtained with the PBE functional using VASP.


testing_data.tar.gz



The testing dataset including the DFT-calculated properties of 22663 structures.


toydata.tar.gz



The toy datasets of diamond, graphene, and simple cubic structures.


work_mlbop.tar.gz



The scripts used to train MLBOP on our training dataset, C-ACE training dataset, and toy dataset.


work_ace.tar.gz



The input scripts and log files of pacemaker used to train the Atomic Cluster Expansion on the training and toy dataset.


work_dp.tar.gz



The input scripts and log files of DeePMD-kit used to train the DeePMD on the training and toy dataset.


work_schnet.tar.gz



The source codes implemented in Pytorch Geometric used for training SchNet on the training and toy dataset.
DOI: 10.5281/zenodo.15632447
title: Datasets and codes supporting "Machine-Learning Bond-Order Potential for Exploring the Configuration Space of Carbon"

description: This provides the datasets and codes supporting "Machine-Learning Bond-Order Potential for Exploring the Configuration Space of Carbon". 

MLBOP_trainer.tar.gz



The PyTorch implementation of MLBOP for preprocessing and training.


training_data.tar.gz



The training dataset used for fitting MLBOP.

This includes the DFT-calculated properties of 52669 structures obtained with the PBE functional using VASP.


testing_data.tar.gz



The testing dataset including the DFT-calculated properties of 22663 structures.


toydata.tar.gz



The toy datasets of diamond, graphene, and simple cubic structures.


work_mlbop.tar.gz



The scripts used to train MLBOP on our training dataset, C-ACE training dataset, and toy dataset.


work_ace.tar.gz



The input scripts and log files of pacemaker used to train the Atomic Cluster Expansion on the training and toy dataset.


work_dp.tar.gz



The input scripts and log files of DeePMD-kit used to train the DeePMD on the training and toy dataset.


work_schnet.tar.gz



The source codes implemented in Pytorch Geometric used for training SchNet on the training and toy dataset.
DOI: 10.15468/dl.qrvuhk
title: Occurrence Download

description: A dataset containing 333 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Material sample)"
 ]
 }
 },
 "TaxonKey is Jaculus orientalis Erxleben, 1777",
 "Continent is one of (Africa)",
 "Year is greater than or equal to 1900"
 ]
}

 The dataset includes 333 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033511-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15632271
title: Does standardization matter? Evaluating the potential of the Common European Framework of Reference for Languages (CEFR) to foster labour market inclusion of immigrants (DISCEFRN): Stata Code Webscraping study (Embargoed until 2026)

description: This file contains the programming code (Stata, Version 17) that was used to analyse the web-scraped data collected within the DISCEFRN project (see metadata section Funding I). Within DISCEFRN, we collected and analysed the language requirements for all job-ads that were released in one of Norway’s main online job-sites over the course of one year (01/2024-12/2024). This file contains the stata code to replicate the analyses conducted in the publication Schmaus, Carlsen, Bugge (currently in preparation). The associated data set is deposited at DataverseNO:  https://doi.org/10.18710/K6WA0V



📁 Repository: Private (Embargoed until 06/2026)

🔒 Access: By request only

📅 Planned release date: 06/2026


Please contact misc@hvl.no for more information or to request access.
DOI: 10.5281/zenodo.15632272
title: Does standardization matter? Evaluating the potential of the Common European Framework of Reference for Languages (CEFR) to foster labour market inclusion of immigrants (DISCEFRN): Stata Code Webscraping study (Embargoed until 2026)

description: This file contains the programming code (Stata, Version 17) that was used to analyse the web-scraped data collected within the DISCEFRN project (see metadata section Funding I). Within DISCEFRN, we collected and analysed the language requirements for all job-ads that were released in one of Norway’s main online job-sites over the course of one year (01/2024-12/2024). This file contains the stata code to replicate the analyses conducted in the publication Schmaus, Carlsen, Bugge (currently in preparation). The associated data set is deposited at DataverseNO:  https://doi.org/10.18710/K6WA0V



📁 Repository: Private (Embargoed until 06/2026)

🔒 Access: By request only

📅 Planned release date: 06/2026


Please contact misc@hvl.no for more information or to request access.
DOI: 10.15468/dl.7ttrs6
title: Occurrence Download

description: A dataset containing 1107 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Hypnea cervicornis J.Agardh"
 ]
}

 The dataset includes 1107 records from 72 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033512-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yk5qv8
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Limonium aphroditae R.Artelari & Georgiou"
 ]
}

 The dataset includes 9 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016757-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ksx525
title: Occurrence Download

description: A dataset containing 1088369 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Actitis hypoleucos (Linnaeus, 1758))",
 "Geometry POLYGON((-9.36035 44.71551,-10.59082 42.81152,-11.82129 36.80928,-7.69043 36.17336,-3.38379 35.88905,3.12012 38.13456,9.18457 38.20366,11.7334 37.16032,12.78809 34.74161,17.09473 33.79741, 23.15918 34.23451,30.10254 32.62087,33.2666 32.99024,35.72754 35.03,33.00293 35.53223,28.69629 35.17381,28.34473 36.31513,25.7959 37.50973,24.91699 39.90974,28.78418 40.6473,30.71777 41.17865,36.87012 45.213,38.18848 46.98025,38.71582 47.7541,39.94629 47.93107,40.20996 49.61071,37.0459 50.34546,35.72754 50.40152,33.79395 52.26816,31.68457 51.94426,31.4209 53.27835,32.56348 53.43572,30.98145 54.77535,30.89355 55.52863,28.43262 56.02295,27.20215 57.65716,27.37793 58.30949,27.90527 59.17593,29.66309 59.88894,27.6416 60.58697,31.50879 62.75473,28.78418 69.83962,30.89355 70.28912,29.22363 71.55274,21.75293 71.30079,14.28223 70.14036,11.38184 67.47492,4.87793 63.66576,-5.53711 71.52491,-10.63477 71.69129,-21.5332 67.74276,-28.56445 65.36684,-24.3457 61.35461,-9.36035 44.71551))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2021"
 ]
}

 The dataset includes 1088369 records from 723 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0228613-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y4d8qa
title: Occurrence Download

description: A dataset containing 102876 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pacifastacus leniusculus (Dana, 1852)"
 ]
}

 The dataset includes 102876 records from 276 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016766-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.py9axp
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Daphniphyllum sumatraense (T.C.Huang) T.C.Huang"
 ]
}

 The dataset includes 10 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022678-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xdejn5
title: Occurrence Download

description: A dataset containing 367 species occurrences available in GBIF matching the query:
{
 "and" : [
 "CoordinateUncertaintyInMeters 0.0-94500.0",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Viverravidae",
 "Year 1000-2023"
 ]
}

 The dataset includes 367 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0121845-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nmumnj
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Argyresthia laevigatella Herrich-Schäffer, 1855",
 {
 "not" : {
 "DatasetKey" : [
 "is Global database of alien macrofungi"
 ]
 }
 },
 {
 "or" : [
 "Country is United States of America",
 "Country is United States",
 "Country is United States of America",
 "Country is Canada",
 "Continent is North America"
 ]
 }
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0367688-210914110416597/datasets/export for details.
DOI: 10.15468/dl.cbq77g
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Trichoglottis uexkuelliana J.J.Sm."
 ]
}

 The dataset includes 9 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019402-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xujwuc
title: Occurrence Download

description: A dataset containing 8866 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-124.27734 10.89645,-80.21792 10.89645,-80.21792 37.46807,-124.27734 37.46807,-124.27734 10.89645))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Artibeus lituratus (Olfers, 1818)"
 ]
}

 The dataset includes 8866 records from 83 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0423496-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fxh9pm
title: Occurrence Download

description: A dataset containing 2664 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is EOD – eBird Observation Dataset",
 "Geometry POLYGON((148.63906 -35.32173,152.33094 -35.32173,152.33094 -31.49302,148.63906 -31.49302,148.63906 -35.32173))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Month is one of (July, August, September, October, November, December, January)",
 "TaxonKey is Hieraaetus morphnoides (Gould, 1841)",
 "Year 2003-2024"
 ]
}

 The dataset includes 2664 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015412-240425142415019/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qphd9a
title: Occurrence Download

description: A dataset containing 1443 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Damaeidae",
 "Continent is one of (North America, South America)"
 ]
}

 The dataset includes 1443 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019377-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.84tt3v
title: Occurrence Download

description: A dataset containing 31 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Emoia rennellensis Brown, 1991"
 ]
}

 The dataset includes 31 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0282569-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nd4gb9
title: Occurrence Download

description: A dataset containing 336 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dendragapus obscurus (Say, 1822)",
 "HasCoordinate is True",
 "Country is United States of America",
 "Year is greater than or equal to 1999",
 "Year is less than or equal to 2001",
 "Month is greater than or equal to January",
 "Month is less than or equal to December",
 "HasGeospatialIssue is False",
 "DecimalLatitude is greater than or equal to 24.5",
 "DecimalLatitude is less than or equal to 49.5",
 "DecimalLongitude is greater than or equal to -125.0",
 "DecimalLongitude is less than or equal to -66.5"
 ]
}

 The dataset includes 336 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0229251-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rzgaru
title: Occurrence Download

description: A dataset containing 23 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Trichoglottis scandens J.J.Sm."
 ]
}

 The dataset includes 23 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019379-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n8xvg2
title: Occurrence Download

description: A dataset containing 3229 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Empidonax oberholseri A.R.Phillips, 1939",
 "HasCoordinate is True",
 "Country is United States of America",
 "Year is greater than or equal to 1999",
 "Year is less than or equal to 2001",
 "Month is greater than or equal to January",
 "Month is less than or equal to December",
 "HasGeospatialIssue is False",
 "DecimalLatitude is greater than or equal to 24.5",
 "DecimalLatitude is less than or equal to 49.5",
 "DecimalLongitude is greater than or equal to -125.0",
 "DecimalLongitude is less than or equal to -66.5"
 ]
}

 The dataset includes 3229 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0229248-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.av5wgp
title: Occurrence Download

description: A dataset containing 71 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Trichoglottis subviolacea (Llanos) Merr."
 ]
}

 The dataset includes 71 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019388-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rbragg
title: Occurrence Download

description: A dataset containing 132 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Arnebia benthamii (Wall. ex G.Don) I.M.Johnst."
 ]
}

 The dataset includes 132 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015413-240425142415019/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7z6bcu
title: Occurrence Download

description: A dataset containing 137 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Prasinophyceae",
 "HasCoordinate is true",
 "Country is one of (Latvia)",
 "HasGeospatialIssue is false",
 "Year is greater than 2009"
 ]
}

 The dataset includes 137 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0229252-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3hbtfv
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Trichoglottis valida Ridl."
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019403-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s2mefa
title: Occurrence Download

description: A dataset containing 88 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ctenosaura conspicuosa Dickerson, 1919"
 ]
}

 The dataset includes 88 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0282587-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qd2kvc
title: Occurrence Download

description: A dataset containing 71 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Xyris rehmannii L.A.Nilsson"
 ]
}

 The dataset includes 71 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035328-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zdg8mg
title: Occurrence Download

description: A dataset containing 7262 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-124.06234 9.08573,-76.72443 9.16835,-76.88966 39.57035,-124.72498 39.25055,-124.06234 9.08573))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Ursus americanus Pallas, 1780"
 ]
}

 The dataset includes 7262 records from 53 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0423497-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7tktgq
title: Occurrence Download

description: A dataset containing 35 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Xyris retrorsifimbriata Kral & L.B.Sm."
 ]
}

 The dataset includes 35 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035332-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.