cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.13854459
title: Lenze Quality Inspection Dataset (Lenze-QI)

description: Quality inspection is an important step in industrial production avoiding early failures and customer complaints. Custom-built products are often produced in a high number of variants and a low number of instances per variant, which makes automation of quality inspection a difficult task. Today’s manual inspection is cost-intensive and error-prune. To investigate the general problem setting, we introduce a novel dataset from the real-world quality inspection at Lenze, called Lenze-QI. The data is acquired during the end-of-line test of a production line for geared motors, which covers a broad portfolio.

For a detailed description of the experiment, refer to our paper "Enhancing Quality Inspection of Highly Variant Geared Motors" at https://ssrn.com/abstract=5077169 or https://doi.org/10.1016/j.apacoust.2025.110687, please.

Please note, that the public version of the dataset is missing some of the audio-files compared to that one used in the paper for ethical reasons. The variants configurations are anonymized, but the additional attributes which are the shaft-speeds and gear-mesh frequencies are given in Hz.

If you use Lenze-QI within a scientific work, please cite our paper in addition to the dataset itself.

For details on the dataset structure, please refer to the Quick_Start_Script, found in the files.
DOI: 10.5281/zenodo.13854458
title: Lenze Quality Inspection Dataset (Lenze-QI)

description: Quality inspection is an important step in industrial production avoiding early failures and customer complaints. Custom-built products are often produced in a high number of variants and a low number of instances per variant, which makes automation of quality inspection a difficult task. Today’s manual inspection is cost-intensive and error-prune. To investigate the general problem setting, we introduce a novel dataset from the real-world quality inspection at Lenze, called Lenze-QI. The data is acquired during the end-of-line test of a production line for geared motors, which covers a broad portfolio.

For a detailed description of the experiment, refer to our paper "Enhancing Quality Inspection of Highly Variant Geared Motors" at https://ssrn.com/abstract=5077169 or https://doi.org/10.1016/j.apacoust.2025.110687, please.

Please note, that the public version of the dataset is missing some of the audio-files compared to that one used in the paper for ethical reasons. The variants configurations are anonymized, but the additional attributes which are the shaft-speeds and gear-mesh frequencies are given in Hz.

If you use Lenze-QI within a scientific work, please cite our paper in addition to the dataset itself.

For details on the dataset structure, please refer to the Quick_Start_Script, found in the files.
DOI: 10.15468/dl.zcbezy
title: Occurrence Download

description: A dataset containing 41 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pseudoliparis swirei Gerringer & Linley, 2017"
 ]
}

 The dataset includes 41 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026565-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hr93wg
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "EventDate is 1952-05-28",
 "PublishingOrg is def87a70-0837-11d9-acb2-b8a03c50a862",
 "StateProvince is Or"
 ]
}

 The dataset includes 11 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049875-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mt4cjo
title: Occurrence Download

description: A dataset containing 451 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Planktic foraminifera abundance of Hole 29-277"
 ]
}

 The dataset includes 451 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010710-160623103540712/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jmuf2b
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Carex pseudodispalata K.T.Fu"
 ]
}

 The dataset includes 12 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026560-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t5kzug
title: Occurrence Download

description: A dataset containing 73 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Barleria ramulosa C.B.Clarke"
 ]
}

 The dataset includes 73 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039474-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2uuckb
title: Occurrence Download

description: A dataset containing 59229 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Centaurium erythraea Rafn",
 "HasCoordinate is true",
 "Continent is Europe",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2000",
 "CoordinateUncertaintyInMeters is less than 10000"
 ]
}

 The dataset includes 59229 records from 717 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012979-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.knz99w
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Notoliparis kermadecensis (Nielsen, 1964)"
 ]
}

 The dataset includes 11 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026568-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.1e4cdv
title: Occurrence Download

description: A dataset containing 432 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Range table from benthic foraminifers in ODP Hole 172-1057B"
 ]
}

 The dataset includes 432 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010711-160822134323880/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cfvajv
title: Occurrence Download

description: A dataset containing 93 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cleistanthus suarezensis Leandri"
 ]
}

 The dataset includes 93 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006831-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uf59tp
title: Occurrence Download

description: A dataset containing 12968 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cephalozia bicuspidata (L.) Dumort.",
 "HasCoordinate is true",
 "Continent is Europe",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2000",
 "CoordinateUncertaintyInMeters is less than 10000"
 ]
}

 The dataset includes 12968 records from 129 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013004-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a0hxxr
title: Occurrence Download

description: A dataset containing 13777 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rhinella marina (Linnaeus, 1758)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 13777 records from 105 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010712-151016162008034/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7d6tdr
title: Occurrence Download

description: A dataset containing 30 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Coscinium blumeanum Miers ex Hook.fil. & Thomson"
 ]
}

 The dataset includes 30 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006824-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ukrta3
title: Occurrence Download

description: A dataset containing 23622 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Centaurium pulchellum (Sw.) Druce",
 "HasCoordinate is true",
 "Continent is Europe",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2000",
 "CoordinateUncertaintyInMeters is less than 10000"
 ]
}

 The dataset includes 23622 records from 327 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012982-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sorvle
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Major and minor element concentrations in the livers of polar bears (Ursus maritimus) from Canada, Alaska and Greenland"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010712-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wdbtuz
title: Occurrence Download

description: A dataset containing 1460 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Mauremys reevesii (Gray, 1831), Trionyx sinensis Wiegmann, 1835)"
 ]
}

 The dataset includes 1460 records from 78 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012977-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9cftds
title: Occurrence Download

description: A dataset containing 91 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "GadmGid is CHN.10_1",
 "OccurrenceStatus is Present",
 "TaxonKey is Pucrasia macrolopha (R.Lesson, 1829)",
 "Year 1970-2024"
 ]
}

 The dataset includes 91 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026561-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eebfcf
title: Occurrence Download

description: A dataset containing 698 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sciurus yucatanensis J.A.Allen, 1877"
 ]
}

 The dataset includes 698 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010712-170826194755519/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uuza7v
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Carpomya incompleta (Becker, 1903)"
 ]
}

 The dataset includes 7 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012999-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5zr84z
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Combretum malabaricum (Bedd.) Sujana, Ratheesh & Anil Kumar"
 ]
}

 The dataset includes 9 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006832-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.o1hznm
title: Occurrence Download

description: A dataset containing 52 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "TaxonKey is Ursus americanus altifrontalis Elliot, 1903",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 52 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010712-171219132708484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3t6xe9
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Hyperolius polli Laurent, 1943"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039454-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wa6kmr
title: Occurrence Download

description: A dataset containing 34 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Megachile hera Bingham, 1897"
 ]
}

 The dataset includes 34 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026585-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.emvfm6
title: Occurrence Download

description: A dataset containing 657751 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Secale cereale L., Securigera varia (L.) Lassen, Senecio vulgaris L., Senegalia catechu (L.f.) P.J.H.Hurter & Mabb., Senegalia senegal (L.) Britton, Senna alata (L.) Roxb., Senna bicapsularis (L.) Roxb., Senna corymbosa (Lam.) H.S.Irwin & Barneby, Senna didymobotrya (Fresen.) H.S.Irwin & Barneby)"
 ]
}

 The dataset includes 657751 records from 2994 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022565-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2g62sg
title: Occurrence Download

description: A dataset containing 4760 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((37.97050 26.59345,150.51867 26.59345,150.51867 71.59345,37.97050 71.59345,37.97050 26.59345))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Tulipa L."
 ]
}

 The dataset includes 4760 records from 77 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0246441-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ognl53
title: Occurrence Download

description: A dataset containing 20 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is South Africa",
 "HasCoordinate is true",
 "TaxonKey is Englerodaphne ovalifolia (Meisn.) E.Phillips",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 20 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000657-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gjkajh
title: Occurrence Download

description: A dataset containing 81 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tragopogon tanaiticus Artemczuk",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 81 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0079145-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v465qt
title: Occurrence Download

description: A dataset containing 4461 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lagenorhynchus albirostris (Gray, 1846)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 },
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is MANAGED"
 ]
 }
 },
 {
 "not" : {
 "EstablishmentMeans" : [
 "is not null"
 ]
 }
 }
 ]
 },
 {
 "or" : [
 "OccurrenceStatus is Present",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is not null"
 ]
 }
 }
 ]
 }
 ]
}

 The dataset includes 4461 records from 77 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012914-210819072339941/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2x9d3c
title: Occurrence Download

description: A dataset containing 94 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Uruguay",
 "TaxonKey is Otariidae"
 ]
}

 The dataset includes 94 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006677-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pbtg6c
title: Occurrence Download

description: A dataset containing 117 species occurrences available in GBIF matching the query:
{
 "CatalogNumber" : [
 "is 217880"
 ]
}

 The dataset includes 117 records from 108 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008887-210819072339941/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z2xv2b
title: Occurrence Download

description: A dataset containing 69 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rhododendron griersonianum Balf.fil. & Forrest"
 ]
}

 The dataset includes 69 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056614-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.iatfse
title: Occurrence Download

description: A dataset containing 615422 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((82.32411 28.24565,93.09939 26.10917,103.13155 27.59541,112.88504 32.89017,109.35522 46.26638,96.44344 51.65403,87.43308 52.02559,74.61421 50.53934,70.61992 46.63794,68.29766 38.92804,82.32411 28.24565))",
 "HasCoordinate is true",
 "TaxonKey is Tracheophyta",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 615422 records from 143 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017078-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jw4bbf
title: Occurrence Download

description: A dataset containing 589 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Blechnum austrobrasilianum de la Sota"
 ]
}

 The dataset includes 589 records from 50 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0230373-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rd8jzb
title: Occurrence Download

description: A dataset containing 2937 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cichorium endivia L.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2937 records from 134 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0079037-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.lhqtbp
title: Occurrence Download

description: A dataset containing 406 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "TaxonKey is Anolis capito Peters, 1863",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 406 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017075-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t5746s
title: Occurrence Download

description: A dataset containing 236233 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cichorium intybus L.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 236233 records from 1379 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0079038-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/wvg-g9y-pxd
title: Clematis recta L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/c2n-3hp-3cx
title: Ophrys insectifera L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/cyt-t3g-xel
title: Consolida ajacis (L.) Schur

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/mwc-gsz-ycg
title: Consolida regalis subsp. paniculata (Host) Soó

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/wdl-j5h-vc0
title: Clematis lanuginosa Lindl.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/8re-9z5-ssh
title: Consolida hispanica (Willk. ex Costa) Greuter & Burdet

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/sef-d6p-xjg
title: Consolida regalis subsp. regalis Gray

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/7bs-t39-6f0
title: Delphinium elatum subsp. elatum L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/cde-l0b-p20
title: Clematis alpina (L.) Mill.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/vmw-xmy-xl4
title: Caltha palustris L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/d2g-ytl-j36
title: Helleborus niger L.

description: Digital Specimen for the physical specimen hosted at University of Graz.