cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.8gjdd6
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "PublishingCountry is Canada",
 "Country is Canada"
 ]
 },
 "TaxonKey is one of (Cherax destructor Clark, 1936)"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016117-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hfptfj
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-70.40881 -52.94345,-70.18835 -53.10349,-69.64932 -53.09477,-69.39012 -52.8058,-69.679 -52.66771,-69.9983 -52.41805,-70.52285 -52.34845,-70.68249 -52.4968,-70.79652 -52.56617,-70.73571 -52.75982,-70.40881 -52.94345))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Calidris canutus (Linnaeus, 1758)"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016118-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sdren3
title: Occurrence Download

description: A dataset containing 236 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Abejas silvestres y uso de recursos florales en distintos tipos de hábitats urbanos del borde oriental de Bogotá"
 ]
}

 The dataset includes 236 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016119-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nchjuy
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "PublishingCountry is Canada",
 "Country is Canada"
 ]
 },
 "TaxonKey is one of (Pseudorasbora parva (Temminck & Schlegel, 1846))"
 ]
}

 The dataset includes 32 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016120-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ewuvbr
title: Occurrence Download

description: A dataset containing 2780 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "TaxonKey is one of (Desmognathus imitator Dunn, 1927)"
 ]
}

 The dataset includes 2780 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016121-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.63v7er
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "Country is Canada",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "StateProvince is NewFoundLand",
 "TaxonKey is Dactylorhiza viridis (L.) R.M.Bateman, Pridgeon & M.W.Chase"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016122-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sreamb
title: Occurrence Download

description: A dataset containing 10824 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "GadmGid is CAN.2_1",
 "OccurrenceStatus is Present",
 "TaxonKey is Ardea herodias Linnaeus, 1758"
 ]
}

 The dataset includes 10824 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016124-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xb6q53
title: Occurrence Download

description: A dataset containing 20 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "PublishingCountry is Canada",
 "Country is Canada"
 ]
 },
 "TaxonKey is one of (Leuciscus idus (Linnaeus, 1758))"
 ]
}

 The dataset includes 20 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016127-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15164383
title: Estuarine salinity zones (tidal fresh, oligohaline, brackish and marine) for all estuaries in mainland England and Wales

description: This dataset contains the GIS shapefiles of estuarine salinity zones (tidal fresh, oligohaline, brackish and marine) for all estuaries in mainland England and Wales as determined by Pietkiewicz et al., 2025.
DOI: 10.5281/zenodo.15164384
title: Estuarine salinity zones (tidal fresh, oligohaline, brackish and marine) for all estuaries in mainland England and Wales

description: This dataset contains the GIS shapefiles of estuarine salinity zones (tidal fresh, oligohaline, brackish and marine) for all estuaries in mainland England and Wales as determined by Pietkiewicz et al., 2025.
DOI: 10.15468/dl.gqwgmk
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-70.40881 -52.94345,-70.18835 -53.10349,-69.64932 -53.09477,-69.39012 -52.8058,-69.679 -52.66771,-69.9983 -52.41805,-70.52285 -52.34845,-70.68249 -52.4968,-70.79652 -52.56617,-70.73571 -52.75982,-70.40881 -52.94345))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Chaetophractus villosus (Desmarest, 1804)"
 ]
}

 The dataset includes 9 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016129-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hspcm2
title: Occurrence Download

description: A dataset containing 340 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Melanoxylon brauna Schott"
 ]
}

 The dataset includes 340 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016130-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2jmyxh
title: Occurrence Download

description: A dataset containing 4906 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is MIR-PIB Literature Data on Southern Baltic Sea Ichthyoplankton",
 "Geometry POLYGON((3.28751 49.83121,27.68158 49.83121,27.68158 59.58466,3.28751 59.58466,3.28751 49.83121))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Year 2009-2021"
 ]
}

 The dataset includes 4906 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016131-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3vg6ey
title: Occurrence Download

description: A dataset containing 98 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-70.40881 -52.94345,-70.18835 -53.10349,-69.64932 -53.09477,-69.39012 -52.8058,-69.679 -52.66771,-69.9983 -52.41805,-70.52285 -52.34845,-70.68249 -52.4968,-70.79652 -52.56617,-70.73571 -52.75982,-70.40881 -52.94345))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Chloephaga hybrida (Molina, 1782)"
 ]
}

 The dataset includes 98 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016132-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.11588/data/t6rmiy
title: 4D Printing of thermoresponsive OEGMA-based hydrogels with tunable response [data]

description: Hydrogels, particularly those exhibiting responsive behaviors, have gained significant attention, especially with the advent of 4D printing. Among thermoresponsive hydrogels, poly(N-isopropylacrylamide) (PNIPAM)-based materials remain a benchmark for 4D microprinting featuring typical lower critical solution temperatures (LCSTs) ranging from 32 to 37 °C. However, precise tuning of the LCST to a broader temperature range is necessary to expand the application window. This study introduces thermoresponsive poly(oligo(ethylene glycol)methacrylate) (POEGMA)-based polymers as alternative printable materials for two-photon laser printing (2PLP). First, a library of prepolymers with LCSTs ranging from 33 to 66 °C is synthesized and characterized. By formulating these prepolymers with a suitable photoinitiator in water, inks compatible with 2PLP are created. The printing performance of each ink is evaluated by fabricating complex 4D microstructures, including various platonic solids exhibiting LCSTs ranging from 33 to 66 °C, surpassing the constraints of PNIPAM. The actuation performance of each material is evaluated quantitatively by monitoring volume changes at different temperatures. Finally, arrays of “twistable” tetrahedrons are fabricated in multi-material fashion, showcasing temperature selective actuation. Thus, we demonstrate that the careful design of the macromolecular architecture offers precise LCST adjustment in final printed microstructures, a feature highly beneficial for applications like soft microrobotics among others.
DOI: 10.15468/dl.hgc8j4
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "PublishingCountry is Canada",
 "Country is Canada"
 ]
 },
 "TaxonKey is one of (Elodea densa (Planch.) Casp.)"
 ]
}

 The dataset includes 24 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016133-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.11588/data/oauxws
title: DeformedTissue Dataset

description: Tissue deformation is a critical issue in soft-tissue surgery, particularly during tumor resection, as it causes landmark displacement, complicating tissue orientation. The authors conducted an experimental study on 45 pig head cadavers to simulate tissue deformation, approved by the Mannheim Veterinary Office (DE 08 222 1019 21). 

We used 3D cameras and head-mounted displays to capture tissue shapes before and after controlled deformation induced by heating. The data were processed using software such as Meshroom, MeshLab, and Blender to create and evaluate 2½D meshes. 

The dataset includes different levels of deformation, noise, and outliers, generated using the same approach as the SynBench dataset. 

1. Deformation_Level:
10 different deformation levels are considered. 0.1 and 0.7 are representing minimum and maximum deformation, respectively. Source and target files are available in each folder. The deformation process is just applied to target files. For simplicity, the corresponding source files to the target ones are available in this folder with the same name, but source ones start with Source_ and the target files start with Target_. The number after Source_ and Target_ represents the primitive object in the “Data” folder. For example, Target_3 represents that this file is generated from object number 3 in the “Data” folder. The two other numbers in the file name represent the percentage number of control points and the width of the Gaussian radial basis function, respectively. 

2. Noisy_Data
For all available files in the “Deformation_Level” folder (for all deformation levels), Noisy data is generated. They are generated in 4 different noise levels namely, 0.01, 0.02, 0.03, and 0.04 (More explanation about implementation can be found in the paper). 
The name of the files is the same as the files in the “Deformation_Level” folder.

3. Outlier_Data
For all available files in the “Deformation_Level” folder (for all deformation levels), data with outliers is generated. They are generated in different outlier levels, in 5 categories, namely, 5%, 15%, 25%, 35%, and 45% (More explanation about implementation can be found in the paper). 
The name of the files is the same as the files in the “Deformation_Level” folder. Furthermore, for each file, there is one additional file with the same name but is started with “Outlier_”. This represents a matrix with the coordinates of outliers. Then, it would be possible to use these files as benchmarks to check the validity of future algorithms. 

Additional notes:
Considering the fact that all challenges are generated under small to large deformation levels, the DeformedTissue dataset makes it possible for users to select their desired data based on the ability of their proposed method, to show how robust to complex challenges their methods are.
DOI: 10.15468/dl.f47k39
title: Occurrence Download

description: A dataset listing the 10 species recorded in GBIF matching the query:
{
 "DatasetKey" : [
 "is Abejas silvestres y uso de recursos florales en distintos tipos de hábitats urbanos del borde oriental de Bogotá"
 ]
}

 The dataset's 10 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016128-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.erm5h8
title: Occurrence Download

description: A dataset containing 634368 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Festuca muralis Kunth, Watsonia versfeldii J.W.Mathews & L.Bolus, Bupleurum semicompositum L., Vachellia karroo (Hayne) Banfi & Galasso, Pseudodictamnus mediterraneus Salmaki & Siadati, Lycium intricatum Boiss., Rumex lunaria L., Erodium glaucophyllum (L.) L'Hér., Narcissus ×medioluteus Mill., Senecio inaequidens DC., Tulipa agenensis Redouté, Valeriana macrosiphon (Boiss.) Vilm., Ulmus laevis Pall., Iris unguicularis Poir., Pseudognaphalium undulatum (L.) Hilliard & B.L.Burtt, Alcea biennis Winterl, Oxalis purpurata Jacq., Santolina virens Mill., Vitis riparia Michx., Alcea setosa (Boiss.) Alef., Diospyros lotus L., Cleome trachysperma (Torr. & A.Gray) Pax & K.Hoffm., Narcissus ×incomparabilis Mill., Bidens connata Muhl. ex Willd., Bidens subalternans DC., Cyperus glomeratus L., Eleusine coracana subsp. africana (Kenn.-O'Byrne) Hilu & de Wet, Melilotus dentatus (Waldst. & Kit.) Desf., Oenothera ×fallax Renner, Solanum chenopodioides Lam., Corispermum marschallii Steven, Opuntia scheeri F.A.C.Weber, Senecio grisebachii Baker, Amaranthus ×tamariscinus Nutt., Capsella grandiflora (Fauché & Chaub.) Boiss., Dichrocephala integrifolia (L.fil.) Kuntze, Helianthus multiflorus W.Young, 1783, Trachycarpus fortunei (Hook.) H.Wendl., Viola cucullata Aiton, Rheum palmatum L., Rotala filiformis (Bellardi) Hiern, Ornithogalum boucheanum (Kunth) Asch., Sorbaria tomentosa (Lindl.) Rehder, Amelanchier ×lamarckii F.G.Schroed., Cyclanthera pedata (L.) Schrad., Rotala densiflora (Roem. & Schult.) Koehne, Saxifraga umbrosa L., Persicaria filiformis (Thunb.) Nakai, Nonea pulla (L.) DC., Ruschia tumidula (Haw.) Schwantes)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 634368 records from 2272 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016115-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4yawqu
title: Occurrence Download

description: A dataset containing 3861 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Quercus dentata Thunb."
 ]
}

 The dataset includes 3861 records from 121 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048583-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bmmydc
title: Occurrence Download

description: A dataset containing 497 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Antilophia bokermanni Coelho & Silva, 1998"
 ]
}

 The dataset includes 497 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027085-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qcc04o
title: Occurrence Download

description: A dataset containing 611 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sarcocephalus latifolius (Sm.) E.A.Bruce",
 "Country is Benin"
 ]
}

 The dataset includes 611 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010321-170714134226665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rsmb8h
title: Occurrence Download

description: A dataset containing 83846 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-10.99703 26.22376,53.28498 26.22376,53.28498 66.32773,-10.99703 66.32773,-10.99703 26.22376))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Taxus baccata L.",
 "Year 2000-2024"
 ]
}

 The dataset includes 83846 records from 512 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027063-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u6qvha
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-6.64881 43.309,-6.77738 43.309,-6.73957 42.84495,-6.18744 42.53363,-5.34792 42.7006,-5.34329 43.26723,-6.64881 43.309))",
 "HasGeospatialIssue is false",
 "TaxonKey is Rumex pulcher L."
 ]
}

 The dataset includes 7 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048602-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y9auw3
title: Occurrence Download

description: A dataset containing 6312522 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "Country is Poland",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 6312522 records from 431 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039436-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pbzkqo
title: Occurrence Download

description: A dataset containing 3826 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Myotis thysanodes Miller, 1897"
 ]
}

 The dataset includes 3826 records from 87 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010321-171219132708484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6s24bm
title: Occurrence Download

description: A dataset containing 134 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Gastrodia elata Blume"
 ]
}

 The dataset includes 134 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048589-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bvpnrt
title: Occurrence Download

description: A dataset containing 53 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Ctenocladaceae)"
 ]
}

 The dataset includes 53 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027184-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ezomym
title: Occurrence Download

description: A dataset containing 210 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dinomys Peters, 1873"
 ]
}

 The dataset includes 210 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015073-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uffwuz
title: Occurrence Download

description: A dataset containing 181 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dianthus floribundus Boiss."
 ]
}

 The dataset includes 181 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027149-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d6ycb6
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Meliwillea Roubik, Lobo Segura & Camargo, 1997",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Continent is South America"
 ]
}

 The dataset includes 6 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017582-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3px9kg
title: Occurrence Download

description: A dataset containing 266 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (South Africa, United States of America, New Zealand)",
 "TaxonKey is Hakea drupacea (C.F.Gaertn.) Roem. & Schult."
 ]
}

 The dataset includes 266 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027209-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b8g4p0
title: Occurrence Download

description: A dataset containing 5065 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Phalacrocorax neglectus (Wahlberg, 1855)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 5065 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015064-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.