cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15139973
title: Table 3 in Morphological and genetic analyses verify the occurrence of the butterfly Graphium chironides (Lepidoptera: Papilionidae) in Peninsular Malaysia and resolve the confusion on the validity of its subspecies malayanum Eliot, 1982

description: Table 3. Levels of usefulness of different characters in differentiating G. c. malayanum Eliot, 1982 from G. b. bathycloides (Honrath, [1884]) in Peninsular Malaysia, based on non-parametric multivariate (NPMV) test results and degree of overlap between measurement ranges.
Level of overlap in characterLevel of usefulnessCharacter No.Character codeNPMV test resultNo overlap between rangesDiagnostic3AUpFwSp3BW+3BUpFwSp3BWR4AUpFwSp4BW+4BUpFwSp4BWR5AUpFwSp5BW+5BUpFwSp5BWR14FwAng+One or more outliers in a taxon are within the whiskers or IQR of the other taxon or exceed its medianUsually reliable2A 2BUpFwSp2BW UpFwSp2BWR+6AUpHwSp1bSA+6BUpHwSp1bSLA whisker of one taxon reaches the whisker or IQR of the other taxonSometimes usable9A 9BUnHwSp3SA UnHwSp3SL+8AUnHwSp1bSA+8BUnHwSp1bSL12AUnHwSp3OSA+12BUnHwSp3OSWThe median of one taxon is within the IQR or whiskers of the other taxon, or their IQRs overlapNot useful13A 13BUnHwSp4OSA UnHwSp4OSW+1AUpFwSp1bBW+1BUpFwSp1bBWR15FwWV2+16FwWV5+17FwL+18HwAng+7AUpHwSp2SA–7BUpHwSp2SL10AUnHwSp5SA–10BUnHwSp5SL11AUnHwSp2OSA–11BUnHwSp2OSW
description: Published as part of Phon, Chooi-Khim, Kirton, Laurence G. & Kuah, Meng-Kiat, 2024, Morphological and genetic analyses verify the occurrence of the butterfly Graphium chironides (Lepidoptera: Papilionidae) in Peninsular Malaysia and resolve the confusion on the validity of its subspecies malayanum Eliot, 1982, pp. 112 in European Journal of Taxonomy 917 (1) on page 112, DOI: 10.5852/ejt.2024.917.2391, http://zenodo.org/record/10473218
DOI: 10.15468/dl.2y2cfc
title: Occurrence Download

description: A dataset containing 464 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Moscow University Herbarium (MW)",
 "TaxonKey is Salsola tragus L."
 ]
}

 The dataset includes 464 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005916-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.98gvdx
title: Occurrence Download

description: A dataset containing 1261 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Vincetoxicum sylvaticum (Decne.) Kuntze",
 "Continent is Africa"
 ]
}

 The dataset includes 1261 records from 52 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005917-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57967/hf/7725
title: RCW
DOI: 10.15468/dl.sm7uwy
title: Occurrence Download

description: A dataset containing 12947 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Scopelocheirus hopei, Tmetonyx cicada, Orchomenella obtusa, Anonyx lilljeborgi)"
 ]
}

 The dataset includes 12947 records from 139 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013507-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g6j8n6
title: Occurrence Download

description: A dataset containing 45211 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Chaerophyllum hirsutum, Chaerophyllum hirsutum, Chaerophyllum hirsutum, Chaerophyllum hirsutum, Chaerophyllum cicutaria)",
 "Year is greater than or equal to 1900",
 "Geometry POLYGON ((8.643 46.99, 14.1 46.92, 14.43 50.75, 8.534 50.83, 8.643 46.99))",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Observation, Human Observation, Machine Observation, Material sample)"
 ]
}

 The dataset includes 45211 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013506-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j89sfr
title: Occurrence Download

description: A dataset containing 9630 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Syzygium jambos",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 9630 records from 397 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013508-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p7q7pj
title: Occurrence Download

description: A dataset containing 3106 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Carpobrotus acinaciformis)",
 "OccurrenceStatus is Present",
 "SpeciesKey is not null",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2026",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 10000",
 "CoordinateUncertaintyInMeters is null"
 ]
 },
 "BasisOfRecord is one of (Human Observation, Machine Observation, Observation)"
 ]
}

 The dataset includes 3106 records from 57 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013509-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.7050849
title: Data for: Sediment resuspension in cold density currents cascading down lateral slopes of Lake Geneva

description: The data shows the presence of a cascading flow initiated by differential cooling on the northern shelf of Lake Geneva, Switzerland, on 13 February 2018. This event is studied in Mettra et al. (2025). This dataset includes temperature and flow velocities at 3 moorings and a cross-shore transect of 19 conductivity-temperature-depth profiles (CTD).

This work was supported by the Bois Chamblard Foundation, https://www.bois-chamblard.ch/en/ (last accessed in August 2025). We would like to thank Htet Kyi Wynn and Benjamin Graf for assisting with the fieldwork.
DOI: 10.5281/zenodo.7050848
title: Data for: Sediment resuspension in cold density currents cascading down lateral slopes of Lake Geneva

description: The data shows the presence of a cascading flow initiated by differential cooling on the northern shelf of Lake Geneva, Switzerland, on 13 February 2018. This event is studied in Mettra et al. (2025). This dataset includes temperature and flow velocities at 3 moorings and a cross-shore transect of 19 conductivity-temperature-depth profiles (CTD).

This work was supported by the Bois Chamblard Foundation, https://www.bois-chamblard.ch/en/ (last accessed in August 2025). We would like to thank Htet Kyi Wynn and Benjamin Graf for assisting with the fieldwork.
DOI: 10.5281/zenodo.17091804
title: HFinder training dataset

description: This dataset contains curated microscopy images and annotations used for training and fine-tuning HFinder, a deep-learning-based tool for detecting and classifying hyphal and infection-related structures in plant-oomycete interactions. It includes annotated images from multiple host-pathogen systems and experimental conditions, and is intended to support reproducible training, benchmarking, and reuse of machine-learning models for plant pathology image analysis.
DOI: 10.5281/zenodo.17091805
title: HFinder training dataset

description: This dataset contains curated microscopy images and annotations used for training and fine-tuning HFinder, a deep-learning-based tool for detecting and classifying hyphal and infection-related structures in plant-oomycete interactions. It includes annotated images from multiple host-pathogen systems and experimental conditions, and is intended to support reproducible training, benchmarking, and reuse of machine-learning models for plant pathology image analysis.
DOI: 10.15468/dl.stc4kq
title: Occurrence Download

description: A dataset containing 368 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hexactinellida",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Geometry POLYGON ((-24.2504 46.2121,\n -6.057 46.2121, -6.057 60.491, -24.2504 60.491, -24.2504 46.2121))"
 ]
}

 The dataset includes 368 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013513-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15304965
title: Dataset associated with publication of Farnworth et al "Distinct evolutionary trajectories of two integration centres, the central complex and mushroom bodies, across Heliconiini butterflies"

description: Preprint: https://www.biorxiv.org/content/10.1101/2025.05.02.651904v1

Raw image and segmentation label files used in figures.

Phylogenetic tree and R script used for statistics.
DOI: 10.15468/dl.u8uhue
title: Occurrence Download

description: A dataset containing 112 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is The genus Argopistes Motschulsky from Japan and Taiwan, with descriptions of three new species from Taiwan (Coleoptera, Chrysomelidae, Galerucinae, Alticini)"
 ]
}

 The dataset includes 112 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013511-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48544/0ae72b77-2051-4d5a-9043-680e4f9d28ba
title: Living Labs in the Energy Education Sector: Bridging Academia, Industry, and Communities
DOI: 10.6084/m9.figshare.31259068.v3
title: <b>Pidgin-to-English-conversational-translations</b>

description: The <b>BBC Pidgin-to-English Translation Dataset (Sample)</b> is a conversational-style parallel corpus containing 122 translation pairs from Nigerian Pidgin English to Standard English. Created by <b>Bytte AI</b>, this sample dataset supports machine translation research, low-resource NLP, and cross-lingual understanding for African languages.
DOI: 10.23668/psycharchives.21216
title: Datasets for CFA and invariance analysis for the study "Psychometric Properties and Metric Invariance of the Multidimensional School Engagement Scale A Comparative Study of Chilean and USA Students"

description: The files comprise Mplus (8.6 version) datasets in both CSV and DAT formats and provides the necessary information to reproduce and extend the analyses across the Chilean and U.S. samples.
description: Datasets for: Pérez-Salas, C. P., Rodríguez Díaz, V., Fredricks, J., Wang, M.-T., Cumsille, P., & Zañartu, I. (2025). Psychometric Properties and Measurement Invariance of the Multidimensional School Engagement Scale. European Journal of Psychological Assessment. https://doi.org/10.1027/1015-5759/a000935
description: School engagement, comprising behavioral, emotional, cognitive, and social components, is crucial for students’academic and emotional development. This study evaluates the psychometric properties of the Multidimensional SchoolEngagement Scale (MSES) in a Chilean sample and its measurement invariance with a US sample. Using a non-experimental, cross-sectional design, data were collected from 2,436 Chilean and 3,632 US students (5th–12th grade). InChile, the MSES demonstrated strong internal consistency. Confirmatory factor analysis validated its bifactor structure withtwo global and seven specific factors (χ2 (593) = 3004.64, p &lt; .001, CFI = .915, RMSEA = .041). Criterion validity wassupported through significant correlations with the Student Engagement Instrument (Appleton et al., 2006). Measurementinvariance analysis with the US confirmed metric and scalar invariance for specific factors, allowing latent meancomparisons, though scalar invariance for global factors was not achieved. This study highlights the MSES’s relevance inunderrepresented cultural contexts and its potential to advance cross-cultural research on student engagement anddisengagement in diverse educational settings.
DOI: 10.4121/38494496-ce3f-472d-ad70-fec3aad2976b
title: Data supporting the publication: Designing with More-than-human Temporalities

description: This dataset includes supporting design data for a research-through-design project called "The Regenerative Ruin", which was the basis for the publication "Designing with More-than-human Temporalities". The project consisted of the design and construction of an experimental stage for a music festival that was designed to remain on site for several years, beyond the time horison of the festival, and become integrated within the ecological context. Bio-compatible inserts were designed in conjunction with a scaffolding system that could decompose, provide habitat for species, and weather. The dataset consists of images of the process, taken by the lead author, some of which are also published in the article.
DOI: 10.4121/38494496-ce3f-472d-ad70-fec3aad2976b.v1
title: Data supporting the publication: Designing with More-than-human Temporalities

description: This dataset includes supporting design data for a research-through-design project called "The Regenerative Ruin", which was the basis for the publication "Designing with More-than-human Temporalities". The project consisted of the design and construction of an experimental stage for a music festival that was designed to remain on site for several years, beyond the time horison of the festival, and become integrated within the ecological context. Bio-compatible inserts were designed in conjunction with a scaffolding system that could decompose, provide habitat for species, and weather. The dataset consists of images of the process, taken by the lead author, some of which are also published in the article.
DOI: 10.57724/gdc_20240127_radiant_uvd
title: EFFECT OF INCIDENT UVR ON ALGAL WRACK DECOMPOSITION, 2024
DOI: 10.48544/4bb3e1c7-9e9a-4063-9a22-5c731eed5d82
title: BIO4CE: Circular Innovation and Sustainable Transitions in Vocational Education for the Bio-based and Pharmaceutical Industries
DOI: 10.15468/dl.4z48mx
title: Occurrence Download

description: A dataset containing 58790 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "TaxonKey is Pyrrhula"
 ]
}

 The dataset includes 58790 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013495-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wugdwm
title: Occurrence Download

description: A dataset containing 233 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Order Primates"
 ]
}

 The dataset includes 233 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013517-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18492121
title: Examining the Multifaceted Factors Underlying Infant Gross Motor Development: A Structural Equation Model

description: This study employed a descriptive, cross-sectional design to examine individual, maternal, and environmental predictors of gross motor development in infants aged 3 to 8 months.

Participants

Participants were 541 parent–infant dyads recruited consecutively from Shiraz University of Medical Sciences and referred to the University Developmental Care Center. The sample included infants aged between 3 and 8 months (M = 5.4 months, SD = 1.6). The aim of sampling was to capture a broad range of socio-economic backgrounds within the Iranian context, for example ethnicity, that presented in Table 1.

 

Inclusion criteria were: (a) full-term birth (37–42 weeks’ gestation), (b) age between 3 and 8 months at the time of assessment, and (c) absence of known developmental disorders or chronic medical conditions. Exclusion criteria included: (a) preterm birth or low birth weight (< 2500 g), (b) presence of congenital anomalies or neurological disorders, and (c) gross motor scores at least two standard deviations below the mean on the Ages and Stages Questionnaire (ASQ). All eligible infants were screened for gross motor development using the ASQ. Infants meeting exclusion criteria based on ASQ scores were excluded from further participation.

Procedure

Parents of eligible infants were informed about the purpose and procedures of the study and provided written informed consent prior to participation. Data collection was conducted at the University Developmental Care Center. Parents completed a set of standardized questionnaires assessing infant characteristics, maternal factors, and environmental conditions. Completed questionnaires were returned to the Center for data processing and analysis.
DOI: 10.5281/zenodo.18492120
title: Examining the Multifaceted Factors Underlying Infant Gross Motor Development: A Structural Equation Model

description: This study employed a descriptive, cross-sectional design to examine individual, maternal, and environmental predictors of gross motor development in infants aged 3 to 8 months.

Participants

Participants were 541 parent–infant dyads recruited consecutively from Shiraz University of Medical Sciences and referred to the University Developmental Care Center. The sample included infants aged between 3 and 8 months (M = 5.4 months, SD = 1.6). The aim of sampling was to capture a broad range of socio-economic backgrounds within the Iranian context, for example ethnicity, that presented in Table 1.

 

Inclusion criteria were: (a) full-term birth (37–42 weeks’ gestation), (b) age between 3 and 8 months at the time of assessment, and (c) absence of known developmental disorders or chronic medical conditions. Exclusion criteria included: (a) preterm birth or low birth weight (< 2500 g), (b) presence of congenital anomalies or neurological disorders, and (c) gross motor scores at least two standard deviations below the mean on the Ages and Stages Questionnaire (ASQ). All eligible infants were screened for gross motor development using the ASQ. Infants meeting exclusion criteria based on ASQ scores were excluded from further participation.

Procedure

Parents of eligible infants were informed about the purpose and procedures of the study and provided written informed consent prior to participation. Data collection was conducted at the University Developmental Care Center. Parents completed a set of standardized questionnaires assessing infant characteristics, maternal factors, and environmental conditions. Completed questionnaires were returned to the Center for data processing and analysis.
DOI: 10.15468/dl.w4ktw7
title: Occurrence Download

description: A dataset containing 462 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sitophilus oryzae",
 "BasisOfRecord is Human Observation",
 "Year is greater than or equal to 1990",
 "Year is less than or equal to 2026"
 ]
}

 The dataset includes 462 records from 79 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013518-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48425/980qk6h2
title: protocol_dendro_laboratory

description: This protocol outlines a workflow optimized for narrow-ringed, diffuse-porous trees and shrub forms (e.g., Betula, Salix, Acer). The workflow is also suitable for slow growing and/or small specimen of other species, for instance seedlings of coniferous species. The workflow described is the default in the COAT dendrolab at NINA Tromsø, for processing cross sections and increment cores of arctic trees and shrubs.
DOI: 10.5281/zenodo.18327313
title: Supplemental data to the article "Darwin's naturalization conundrum in insects"

description: The supplementary data provides two files:

(1) the main dataset named "Appendix Table S2" as tab-delimited text file;

(2) the R code used to analyse the main dataset, named "Appendix Section S3_R script" as .R file.

Both files are part of a manuscript currently under evaluation for publication in a scientific journal. Once that manuscript is published as an arcticle, the data provided here will be updated and linked to that article.
DOI: 10.5281/zenodo.18327312
title: Supplemental data to the article "Darwin's naturalization conundrum in insects"

description: The supplementary data provides two files:

(1) the main dataset named "Appendix Table S2" as tab-delimited text file;

(2) the R code used to analyse the main dataset, named "Appendix Section S3_R script" as .R file.

Both files are part of a manuscript currently under evaluation for publication in a scientific journal. Once that manuscript is published as an arcticle, the data provided here will be updated and linked to that article.
DOI: 10.15468/dl.f7ku5u
title: Occurrence Download

description: A dataset listing the 24993 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is Austria",
 "TaxonKey is Plantae",
 "License is one of (CC0 1.0, CC-BY 4.0)",
 "OccurrenceStatus is Present"
 ]
}

 The dataset's 24993 records were derived from 447 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013496-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.31264441
title: Several datasets for generation of a library and UMAP analyses.

description: Datasets from PubChem database for the generation of a combinatorial library; several datasets for UMAP analyses with the aim of predicting cytotoxicity of Ru(II) complexes. This is linked to the Github repository of the project and to a research article on the topic.
DOI: 10.6084/m9.figshare.31264441.v1
title: Several datasets for generation of a library and UMAP analyses.

description: Datasets from PubChem database for the generation of a combinatorial library; several datasets for UMAP analyses with the aim of predicting cytotoxicity of Ru(II) complexes. This is linked to the Github repository of the project and to a research article on the topic.
DOI: 10.57724/gdc_20230220_radiant_msn
title: INFLUENCE OF MACROALGAL STRANDINGS ON THE CHARACTERISTICS OF THE INTERSTITIAL PORE WATER AND NUTRIENTS SUPPLY ALONG THE COAST OF FOSTER BAY, DECEPTION ISLAND_YEAR 2023
DOI: 10.15468/dl.vqnuhz
title: Occurrence Download

description: A dataset containing 999027 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((18.229776657356858 -33.98521916044138, 18.683050572888995 -33.98521916044138, 18.683050572888995 -33.60678351661085, 18.229776657356858 -33.60678351661085, 18.229776657356858 -33.98521916044138))"
 ]
}

 The dataset includes 999027 records from 441 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013477-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57702/bpx1qazg
title: Random Walk dataset

description: The dataset used in the paper is a collection of states sampled from a Markov Decision Process (MDP) using the random walk exploration method.
DOI: 10.57702/9ryg7uic
title: Liquid-Based Cytology Pap Smear Dataset

description: Liquid-based cytology pap smear dataset for automated multi-class diagnosis of pre-cancerous and cervical cancer lesions
DOI: 10.57702/e86a81hh
title: Synthetic Iris Database

description: A dataset of iris images synthesized using PCA and super-resolution.