cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.16836065
title: Dataset: Statistics makes a difference: Machine learning adsorption dynamics of functionalized cyclooctyne on Si(001) at DFT accuracy

description: Raw Data for the publication

Statistics makes a difference: Machine learning adsorption dynamics of functionalized cyclooctyne on Si(001) at DFT accuracy
DOI: 10.5281/zenodo.17523493
title: Dataset: Statistics makes a difference: Machine learning adsorption dynamics of functionalized cyclooctyne on Si(001) at DFT accuracy

description: Raw Data for the publication

Statistics makes a difference: Machine learning adsorption dynamics of functionalized cyclooctyne on Si(001) at DFT accuracy
DOI: 10.5281/zenodo.17515052
title: Large Eddy Simulation dataset for "Plunging and entrainment dynamics of an unconfined hyperpycnal plume over a sloping bed"

description: OpenFoam simulation source files.

All three cases included: S2 S4 and S6.

The initial conditions are included in 0_org, as well as the final output fields at t=240s. 

For additional post-processing tools visit the following GitHub repository : https://github.com/ggiamagas/giamagas-et-al-prf-2025.git

Reference publication: Giamagas, G., et al. (2026). Plunging and entrainment dynamics of an unconfined hyperpycnal plume over a sloping bed
DOI: 10.5281/zenodo.17515051
title: Large Eddy Simulation dataset for "Plunging and entrainment dynamics of an unconfined hyperpycnal plume over a sloping bed"

description: OpenFoam simulation source files.

All three cases included: S2 S4 and S6.

The initial conditions are included in 0_org, as well as the final output fields at t=240s. 

For additional post-processing tools visit the following GitHub repository : https://github.com/ggiamagas/giamagas-et-al-prf-2025.git

Reference publication: Giamagas, G., et al. (2026). Plunging and entrainment dynamics of an unconfined hyperpycnal plume over a sloping bed
DOI: 10.15468/dl.2ah3db
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Jubaeopsis caffra",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 24 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016141-260129131611470/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.31277761.v1
title: The complete chloroplast genome assembly of Amorphophallus mossambicensis (Araceae) from Africa

description: The coding sequences (CDS) of 58 single-copy genes were extracted. Each single-copy gene underwent multiple sequence alignment and trimming individually, followed by concatenation of all alignment results to construct the phylogenetic tree
DOI: 10.6084/m9.figshare.31277761
title: The complete chloroplast genome assembly of Amorphophallus mossambicensis (Araceae) from Africa

description: The coding sequences (CDS) of 58 single-copy genes were extracted. Each single-copy gene underwent multiple sequence alignment and trimming individually, followed by concatenation of all alignment results to construct the phylogenetic tree
DOI: 10.17630/da3abeab-d8a6-4297-aa52-680079a36c19
title: Towards fully integrated photonic displacement sensors (dataset)

description: Data underlying the publication "Towards fully integrated photonic displacement sensors"
DOI: 10.5281/zenodo.18504093
title: SOVET HUKUMATINING TURKISTON IQTISODIY KENGASHINI TASHKIL ETISHDAN KO'ZLAGAN MAQSADI

description: Ushbu maqolada, muallif tomonidan Turkistonda tashkil etilgan Turkiston Iqtisodiy Kengashi respublikaning xalq xo‘jaligini boshqarishda, sovet hokimyatining iqtisodiyotni boshqarishni markazlashtirish siyosatida alohida o‘rin tutganligi yortilgan. Bundan tashqari maqolada Turkiston xalq xo‘jaligini tiklash borasida amalga oshirilgan ishlar, xalq xo‘jaligini boshqaruv organlari sifatida tashkil etilgan iqtisodiy kengashlar orqali amalga oshirilganligi ilmiy izlanuvchilar uchun qo‘shimcha material bo‘lib xizmat qiladi.
DOI: 10.5281/zenodo.18504094
title: SOVET HUKUMATINING TURKISTON IQTISODIY KENGASHINI TASHKIL ETISHDAN KO'ZLAGAN MAQSADI

description: Ushbu maqolada, muallif tomonidan Turkistonda tashkil etilgan Turkiston Iqtisodiy Kengashi respublikaning xalq xo‘jaligini boshqarishda, sovet hokimyatining iqtisodiyotni boshqarishni markazlashtirish siyosatida alohida o‘rin tutganligi yortilgan. Bundan tashqari maqolada Turkiston xalq xo‘jaligini tiklash borasida amalga oshirilgan ishlar, xalq xo‘jaligini boshqaruv organlari sifatida tashkil etilgan iqtisodiy kengashlar orqali amalga oshirilganligi ilmiy izlanuvchilar uchun qo‘shimcha material bo‘lib xizmat qiladi.
DOI: 10.15468/dl.t9t3vs
title: Occurrence Download

description: A dataset containing 1045806 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Belgian IFBL Flora Checklists (1939-1971)"
 ]
}

 The dataset includes 1045806 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016134-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18478093
title: Emergent Standard Model with Torsion from Noncommutative Geometry: A Complete Derivation from Spectral Triples

description: We present a complete derivation of the Standard Model coupled to gravity with torsion from the principles of noncommutative spectral geometry. The framework naturally unifies all fundamental forces and matter fields within a single geometricstructure based on a spectral triple. Key results include: identification of torsion as the covariant derivative of Yang–Mills field strength; dynamical generation of the noncommutativity scale ΛNC ∼ 1016 GeV; explanation of fermion mass hierarchy via renormalization group fixed points and a θ-field; geometric origins for dark matter and dark energy; resolution of the cosmological constant problem through multiple suppression mechanisms; and a novel baryogenesis mechanism via θ-fieldphase transitions. The theory predicts a stochastic gravitational wave backgroundat f ∼ 0.01 Hz with ΩGW ∼ 10−9, testable by upcoming space-based interferometers. Additionally, this background provides a physical mechanism for spontaneous wavefunction collapse, addressing the quantum measurement problem. All predictions are testable across energy scales from table-top experiments to cosmology.
DOI: 10.5281/zenodo.18504055
title: Emergent Standard Model with Torsion from Noncommutative Geometry: A Complete Derivation from Spectral Triples

description: We present a complete derivation of the Standard Model coupled to gravity with torsion from the principles of noncommutative spectral geometry. The framework naturally unifies all fundamental forces and matter fields within a single geometricstructure based on a spectral triple. Key results include: identification of torsion as the covariant derivative of Yang–Mills field strength; dynamical generation of the noncommutativity scale ΛNC ∼ 1016 GeV; explanation of fermion mass hierarchy via renormalization group fixed points and a θ-field; geometric origins for dark matter and dark energy; resolution of the cosmological constant problem through multiple suppression mechanisms; and a novel baryogenesis mechanism via θ-fieldphase transitions. The theory predicts a stochastic gravitational wave backgroundat f ∼ 0.01 Hz with ΩGW ∼ 10−9, testable by upcoming space-based interferometers. Additionally, this background provides a physical mechanism for spontaneous wavefunction collapse, addressing the quantum measurement problem. All predictions are testable across energy scales from table-top experiments to cosmology.
DOI: 10.15468/dl.thggwj
title: Occurrence Download

description: A dataset containing 3186 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Hibernating Ichneumonidae records in the Western Palearctic"
 ]
}

 The dataset includes 3186 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016142-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zhu537
title: Occurrence Download

description: A dataset containing 14452 records in GBIF matching the query:

 SELECT gbifid, datasetkey, specieskey, kingdom, phylum, class, "order", family, genus, species, scientificname, decimallatitude, decimallongitude, eventdate, institutioncode, "year" AS obs_year, basisofrecord, coordinateuncertaintyinmeters, issue
 FROM occurrence
 WHERE
 decimallatitude IS NOT NULL
 AND decimallongitude IS NOT NULL
 AND NOT ARRAY_CONTAINS(issue, 'ZERO_COORDINATE')
 AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_OUT_OF_RANGE')
 AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_INVALID')
 AND NOT ARRAY_CONTAINS(issue, 'COUNTRY_COORDINATE_MISMATCH')
 AND "year" &gt;= 2015
 AND "year" &lt;= 2026
 AND coordinateuncertaintyinmeters IS NOT NULL
 AND coordinateuncertaintyinmeters &gt; 0
 AND coordinateuncertaintyinmeters &lt;= 200.0
 AND decimallatitude &gt;= -51.21395264452012
 AND decimallatitude &lt;= -46.479780028101516
 AND decimallongitude &gt;= -80.17725619669127
 AND decimallongitude &lt;= -69.23837900975829
 AND GBIF_Within('POLYGON ((-69.238379 -51.213953, -69.238379 -46.479780, -80.177256 -46.479780, -80.177256 -51.213953, -69.238379 -51.213953))', decimallatitude, decimallongitude) = TRUE
 

 The dataset's 14452 records were derived from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016132-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.723gu9
title: Occurrence Download

description: A dataset containing 6657 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((1.75249 42.55044,1.81196 42.55044,1.81196 42.578,1.75249 42.578,1.75249 42.55044))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 6657 records from 93 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016145-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7va364
title: Occurrence Download

description: A dataset containing 47 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Kentiopsis magnifica",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 47 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016148-260129131611470/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.28869170.v1
title: SAFE HMA per basin

description: This link contains the results of the Snow Avalanches Frequency Estimation (SAFE) algorithm applied across the High Mountain Asia (HMA) region, subdivided by major hydrological basins. The dataset includes nine raster layers (.tif format), each representing pixel-based snow avalanche frequency from 1990 to 2023:<br>SAFE_HMA_33ys_1990_2023_Thanlwin.tifSAFE_HMA_33ys_1990_2023_Ganga_Brahmaputra.tifSAFE_HMA_33ys_1990_2023_Indus.tifSAFE_HMA_33ys_1990_2023_Tarim.tifSAFE_HMA_33ys_1990_2023_Amu_Darya.tifSAFE_HMA_33ys_1990_2023_Balkhash.tifSAFE_HMA_33ys_1990_2023_Syr_Darya.tifSAFE_HMA_33ys_1990_2023_Junggar.tifSAFE_HMA_33ys_1990_2023_Turpan_Hami.tifreadme.txtThe data was produced by the Mountain Societies Research Institute, University of Central Asia (Tajikistan-Kyrgyzstan).<br>
DOI: 10.15468/dl.2aqzhc
title: Occurrence Download

description: A dataset containing 3667 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Ghana",
 "DatasetKey is EOD – eBird Observation Dataset",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "IucnRedListCategory is CR",
 "TaxonKey is Necrosyrtes monachus"
 ]
}

 The dataset includes 3667 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016146-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.77836k
title: Occurrence Download

description: A dataset containing 37241941 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Anser anser, Anser brachyrhynchus, Anser fabalis, Anser indicus, Anseranas semipalmata, Aythya nyroca, Branta leucopsis, Cairina moschata, Cygnus buccinator, Cygnus cygnus, Cygnus olor, Dendrocygna bicolor, Mareca penelope, Mergus merganser, Netta rufina, Oxyura jamaicensis, Spatula clypeata, Tadorna ferruginea, Tadorna variegata, Apteryx australis, Apteryx haastii, Casuarius casuarius, Charadrius dubius)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 37241941 records from 3748 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016109-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mcq0kk
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010635-160311141623029/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7298/dwp4-3p52
title: Data from: Circumscribing laser cuts attenuate seizure propagation in a mouse model of focal epilepsy
DOI: 10.15468/dl.rrg96q
title: Occurrence Download

description: A dataset containing 1589719 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Oceania",
 "Country is Papua New Guinea",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1589719 records from 688 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0071638-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.aszcqd
title: Occurrence Download

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

 The dataset includes 32 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013756-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dtpoy8
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011874-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hqks43
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010666-160311141623029/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7h6hsz
title: Occurrence Download

description: A dataset containing 257383650 species occurrences available in GBIF matching the query:
(Query is too complex. Can be viewed on the landing page)

 The dataset includes 257383650 records from 9518 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0254910-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15156/bio/sh0158659.10fu
title: SH0158659.10FU

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/sh0158660.10fu
title: SH0158660.10FU

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/sh0158661.10fu
title: SH0158661.10FU

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/sh0158662.10fu
title: SH0158662.10FU

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/sh0158663.10fu
title: SH0158663.10FU

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/sh0158664.10fu
title: SH0158664.10FU

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.