cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.j69xt2
title: Occurrence Download

description: A dataset containing 4928 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Asplenium petrarchae (Guérin) DC."
 ]
}

 The dataset includes 4928 records from 99 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014329-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y47exs
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Platanthera ciliaris (L.) Lindl.",
 "Year 1000-1859"
 ]
}

 The dataset includes 5 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014330-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zwtr3c
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rotala wallichii (Hook.fil.) Koehne",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0206584-220831081235567/datasets/export for details.
DOI: 10.15468/dl.pkxtcq
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Caladium humboldtii (Raf.) Schott",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0206585-220831081235567/datasets/export for details.
DOI: 10.15468/dl.xgzmuc
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/0025264-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zbr22c
title: Occurrence Download

description: A dataset containing 2071 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Cystopteris diaphana (Bory) Blasdell"
 ]
}

 The dataset includes 2071 records from 98 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014331-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.74bkap
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rotala rosea (Poir.) C.D.K.Cook",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0206587-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uh99jz
title: Occurrence Download

description: A dataset containing 26 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dendarus sinuatus (Mulsant & Rey, 1854)"
 ]
}

 The dataset includes 26 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014418-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zg3q53
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Spathiphyllum floribundum (Linden & André) N.E.Br.",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0206592-220831081235567/datasets/export for details.
DOI: 10.15468/dl.465dc4
title: Occurrence Download

description: A dataset containing 50 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-51.67055 -31.51505,-55.69001 -26.82568,-67.30177 -29.90727,-66.81051 -37.18695,-64.44349 -41.02776,-61.04929 -40.04523,-57.29779 -38.88405,-53.63562 -34.77527,-51.67055 -31.51505))",
 "TaxonKey is Melica eremophila Torres"
 ]
}

 The dataset includes 50 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014389-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k8f63g
title: Occurrence Download

description: A dataset containing 27 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Daphnimorpha kudoi (Makino) Nakai",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 27 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0206595-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6ryrs6
title: Occurrence Download

description: A dataset containing 6346 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Triteleia Douglas ex Lindl.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 6346 records from 64 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056746-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vhpx3u
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/0025766-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b3vjvx
title: Occurrence Download

description: A dataset containing 11509 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Balaenoptera acutorostrata Lacépède, 1804"
 ]
}

 The dataset includes 11509 records from 157 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056765-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.euk6dk
title: Occurrence Download

description: A dataset containing 210 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Mica - Muskrat, Raccoon and Coypu occurrences collected by ITAW in Germany"
 ]
}

 The dataset includes 210 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0206596-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qdedyv
title: Occurrence Download

description: A dataset containing 188 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Calotropis procera (Aiton) W.T.Aiton"
 ]
}

 The dataset includes 188 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056770-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cunky9
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Ministerio de Medio Ambiente, y Medio Rural y Marino. Dirección General de Medio Natural y Política Forestal. Inventario Nacional de Biodiversidad 2007, Mamíferos",
 "Geometry POLYGON((2.11568 41.49908,2.1154 41.49926,2.11566 41.49951,2.11559 41.49997,2.11528 41.50063,2.11508 41.50082,2.11484 41.50079,2.11466 41.5009,2.11413 41.50104,2.11359 41.5014,2.1135 41.50161,2.11254 41.50233,2.11165 41.50294,2.11108 41.50321,2.11147 41.5047,2.11104 41.5048,2.11022 41.50486,2.10952 41.50537,2.1093 41.50599,2.10916 41.50615,2.109 41.50632,2.10894 41.50669,2.10888 41.50672,2.10885 41.50665,2.10864 41.50652,2.10841 41.50655,2.10752 41.50708,2.1071 41.50735,2.10681 41.50745,2.10529 41.50632,2.1051 41.50652,2.10488 41.50664,2.10479 41.50687,2.10457 41.50705,2.1039 41.50734,2.10325 41.50758,2.10291 41.50786,2.10257 41.50813,2.10211 41.50787,2.10134 41.5083,2.09989 41.50871,2.09797 41.50882,2.09293 41.50851,2.09306 41.50584,2.093 41.50508,2.09281 41.5043,2.09234 41.50306,2.09108 41.50109,2.08779 41.49748,2.08768 41.49726,2.0886 41.49697,2.0889 41.49711,2.0893 41.49715,2.0897 41.49732,2.09056 41.49698,2.09073 41.49697,2.0909 41.49714,2.09111 41.4972,2.09403 41.49677,2.09394 41.49622,2.09434 41.49589,2.09428 41.49559,2.09469 41.49573,2.09511 41.49556,2.09541 41.49523,2.09535 41.49482,2.09517 41.49458,2.09493 41.49437,2.09559 41.49401,2.0966 41.49327,2.09697 41.49314,2.09695 41.49301,2.09812 41.49345,2.09919 41.49373,2.10021 41.49373,2.10126 41.49364,2.10229 41.49361,2.10366 41.49373,2.10526 41.49401,2.10719 41.49449,2.10901 41.49509,2.11009 41.49549,2.11185 41.49646,2.11387 41.49772,2.11462 41.49827,2.11568 41.49908))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 24 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014398-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j6g9pw
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Potamogeton ×nomotoensis Kadono & T.Nog.",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0206613-220831081235567/datasets/export for details.
DOI: 10.15468/dl.cwviyf
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/0029192-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jhgnc3
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Museo Nacional de Ciencias Naturales, Entomología",
 "Geometry POLYGON((2.11568 41.49908,2.1154 41.49926,2.11566 41.49951,2.11559 41.49997,2.11528 41.50063,2.11508 41.50082,2.11484 41.50079,2.11466 41.5009,2.11413 41.50104,2.11359 41.5014,2.1135 41.50161,2.11254 41.50233,2.11165 41.50294,2.11108 41.50321,2.11147 41.5047,2.11104 41.5048,2.11022 41.50486,2.10952 41.50537,2.1093 41.50599,2.10916 41.50615,2.109 41.50632,2.10894 41.50669,2.10888 41.50672,2.10885 41.50665,2.10864 41.50652,2.10841 41.50655,2.10752 41.50708,2.1071 41.50735,2.10681 41.50745,2.10529 41.50632,2.1051 41.50652,2.10488 41.50664,2.10479 41.50687,2.10457 41.50705,2.1039 41.50734,2.10325 41.50758,2.10291 41.50786,2.10257 41.50813,2.10211 41.50787,2.10134 41.5083,2.09989 41.50871,2.09797 41.50882,2.09293 41.50851,2.09306 41.50584,2.093 41.50508,2.09281 41.5043,2.09234 41.50306,2.09108 41.50109,2.08779 41.49748,2.08768 41.49726,2.0886 41.49697,2.0889 41.49711,2.0893 41.49715,2.0897 41.49732,2.09056 41.49698,2.09073 41.49697,2.0909 41.49714,2.09111 41.4972,2.09403 41.49677,2.09394 41.49622,2.09434 41.49589,2.09428 41.49559,2.09469 41.49573,2.09511 41.49556,2.09541 41.49523,2.09535 41.49482,2.09517 41.49458,2.09493 41.49437,2.09559 41.49401,2.0966 41.49327,2.09697 41.49314,2.09695 41.49301,2.09812 41.49345,2.09919 41.49373,2.10021 41.49373,2.10126 41.49364,2.10229 41.49361,2.10366 41.49373,2.10526 41.49401,2.10719 41.49449,2.10901 41.49509,2.11009 41.49549,2.11185 41.49646,2.11387 41.49772,2.11462 41.49827,2.11568 41.49908))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 18 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014404-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wb56zx
title: Occurrence Download

description: A dataset containing 12983 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Halodule uninervis (Forssk.) Boiss.",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 12983 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0206597-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dfjav9
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Daphne mezereum L.",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0206598-220831081235567/datasets/export for details.
DOI: 10.15468/dl.svkwnc
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/0029095-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vawytz
title: Occurrence Download

description: A dataset containing 13709 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Depth 0.0-9999.0m",
 "Geometry POLYGON((-65.67609 16.12442,-0.61959 16.12442,-0.61959 59.08621,-65.67609 59.08621,-65.67609 16.12442))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Cephalopoda"
 ]
}

 The dataset includes 13709 records from 62 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014405-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vqcj9w
title: Occurrence Download

description: A dataset containing 62 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tilia ×noziricola Hisauti",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 62 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0206606-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jkoqgj
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/0025843-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yc2kum
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is CeDoc de Biodiversitat Vegetal: BCN-Cormophyta",
 "Geometry POLYGON((2.11568 41.49908,2.1154 41.49926,2.11566 41.49951,2.11559 41.49997,2.11528 41.50063,2.11508 41.50082,2.11484 41.50079,2.11466 41.5009,2.11413 41.50104,2.11359 41.5014,2.1135 41.50161,2.11254 41.50233,2.11165 41.50294,2.11108 41.50321,2.11147 41.5047,2.11104 41.5048,2.11022 41.50486,2.10952 41.50537,2.1093 41.50599,2.10916 41.50615,2.109 41.50632,2.10894 41.50669,2.10888 41.50672,2.10885 41.50665,2.10864 41.50652,2.10841 41.50655,2.10752 41.50708,2.1071 41.50735,2.10681 41.50745,2.10529 41.50632,2.1051 41.50652,2.10488 41.50664,2.10479 41.50687,2.10457 41.50705,2.1039 41.50734,2.10325 41.50758,2.10291 41.50786,2.10257 41.50813,2.10211 41.50787,2.10134 41.5083,2.09989 41.50871,2.09797 41.50882,2.09293 41.50851,2.09306 41.50584,2.093 41.50508,2.09281 41.5043,2.09234 41.50306,2.09108 41.50109,2.08779 41.49748,2.08768 41.49726,2.0886 41.49697,2.0889 41.49711,2.0893 41.49715,2.0897 41.49732,2.09056 41.49698,2.09073 41.49697,2.0909 41.49714,2.09111 41.4972,2.09403 41.49677,2.09394 41.49622,2.09434 41.49589,2.09428 41.49559,2.09469 41.49573,2.09511 41.49556,2.09541 41.49523,2.09535 41.49482,2.09517 41.49458,2.09493 41.49437,2.09559 41.49401,2.0966 41.49327,2.09697 41.49314,2.09695 41.49301,2.09812 41.49345,2.09919 41.49373,2.10021 41.49373,2.10126 41.49364,2.10229 41.49361,2.10366 41.49373,2.10526 41.49401,2.10719 41.49449,2.10901 41.49509,2.11009 41.49549,2.11185 41.49646,2.11387 41.49772,2.11462 41.49827,2.11568 41.49908))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 16 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014409-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4xfcnf
title: Occurrence Download

description: A dataset containing 6075 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Acinonyx jubatus (Schreber, 1775))",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 6075 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0206609-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jmlkla
title: Occurrence Download

description: A dataset containing 327329842 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Passeriformes"
 ]
}

 The dataset includes 327329842 records from 2185 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002337-190307172214381/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3k74wv
title: Occurrence Download

description: A dataset containing 164570461 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "DatasetKey is EOD – eBird Observation Dataset",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year 2010-2015"
 ]
}

 The dataset includes 164570461 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0207764-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5kwv5v
title: Occurrence Download

description: A dataset containing 432038089 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"
 ]
 },
 "Geometry POLYGON((21.62109 74.76563,-13.88672 56.83594,-12.48047 31.875,1.58203 22.73438,43.76953 23.08594,63.45703 51.5625,62.05078 73.71094,21.62109 74.76563))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Animalia",
 "Year 1900-2022"
 ]
}

 The dataset includes 432038089 records from 6586 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0208489-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15376389
title: A Machine Learning Dataset of Artificial Inner Ring Damages on Cylindrical Roller Bearings Measured Under Varying Cross-Influences

description: Dataset in CSV and Python Formats (MATLAB version available here): 

This dataset provides a high-resolution, well-annotated collection of vibration measurements from cylindrical roller bearings, both healthy and with artificially induced inner ring damage. It is designed to support machine learning research addressing domain shift by enabling robust evaluation of model generalization across realistic variations in rotational speed, applied load, and mounting position.

Unlike existing bearing datasets, this resource follows a structured experimental design with controlled covariates known to cause domain shifts. It includes 1,151 multi-axis recordings (20 kHz, 60 s) across multiple bearing instances, damage states, and operating conditions.

Optimized for Leave-One-Group-Out Cross-Validation (LOGOCV), the dataset facilitates rigorous assessment of model robustness to unseen conditions. It also includes:





Detailed metadata on testbed setup, damage geometry, and environmental parameters




Transparent labeling of assembly deviations for anomaly detection research




Python scripts for streamlined data loading and segmentation



This dataset is particularly suited for work in robust ML, domain generalization, fault diagnosis, and industrial condition monitoring.

A detailed description of the data can be found at Data Descriptor.

This research was performed in the context of project VProSaar (“Verteilte Produktion für die saarländische Automotivindustrie: Nachhaltig, Vernetzt, Resilient ”) carried out at the Centre for Mechatronics and Automation Technology gGmbH and funded by the Ministry of Economic Affairs, Innovation, Digital and Energy (MWIDE) and the European Fonds for Regional Development (EFRE).