cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15243985
title: stDyer-image improves clustering analysis of spatially resolved transcriptomics and proteomics with morphological images

description: The source code, processed data and reproducible Jupyter notebooks of stDyer-image.

The source code can be found inside the "stDyer-image_code" directory.  The README file and Jupyter notebooks describing steps to reproduce results are placed in the root directory after decompression.
DOI: 10.5281/zenodo.15243986
title: stDyer-image improves clustering analysis of spatially resolved transcriptomics and proteomics with morphological images

description: The source code, processed data and reproducible Jupyter notebooks of stDyer-image.

The source code can be found inside the "stDyer-image_code" directory.  The README file and Jupyter notebooks describing steps to reproduce results are placed in the root directory after decompression.
DOI: 10.15468/dl.y5gcwm
title: Occurrence Download

description: A dataset containing 3624 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "License is one of (CC0 1.0, CC-BY 4.0)",
 "TaxonKey is Hippophae rhamnoides"
 ]
}

 The dataset includes 3624 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006689-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dsyx3f
title: Occurrence Download

description: A dataset listing the 7 species recorded in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Lichen herbarium (H): Type specimens of lichen-forming fungi",
 "Geometry POLYGON((52.57747 51.95822,95.45974 51.95822,95.45974 69.10379,52.57747 69.10379,52.57747 51.95822))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset's 7 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006679-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xw6qfy
title: Occurrence Download

description: A dataset containing 1890 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Ptilinopus rivoli (Prévost, 1843))",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1890 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013338-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.boatms
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 32 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012400-190320150433242/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.10p3p2
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 32 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012437-190320150433242/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bhx4f6
title: Occurrence Download

description: A dataset containing 29338 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Abies pinsapo Boiss., Acer monspessulanum L., Amelanchier ovalis Medik., Arbutus unedo L., Buxus balearica Lam., Castanea sativa Mill., Celtis australis L., Chamaerops humilis L., Cornus sanguinea L., Erica arborea L., Erica scoparia L., Fraxinus angustifolia Vahl, Juniperus oxycedrus L., Juniperus phoenicea L., Juniperus sabina L., Juniperus thurifera L., Myrtus communis L., Olea europaea L., Phillyrea latifolia L., Pinus canariensis C.Sm., Pinus halepensis Mill., Pinus nigra J.F.Arnold, Pinus pinaster Aiton, Pinus pinea L., Pistacia terebinthus L., Populus nigra L., Prunus lusitanica L., Prunus spinosa L., Quercus canariensis Willd., Quercus faginea Lam., Quercus lusitanica Lam., Quercus pyrenaica Willd., Quercus suber L., Salix atrocinerea Brot., Salix cantabrica Rech.fil., Salix fragilis L., Tamarix canariensis Willd., Tetraclinis articulata (Vahl) Mast.)",
 "Country is one of (Albania, Algeria, Andorra, Armenia, Austria, Azerbaijan, Belarus, Belgium, Bosnia and Herzegovina, Bulgaria, Croatia, Cyprus, Czechia, Denmark, Egypt, Estonia, Faroe Islands, Finland, France, Palestine, State of, Georgia, Germany, Gibraltar, Greece, Guernsey, Hungary, Iran (Islamic Republic of), Iraq, Ireland, Isle of Man, Israel, Italy, Jersey, Jordan, Kazakhstan, Latvia, Lebanon, Libya, Liechtenstein, Lithuania, Luxembourg, North Macedonia, Malta, Moldova, Republic of, Monaco, Montenegro, Morocco, Netherlands, Norway, Poland, Portugal, Romania, Russian Federation, San Marino, Saudi Arabia, Serbia, Slovakia, Slovenia, Spain, Sweden, Switzerland, Syrian Arab Republic, Tunisia, Türkiye, Turkmenistan, Ukraine, United Kingdom of Great Britain and Northern Ireland, Uzbekistan, Holy See)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2023"
 ]
}

 The dataset includes 29338 records from 203 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0269949-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f4ugwb
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 32 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012541-190320150433242/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gpljio
title: Occurrence Download

description: A dataset containing 994 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Issue is Geodetic datum assumed WGS84",
 "HasCoordinate is true",
 "TaxonKey is Ruta graveolens L.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 994 records from 111 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006359-171025204727650/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bhkg38
title: Occurrence Download

description: A dataset containing 54 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Nesoclopeus poecilopterus (Hartlaub, 1866)"
 ]
}

 The dataset includes 54 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0375901-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r7yywz
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 32 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012527-190320150433242/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2nh4r6
title: Occurrence Download

description: A dataset containing 125818 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Datos de monitoreo asociados al indicador de condición tendencias para arrecifes coralinos - ICTac"
 ]
}

 The dataset includes 125818 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0375903-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ql0bzq
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 32 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012515-190320150433242/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ferqpp
title: Occurrence Download

description: A dataset containing 20 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gallirallus insignis (P.L.Sclater, 1880)"
 ]
}

 The dataset includes 20 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0375896-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zicyqe
title: Occurrence Download

description: A dataset containing 473788584 species occurrences available in GBIF matching the query:
{
 "or" : [
 "Country is United States of America",
 "Country is Mexico"
 ]
}

 The dataset includes 473788584 records from 3642 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007887-190415153152247/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.822c58
title: Occurrence Download

description: A dataset containing 101302617 species occurrences available in GBIF matching the query:
{
 "Country" : [
 "is United Kingdom of Great Britain and Northern Ireland"
 ]
}

 The dataset includes 101302617 records from 2581 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048736-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zr2em4
title: Occurrence Download

description: A dataset containing 1 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 Pommereulla cornucopiae"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026214-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fvn672
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Rhizocarpon roridulum)",
 "Country is one of (Norway)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "CoordinateUncertaintyInMeters is less than or equal to 1000",
 "Year is greater than or equal to 1986",
 "Year is less than or equal to 2025",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 },
 {
 "not" : {
 "BasisOfRecord" : [
 "is Machine Observation"
 ]
 }
 }
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026215-260208012135463/datasets/export for details.
DOI: 10.5281/zenodo.13996043
title: Supplemental data to Kemper et al. (2025) On the Potential of Stommel's Perpetual Salt Fountain for Artificial Upwelling

description: Supplemental data to Kemper et al. (2025) On the Potential of Stommel's Perpetual Salt Fountain for Artificial Upwelling. This dataset contains data and methods to reproduce the findings of the above publication.
description: Supplemental data to Kemper et al. (2024) On the Potential of Stommel's Perpetual Salt Fountain for Artificial UpwellingThis dataset contains data and methods to reproduce the findings of the above publication.The subfolders contain further README files describing the use of the data.

Subfolders:- 01_ResultsReproduction:    This folder contains data, configuration files, and scripts to reproduce the results presented in the publication.- 02_RawData:    This folder contains the raw data of the results presented in the publication.- 03_Software:    This folder contains the numerical method used in the publication in the version used to generate the original data.    Requirements:- The SP1D model (available via the doi 10.3289/SW_8_2024 or the url https://git.geomar.de/open-source/sp1d )- pdflatex (only to plot the post-processed data)- Python 3.9 (or later)- Non-standard Python packages are listed in the requirements.txt file.   They can be installed via the command: pip install -r requirements.txt    License:This data is openly available to the public via a CC-BY license. The software shared in the subfolder 03_Software is licensed as indicated in the respective folders.Please refer to the enclosed LICENSE file for details.Please acknowledge the use of this data using the doi 10.5281/zenodo.13996043.Acknowledgement:This work was funded by the German Federal Ministry of Education and Research (Bundesministerium für Bildung und Forschung, BMBF) in the framework of the Test-ArtUp project, which is part of the CDRmare research mission led by the German Marine Research Alliance (Deutsche Allianz Meeresforschung, DAM), under Grant Agreement No.03F0897B. Additional funding was received from the German Federal Agency for Disruptive Innovations (Bundesagentur für Sprunginnovationen, SPRIND GmbH) in the framework of the C-CAUSE project within the Carbon-To-Value challenge.
DOI: 10.5281/zenodo.13996042
title: Supplemental data to Kemper et al. (2025) On the Potential of Stommel's Perpetual Salt Fountain for Artificial Upwelling

description: Supplemental data to Kemper et al. (2025) On the Potential of Stommel's Perpetual Salt Fountain for Artificial Upwelling. This dataset contains data and methods to reproduce the findings of the above publication.
description: Supplemental data to Kemper et al. (2024) On the Potential of Stommel's Perpetual Salt Fountain for Artificial UpwellingThis dataset contains data and methods to reproduce the findings of the above publication.The subfolders contain further README files describing the use of the data.

Subfolders:- 01_ResultsReproduction:    This folder contains data, configuration files, and scripts to reproduce the results presented in the publication.- 02_RawData:    This folder contains the raw data of the results presented in the publication.- 03_Software:    This folder contains the numerical method used in the publication in the version used to generate the original data.    Requirements:- The SP1D model (available via the doi 10.3289/SW_8_2024 or the url https://git.geomar.de/open-source/sp1d )- pdflatex (only to plot the post-processed data)- Python 3.9 (or later)- Non-standard Python packages are listed in the requirements.txt file.   They can be installed via the command: pip install -r requirements.txt    License:This data is openly available to the public via a CC-BY license. The software shared in the subfolder 03_Software is licensed as indicated in the respective folders.Please refer to the enclosed LICENSE file for details.Please acknowledge the use of this data using the doi 10.5281/zenodo.13996043.Acknowledgement:This work was funded by the German Federal Ministry of Education and Research (Bundesministerium für Bildung und Forschung, BMBF) in the framework of the Test-ArtUp project, which is part of the CDRmare research mission led by the German Marine Research Alliance (Deutsche Allianz Meeresforschung, DAM), under Grant Agreement No.03F0897B. Additional funding was received from the German Federal Agency for Disruptive Innovations (Bundesagentur für Sprunginnovationen, SPRIND GmbH) in the framework of the C-CAUSE project within the Carbon-To-Value challenge.
DOI: 10.15468/dd.bmhbxp
title: Test for derived dataset

description: This data was filtered using a fake protocol
DOI: 10.15468/dd.cupp4w
title: Test for derived dataset

description: This data was filtered using a fake protocol
DOI: 10.15468/dl.346bez
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Paraguay",
 "TaxonKey is Dipsas lavillai"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010052-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16738273
title: Interplay Between Lung and Intestine in Responses to Diesel Exhaust Particles: Contrasting Swallowing of Cleared Particles with Lung-Mediated Systemic Effects using an in vitro Approach
DOI: 10.15468/dl.feftjd
title: Occurrence Download

description: A dataset containing 5846 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Chinese Taipei",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "PublishingOrg is one of (7c07cec1-2925-443c-81f1-333e4187bdea, 7050ce20-c75e-11dd-87ef-b8a03c50a862, 898ba450-1627-11df-bd84-b8a03c50a862, 12b1df00-3f75-11d8-aa2d-b8a03c50a862, b6b89e2d-e881-41f3-bc57-213815cb9742, 4fd82480-ea1c-11da-8db4-b8a03c50a862, 55c41b57-9814-4b30-9879-8b59df7dab6d, 0674aea0-a7e1-11d8-9534-b8a03c50a862, c1da06f0-580e-11dc-8a9e-b8a03c50a862, a344ee9f-f1b7-4761-be2c-58ee6d741395, 7f2ff82e-193e-48eb-8fb5-bad64c84782a)",
 "TaxonKey is Bidens pilosa"
 ]
}

 The dataset includes 5846 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010053-250802193616735/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.26372296
title: Labeled point cloud data

description: Labeled point cloud data
DOI: 10.6084/m9.figshare.26372296.v1
title: Labeled point cloud data

description: Labeled point cloud data
DOI: 10.15468/dl.d4e5et
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Argemone mexicana",
 "Country is Syrian Arab Republic",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010055-250802193616735/datasets/export for details.
DOI: 10.15468/dl.d57dqq
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chelydra serpentina",
 "Country is Japan",
 "HasCoordinate is true"
 ]
}

 The dataset includes 5 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010057-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e2xe5k
title: Occurrence Download

description: A dataset containing 3896 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Campostoma oligolepis)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 3896 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010056-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16737868
title: Understanding POS ABC Adoption In Indonesian: A Quantitative Analysis Using Modified UTAUT
DOI: 10.5281/zenodo.16737869
title: Understanding POS ABC Adoption In Indonesian: A Quantitative Analysis Using Modified UTAUT
DOI: 10.6084/m9.figshare.26372176
title: PointNet++ weights

description: PointNet++ weights
DOI: 10.6084/m9.figshare.26372176.v1
title: PointNet++ weights

description: PointNet++ weights
DOI: 10.15468/dl.raspjn
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010058-250802193616735/datasets/export for details.
DOI: 10.5519/qd.rafz2ft0
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (1 records)
DOI: 10.15468/dl.bex8qk
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010059-250802193616735/datasets/export for details.
DOI: 10.15468/dl.ugrxhe
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Polioptila melanura)",
 "Country is one of (Åland Islands, Albania, Andorra, Austria, Belarus, Belgium, Bosnia and Herzegovina, Bulgaria, Croatia, Czechia, Denmark, Estonia, Faroe Islands, Finland, France, Germany, Gibraltar, Greece, Guernsey, Holy See, Hungary, Iceland, Ireland, Isle of Man, Italy, Jersey, Latvia, Liechtenstein, Lithuania, Luxembourg, Malta, Moldova, Republic of, Monaco, Montenegro, Netherlands, North Macedonia, Norway, Poland, Portugal, Romania, Russian Federation, San Marino, Serbia, Slovakia, Slovenia, Spain, Svalbard and Jan Mayen, Sweden, Switzerland, Ukraine, United Kingdom of Great Britain and Northern Ireland)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010061-250802193616735/datasets/export for details.
DOI: 10.15468/dl.be4fk4
title: Occurrence Download

description: A dataset containing 43 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Persicaria wallichii",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 43 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010060-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.