cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15615943
title: AI4Life-MDC25-Tribolium

description: This is a subset of the "Denoising Tribolium" dataset, used as a training set for "AI4Life Microscopy Supervised Denoising Challenge 2025" It is based on the dataset from "Weigert, Martin, Uwe Schmidt, Tobias Boothe, Andreas M&uuml;ller, Alexandr Dibrov, Akanksha Jain, Benjamin Wilhelm, et al. 2025. “Content Aware Image Restoration: Pushing the Limits of Fluorescence Microscopy Data.” Edmond. https://doi.org/doi:10.17617/3.FDFZOF.





For more details about the original dataset, please see the research publication "Weigert, M., Schmidt, U., Boothe, T. et al. Content-aware image restoration: pushing the limits of fluorescence microscopy. Nat Methods 15, 1090–1097 (2018). https://doi.org/10.1038/s41592-018-0216-7"For the details about this subset and its organization, please see https://ai4life-mdc25.grand-challenge.org/leaderboard-2/The original dataset is available at https://edmond.mpg.de/dataset.xhtml?persistentId=doi:10.17617/3.FDFZOFAI4Life has received funding from the European Union’s Horizon Europe research and innovation programme under grant agreement number 101057970. Views and opinions expressed are however those of the author(s) only and do not necessarily reflect those of the European Union or the European Research Council Executive Agency. Neither the European Union nor the granting authority can be held responsible for them.







Files
DOI: 10.15468/dl.z2whj6
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Phrynobatrachus acridoides (Cope, 1867)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((32.064 -28.9416,32.4847 -28.5786,30.5701 -28.5786,30.5701 -30.7329,30.6252 -30.6659,31.4179 -29.4257,31.8178 -29.0299,32.064 -28.9416))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034698-250525065834625/datasets/export for details.
DOI: 10.7486/dri.28023c78k
title: Shapefile (polygon) - Mask used for extracting raster cells from within a defined boundary for the UAV digital photogrammetry outputs (digital elevation model) and topographic relief raster visualisations, dating to the 12/06/2018, of the western floodplain and higher ground of Bannow Bay Estuary, Clonmines, Wexford. The area of interest contains several remains associated with the historic town of Clonmines (SMR No.: WX045-012----).
DOI: 10.6084/m9.figshare.29286569
title: Correlation Study: Sleep Duration and Stress Levels in Young Adults

description: This dataset simulates the relationship between hours of sleep and reported stress levels among young adults. It includes 100 data points generated using a normal distribution and adjusted to reflect real-world health trends. A matching research paper is attached. The data shows a moderate negative correlation, suggesting that reduced sleep is associated with increased stress. This work is intended for educational and demonstration purposes only.
DOI: 10.6084/m9.figshare.29286569.v2
title: Correlation Study: Sleep Duration and Stress Levels in Young Adults

description: This dataset simulates the relationship between hours of sleep and reported stress levels among young adults. It includes 100 data points generated using a normal distribution and adjusted to reflect real-world health trends. A matching research paper is attached. The data shows a moderate negative correlation, suggesting that reduced sleep is associated with increased stress. This work is intended for educational and demonstration purposes only.
DOI: 10.6084/m9.figshare.29286569.v1
title: Correlation Study: Sleep Duration and Stress Levels in Young Adults

description: This dataset simulates the relationship between hours of sleep and reported stress levels among young adults. It includes 100 data points generated using a normal distribution and adjusted to reflect real-world health trends. A matching research paper is attached. The data shows a moderate negative correlation, suggesting that reduced sleep is associated with increased stress. This work is intended for educational and demonstration purposes only.
DOI: 10.15468/dl.ysfjsh
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Phrynobatrachus acridoides (Cope, 1867)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((35.5808 -24.13,35.5909 -24.0715,30.5701 -24.0715,30.5701 -28.5786,32.4847 -28.5786,32.55 -28.5222,33.0346 -26.8668,32.9741 -26.7838,33.0415 -26.059,32.9304 -26.0011,32.7994 -26.1281,32.6834 -26.0015,32.813 -25.8728,32.8513 -25.7166,33.3048 -25.3731,35.1489 -24.6699,35.5808 -24.13))"
 ]
}

 The dataset includes 19 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034699-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hbd54a
title: Occurrence Download

description: A dataset containing 7962 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Colombia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "IucnRedListCategory is EN",
 "OccurrenceStatus is Present",
 "PublishingOrg is one of (eac88d99-9f6c-4031-8fc4-8088f0e0dfe7, 2a7e3080-28a9-11dd-97cd-b8a03c50a862, 90fd6680-349f-11d8-aa2d-b8a03c50a862, cccff716-2694-4209-9f9e-2f7a484465a0, 85be57ed-f187-49c9-b7ff-eaa622e06217, 6c147991-c3bf-453d-a778-3bea9a534804, 7b8aff00-a9f8-11d8-944b-b8a03c50a862, 0e2f2e28-7790-4c82-b8fb-6ef7b4c764e2, bc092ff0-02e4-11dc-991f-b8a03c50a862, 9d77fdeb-100f-4b29-98ad-4effdd824457)"
 ]
}

 The dataset includes 7962 records from 109 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034700-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.znyj85
title: Occurrence Download

description: A dataset containing 6710 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Belgium",
 "TaxonKey is Viscum album L."
 ]
}

 The dataset includes 6710 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0411469-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.69xb5n
title: Occurrence Download

description: A dataset containing 5673 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Anthaxia hungarica (Scopoli, 1772), Calathus erratus (C.R.Sahlberg, 1827))",
 "Geometry POLYGON((-9.36035 44.71551,-10.59082 42.81152,-11.82129 36.80928,-7.69043 36.17336,-3.38379 35.88905,3.12012 38.13456,9.18457 38.20366,11.7334 37.16032,12.78809 34.74161,17.09473 33.79741, 23.15918 34.23451,30.10254 32.62087,33.2666 32.99024,35.72754 35.03,33.00293 35.53223,28.69629 35.17381,28.34473 36.31513,25.7959 37.50973,24.91699 39.90974,28.78418 40.6473,30.71777 41.17865,36.87012 45.213,38.18848 46.98025,38.71582 47.7541,39.94629 47.93107,40.20996 49.61071,37.0459 50.34546,35.72754 50.40152,33.79395 52.26816,31.68457 51.94426,31.4209 53.27835,32.56348 53.43572,30.98145 54.77535,30.89355 55.52863,28.43262 56.02295,27.20215 57.65716,27.37793 58.30949,27.90527 59.17593,29.66309 59.88894,27.6416 60.58697,31.50879 62.75473,28.78418 69.83962,30.89355 70.28912,29.22363 71.55274,21.75293 71.30079,14.28223 70.14036,11.38184 67.47492,4.87793 63.66576,-5.53711 71.52491,-10.63477 71.69129,-21.5332 67.74276,-28.56445 65.36684,-24.3457 61.35461,-9.36035 44.71551))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2021"
 ]
}

 The dataset includes 5673 records from 176 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0156720-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zuzuv6
title: Occurrence Download

description: A dataset listing the 13437 species recorded in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Amphibia"
 ]
}

 The dataset's 13437 records were derived from 2325 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0330447-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cupzda
title: Occurrence Download

description: A dataset containing 2689 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Lyophyllum boudieri (Kühner & Romagn.) V.Hofst., Clémençon, Moncalvo & Redhead, Tephrocybe rancida (Fr.) Donk)",
 "Geometry POLYGON((-9.36035 44.71551,-10.59082 42.81152,-11.82129 36.80928,-7.69043 36.17336,-3.38379 35.88905,3.12012 38.13456,9.18457 38.20366,11.7334 37.16032,12.78809 34.74161,17.09473 33.79741, 23.15918 34.23451,30.10254 32.62087,33.2666 32.99024,35.72754 35.03,33.00293 35.53223,28.69629 35.17381,28.34473 36.31513,25.7959 37.50973,24.91699 39.90974,28.78418 40.6473,30.71777 41.17865,36.87012 45.213,38.18848 46.98025,38.71582 47.7541,39.94629 47.93107,40.20996 49.61071,37.0459 50.34546,35.72754 50.40152,33.79395 52.26816,31.68457 51.94426,31.4209 53.27835,32.56348 53.43572,30.98145 54.77535,30.89355 55.52863,28.43262 56.02295,27.20215 57.65716,27.37793 58.30949,27.90527 59.17593,29.66309 59.88894,27.6416 60.58697,31.50879 62.75473,28.78418 69.83962,30.89355 70.28912,29.22363 71.55274,21.75293 71.30079,14.28223 70.14036,11.38184 67.47492,4.87793 63.66576,-5.53711 71.52491,-10.63477 71.69129,-21.5332 67.74276,-28.56445 65.36684,-24.3457 61.35461,-9.36035 44.71551))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2021"
 ]
}

 The dataset includes 2689 records from 86 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0329253-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.34g59k
title: Occurrence Download

description: A dataset containing 4620 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-79.84866 36.1312,-79.84876 36.13046,-79.84903 36.12965,-79.84912 36.12895,-79.84885 36.12788,-79.8483 36.12777,-79.84702 36.12777,-79.84592 36.12788,-79.84578 36.12928,-79.84578 36.12998,-79.84537 36.13032,-79.84468 36.13032,-79.84203 36.13021,-79.84103 36.13021,-79.84043 36.13021,-79.83997 36.12939,-79.83997 36.12884,-79.83984 36.1288,-79.83952 36.12836,-79.83942 36.12773,-79.83984 36.12718,-79.84029 36.12707,-79.84043 36.1264,-79.84089 36.12596,-79.84121 36.12581,-79.84144 36.12533,-79.8418 36.1247,-79.84144 36.12415,-79.84034 36.12407,-79.83997 36.12381,-79.83929 36.12411,-79.83846 36.12426,-79.83755 36.12437,-79.83737 36.12452,-79.83709 36.12548,-79.83695 36.12618,-79.83695 36.12736,-79.83705 36.12873,-79.83732 36.12947,-79.83755 36.13021,-79.837 36.13072,-79.83645 36.13106,-79.83599 36.13143,-79.83627 36.13372,-79.83609 36.13412,-79.83609 36.13505,-79.83609 36.13601,-79.83663 36.13626,-79.83755 36.13641,-79.8392 36.13619,-79.84057 36.13604,-79.84162 36.13597,-79.84299 36.13589,-79.844 36.13549,-79.84542 36.13501,-79.84583 36.13471,-79.84583 36.13364,-79.8467 36.13338,-79.84866 36.1312))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 4620 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0201868-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j2pet5
title: Occurrence Download

description: A dataset containing 726 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Primula egaliksensis Wormsk. ex Hornem."
 ]
}

 The dataset includes 726 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0094888-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.br743r
title: Occurrence Download

description: A dataset containing 2892 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Astronium urundeuva (Allemão) Engl., Astronium gardneri Mattick, Astronium urundeuva var. candollei (Engl.) Hassl., Astronium urundeuva var. urundeuva, Myracrodruon urundeuva Allemão)"
 ]
}

 The dataset includes 2892 records from 165 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018170-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.by5xxe
title: Occurrence Download

description: A dataset containing 18215 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Onosma L."
 ]
}

 The dataset includes 18215 records from 267 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0201877-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qnvjnh
title: Occurrence Download

description: A dataset containing 33023 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "TaxonKey is one of (Eurycea bislineata (Green, 1818), Eurycea cirrigera (Green, 1831), Eurycea longicauda (Green, 1818))"
 ]
}

 The dataset includes 33023 records from 56 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0128601-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x445kv
title: Occurrence Download

description: A dataset containing 674 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Exerodonta sumichrasti Brocchi, 1879"
 ]
}

 The dataset includes 674 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024678-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m8c2z9
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Allium margaritae B.Fedtsch."
 ]
}

 The dataset includes 21 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025766-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qrhzts
title: Occurrence Download

description: A dataset containing 681 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Cycas circinalis L."
 ]
}

 The dataset includes 681 records from 93 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0074771-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7483/opendata.cms.ar4z.3fuq
title: /NMSSM_XToYHTo2W2BTo4Q2B_MX-2000_MY-500_TuneCP5_13TeV-madgraph-pythia8/RunIISummer20UL16MiniAODv2-106X_mcRun2_asymptotic_v17-v2/MINIAODSIM
DOI: 10.15468/dl.5uqjkg
title: Occurrence Download

description: A dataset containing 829 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Puffinus griseus (Gmelin, 1789)",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 829 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030049-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.11624626
title: COSMOROE Newspaper Caricatures Dataset

description: The dataset comprises 50 greek newspaper caricatures of the caricaturist Yiannis Ioannou pertaining to politics and environmental issues with gold annotations along the following dimensions:

(a) scene and graphic text recognition, (b) object (inanimate entity) recognition (trajectory of object contour as list of point coordinates), (c) agent (animate entity) recognition  (trajectory of agent contour as list of point coordinates), (d) visual scene recognition (distinction into backaground vs foreground), (e) implied activity identification (gesture, body-movement and object movement, distinction into  "by own force"or "by external force"), (f) body movement and gesture complement identification     (agent, tool, affected object, location of the action), (g) cross-media semantic relation identification (i.e., semantic relations holding between verbal and visual elements employing the COSMOROE (CMR) framework, see related documentation in Pastra 2008, Pastra 2015); (h) all visual elements are tagged/labeled (verbal categorization in Greek). 

Furthermore, the dataset includes an ebook with the following information per caricature: (i) lists of visual and verbal elements in the caricature, (ii)  list of semantic relations among the elements in the form of triplets (Argument1 -relation- Argument 2), (iii) chains formulated by these relations for message formation (semantic graph path), (iv)  verbal rendition of the chains, (v)   background information (when needed) for better grasping the message of the caricature semantic graph representation of the multimodal message expressed in each caricature, and a full verbalization  of the corresponding message (verbal translation of the multimodal message).

Statistics and annotaction scheme are also included in the release.
DOI: 10.15468/dl.bvn2uy
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Procellaria grisea Gmelin, 1789",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030050-240626123714530/datasets/export for details.
DOI: 10.5281/zenodo.11624625
title: COSMOROE Newspaper Caricatures Dataset

description: The dataset comprises 50 greek newspaper caricatures of the caricaturist Yiannis Ioannou pertaining to politics and environmental issues with gold annotations along the following dimensions:

(a) scene and graphic text recognition, (b) object (inanimate entity) recognition (trajectory of object contour as list of point coordinates), (c) agent (animate entity) recognition  (trajectory of agent contour as list of point coordinates), (d) visual scene recognition (distinction into backaground vs foreground), (e) implied activity identification (gesture, body-movement and object movement, distinction into  "by own force"or "by external force"), (f) body movement and gesture complement identification     (agent, tool, affected object, location of the action), (g) cross-media semantic relation identification (i.e., semantic relations holding between verbal and visual elements employing the COSMOROE (CMR) framework, see related documentation in Pastra 2008, Pastra 2015); (h) all visual elements are tagged/labeled (verbal categorization in Greek). 

Furthermore, the dataset includes an ebook with the following information per caricature: (i) lists of visual and verbal elements in the caricature, (ii)  list of semantic relations among the elements in the form of triplets (Argument1 -relation- Argument 2), (iii) chains formulated by these relations for message formation (semantic graph path), (iv)  verbal rendition of the chains, (v)   background information (when needed) for better grasping the message of the caricature semantic graph representation of the multimodal message expressed in each caricature, and a full verbalization  of the corresponding message (verbal translation of the multimodal message).

Statistics and annotaction scheme are also included in the release.
DOI: 10.5281/zenodo.12737849
title: Dataset for 'Chaperone Solvent Assisted Assembly of Polymers at the Interface of Two Immiscible Liquids'

description: The authors acknowledge financial support from the Research Grants Council of Hong Kong (Project No.21304421), the National Natural Science Foundation of China (Project No. 22003053), the Natural Science Foundation of Guangdong Province, China (Project No. 2023A1515011457), the Natural Science Foundation of Sichuan Province, China (Project No. 2023NSFSC0312), CityU Strategic Interdisciplinary Research Grant (Project No. 2020SIRG035), and Hong Kong Institute for Advanced Study. The authors also thank OpenAI for editing.
DOI: 10.5281/zenodo.12737850
title: Dataset for 'Chaperone Solvent Assisted Assembly of Polymers at the Interface of Two Immiscible Liquids'

description: The authors acknowledge financial support from the Research Grants Council of Hong Kong (Project No.21304421), the National Natural Science Foundation of China (Project No. 22003053), the Natural Science Foundation of Guangdong Province, China (Project No. 2023A1515011457), the Natural Science Foundation of Sichuan Province, China (Project No. 2023NSFSC0312), CityU Strategic Interdisciplinary Research Grant (Project No. 2020SIRG035), and Hong Kong Institute for Advanced Study. The authors also thank OpenAI for editing.
DOI: 10.5281/zenodo.11396243
title: Assemblage reconstruction Cosquer
DOI: 10.5281/zenodo.11636865
title: Assemblage reconstruction Cosquer

description: Assemblage de l'ensemble des segments reconstruits. Secteurs concernés : 101/102/104

Formats GlTF et Blender (textures incluses).
DOI: 10.5281/zenodo.11396242
title: Assemblage reconstruction Cosquer

description: Assemblage de l'ensemble des segments reconstruits. Secteurs concernés : 101/102/104/105/115

Formats GlTF et Blender (textures incluses).
DOI: 10.5281/zenodo.12766905
title: Assemblage reconstruction Cosquer

description: Assemblage de l'ensemble des segments reconstruits. Secteurs concernés : 101/102/104/105/115

Formats GlTF et Blender (textures incluses).
DOI: 10.15468/dl.fvtu9f
title: Occurrence Download

description: A dataset containing 424 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ardenna grisea (J.F.Gmelin, 1789)",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 424 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030051-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.