cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.7lrjf7
title: Occurrence Download

description: A dataset containing 25 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Uganda",
 "TaxonKey is Ploceus spekeoides Grant & Mackworth-Praed, 1947"
 ]
}

 The dataset includes 25 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007760-190320150433242/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nveymq
title: Occurrence Download

description: A dataset containing 5524641 species occurrences available in GBIF matching the query:
(Query is too complex. Can be viewed on the landing page)

 The dataset includes 5524641 records from 2557 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002550-240202131308920/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jutevr
title: Occurrence Download

description: A dataset containing 25007 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Canis latrans Say, 1823"
 ]
}

 The dataset includes 25007 records from 155 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016793-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t3sjak
title: Occurrence Download

description: A dataset containing 736 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ambystoma mexicanum (Shaw & Nodder, 1798)"
 ]
}

 The dataset includes 736 records from 51 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005854-200127171203522/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.weduc8
title: Occurrence Download

description: A dataset containing 93589 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Amelanchier ovalis Medik."
 ]
}

 The dataset includes 93589 records from 272 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0189576-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fqaxmb
title: Occurrence Download

description: A dataset listing the 6 species recorded in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 {
 "or" : [
 "TaxonKey is Panicum arrectum Hack. ex T.Durand & Schinz",
 "TaxonKey is Brachiaria radicans Napper",
 "TaxonKey is Brachiaria arrecta (Hack.) Stent",
 "TaxonKey is Urochloa arrecta (Hack.) Morrone & Zuloaga"
 ]
 }
 ]
}

 The dataset's 6 records were derived from 69 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0185428-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y6y5u4
title: Occurrence Download

description: A dataset containing 1253 species occurrences available in GBIF matching the query:
{
 "and" : [
 "StateProvince is hawaii",
 "TaxonKey is Lepidoptera"
 ]
}

 The dataset includes 1253 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016793-181003121212138/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.85rhq6
title: Occurrence Download

description: A dataset containing 93589 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Amelanchier ovalis Medik."
 ]
}

 The dataset includes 93589 records from 272 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0189580-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cet697
title: Occurrence Download

description: A dataset containing 23 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Guatemala",
 "DatasetKey is Michigan State University Herbarium Vascular Plants"
 ]
}

 The dataset includes 23 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0156314-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wtw28g
title: Occurrence Download

description: A dataset containing 317 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "TaxonKey is Perdix perdix (Linnaeus, 1758)",
 "Year 1973-1973"
 ]
}

 The dataset includes 317 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0155338-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.clih9w
title: Occurrence Download

description: A dataset containing 403278 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Thymelaeaceae"
 ]
}

 The dataset includes 403278 records from 876 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016793-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9pnr2d
title: Occurrence Download

description: A dataset containing 14194 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Galeopsis pubescens Besser"
 ]
}

 The dataset includes 14194 records from 138 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0209214-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g2lteg
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cantua mediamnis J.M.Porter & Prather"
 ]
}

 The dataset includes 9 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026164-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wf9nzk
title: Occurrence Download

description: A dataset containing 821 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Orchestoidea tuberculata Nicolet, 1849"
 ]
}

 The dataset includes 821 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0207545-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jktl8e
title: Occurrence Download

description: A dataset containing 110 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Benin",
 {
 "or" : [
 "PublishingOrg is b2db85d5-c5fe-4125-9e36-590a5f651829",
 "PublishingOrg is 5ca9a113-2397-4540-84b4-41114a1404ef",
 "PublishingOrg is 65fffa9e-53b3-40cd-9dbb-727c1cb2a431",
 "PublishingOrg is 396d5f30-dea9-11db-8ab4-b8a03c50a862",
 "PublishingOrg is 2cd829bb-b713-433d-99cf-64bef11e5b3e"
 ]
 },
 "TaxonKey is Irvingia gabonensis (Aubry-Lecomte ex O'Rorke) Baill."
 ]
}

 The dataset includes 110 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027591-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fth2fg
title: Occurrence Download

description: A dataset containing 332 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Chrysocyon brachyurus (Illiger, 1815)"
 ]
}

 The dataset includes 332 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0210808-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z3st1q
title: Occurrence Download

description: A dataset containing 207 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Observation",
 "BasisOfRecord is Material sample",
 "BasisOfRecord is Literature Occurrence",
 "BasisOfRecord is Living Specimen"
 ]
 },
 "Country is Colombia",
 {
 "or" : [
 "Geometry POLYGON((-180 -90,180 -90,180 90,-180 90,-180 -90))",
 "Geometry POLYGON((-77.39868 8.6462,-77.15973 7.96132,-77.79694 7.43328,-77.9068 7.2099,-77.48932 6.71916,-77.3822 6.21701,-77.31079 4.76257,-77.33276 4.23686,-76.03638 4.76257,-76.64848 6.93779,-76.75598 7.31888,-76.89331 8.10274,-77.39868 8.6462))"
 ]
 },
 "TaxonKey is Amphibia",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 207 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026164-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7nvucq
title: Occurrence Download

description: A dataset containing 342 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gagea pusilla (F.W.Schmidt) Sweet"
 ]
}

 The dataset includes 342 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0209201-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2wrf4y
title: Occurrence Download

description: A dataset containing 290 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Panama",
 "TaxonKey is Sphaerodactylus lineolatus Lichtenstein & Martens, 1856"
 ]
}

 The dataset includes 290 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0210811-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.geidyz
title: Occurrence Download

description: A dataset containing 406 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pentagonia spathicalyx K.Schum."
 ]
}

 The dataset includes 406 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026164-190415153152247/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.lzyl8u
title: Occurrence Download

description: A dataset containing 86 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Observation",
 "BasisOfRecord is Material sample",
 "BasisOfRecord is Literature Occurrence",
 "BasisOfRecord is Living Specimen"
 ]
 },
 "Country is Colombia",
 {
 "or" : [
 "Geometry POLYGON((-180 -90,180 -90,180 90,-180 90,-180 -90))",
 "Geometry POLYGON((-77.39868 8.6462,-77.15973 7.96132,-77.79694 7.43328,-77.9068 7.2099,-77.48932 6.71916,-77.3822 6.21701,-77.31079 4.76257,-77.33276 4.23686,-76.03638 4.76257,-76.64848 6.93779,-76.75598 7.31888,-76.89331 8.10274,-77.39868 8.6462))"
 ]
 },
 "TaxonKey is Mammalia",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 86 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026165-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v6vgmj
title: Occurrence Download

description: A dataset containing 609780 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Galium aparine L."
 ]
}

 The dataset includes 609780 records from 1198 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0209225-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qyqrvy
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Bolivia (Plurinational State of)",
 "TaxonKey is Liolaemus fittkaui Laurent, 1986"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0150859-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yve2tq
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Castilleja profunda T.I.Chuang & Heckard"
 ]
}

 The dataset includes 6 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026166-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hutw92
title: Occurrence Download

description: A dataset containing 111 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Italy",
 "Geometry POLYGON((15.08148 41.94855,16.8338 40.3775,17.5589 39.85016,18.07526 39.43817,18.38287 39.37225,18.77838 39.51508,19.02557 39.88312,18.90472 40.26764,18.63007 40.79498,17.75665 41.13556,16.6745 41.586,16.50421 41.93207,16.28998 42.11334,15.64728 42.17926,15.2298 42.08588,15.08148 41.94855))",
 "OccurrenceStatus is Present",
 "TaxonKey is Amphibia"
 ]
}

 The dataset includes 111 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0202342-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j8gglh
title: Occurrence Download

description: A dataset containing 101 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ovis orientalis Gmelin, 1774"
 ]
}

 The dataset includes 101 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026166-190415153152247/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jzyr7i
title: Occurrence Download

description: A dataset containing 927 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Psychotria caerulea Ruiz & Pav."
 ]
}

 The dataset includes 927 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026167-190415153152247/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nec7nk
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "HasCoordinate is true",
 "TaxonKey is Physella mexicana (R.A.Philippi, 1841)"
 ]
}

 The dataset includes 11 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0205535-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6ghyzc
title: Occurrence Download

description: A dataset containing 15953 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gagea minima (L.) Ker Gawl."
 ]
}

 The dataset includes 15953 records from 165 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0209199-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/11151277
title: LLM Fine-Tuning Dataset - Audio Image Text
DOI: 10.15468/dl.prqmm5
title: Occurrence Download

description: A dataset containing 58 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-83.7702 44.00906,-76.15463 44.00906,-76.15463 47.63068,-83.7702 47.63068,-83.7702 44.00906))",
 "HasCoordinate is true",
 "TaxonKey is Cottus ricei (Nelson, 1876)"
 ]
}

 The dataset includes 58 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000026-250324175209820/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ckb4uc
title: Occurrence Download

description: A dataset containing 1640 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Desmodium scorpiurus (Sw.) Desv. ex DC., Desmodium scorpiurus (Sw.) Desv., Desmodium scorpiurus (Sw.) Poir.)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1640 records from 165 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000027-250324175209820/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uvyuf9
title: Occurrence Download

description: A dataset containing 496 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Material sample, Specimen)",
 "TaxonKey is Myotis keaysi J.A.Allen, 1914",
 "Year 1970-2025"
 ]
}

 The dataset includes 496 records from 72 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000029-250324175209820/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g6pcuu
title: Occurrence Download

description: A dataset containing 38395 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mimus triurus (Vieillot, 1818)"
 ]
}

 The dataset includes 38395 records from 58 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000028-250324175209820/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m3umhb
title: Occurrence Download

description: A dataset containing 419 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Taxidea taxus (Schreber, 1777)"
 ]
}

 The dataset includes 419 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000030-250324175209820/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15784/601810
title: Impulse HF radar data from Conway Ridge

description: Marine ice sheets are low-pass filters of climate variability that take centuries to adjust to interior and near-terminus changes in mass balance. Constraining these century-scale changes from satellite observations that span only the last 40 years is challenging. Here, we take a different approach of carefully synthesizing different data sets to infer changes in the configurations of van der Veen and Mercer Ice Streams on the Siple Coast over the past 3000 years from englacial features encoded in ice-penetrating radar data. Englacial radar data from Conway Ridge reveal smooth, surface conformal layers overlying disrupted stratigraphy that suggest the van der Veen Ice Stream was 40 km wider over 3000 years ago. Englacial layer dating indicates that the ice stream narrowed to its present configuration between $\sim3000$ and $\sim1000$ years ago. Similarly disrupted stratigraphy and buried crevasses suggest that ice flowing from Mercer to Whillans Ice Stream across the northwestern tip of the ridge slowed shortly after. Using an ice-flow model capable of simulating shear margin migration, we evaluate whether small changes in ice thickness can lead to large changes in shear margin location. Our results suggest that the tip of Conway Ridge is sensitive to thinning and thickening, and that when the basal strength at the tip of the ridge increases with the height above flotation, the ice sheet shear margins can change quickly.
DOI: 10.5281/zenodo.15078556
title: Mediapipe based Preprocessed VGGFace2 Dataset

description: VGGFace2 Dataset and Face Mesh PreprocessingIntroductionThe VGGFace2 dataset is a large-scale face recognition dataset containing over 3.31 million images of 9,131 identities, with an average of 362 images per identity. The dataset is designed to include extensive variations in pose, age, illumination, ethnicity, and profession, making it one of the most diverse and challenging face recognition datasets available. For more details, please refer to the original publication:VGGFace2: A dataset for recognizing faces across pose and age - DOI: 10.48550/arXiv.1710.08092

Preprocessing Using MediaPipe 3D Face MeshOn this dataset, we applied the MediaPipe-based 3D face mesh algorithm to accurately detect faces while removing all background elements, including hair. Our preprocessing strictly retained facial landmarks, ensuring that only the essential facial features were preserved. This approach significantly enhanced the accuracy and generalization of our model, as the model was trained exclusively on landmark-based facial data.

Training and PerformanceThe preprocessed data was utilized to train Xception model, which resulted in remarkably accurate outcomes due to the strictly landmark-based facial representation. The model demonstrated robust performance including explainable-AI, proving that eliminating unnecessary background elements contributed positively to its efficiency and reliability.

CitationIf you use this dataset or the preprocessed version in your work, please cite both of the following:

VGGFace2 Dataset:

@article{Cao2018VGGFace2,    title={VGGFace2: A dataset for recognizing faces across pose and age},    author={Cao, Qiong and Shen, Li and Xie, Weidi and Parkhi, Omkar M and Zisserman, Andrew},    journal={arXiv preprint arXiv:1710.08092},    year={2018}}  

DOI: [10.48550/arXiv.1710.08092](https://doi.org/10.48550/arXiv.1710.08092)  Preprocessed Dataset using MediaPipe:@dataset{Shah2025_MediaPipe_FaceMesh,    title={MediaPipe-based 3D Face Mesh Preprocessed VGGFace2 Dataset},    author={Shah, Syed Taimoor Hussain and Shah, Syed Adil Hussain and Zamir, Ammara and Qayyum, Kainat and Shah, Syed Baqir Hussain and Fatima, Syeda Maryam and Deriu, Marco Agostino},    year={2025},    doi={10.5281/zenodo.15078557}}  DOI: [10.5281/zenodo.15078557](https://doi.org/10.5281/zenodo.15078557)  

ContactFor any questions or further details, please feel free to contact us.Syed Taimoor Hussain ShahPolitoBIOMed Lab, Department of Mechanical and Aerospace Engineering, Politecnico di Torino, Turin, ItalyEmail: taimoor.shah@polito.itORCID: 0000-0002-6010-6777