cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15156/bio/sh0216404.10fu
title: SH0216404.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15156/bio/sh0216405.10fu
title: SH0216405.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15468/dl.49y77w
title: Occurrence Download

description: A dataset containing 998 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "PublishingCountry is Canada",
 "Country is Canada"
 ]
 },
 "TaxonKey is one of (Sisyrinchium angustifolium Mill.)"
 ]
}

 The dataset includes 998 records from 64 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003413-250221090833381/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bawk7d
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Hemiptera Eastern Fennoscandia (Luomus)",
 "Country is Croatia"
 ]
}

 The dataset includes 5 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003407-250221090833381/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v8ws9c
title: Occurrence Download

description: A dataset containing 998 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "PublishingCountry is Canada",
 "Country is Canada"
 ]
 },
 "TaxonKey is one of (Sisyrinchium angustifolium Mill.)"
 ]
}

 The dataset includes 998 records from 64 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003414-250221090833381/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vst7dk
title: Occurrence Download

description: A dataset containing 42958 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)"
 ]
 }
 },
 "TaxonKey is Anthophora plumipes (Pallas, 1772)"
 ]
}

 The dataset includes 42958 records from 303 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003412-250221090833381/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.df9vjv
title: Occurrence Download

description: A dataset containing 9334 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Pinus sylvestris L.",
 "Year 1965-2025"
 ]
}

 The dataset includes 9334 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003408-250221090833381/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uh73w3
title: Occurrence Download

description: A dataset containing 63 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 "Country is Côte d’Ivoire",
 "TaxonKey is Leplaea thompsonii (Sprague & Hutch.) E.J.M.Koenen & J.J.de Wilde"
 ]
}

 The dataset includes 63 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003409-250221090833381/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dz38zx
title: Occurrence Download

description: A dataset containing 52 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 "Country is Côte d’Ivoire",
 "TaxonKey is Placodiscus attenuatus J.B.Hall"
 ]
}

 The dataset includes 52 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003410-250221090833381/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q732cz
title: Occurrence Download

description: A dataset containing 1204815 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Fagus sylvatica L."
 ]
}

 The dataset includes 1204815 records from 2285 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003381-250221090833381/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xykcwr
title: Occurrence Download

description: A dataset containing 45101 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-37.3296229189314 32.4392704459637, -18.8578240979978 32.4392704459637, -18.8578240979978 43.6656174814093, -37.3296229189314 43.6656174814093, -37.3296229189314 32.4392704459637))",
 "TaxonKey is one of (Delphinus delphis)",
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 }
 ]
}

 The dataset includes 45101 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073074-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c7bq4g
title: Occurrence Download

description: A dataset containing 47807 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is India",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Year 2000-2000"
 ]
}

 The dataset includes 47807 records from 68 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073076-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/e242457
title: College of Nursing Sciences, Maiduguri 2026/2027 Admission Form Is On Sale.Call 07076040542 To Apply and further admission assistance. Call Admin +2347076040542

description: College of Nursing Sciences, Maiduguri 2026/2027 Admission Form Is On Sale.Call 07076040542 To Apply and further admission assistance. Call Admin +2347076040542
DOI: 10.15468/dl.vt7ccn
title: Occurrence Download

description: A dataset containing 7801 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Anura",
 "BasisOfRecord is one of (Specimen, Material sample, Material citation)",
 "HasCoordinate is true",
 "CoordinateUncertaintyInMeters is less than or equal to 10000",
 "Year is greater than or equal to 2020",
 "Year is less than or equal to 2022"
 ]
}

 The dataset includes 7801 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073079-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18146639
title: Misburg, Apotheke (ca. 1924/1947)

description: Historical questionnaire/s 1924/1948 and index cards, partly selected enclosures regarding the history of a German pharmacy, catalogued via Kalliope portal (Historischer Fragebogen 1924/1948 und Karteikarten, ggf. gemeinfreie Anlagen zur Apothekengeschichte; als Katalog dient das Nachlassportal Kalliope): https://kalliope-verbund.info/DE-611-BF-70963 [Funktion: Im Findbuch anzeigen]Please note: The Kalliope catalogue entry might indicate related material in the archival folder which cannot be published due to copyright or other legal restrictions (NB: Das Katalogisat bei Kalliope kann auch auf Materialien - teils erheblichen Umfangs - verweisen, die aus archiv- oder urheberrechtlichen Gründen nicht veröffentlicht werden dürfen).
DOI: 10.5281/zenodo.18146640
title: Misburg, Apotheke (ca. 1924/1947)

description: Historical questionnaire/s 1924/1948 and index cards, partly selected enclosures regarding the history of a German pharmacy, catalogued via Kalliope portal (Historischer Fragebogen 1924/1948 und Karteikarten, ggf. gemeinfreie Anlagen zur Apothekengeschichte; als Katalog dient das Nachlassportal Kalliope): https://kalliope-verbund.info/DE-611-BF-70963 [Funktion: Im Findbuch anzeigen]Please note: The Kalliope catalogue entry might indicate related material in the archival folder which cannot be published due to copyright or other legal restrictions (NB: Das Katalogisat bei Kalliope kann auch auf Materialien - teils erheblichen Umfangs - verweisen, die aus archiv- oder urheberrechtlichen Gründen nicht veröffentlicht werden dürfen).
DOI: 10.15468/dl.b4pnpw
title: Occurrence Download

description: A dataset containing 677244 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Anura",
 "BasisOfRecord is one of (Specimen, Material sample, Material citation)",
 "HasCoordinate is true",
 "CoordinateUncertaintyInMeters is less than or equal to 10000"
 ]
}

 The dataset includes 677244 records from 221 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073063-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/e242458
title: Federal Neuropsychiatric Hospital, Maiduguri 2026/2027 Admission Form Is On Sale.Call 07076040542 To Apply and further admission assistance. Call Admin +2347076040542

description: Federal Neuropsychiatric Hospital, Maiduguri 2026/2027 Admission Form Is On Sale.Call 07076040542 To Apply and further admission assistance. Call Admin +2347076040542
DOI: 10.15468/dl.uud6xp
title: Occurrence Download

description: A dataset containing 3848 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-37.3296229189314 32.4392704459637, -18.8578240979978 32.4392704459637, -18.8578240979978 43.6656174814093, -37.3296229189314 43.6656174814093, -37.3296229189314 32.4392704459637))",
 "TaxonKey is one of (Globicephala macrorhynchus)",
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 }
 ]
}

 The dataset includes 3848 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073081-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uzdz57
title: Occurrence Download

description: A dataset containing 144640 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Mercurialis annua)",
 "Year is greater than or equal to 2000",
 "Year is less than or equal to 2025",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 144640 records from 1167 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073062-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zfs3nb
title: Occurrence Download

description: A dataset containing 64 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Colias myrmidone",
 "HasCoordinate is true",
 "CoordinateUncertaintyInMeters is less than or equal to 1000",
 "Year is greater than or equal to 1970",
 "Country is one of (Italy, Switzerland, Germany, Austria, Slovenia, France)"
 ]
}

 The dataset includes 64 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073082-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18135131
title: KAVACH PINN Proton Dosimetry Dataset: Physics-Informed Neural Networks for Scintillator-Based Radiation Measurements

description: This comprehensive dataset supports a benchmarking study of physics-informed neural networks (PINNs) for proton dosimetry in plastic scintillators, developed for the CERN Beamline for Schools (BL4S) 2026 proposal by Team KAVACH. The dataset contains Monte Carlo simulation data from OpenTOPAS 4.2.0 modeling proton transport in EJ-200 plastic scintillator across 14 energies (70-6000 MeV).

The core dataset includes 1,400 proton stopping power measurements with relativistic parameters (β, γ, momentum) and NIST PSTAR reference values, split into training (800), validation (400), and test (200) sets. A novel 280,000-event reversibility test validates Monte Carlo order-independence using reversed absorber geometries. PINN ablation studies reveal that simple smoothness constraints outperform complex multi-constraint approaches, achieving 13.3% better test MSE.

Data is provided in flat CSV format for maximum compatibility. Applications include medical physics, radiation therapy verification, and scintillator detector development. The dataset enables reproducible benchmarking of machine learning approaches for radiation physics problems, bridging traditional Monte Carlo methods with modern neural network techniques.
DOI: 10.5281/zenodo.18135130
title: KAVACH PINN Proton Dosimetry Dataset: Physics-Informed Neural Networks for Scintillator-Based Radiation Measurements

description: This comprehensive dataset supports a benchmarking study of physics-informed neural networks (PINNs) for proton dosimetry in plastic scintillators, developed for the CERN Beamline for Schools (BL4S) 2026 proposal by Team KAVACH. The dataset contains Monte Carlo simulation data from OpenTOPAS 4.2.0 modeling proton transport in EJ-200 plastic scintillator across 14 energies (70-6000 MeV).

The core dataset includes 1,400 proton stopping power measurements with relativistic parameters (β, γ, momentum) and NIST PSTAR reference values, split into training (800), validation (400), and test (200) sets. A novel 280,000-event reversibility test validates Monte Carlo order-independence using reversed absorber geometries. PINN ablation studies reveal that simple smoothness constraints outperform complex multi-constraint approaches, achieving 13.3% better test MSE.

Data is provided in flat CSV format for maximum compatibility. Applications include medical physics, radiation therapy verification, and scintillator detector development. The dataset enables reproducible benchmarking of machine learning approaches for radiation physics problems, bridging traditional Monte Carlo methods with modern neural network techniques.
DOI: 10.15468/dl.eh9yqt
title: Occurrence Download

description: A dataset containing 41 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Lappula heteracantha",
 "Year 1951-2000"
 ]
}

 The dataset includes 41 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073083-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/e242459
title: Zenith College of Nursing Sciences, Maiduguri 2026/2027 Admission Form Is On Sale.Call 07076040542 To Apply and further admission assistance. Call Admin +2347076040542

description: Zenith College of Nursing Sciences, Maiduguri 2026/2027 Admission Form Is On Sale.Call 07076040542 To Apply and further admission assistance. Call Admin +2347076040542
DOI: 10.15468/dl.vc4svb
title: Occurrence Download

description: A dataset containing 64 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Linum littorale)",
 "Year is greater than or equal to 2000",
 "Year is less than or equal to 2025",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 64 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073084-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qeht9v
title: Occurrence Download

description: A dataset containing 74 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Colias chrysotheme",
 "HasCoordinate is true",
 "CoordinateUncertaintyInMeters is less than or equal to 1000",
 "Year is greater than or equal to 1970",
 "Country is one of (Italy, Switzerland, Germany, Austria, Slovenia, France)"
 ]
}

 The dataset includes 74 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073087-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/e242460
title: Mustapha Umar College of Nursing Sciences, Biu 2026/2027 Admission Form Is On Sale.Call 07076040542 To Apply and further admission assistance. Call Admin +2347076040542

description: Mustapha Umar College of Nursing Sciences, Biu 2026/2027 Admission Form Is On Sale.Call 07076040542 To Apply and further admission assistance. Call Admin +2347076040542
DOI: 10.15468/dl.zczm3z
title: Occurrence Download

description: A dataset containing 852100 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Geometry POLYGON((5.06953 51.79451,5.83734 51.79451,5.83734 52.25971,5.06953 52.25971,5.06953 51.79451))",
 "HasGeospatialIssue is false",
 "IucnRedListCategory is one of (LC, NT, VU, EN, CR)",
 "OccurrenceStatus is Present",
 "TaxonKey is Tracheophyta",
 "Year 1925-2025"
 ]
}

 The dataset includes 852100 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073041-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nbz25g
title: Occurrence Download

description: A dataset containing 62227 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Material sample, Material citation, Living Specimen, Occurrence evidence)",
 "OccurrenceStatus is Present",
 "TaxonKey is Elapidae",
 "Year 2010-2020"
 ]
}

 The dataset includes 62227 records from 191 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073057-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3y2fed
title: Occurrence Download

description: A dataset containing 5502 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Muséum d’histoire naturelle de Grenoble"
 ]
}

 The dataset includes 5502 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0199610-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2krd56
title: Occurrence Download

description: A dataset containing 3309 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil)"
 ]
 }
 },
 "TaxonKey is Stemphylium Wallroth, 1833",
 "Year is greater than or equal to 1991"
 ]
}

 The dataset includes 3309 records from 79 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0060149-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dmdt82
title: Occurrence Download

description: A dataset containing 37 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Euphorbia echinulata (Stapf) Bruyns"
 ]
}

 The dataset includes 37 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0205115-230224095556074/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.22822565
title: Blastocystis_hominis

description: Gene, transcript and intron level classifications, by species
DOI: 10.6084/m9.figshare.22822565.v2
title: Blastocystis_hominis

description: Gene, transcript and intron level classifications, by species
DOI: 10.6084/m9.figshare.22822565.v1
title: Blastocystis_hominis

description: Gene, transcript and intron level classifications, by species
DOI: 10.15468/dl.bhe58u
title: Occurrence Download

description: A dataset containing 640 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dais cotinifolia L."
 ]
}

 The dataset includes 640 records from 67 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028239-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xr6k4p
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Allium fantasmosense Traub, 1968"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0181062-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.