cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.pg548u
title: Occurrence Download

description: A dataset containing 383142 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Oryctolagus cuniculus (Linnaeus, 1758)"
 ]
}

 The dataset includes 383142 records from 751 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039960-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ieceh2
title: Occurrence Download

description: A dataset containing 10694 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cyperus rotundus L.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 10694 records from 280 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000035-150721130643939/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gpvvra
title: Occurrence Download

description: A dataset containing 6153 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Elymus smithii (Rydb.) Gould"
 ]
}

 The dataset includes 6153 records from 173 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0191821-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7xppkn
title: Occurrence Download

description: A dataset containing 53 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Daubentonia madagascariensis (Gmelin, 1788)",
 "Year 1000-2020"
 ]
}

 The dataset includes 53 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0115119-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dbwnre
title: Occurrence Download

description: A dataset containing 252 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Panthera onca (Linnaeus, 1758)",
 {
 "or" : [
 "Country is Panama",
 "Country is Colombia",
 "Country is Peru",
 "Country is Ecuador"
 ]
 }
 ]
}

 The dataset includes 252 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000035-150805223722583/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j7hzt4
title: Occurrence Download

description: A dataset containing 15478 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "Country is one of (United States of America, United States Minor Outlying Islands, American Samoa, Micronesia (Federated States of), Guam, Marshall Islands, Northern Mariana Islands, Puerto Rico, Palau, Virgin Islands (U.S.))",
 {
 "not" : {
 "Issue" : [
 "is Country coordinate mismatch"
 ]
 }
 }
 ]
 },
 {
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Living Specimen, Occurrence evidence)",
 "TaxonKey is one of (Ursus americanus Pallas, 1780)"
 ]
 }
 ]
}

 The dataset includes 15478 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0191834-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qcngh3
title: Occurrence Download

description: A dataset containing 19614 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Mammal specimens"
 ]
}

 The dataset includes 19614 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0115124-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ktdh2p
title: Occurrence Download

description: A dataset containing 90 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Oxalis ericoides R.Knuth"
 ]
}

 The dataset includes 90 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0181131-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.aqnwxt
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Solanum incanum L.",
 "Country is Sudan"
 ]
}

 The dataset includes 12 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000035-150811131857512/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jjh8je
title: Occurrence Download

description: A dataset containing 78 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is one of (CHN.31_1, CHN.1_1, CHN.15_1, CHN.24_1)",
 "TaxonKey is Grus leucogeranus Pallas, 1773"
 ]
}

 The dataset includes 78 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0191839-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r2j49q
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Italy",
 "HasCoordinate is true",
 "TaxonKey is Cordulegaster trinacriae Waterston, 1976",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020968-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bfkw3v
title: Occurrence Download

description: A dataset containing 167 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Vicia faba L.",
 "Country is Sudan"
 ]
}

 The dataset includes 167 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000035-150827100048397/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kp7t67
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pseudoroegneria stewartii (Melderis) Á.Löve"
 ]
}

 The dataset includes 11 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0191840-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8gsnpn
title: Occurrence Download

description: A dataset containing 147 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Madagascar",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Propithecus verreauxi Grandidier, 1867",
 "Year 1990-2020"
 ]
}

 The dataset includes 147 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0115166-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ggqbjk
title: Occurrence Download

description: A dataset containing 27 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Stipa sibirica (L.) Lam.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 27 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000035-150831095807960/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jgn4tj
title: Occurrence Download

description: A dataset containing 348 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pseudoroegneria stipifolia (Trautv.) Á.Löve"
 ]
}

 The dataset includes 348 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0191841-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wxszkt
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pentacalia balsasana Cuatrec. & H.Rob."
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0181132-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tzpaxa
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mniodes catamarcensis (Cabrera) S.E.Freire, Chemisquy, Anderb. & Urtubey"
 ]
}

 The dataset includes 12 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0181133-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x8nzkx
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Angola",
 "TaxonKey is Euphorbia espinosa Pax"
 ]
}

 The dataset includes 14 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000035-171002173027117/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pmzbnb
title: Occurrence Download

description: A dataset containing 35176 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Manihot esculenta Crantz"
 ]
}

 The dataset includes 35176 records from 339 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0076675-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v7huzv
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Causonis daliensis (C.L.Li) G.Parmar & L.M.Lu"
 ]
}

 The dataset includes 5 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0128342-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xssw5p
title: Occurrence Download

description: A dataset containing 1128112 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Insecta",
 "HasCoordinate is true",
 "Country is one of (Denmark)",
 "HasGeospatialIssue is false",
 "Year is greater than 2009"
 ]
}

 The dataset includes 1128112 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0222772-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ufdeg6
title: Occurrence Download

description: A dataset containing 721 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Causonis corniculata (Benth.) J.Wen & L.M.Lu"
 ]
}

 The dataset includes 721 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0128338-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7pybzw
title: Occurrence Download

description: A dataset containing 436936 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Setophaga tigrina (J.F.Gmelin, 1789)"
 ]
}

 The dataset includes 436936 records from 120 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0367228-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.58ecyq
title: Occurrence Download

description: A dataset containing 21196 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Semicossyphus pulcher (Ayres, 1854)"
 ]
}

 The dataset includes 21196 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0128337-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.38tta5
title: Occurrence Download

description: A dataset containing 199 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Maxillopoda",
 "HasCoordinate is true",
 "Country is one of (Denmark)",
 "HasGeospatialIssue is false",
 "Year is greater than 2009"
 ]
}

 The dataset includes 199 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0222800-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xmbf54
title: Occurrence Download

description: A dataset containing 71 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is NPL",
 "TaxonKey is Rhododendron arboreum Sm."
 ]
}

 The dataset includes 71 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0128332-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b4td6f
title: Occurrence Download

description: A dataset containing 130 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ostracoda",
 "HasCoordinate is true",
 "Country is one of (Denmark)",
 "HasGeospatialIssue is false",
 "Year is greater than 2009"
 ]
}

 The dataset includes 130 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0222805-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r22uk6
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cayratia anemonifolia (Zipp.) Suess."
 ]
}

 The dataset includes 11 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0128311-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hc3hyf
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cayratia cuneata Domin"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0128340-230224095556074/datasets/export for details.
DOI: 10.15468/dl.xy3tkh
title: Occurrence Download

description: A dataset containing 21546 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Gastropoda",
 "HasCoordinate is true",
 "Country is one of (Denmark)",
 "HasGeospatialIssue is false",
 "Year is greater than 2009"
 ]
}

 The dataset includes 21546 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0222808-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b64dv4
title: Occurrence Download

description: A dataset containing 185294 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Avena sativa L."
 ]
}

 The dataset includes 185294 records from 1085 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015600-240425142415019/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7vr5yy
title: Occurrence Download

description: A dataset containing 278 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Afrocayratia ibuensis (Hook.fil.) J.Wen & V.C.Dang"
 ]
}

 The dataset includes 278 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0128350-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d2fqmq
title: Occurrence Download

description: A dataset containing 96006 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Observation",
 "BasisOfRecord is Machine Observation",
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Material sample",
 "BasisOfRecord is Material citation",
 "BasisOfRecord is Specimen",
 "BasisOfRecord is Fossil",
 "BasisOfRecord is Living Specimen",
 "BasisOfRecord is Occurrence evidence"
 ]
 },
 "Continent is Africa",
 "Country is Ethiopia",
 "OccurrenceStatus is Present",
 {
 "or" : [
 "PublishingOrg is f314b0b0-e3dc-11d9-8d81-b8a03c50a862",
 "PublishingOrg is 396d5f30-dea9-11db-8ab4-b8a03c50a862",
 "PublishingOrg is 4c415e40-1e21-11de-9e40-a0d6ecebb8bf",
 "PublishingOrg is bc092ff0-02e4-11dc-991f-b8a03c50a862",
 "PublishingOrg is 90fd6680-349f-11d8-aa2d-b8a03c50a862",
 "PublishingOrg is 19456090-b49a-11d8-abeb-b8a03c50a862",
 "PublishingOrg is 174c6da2-e002-42fe-9f56-2f9d670240f4",
 "PublishingOrg is 3dc9105b-6792-4d2f-8872-c60dded8ae20",
 "PublishingOrg is 1deb09e1-ded6-469a-a46e-f6329cb03b6a"
 ]
 }
 ]
}

 The dataset includes 96006 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0274372-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a7jh5b
title: Occurrence Download

description: A dataset containing 5642 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sebastes goodei (Eigenmann & Eigenmann, 1890)"
 ]
}

 The dataset includes 5642 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0128329-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mauyw7
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Calcarea",
 "HasCoordinate is true",
 "Country is one of (Denmark)",
 "HasGeospatialIssue is false",
 "Year is greater than 2009"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0222817-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.phgwp9
title: Occurrence Download

description: A dataset containing 132997 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Xiphias gladius Linnaeus, 1758"
 ]
}

 The dataset includes 132997 records from 150 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0128347-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.shsjz9
title: Occurrence Download

description: A dataset containing 7116 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Benin",
 "OccurrenceStatus is Present",
 "TaxonKey is Pterocarpus erinaceus Poir."
 ]
}

 The dataset includes 7116 records from 81 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0366954-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17972207
title: Ottawa Bearing Dataset with Noise

description: The experiments used the University of Ottawa Ball-Bearing Vibration and Acoustic Fault Data Under Constant Load and Speed Conditions (UODS-VAFDC). This database contains vibration signals collected from ball bearings operating under constant mechanical conditions. It includes several bearing states such as healthy bearings and different localized faults, recorded using high-quality vibration sensors.

To evaluate the robustness of the proposed method in noisy environments, Additive White Gaussian Noise (AWGN) was injected into the original clean vibration signals. Noisy versions of the dataset were created at different Signal-to-Noise Ratio (SNR) levels, including moderate and high SNRs (+1 dB, +3 dB, +5 dB) and low SNRs (–1 dB, –3 dB, –5 dB). These different SNR versions allowed the generation of datasets with increasing noise intensity.

The purpose of adding noise was to assess how well the model generalizes under realistic industrial conditions. At higher SNR levels, the added noise does not severely distort the signal, and the classifier maintains strong performance. However, at lower SNR levels, the noise significantly degrades the vibration signals, which makes the classification task more challenging and highlights the model’s limitations under very noisy conditions.
DOI: 10.5281/zenodo.17972208
title: Ottawa Bearing Dataset with Noise

description: The experiments used the University of Ottawa Ball-Bearing Vibration and Acoustic Fault Data Under Constant Load and Speed Conditions (UODS-VAFDC). This database contains vibration signals collected from ball bearings operating under constant mechanical conditions. It includes several bearing states such as healthy bearings and different localized faults, recorded using high-quality vibration sensors.

To evaluate the robustness of the proposed method in noisy environments, Additive White Gaussian Noise (AWGN) was injected into the original clean vibration signals. Noisy versions of the dataset were created at different Signal-to-Noise Ratio (SNR) levels, including moderate and high SNRs (+1 dB, +3 dB, +5 dB) and low SNRs (–1 dB, –3 dB, –5 dB). These different SNR versions allowed the generation of datasets with increasing noise intensity.

The purpose of adding noise was to assess how well the model generalizes under realistic industrial conditions. At higher SNR levels, the added noise does not severely distort the signal, and the classifier maintains strong performance. However, at lower SNR levels, the noise significantly degrades the vibration signals, which makes the classification task more challenging and highlights the model’s limitations under very noisy conditions.