cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5287/ora-yqqxywn02
title: Crowdsourced data tools

description: Extracting Keywords from Crowdsourced Collections was a Digital Scholarship @ Oxford (DiSc) Research Development Grant-funded project based in the Faculty of English at the University of Oxford, which ran from November 2024 to July 2025. Using the Their Finest Hour Online Archive, a digital collection of 2,000+ records and 26,000+ files related to the Second World War, as a case study, this project set out to explore how Natural Language Processing (NLP) methods could be utilised to extract keywords from crowdsourced digital collection data. Assigning appropriate keyword tags to digital collection records is a crucial step in supporting search and discovery, as well as adherence to FAIR data principles. Traditionally, this process has involved manually assigning keywords, often using a pre-defined/inherited controlled vocabulary used within a particular institution. Manual tagging of keywords can be resource-intensive, potentially lead to the misrepresentation of records or collections, and can perpetuate historic assumptions, biases and stereotypes associated with particular domains. While there have been efforts to democratise digital collections metadata creation, in the case of keyword tagging, the primary assumption that underpins this process remains the same: individuals should select and then impose keywords on historical data. This project sought to invert that assumption, and explore the extent to which NLP methods and tools can be used to allow collection records to generate their own keyword tags, and thus describe or 'speak for' themselves. This is particularly relevant to crowdsourced collections of personal histories, especially Second World War collections, at a time when representations of the past are being reshaped to serve political interests.
DOI: 10.17632/m7jkmprf74
title: BGGI flood resilience data

description: Phased dependent BGGI flood resilience data include flood dynamics indicators simulated by MIKE FLOOD and BGGI spatial attribute indicators calculated by GIS.
DOI: 10.17632/m7jkmprf74.2
title: BGGI flood resilience data

description: Phased dependent BGGI flood resilience data include flood dynamics indicators simulated by MIKE FLOOD and BGGI spatial attribute indicators calculated by GIS.
DOI: 10.5522/04/31017220
title: Human psychoacoustics data (speech in noise, with different visual conditions)

description: Dataset associated with Alamounti et al., 2026, "Visual contributions to the perception of speech in noise".<br>The dataset is saved as an excel datasheet containing raw data from 37 normal hearing participant's whose data was included within this project. Each row represents a run from a single participant, coded by their participant identification number, the SRT50 for that run, the condition tested, and the run number. Note that each "run" was two randomly interleved staircases where one was the target coherent condition and the second was the masker coherent condition. After completion of the vCCRMn thresholds (3 conditions x 3 runs, yielding 18 threshold measurements) participants were assessed for their lip reading ability.
DOI: 10.5522/04/31017220.v1
title: Human psychoacoustics data (speech in noise, with different visual conditions)

description: Dataset associated with Alamounti et al., 2026, "Visual contributions to the perception of speech in noise".<br>The dataset is saved as an excel datasheet containing raw data from 37 normal hearing participant's whose data was included within this project. Each row represents a run from a single participant, coded by their participant identification number, the SRT50 for that run, the condition tested, and the run number. Note that each "run" was two randomly interleved staircases where one was the target coherent condition and the second was the masker coherent condition. After completion of the vCCRMn thresholds (3 conditions x 3 runs, yielding 18 threshold measurements) participants were assessed for their lip reading ability.
DOI: 10.15468/dl.vtmqc8
title: Occurrence Download

description: A dataset containing 171 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Year is greater than or equal to 1900",
 "TaxonKey is Cyperus bowmanni"
 ]
}

 The dataset includes 171 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011033-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/8fzxckf7ym
title: Original data for eIF4G2 manuscripts
DOI: 10.17632/8fzxckf7ym.1
title: Original data for eIF4G2 manuscripts
DOI: 10.17632/wj796pw3tw
title: Immuno-Redox Signatures in Heroin–Methamphetamine Co-Use - Supplementary Files

description: This dataset contains individual-level immune-redox measurements and machine learning classification outputs used to distinguish heroin-only users from heroin-methamphetamine co-users in a Sri Lankan pilot cohort. Variables include normalized values of IL-6 and IL-4, the Th1:Th2 cytokine ratio (IL-6:IL-4), antioxidant capacity (ABTS), nitric oxide metabolites (NOx), and the oxidative stress index (OSI). The dataset also includes clinically defined group labels, artificial neural network (ANN) model-assigned group classifications, and predicted class probabilities for heroin and heroin–methamphetamine categories generated under leave-one-out cross-validation. These data enable evaluation of multivariate group separability and concordance between clinical labels and model-based classifications.
DOI: 10.17632/wj796pw3tw.1
title: Immuno-Redox Signatures in Heroin–Methamphetamine Co-Use - Supplementary Files

description: This dataset contains individual-level immune-redox measurements and machine learning classification outputs used to distinguish heroin-only users from heroin-methamphetamine co-users in a Sri Lankan pilot cohort. Variables include normalized values of IL-6 and IL-4, the Th1:Th2 cytokine ratio (IL-6:IL-4), antioxidant capacity (ABTS), nitric oxide metabolites (NOx), and the oxidative stress index (OSI). The dataset also includes clinically defined group labels, artificial neural network (ANN) model-assigned group classifications, and predicted class probabilities for heroin and heroin–methamphetamine categories generated under leave-one-out cross-validation. These data enable evaluation of multivariate group separability and concordance between clinical labels and model-based classifications.
DOI: 10.15468/dl.erb4wg
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Exastilithoxus hoedemani",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 5 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011035-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/p52zvsc67n
title: Datasets for Fe-py EC measurements

description: Experimental datasets for EC measurements of Fe-pyroxene glasses.
DOI: 10.17632/p52zvsc67n.1
title: Datasets for Fe-py EC measurements

description: Experimental datasets for EC measurements of Fe-pyroxene glasses.
DOI: 10.5281/zenodo.18619390
title: Auxiliary dataset (temporary) for LT Resubmission
DOI: 10.5281/zenodo.18619389
title: Auxiliary dataset (temporary) for LT Resubmission
DOI: 10.17632/878pky5t5p
title: Physiotherapists' Perspectives on Exercise Prescription in Fibromyalgia: A Qualitative Study

description: This dataset is associated with the dissertation by Monique Oliveira, titled “Experiences, Perceptions, and Beliefs of Physiotherapists on Pain and Physiotherapeutic Management in Patients with Fibromyalgia: A Qualitative Study Using Content Analysis of Interviews.” As part of this project, it includes the study “Physiotherapists' Perspectives on Exercise Prescription in Fibromyalgia: A Qualitative Study,” which focuses on exercise prescription by physiotherapists for patients with fibromyalgia.

The dataset contains interview transcripts, field notes, control spreadsheets, audio recordings, and other supporting materials used in the qualitative research. Data were collected to explore physiotherapists’ perspectives and practices in managing exercises for patients with fibromyalgia, enabling detailed analyses of strategies, challenges, and clinical experiences. The files are organized to facilitate replication and further research.
DOI: 10.17632/878pky5t5p.1
title: Physiotherapists' Perspectives on Exercise Prescription in Fibromyalgia: A Qualitative Study

description: This dataset is associated with the dissertation by Monique Oliveira, titled “Experiences, Perceptions, and Beliefs of Physiotherapists on Pain and Physiotherapeutic Management in Patients with Fibromyalgia: A Qualitative Study Using Content Analysis of Interviews.” As part of this project, it includes the study “Physiotherapists' Perspectives on Exercise Prescription in Fibromyalgia: A Qualitative Study,” which focuses on exercise prescription by physiotherapists for patients with fibromyalgia.

The dataset contains interview transcripts, field notes, control spreadsheets, audio recordings, and other supporting materials used in the qualitative research. Data were collected to explore physiotherapists’ perspectives and practices in managing exercises for patients with fibromyalgia, enabling detailed analyses of strategies, challenges, and clinical experiences. The files are organized to facilitate replication and further research.
DOI: 10.15468/dl.6kcqhg
title: Occurrence Download

description: A dataset containing 8296 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bixa orellana",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 8296 records from 407 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011036-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qzuzk5
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Fritillaria davidii",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 8 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011037-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18619067
title: England's changing flora: A summary of the results of Plant Atlas 2020 - expert attribution of drivers to trends

description: Expert attribution of drivers to top 300 increasing and decreasing vascular plant species over the long and short-term in England based on the results of Plant Atlas 2020.
DOI: 10.5281/zenodo.18619068
title: England's changing flora: A summary of the results of Plant Atlas 2020 - expert attribution of drivers to trends

description: Expert attribution of drivers to top 300 increasing and decreasing vascular plant species over the long and short-term in England based on the results of Plant Atlas 2020.
DOI: 10.5281/zenodo.18619385
title: Memories and opinions of the general public about physics education
DOI: 10.5281/zenodo.18619384
title: Memories and opinions of the general public about physics education
DOI: 10.15468/dl.4seb66
title: Occurrence Download

description: A dataset containing 9674 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Year is greater than or equal to 1900",
 "TaxonKey is Cyperus brevifolius"
 ]
}

 The dataset includes 9674 records from 339 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011038-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.aqw4fh
title: Occurrence Download

description: A dataset containing 40614 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Geometry POLYGON((-6.59774 36.83558,-6.47836 36.00799,-5.13763 35.79972,-4.68765 36.61477,-5.45903 37.14365,-6.59774 36.83558))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 40614 records from 111 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0241921-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b8c484
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Coriaria intermedia Matsum.",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0191392-220831081235567/datasets/export for details.
DOI: 10.15468/dl.ue5wph
title: Occurrence Download

description: A dataset containing 186587 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Dennstaedtiaceae",
 "Year 1900-1990"
 ]
}

 The dataset includes 186587 records from 565 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0243549-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nrj6bb
title: Occurrence Download

description: A dataset containing 451 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Galium spurium L."
 ]
}

 The dataset includes 451 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0161258-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tznr7g
title: Occurrence Download

description: A dataset containing 205 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Naturalis Biodiversity Center (NL) - Botany",
 "TaxonKey is Ginkgoales"
 ]
}

 The dataset includes 205 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0256200-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4vc72s
title: Occurrence Download

description: A dataset containing 420 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Frangula crenata (Siebold & Zucc.) Miq.",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 420 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0191404-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e6v3k3
title: Occurrence Download

description: A dataset containing 35 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Pseudoudoteaceae)"
 ]
}

 The dataset includes 35 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0161287-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.aqf2hg
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "CatalogNumber is 53563",
 "DatasetKey is RBINS Bird collection",
 "TaxonKey is Podiceps major (Boddaert, 1783)"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0182686-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nafwgd
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Pterospermellaceae)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0161306-220831081235567/datasets/export for details.
DOI: 10.15468/dl.xces8r
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Viola ×obtusogrypoceras Makino",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 13 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0191399-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s5bapc
title: Occurrence Download

description: A dataset containing 70 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Psilosiphonaceae)"
 ]
}

 The dataset includes 70 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0161288-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tqkhgu
title: Occurrence Download

description: A dataset containing 158 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Betula delavayi Franch.",
 "Year 1842-2020"
 ]
}

 The dataset includes 158 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0183173-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.epzwcv
title: Occurrence Download

description: A dataset containing 1367 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "Geometry POLYGON((-113.02429 11.98718,-82.97571 11.98718,-82.97571 24.01282,-113.02429 24.01282,-113.02429 11.98718))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Xenotriccus mexicanus (Zimmer, 1938)",
 "Year 2000-2022"
 ]
}

 The dataset includes 1367 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0191402-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mgjkyg
title: Occurrence Download

description: A dataset containing 41266 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-82.48234 -58.23195,-45.3072 -58.23195,-45.3072 -49.10033,-82.48234 -49.10033,-82.48234 -58.23195))",
 "HasGeospatialIssue is false",
 "MediaType is Image"
 ]
}

 The dataset includes 41266 records from 163 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0171018-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.haf5c6
title: Occurrence Download

description: A dataset listing the 2 species recorded in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is Argentina",
 "TaxonKey is Sephanoides sephaniodes (R.Lesson & Garnot, 1827)"
 ]
}

 The dataset's 2 records were derived from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0182683-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zbygru
title: Occurrence Download

description: A dataset containing 477 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "Issue is one of (Geodetic datum assumed WGS84, Coordinate rounded)",
 "TaxonKey is Aniba perutilis Hemsl."
 ]
}

 The dataset includes 477 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0282929-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5hktba
title: Occurrence Download

description: A dataset containing 26275 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Psilotaceae)"
 ]
}

 The dataset includes 26275 records from 423 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0161289-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.739ddz
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Taraxacum kok-saghyz Rodin",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0191421-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7858nh
title: Occurrence Download

description: A dataset containing 2612 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Angelica polymorpha Maxim."
 ]
}

 The dataset includes 2612 records from 100 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0241675-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3tx7ge
title: Occurrence Download

description: A dataset listing the 100 species recorded in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Watervogels - Wintering waterbirds in Flanders, Belgium",
 "Geometry POLYGON((-14.14723 43.74421,22.14723 43.74421,22.14723 58.25579,-14.14723 58.25579,-14.14723 43.74421))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Year 2019-2019"
 ]
}

 The dataset's 100 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0161298-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fexenf
title: Occurrence Download

description: A dataset containing 627 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Conioselinum anthriscoides (H.Boissieu) Pimenov & Kljuykov"
 ]
}

 The dataset includes 627 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0241686-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.