cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17618269
title: English word2vec embeddings trained on OpenSubtitles Part 6

description: This dataset contains the subs2vec embeddings for English, as presented in https://zenodo.org/records/17243814. The embeddings were trained on large-scale subtitle corpora and represent semantic vector spaces derived from naturalistic language use in films and television from the OpenSubtitles 2018 datasets: https://opus.nlpl.eu/OpenSubtitles/corpus/version/OpenSubtitles. 

For this language, we provide all embedding variants explored in the study. Specifically, the dataset includes vectors generated under different combinations of:





Dimensionality: multiple vector sizes (e.g., 100, 200, 300, …)




Window size: varying context windows (e.g., 2, 5, 10, …)




Each file corresponds to a unique configuration (dimension × window size). 



Each file contains the vocabulary for that language (column 1) and then the embedding values (columns 2 through dimension size + 1).

If you use this dataset, please cite:





Manuscript: https://doi.org/10.5281/zenodo.17243812 




Data: This Zenodo dataset (using the DOI provided here)



sha256sums:



en_300_6_cbow_wxd.csv.bz2 72a94830d81ebbe28e7fa78465e02ad2bd7771ef5414f8f30f6de94565050167

en_300_6_sg_wxd.csv.bz2 b0d7db822f181a124758e55b0c33b47e0a249c37f8a778806f6166a5baf96cb3

en_500_1_cbow_wxd.csv.bz2 4196d84670045dc3cb65195f4045e543c78c1c35d28530b6c24e7711b8cbf23b
DOI: 10.5281/zenodo.17610764
title: Simplified Chinese word2vec embeddings trained on OpenSubtitles Part 2

description: This dataset contains the subs2vec embeddings for Simplified Chinese, as presented in https://zenodo.org/records/17243814. The embeddings were trained on large-scale subtitle corpora and represent semantic vector spaces derived from naturalistic language use in films and television from the OpenSubtitles 2018 datasets: https://opus.nlpl.eu/OpenSubtitles/corpus/version/OpenSubtitles. 

For this language, we provide all embedding variants explored in the study. Specifically, the dataset includes vectors generated under different combinations of:





Dimensionality: multiple vector sizes (e.g., 100, 200, 300, …)




Window size: varying context windows (e.g., 2, 5, 10, …)




Each file corresponds to a unique configuration (dimension × window size). 



Each file contains the vocabulary for that language (column 1) and then the embedding values (columns 2 through dimension size + 1).

If you use this dataset, please cite:





Manuscript: https://doi.org/10.5281/zenodo.17243812 




Data: This Zenodo dataset (using the DOI provided here)
DOI: 10.5281/zenodo.17610765
title: Simplified Chinese word2vec embeddings trained on OpenSubtitles Part 2

description: This dataset contains the subs2vec embeddings for Simplified Chinese, as presented in https://zenodo.org/records/17243814. The embeddings were trained on large-scale subtitle corpora and represent semantic vector spaces derived from naturalistic language use in films and television from the OpenSubtitles 2018 datasets: https://opus.nlpl.eu/OpenSubtitles/corpus/version/OpenSubtitles. 

For this language, we provide all embedding variants explored in the study. Specifically, the dataset includes vectors generated under different combinations of:





Dimensionality: multiple vector sizes (e.g., 100, 200, 300, …)




Window size: varying context windows (e.g., 2, 5, 10, …)




Each file corresponds to a unique configuration (dimension × window size). 



Each file contains the vocabulary for that language (column 1) and then the embedding values (columns 2 through dimension size + 1).

If you use this dataset, please cite:





Manuscript: https://doi.org/10.5281/zenodo.17243812 




Data: This Zenodo dataset (using the DOI provided here)
DOI: 10.15468/dl.hs9msa
title: Occurrence Download

description: A dataset containing 3511640 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Fallopia japonica, Robinia pseudacacia, Populus canadensis, Loxosceles reclusa, Paratachardina pseudolobata, Oreochromis urolepis, Eleutherodactylus coqui, Molothrus bonariensis, Herpestes auropunctatus, Pantherophis guttatus, Trachemys scripta, Nannochloropsis oculata, Schefflera actinophylla, Scaevola sericea, Haematoxylon campechianum, Leucaena glauca, Prunus, Nephrolepis multiflora, Icerya genistae, Sansevieria hyacinthoides)",
 "BasisOfRecord is one of (Machine Observation, Human Observation, Observation)",
 "HasCoordinate is true",
 "Year is greater than or equal to 1990"
 ]
}

 The dataset includes 3511640 records from 5310 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036908-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/j29-r2g-htk
title: †Miogypsina Sacco, 1893

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3ev-qn3-jfb
title: Orbulina universa d'Orbigny, 1839

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/p09-cma-94e
title: †Fusulinidae Möller, 1878

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5kh-rt3-3g7
title: †Lepidocyclina Gümbel, 1870

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/nsq-z4l-hcc
title: Foraminifera d'Orbigny, 1826

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3xz-dze-wrb
title: †Nummulites Lamarck, 1801

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jqh-djd-a9f
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/smz-43z-w9q
title: Equus (Equus) caballus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wpx-294-wdt
title: Foraminifera d'Orbigny, 1826

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/35l-vr8-mlx
title: †Fusulinidae Möller, 1878

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/45x-svx-92z
title: †Globotruncana lapparenti Brotzen Em. Pessagno, 1967

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hff-xcy-7d0
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.fe7snf
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bidens pilosa",
 "Country is Belarus",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023572-250811113504898/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/12808161
title: Depression Detection from Social Media Text
DOI: 10.3535/pbf-zy0-5hq
title: †Fusulinidae Möller, 1878

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/tbz-j9m-8tq
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/fjb-w87-3q8
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vz1-yqr-prx
title: Foraminifera d'Orbigny, 1826

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6gy-eal-05k
title: †Palmula Lea, 1833

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wkk-dnz-96g
title: Elphidium Montfort, 1808

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/haf-msn-gjx
title: Foraminifera d'Orbigny, 1826

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/p0c-3h0-gpc
title: Bos taurus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/394-5wy-5x1
title: †Lepidorbitoides Silvestri, 1907

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qh4-yjg-slh
title: Ostracoda Latreille, 1802

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3x5-kl6-c9a
title: Gastropoda Cuvier, 1795

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/swa-2c9-0hp
title: Foraminifera d'Orbigny, 1826

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ggv-nx0-ggm
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/527-l35-8d7
title: Foraminifera d'Orbigny, 1826

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/h6p-l1c-rjc
title: Ostracoda Latreille, 1802

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kzp-sfl-e0z
title: †Globotruncanita stuarti (Lapparent, 1918)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vv1-h2t-vs5
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/145-39t-wpv
title: Foraminifera d'Orbigny, 1826

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hhk-dd8-e0x
title: Foraminifera d'Orbigny, 1826

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/7r9-njr-b8d
title: Foraminifera d'Orbigny, 1826

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hdq-2je-yv0
title: Foraminifera d'Orbigny, 1826

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/tck-qhq-qxl
title: †Globotruncana lapparenti Brotzen Em. Pessagno, 1967

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/x2t-1pl-e8p
title: Crithionina mamilla Goës, 1894

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zla-30q-3b6
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/klz-b09-03w
title: †Dorothia pupoides (d'Orbigny, 1840)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zb0-zz0-593
title: †Orbitoides d'Orbigny, in Lyell, 1848

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/d18-k65-p0c
title: Foraminifera d'Orbigny, 1826

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/e3g-wsr-tq2
title: Elphidium crispum (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hqy-m9r-tha
title: Foraminifera d'Orbigny, 1826

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rtb-c4g-n29
title: †Hedbergella Brönnimann & Brown, 1958

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/tyv-zcc-6n9
title: †Lepidorbitoides campaniensis van Gorsel, 1973

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.zkq7yw
title: Occurrence Download

description: A dataset containing 330588 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Anas acuta Linnaeus, 1758",
 "HasCoordinate is true",
 "Year is greater than 1989",
 "Year is less than 2026",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is Absent"
 ]
 }
 },
 "CoordinateUncertaintyInMeters is less than or equal to 1000"
 ]
}

 The dataset includes 330588 records from 305 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003165-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/f58w-tw10
title: "Digital Bathymetric Model Fusion Using Vertical Gravity Gradient: A Bayesian Approach"

description: "Exploring ocean depth is crucial for understanding oceanic dynamic processes, deep-sea resource exploration, underwater navigation, and rescue operations. As a systematic outcome of ocean depth exploration, global digital bathymetric models provide convenient data support and tools for the in-depth study and application of seafloor topography. To our knowledge, five major digital bathymetric models are publicly available. However, significant differences can be found between these digit models at some places through a careful comparison, as they are constructed on methods and data originating from different sources. Confusion may exist when choosing which one of them to use in practical applications. A natural question that arises is how to obtain a more reliable fused model based on the existing models. To this end, we develop a novel model fusion method within the Bayesian framework. Its most outstanding feature is the ability to incorporate the marine gravity field as auxiliary data to guide the fusion of digital bathymetric models. It turns out that the fused model achieves an average accuracy improvement of 9.63%, 7.83%, 9.46%, 7.87%, and 15.49% over DTU18, ETOPO2022, GEBCO2024, SRTM15$+$v2.6, and Topo27.1, respectively, based on the empirical studies."
DOI: 10.15468/dl.ta2brz
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (China, Myanmar, Korea (Democratic People’s Republic of), Korea, Republic of, India, Indonesia, Thailand, Lao People’s Democratic Republic, Malaysia, Viet Nam, Philippines, Bangladesh, Chinese Taipei)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Myrtus communis L."
 ]
}

 The dataset includes 10 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003169-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n8kb6e
title: Occurrence Download

description: A dataset containing 5242 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Anas bahamensis Linnaeus, 1758",
 "HasCoordinate is true",
 "Year is greater than 1989",
 "Year is less than 2026",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is Absent"
 ]
 }
 },
 "CoordinateUncertaintyInMeters is less than or equal to 1000"
 ]
}

 The dataset includes 5242 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003170-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15397844
title: Printing parameters, tensile and compressive strengths of acrylonitrile-butadiene-styrene - Experimental dataset

description: This material is a supplement to the paper "Industrial-scale deep learning frameworks for optimisation of mechanical strength and printing parameters of 3D-Printed acrylonitrile-butadiene-styrene" by G. A. Munshi, Venkatesh M. Kulkarni, and Shanoorbaba Yargatti.

This dataset comprises 5 key FDM printing parameters and corresponding tensile and compressive strength of ABS material across different parameter ranges. The dataset is used to train, test, and validate the two optimised neural network models developed in the study for prediction of tensile and compressive strengths.
DOI: 10.5281/zenodo.15428963
title: Printing parameters, tensile and compressive strengths of acrylonitrile-butadiene-styrene - Experimental dataset

description: This material is a supplement to the paper "Industrial-scale deep learning frameworks for optimisation of mechanical strength and printing parameters of 3D-Printed acrylonitrile-butadiene-styrene" by G. A. Munshi, Venkatesh M. Kulkarni, and Shanoorbaba Yargatti.

This dataset comprises 5 key FDM printing parameters and corresponding tensile and compressive strength of ABS material across different parameter ranges. The dataset is used to train, test, and validate the two optimised neural network models developed in the study for prediction of tensile and compressive strengths.
DOI: 10.5281/zenodo.15449524
title: Printing parameters, tensile and compressive strengths of acrylonitrile-butadiene-styrene - Experimental dataset

description: This material is a supplement to the paper "Optimising mechanical strength and print parameters of ABS via deep learning" by G. A. Munshi, Venkatesh M. Kulkarni, and Shanoorbaba Yargatti.

This dataset comprises 5 key FDM printing parameters and corresponding tensile and compressive strength of ABS material across different parameter ranges. The dataset is used to train, test, and validate the two optimised neural network models developed in the study for prediction of tensile and compressive strengths.
DOI: 10.15468/dl.vv58qc
title: Occurrence Download

description: A dataset containing 70025 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is China",
 "GadmGid is CHN.21_1",
 "TaxonKey is Aves",
 "Year 2015-2025"
 ]
}

 The dataset includes 70025 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003160-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bp294h
title: Occurrence Download

description: A dataset containing 509 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (China, Myanmar, Viet Nam, Lao People’s Democratic Republic, Malaysia, Cambodia, Indonesia, Chinese Taipei, Thailand, India, Bangladesh, Nepal)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Artemisia dracunculus L."
 ]
}

 The dataset includes 509 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003172-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wqr75f
title: Occurrence Download

description: A dataset containing 841 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Italy, Austria, Switzerland)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Mellicta asteria (Freyer, 1828)",
 "Year 1000-2025"
 ]
}

 The dataset includes 841 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003173-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9akqrm
title: Occurrence Download

description: A dataset containing 11092 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is one of (Brazil, Argentina)",
 "TaxonKey is Aratinga auricapillus (Kuhl, 1820)"
 ]
}

 The dataset includes 11092 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003174-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p49f6a
title: Occurrence Download

description: A dataset containing 1184670 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Anas crecca Linnaeus, 1758",
 "HasCoordinate is true",
 "Year is greater than 1989",
 "Year is less than 2026",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is Absent"
 ]
 }
 },
 "CoordinateUncertaintyInMeters is less than or equal to 1000"
 ]
}

 The dataset includes 1184670 records from 519 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003171-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cxntsq
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Desmodium rensonii (J.H.Painter ex Renson) Choussy",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Human Observation, Living Specimen, Occurrence evidence)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003175-250515123054153/datasets/export for details.
DOI: 10.15468/dl.ut3mj2
title: Occurrence Download

description: A dataset containing 1340 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((65.66473 -7.63061,164.10296 -7.63061,164.10296 31.72738,65.66473 31.72738,65.66473 -7.63061))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "PublishingCountry is China",
 "TaxonKey is Lophatherum gracile Brongn."
 ]
}

 The dataset includes 1340 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003179-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bj94ez
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Philippines",
 "Geometry POLYGON((116.97045 5.29433,127.46468 5.29433,127.46468 18.25566,116.97045 18.25566,116.97045 5.29433))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Aedes aegypti (Linnaeus, 1762)",
 "Year 1995-2025"
 ]
}

 The dataset includes 6 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003180-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.763ga7
title: Occurrence Download

description: A dataset listing the 147625 species recorded in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Occurrence evidence, Specimen)",
 "Continent is South America",
 "Country is Brazil",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset's 147625 records were derived from 1304 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003177-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.