cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.fnrz82
title: Occurrence Download

description: A dataset containing 75 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aeollanthus angustifolius Ryding"
 ]
}

 The dataset includes 75 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002249-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4cku28
title: Occurrence Download

description: A dataset containing 247651 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Aegypius monachus (Linnaeus, 1766))",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 247651 records from 158 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010801-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yxtbq2
title: Occurrence Download

description: A dataset containing 3276 species occurrences available in GBIF matching the query:
{
 "and" : [
 "VerbatimScientificName is Aphelocoma ultramarina",
 "BasisOfRecord is one of (Machine Observation, Human Observation)",
 "Year 2011-2021",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Specimen, Material citation, Material sample)"
 ]
 }
 }
 ]
}

 The dataset includes 3276 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0062139-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.24k5pw
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aeollanthus breviflorus De Wild."
 ]
}

 The dataset includes 32 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002250-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ttwskv
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ageratina croatii R.M.King & H.Rob."
 ]
}

 The dataset includes 10 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004874-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a6k4jf
title: Occurrence Download

description: A dataset containing 76 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Peru, Ecuador)",
 "TaxonKey is Eunectes murinus (Linnaeus, 1758)",
 "Year 2019-2022"
 ]
}

 The dataset includes 76 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010830-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kam6jw
title: Occurrence Download

description: A dataset containing 884 species occurrences available in GBIF matching the query:
{
 "and" : [
 "VerbatimScientificName is Aplonis atrifusca",
 "BasisOfRecord is one of (Machine Observation, Human Observation)",
 "Year 2011-2021",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Specimen, Material citation, Material sample)"
 ]
 }
 }
 ]
}

 The dataset includes 884 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0062158-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vw7a22
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Launaea platyphylla Rech.fil."
 ]
}

 The dataset includes 6 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004914-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.whjurq
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ageratina chazaroana B.L.Turner"
 ]
}

 The dataset includes 14 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004855-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.11552465
title: Supplementary Information
DOI: 10.15468/dl.7y6sex
title: Occurrence Download

description: A dataset containing 312 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Psittaculirostris edwardsii (Oustalet, 1885))",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 312 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010829-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ddsjwz
title: Occurrence Download

description: A dataset containing 4528 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Plantago crassifolia Forssk."
 ]
}

 The dataset includes 4528 records from 179 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0083121-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gch8t6
title: Occurrence Download

description: A dataset containing 97 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is one of (North America, Asia, Antarctica, Africa, Oceania)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Mustela furo Linnaeus, 1758"
 ]
}

 The dataset includes 97 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004916-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.79zaaw
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ageratina corylifolia (Griseb.) R.M.King & H.Rob."
 ]
}

 The dataset includes 11 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004867-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kr2m9f
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Allium deserti-syriaci Feinbrun"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010838-230224095556074/datasets/export for details.
DOI: 10.15468/dl.sscajs
title: Occurrence Download

description: A dataset containing 510308 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tyto alba (Scopoli, 1769)"
 ]
}

 The dataset includes 510308 records from 1538 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037274-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7dus6b
title: Occurrence Download

description: A dataset containing 26 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Abies jaliscana"
 ]
}

 The dataset includes 26 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032593-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u27pnf
title: Occurrence Download

description: A dataset containing 727 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Allobates brunneus, Adenomera phonotriccus, Atelopus manauensis, Oreophrynella quelchii, Pristimantis aureoventris, Anomaloglossus praderioi, Anomaloglossus kaiei, Anomaloglossus roraima, Pithecopus centralis, Pseudopaludicola ibisoroca, Pseudopaludicola jazmynmcdonaldae, Proceratophrys huntingtoni)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 727 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032594-260208012135463/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.31252842
title: Improving the Common Understanding of Large Software Requirements Within Neutron and Muon Sources

description: Improving the Common Understanding of Large Software Requirements Within Neutron and Muon Sources
DOI: 10.6084/m9.figshare.31252842.v1
title: Improving the Common Understanding of Large Software Requirements Within Neutron and Muon Sources

description: Improving the Common Understanding of Large Software Requirements Within Neutron and Muon Sources
DOI: 10.5281/zenodo.18714865
title: A GLUE-based assessment of WaTEM/SEDEM - Dataset and code

description: This is the dataset for the study "A GLUE-based assessment of WaTEM/SEDEM for simulating soil erosion, transport, and deposition in soil conservation optimised agricultural watersheds". See Preprint: https://egusphere.copernicus.org/preprints/2025/egusphere-2025-3391
DOI: 10.5281/zenodo.18714864
title: A GLUE-based assessment of WaTEM/SEDEM - Dataset and code

description: This is the dataset for the study "A GLUE-based assessment of WaTEM/SEDEM for simulating soil erosion, transport, and deposition in soil conservation optimised agricultural watersheds". See Preprint: https://egusphere.copernicus.org/preprints/2025/egusphere-2025-3391
DOI: 10.15468/dl.4emf4d
title: Occurrence Download

description: A dataset containing 102490 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Field Museum of Natural History (Botany) Fungi Collection"
 ]
}

 The dataset includes 102490 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032584-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/a6dpk7
title: Egg collection Iisalmi Natural History Museum

description: Birds egg collection
DOI: 10.15468/efg8x7
title: Fungal collections of Iisalmi Natural History Museum

description: Fungal collections of Iisalmi Natural History Museum
DOI: 10.15468/rjnu9u
title: Vascular plant collections of Iisalmi Natural History Museum

description: Vascular plant collections of Iisalmi Natural History Museum
DOI: 10.15468/zmgeaj
title: Mines and galls (ZMUO)

description: Mines and galls
DOI: 10.15468/dl.8p83ak
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Thraulodes solstitium",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 6 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032595-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t2zqac
title: Occurrence Download

description: A dataset containing 27511 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Trachelomonas",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 27511 records from 278 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032596-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60520/ieda/114350
title: Mineral and melt inclusion data of Socorro and San Benedicto Islands, Revillagigedo Archipelago, East Pacific, Mexico

description: This dataset includes in situ major- and trace element data on olivine and olivine-hosted spinel and melt inclusions from alkaline lavas from the Revillagigedo Islands, Mexico. The data was collected using EMP and LA-ICPMS. The dataset belongs to the G-cubed paper: Active plume, abandoned ridge, or ancient slab? Olivine-hosted melt inclusions record the mantle melting conditions below the East Pacific Revillagigedo Archipelago, Mexico.
description: Koornneef, J.M., Tromp, L., Nikogosian, I.K., Barning, E.M., Deuss, A., Rojas-Agramonte, Y., Davilla Harris, P. van Hinsbergen, D.J.J. Preprint 2025 Active plume, abandoned ridge, or ancient slab? Olivine-hosted melt inclusions record the mantle melting conditions below the East Pacific Revillagigedo Archipelago, Mexico. In Press
DOI: 10.15468/dl.xyy3f9
title: Occurrence Download

description: A dataset containing 56943 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cyprinella lutrensis",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 },
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is MANAGED"
 ]
 }
 },
 {
 "not" : {
 "EstablishmentMeans" : [
 "is not null"
 ]
 }
 }
 ]
 },
 {
 "or" : [
 "OccurrenceStatus is Present",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is not null"
 ]
 }
 }
 ]
 }
 ]
}

 The dataset includes 56943 records from 62 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032568-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60520/ieda/114349
title: Bulk lava and melt inclusion compositions of Socorro and San Benedicto Islands, Revillagigedo Archipelago, East Pacific, Mexico

description: This dataset includes major- and trace element- and Sr-Nd-Pb isotope compositions of bulk lavas and Sr-Nd isotope compositions of olivine-hosted melt inclusions from alkaline lavas from the Revillagigedo Islands in Mexico. Data was collected by XRF, ICPMS and TIMS and MC-ICPMS. The dataset belongs to the G-cubed paper: Active plume, abandoned ridge, or ancient slab? Olivine-hosted melt inclusions record the mantle melting conditions below the East Pacific Revillagigedo Archipelago, Mexico.
description: Koornneef, J.M., Tromp, L., Nikogosian, I.K., Barning, E.M., Deuss, A., Rojas-Agramonte, Y., Davilla Harris, P. van Hinsbergen, D.J.J. (2026) Active plume, abandoned ridge, or ancient slab? Olivine-hosted melt inclusions record the mantle melting conditions below the East Pacific Revillagigedo Archipelago, Mexico. In Press
DOI: 10.15468/dl.umsvdk
title: Occurrence Download

description: A dataset containing 3330 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Abies religiosa"
 ]
}

 The dataset includes 3330 records from 127 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032597-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18715263
title: Distribution of Graded Total Knowledge and Practice Scores by School Group and Study Phase with Chi-Square Test Results
DOI: 10.5281/zenodo.18715264
title: Distribution of Graded Total Knowledge and Practice Scores by School Group and Study Phase with Chi-Square Test Results
DOI: 10.5281/zenodo.15681099
title: All datasets used in SpaDDM and benchmarking results
DOI: 10.5281/zenodo.15681100
title: All datasets used in SpaDDM and benchmarking results
DOI: 10.48322/f6tk-sm20
title: PUNCH Level 3 Polarized Mosaic Data in the MZP system

description: PUNCH level 3 polarized data in the MZP (Minus, Zero, and Plus for –60°, 0°, and +60°) coordinate framework, proceeded with F-corona subtraction applied, starfield signal unremoved.  This dataset is a member of the Collection of PUNCH Level-3 Science Image dataset. Per instructions from the PUNCH team, reference to the entire Collection (including the DOI, see below) should be used when this and other member datasets in the Collection are needed for citation purposes:

Southwest Research Institute (2025). PUNCH NFI-WFI Level-3 Science images [Collection]. Solar Data Analysis Center. https://doi.org/10.48322/nnv7-bn21. Access date (assigned on date of landing page access).
DOI: 10.15468/dl.xhjks3
title: Occurrence Download

description: A dataset containing 825 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ecuador",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "PublishingOrg is c54097e6-0972-4acb-b849-eaeba29c917d",
 "TaxonKey is Puma concolor",
 "Year 2000-2026"
 ]
}

 The dataset includes 825 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032598-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18715041
title: Bacterial Receptors but Not Anti-Phage Defence Mechanisms Determine Host Range for a Pair of Pseudomonas aeruginosa Lytic Phages

description: Raw data of Tnseq, phage susceptibility used for DBGWAS as well as padloc screens.
DOI: 10.5281/zenodo.18715042
title: Bacterial Receptors but Not Anti-Phage Defence Mechanisms Determine Host Range for a Pair of Pseudomonas aeruginosa Lytic Phages

description: Raw data of Tnseq, phage susceptibility used for DBGWAS as well as padloc screens.
DOI: 10.15468/dl.tdydqq
title: Occurrence Download

description: A dataset containing 452 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Abies vejarii"
 ]
}

 The dataset includes 452 records from 52 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032600-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qzgcpy
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Thraulodes xavantinensis",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032602-260208012135463/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.31378828
title: Data for VSM

description: This data is for reproducing the result for our work, "Volumetric Scattering Microscopy."
DOI: 10.6084/m9.figshare.31378828.v1
title: Data for VSM

description: This data is for reproducing the result for our work, "Volumetric Scattering Microscopy."
DOI: 10.15468/dl.cw57t2
title: Occurrence Download

description: A dataset containing 30671 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cyrnus",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 30671 records from 171 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032603-260208012135463/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.31378830
title: Functional-SVD for Heterogeneous Trajectories: Case Studies in Health*

description: Trajectory data, including time series and longitudinal measurements, are increasingly common in health-related domains such as biomedical research and epidemiology. Real-world trajectory data frequently exhibit heterogeneity across subjects such as patients, sites, and subpopulations, yet many traditional methods are not designed to accommodate such heterogeneity in data analysis. To address this, we propose a unified framework, termed Functional Singular Value Decomposition (FSVD), for statistical learning with heterogeneous trajectories. We establish the theoretical foundations of FSVD and develop a corresponding estimation algorithm that accommodates noisy and irregular observations. We further adapt FSVD to a wide range of trajectory-learning tasks, including dimension reduction, factor modeling, regression, clustering, and data completion, while preserving its ability to account for heterogeneity, leverage inherent smoothness, and handle irregular sampling. Through extensive simulations, we demonstrate that FSVD-based methods consistently outperform existing approaches across these tasks. Finally, we apply FSVD to a COVID-19 case-count dataset and electronic health record datasets, showcasing its effective performance in global and subgroup pattern discovery and factor analysis.
DOI: 10.6084/m9.figshare.31378830.v1
title: Functional-SVD for Heterogeneous Trajectories: Case Studies in Health*

description: Trajectory data, including time series and longitudinal measurements, are increasingly common in health-related domains such as biomedical research and epidemiology. Real-world trajectory data frequently exhibit heterogeneity across subjects such as patients, sites, and subpopulations, yet many traditional methods are not designed to accommodate such heterogeneity in data analysis. To address this, we propose a unified framework, termed Functional Singular Value Decomposition (FSVD), for statistical learning with heterogeneous trajectories. We establish the theoretical foundations of FSVD and develop a corresponding estimation algorithm that accommodates noisy and irregular observations. We further adapt FSVD to a wide range of trajectory-learning tasks, including dimension reduction, factor modeling, regression, clustering, and data completion, while preserving its ability to account for heterogeneity, leverage inherent smoothness, and handle irregular sampling. Through extensive simulations, we demonstrate that FSVD-based methods consistently outperform existing approaches across these tasks. Finally, we apply FSVD to a COVID-19 case-count dataset and electronic health record datasets, showcasing its effective performance in global and subgroup pattern discovery and factor analysis.
DOI: 10.15468/dl.nf8aca
title: Occurrence Download

description: A dataset containing 22434 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pimephales vigilax",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 },
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is MANAGED"
 ]
 }
 },
 {
 "not" : {
 "EstablishmentMeans" : [
 "is not null"
 ]
 }
 }
 ]
 },
 {
 "or" : [
 "OccurrenceStatus is Present",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is not null"
 ]
 }
 }
 ]
 }
 ]
}

 The dataset includes 22434 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032604-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.