cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.11198407
title: Yoga

description: This dataset is part of the UCR Archive maintained by University of Southampton researchers. Please cite a relevant or the latest full archive release if you use the datasets. See http://www.timeseriesclassification.com/.

The dataset was obtained by capturing two actors transiting between yoga poses in front of a green screen. The problem is to discriminate between one actor (male) and another (female). Each image was converted to a one dimensional series by finding the outline and measuring the distance of the outline to the centre. The dataset was obtained by capturing two actors transiting between yoga poses in front of a green screen. The problem is to discriminate between one actor (male) and another (female). Each image was converted to a one dimensional series by finding the outline and measuring the distance of the outline to the centre.

Donator: L. Wei & E. Keogh
DOI: 10.5281/zenodo.11198401
title: Worms

description: This dataset is part of the UCR Archive maintained by University of Southampton researchers. Please cite a relevant or the latest full archive release if you use the datasets. See http://www.timeseriesclassification.com/.

Caenorhabditis elegans is a roundworm commonly used as a model organism in the study of genetics. The movement of these worms is known to be a useful indicator for understanding behavioural genetics. Brown {\em et al.} "A dictionary of behavioral motifs reveals clusters of genes affecting Caenorhabditis elegans locomotion" describe a system for recording the motion of worms on an agar plate and measuring a range of human-defined features. It has been shown that the space of shapes Caenorhabditis elegans adopts on an agar plate can be represented by combinations of four base shapes, or eigenworms. Once the worm outline is extracted, each frame of worm motion can be captured by four scalars representing the amplitudes along each dimension when the shape is projected onto the four eigenworms.

The data relates to 258 traces of worms converted into four "eigenworm" series. The eigenworm data are lengths from 17984 to 100674 (sampled at 30 Hz, so from 10 minutes to 1 hour) and in four dimensions (eigwnworm 1 to 4). There are five classes:N2,goa-1,unc-1,unc-38 and un63. N2 is wildtype (i.e. normal) the other 4 are mutant strains. These datasets are the first dimension only (first eigenworm)

The problems Worms.arff and WormsTwoClass.arff are series of first eigenworm1 averaged down so that all series are lengths 900 (the single hour long series is discarded). This smoothing is likely to discard discriminatory information. The Yemini features obtains nearly 100\% accuracy, although we have not independently verified this. 

we address the problem of classifying individual worms as wild-type or mutant based on the time series of the first eigenworm, down-sampled to second-long intervals. We have 257 cases, which we split 70\%/30\% into a train and test set. Each series has 900 observations, and each worm is classified as either wild-type (the N2 reference strain - 109 cases) or one of four mutant types: goa-1 (44 cases); unc-1 (35 cases); unc-38 (45 cases) and unc-63 (25 cases). The data were extracted from the {\em C. elegans} behavioural database~\cite{wormWeb}. The formatted classification problems are available from the website associated with this paper~\cite{tscWeb}.

Donator: A. Bagnall
DOI: 10.5281/zenodo.11198402
title: Worms

description: This dataset is part of the UCR Archive maintained by University of Southampton researchers. Please cite a relevant or the latest full archive release if you use the datasets. See http://www.timeseriesclassification.com/.

Caenorhabditis elegans is a roundworm commonly used as a model organism in the study of genetics. The movement of these worms is known to be a useful indicator for understanding behavioural genetics. Brown {\em et al.} "A dictionary of behavioral motifs reveals clusters of genes affecting Caenorhabditis elegans locomotion" describe a system for recording the motion of worms on an agar plate and measuring a range of human-defined features. It has been shown that the space of shapes Caenorhabditis elegans adopts on an agar plate can be represented by combinations of four base shapes, or eigenworms. Once the worm outline is extracted, each frame of worm motion can be captured by four scalars representing the amplitudes along each dimension when the shape is projected onto the four eigenworms.

The data relates to 258 traces of worms converted into four "eigenworm" series. The eigenworm data are lengths from 17984 to 100674 (sampled at 30 Hz, so from 10 minutes to 1 hour) and in four dimensions (eigwnworm 1 to 4). There are five classes:N2,goa-1,unc-1,unc-38 and un63. N2 is wildtype (i.e. normal) the other 4 are mutant strains. These datasets are the first dimension only (first eigenworm)

The problems Worms.arff and WormsTwoClass.arff are series of first eigenworm1 averaged down so that all series are lengths 900 (the single hour long series is discarded). This smoothing is likely to discard discriminatory information. The Yemini features obtains nearly 100\% accuracy, although we have not independently verified this. 

we address the problem of classifying individual worms as wild-type or mutant based on the time series of the first eigenworm, down-sampled to second-long intervals. We have 257 cases, which we split 70\%/30\% into a train and test set. Each series has 900 observations, and each worm is classified as either wild-type (the N2 reference strain - 109 cases) or one of four mutant types: goa-1 (44 cases); unc-1 (35 cases); unc-38 (45 cases) and unc-63 (25 cases). The data were extracted from the {\em C. elegans} behavioural database~\cite{wormWeb}. The formatted classification problems are available from the website associated with this paper~\cite{tscWeb}.

Donator: A. Bagnall
DOI: 10.5281/zenodo.11198395
title: WordSynonyms

description: This dataset is part of the UCR Archive maintained by University of Southampton researchers. Please cite a relevant or the latest full archive release if you use the datasets. See http://www.timeseriesclassification.com/.

This dataset consists of word profiles for George Washington's manuscripts. This dataset is the 50-words dataset, remapped to 25 classes. The data was flipped left-right so that it would not be recognized. 

Donator: T. Rath & R. Manmatha
DOI: 10.5281/zenodo.11198396
title: WordSynonyms

description: This dataset is part of the UCR Archive maintained by University of Southampton researchers. Please cite a relevant or the latest full archive release if you use the datasets. See http://www.timeseriesclassification.com/.

This dataset consists of word profiles for George Washington's manuscripts. This dataset is the 50-words dataset, remapped to 25 classes. The data was flipped left-right so that it would not be recognized. 

Donator: T. Rath & R. Manmatha
DOI: 10.5281/zenodo.11198391
title: Wine

description: This dataset is part of the UCR Archive maintained by University of Southampton researchers. Please cite a relevant or the latest full archive release if you use the datasets. See http://www.timeseriesclassification.com/.

Food spectrographs of two types of wine. The classes are Cabernet Sauvignon' and 'Shiraz'. Obtained using Fourier transform infrared (FTIR) spectroscopy with attenuated total reflectance (ATR) sampling. 

Donator: K. Kemsley & A. Bagnall
DOI: 10.5281/zenodo.11198390
title: Wine

description: This dataset is part of the UCR Archive maintained by University of Southampton researchers. Please cite a relevant or the latest full archive release if you use the datasets. See http://www.timeseriesclassification.com/.

Food spectrographs of two types of wine. The classes are Cabernet Sauvignon' and 'Shiraz'. Obtained using Fourier transform infrared (FTIR) spectroscopy with attenuated total reflectance (ATR) sampling. 

Donator: K. Kemsley & A. Bagnall
DOI: 10.5281/zenodo.11198386
title: Wafer

description: This dataset is part of the UCR Archive maintained by University of Southampton researchers. Please cite a relevant or the latest full archive release if you use the datasets. See http://www.timeseriesclassification.com/.

This dataset was formatted by R. Olszewski as part of his thesis Generalized feature extraction for structural pattern recognition in time-series data at Carnegie Mellon University, 2001. Wafer data relates to semi-conductor microelectronics fabrication. A collection of inline process control measurements recorded from various sensors during the processing of silicon wafers for semiconductor fabrication constitute the wafer database; each data set in the wafer database contains the measurements recorded by one sensor during the processing of one wafer by one tool. The two classes are normal and abnormal. There is a large class imbalance between normal and abnormal (10.7% of the train are abnormal, 12.1% of the test).

Donator: R. Olszewski
DOI: 10.5281/zenodo.11198387
title: Wafer

description: This dataset is part of the UCR Archive maintained by University of Southampton researchers. Please cite a relevant or the latest full archive release if you use the datasets. See http://www.timeseriesclassification.com/.

This dataset was formatted by R. Olszewski as part of his thesis Generalized feature extraction for structural pattern recognition in time-series data at Carnegie Mellon University, 2001. Wafer data relates to semi-conductor microelectronics fabrication. A collection of inline process control measurements recorded from various sensors during the processing of silicon wafers for semiconductor fabrication constitute the wafer database; each data set in the wafer database contains the measurements recorded by one sensor during the processing of one wafer by one tool. The two classes are normal and abnormal. There is a large class imbalance between normal and abnormal (10.7% of the train are abnormal, 12.1% of the test).

Donator: R. Olszewski
DOI: 10.5281/zenodo.11198382
title: UWaveGestureLibraryY
DOI: 10.5281/zenodo.11198384
title: UWaveGestureLibraryZ
DOI: 10.5281/zenodo.11198374
title: UWaveGestureLibraryX
DOI: 10.5281/zenodo.11198383
title: UWaveGestureLibraryZ
DOI: 10.5281/zenodo.11198373
title: UWaveGestureLibraryX
DOI: 10.5281/zenodo.11198381
title: UWaveGestureLibraryY
DOI: 10.5281/zenodo.11198365
title: UWaveGestureLibraryAll
DOI: 10.5281/zenodo.11198366
title: UWaveGestureLibraryAll
DOI: 10.5281/zenodo.11198361
title: UMD
DOI: 10.5281/zenodo.11198362
title: UMD
DOI: 10.5281/zenodo.11198355
title: TwoPatterns
DOI: 10.5281/zenodo.11198356
title: TwoPatterns
DOI: 10.5281/zenodo.11198351
title: TwoLeadECG
DOI: 10.5281/zenodo.11198352
title: TwoLeadECG
DOI: 10.5281/zenodo.11198343
title: Trace
DOI: 10.5281/zenodo.11198344
title: Trace
DOI: 10.5281/zenodo.11198342
title: ToeSegmentation2
DOI: 10.5281/zenodo.11198341
title: ToeSegmentation2
DOI: 10.5281/zenodo.11198337
title: ToeSegmentation1
DOI: 10.5281/zenodo.11198338
title: ToeSegmentation1
DOI: 10.5281/zenodo.11198330
title: SyntheticControl
DOI: 10.15468/dl.4sz9eb
title: Occurrence Download

description: A dataset containing 135 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Neorites kevedianus",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 135 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011840-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.11198322
title: Symbols
DOI: 10.5281/zenodo.11198329
title: SyntheticControl
DOI: 10.5281/zenodo.11198315
title: SwedishLeaf
DOI: 10.5281/zenodo.11198321
title: Symbols
DOI: 10.5281/zenodo.11198314
title: SwedishLeaf
DOI: 10.5281/zenodo.11198312
title: Strawberry
DOI: 10.5281/zenodo.11198313
title: Strawberry
DOI: 10.5281/zenodo.11198307
title: StarLightCurves
DOI: 10.5281/zenodo.11198308
title: StarLightCurves
DOI: 10.5281/zenodo.11198289
title: SonyAIBORobotSurface2
DOI: 10.5281/zenodo.11198290
title: SonyAIBORobotSurface2
DOI: 10.5281/zenodo.11198276
title: SonyAIBORobotSurface1
DOI: 10.5281/zenodo.11198277
title: SonyAIBORobotSurface1
DOI: 10.5281/zenodo.11198270
title: SmoothSubspace
DOI: 10.5281/zenodo.11198271
title: SmoothSubspace
DOI: 10.5281/zenodo.11198251
title: SmallKitchenAppliances
DOI: 10.15468/dl.gzdh3v
title: Occurrence Download

description: A dataset containing 405 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "DatasetKey is iNaturalist Research-grade Observations",
 "GadmGid is GBR.1.47_1",
 "TaxonKey is one of (Passer domesticus, Cyanistes caeruleus, Columba palumbus, Sturnus vulgaris, Turdus merula, Erithacus rubecula, Parus major, Carduelis carduelis, Pica pica, Aegithalos caudatus)"
 ]
}

 The dataset includes 405 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011838-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.11198250
title: SmallKitchenAppliances
DOI: 10.5281/zenodo.11198236
title: ShapesAll
DOI: 10.5281/zenodo.11198237
title: ShapesAll
DOI: 10.5281/zenodo.11198234
title: ShapeletSim
DOI: 10.5281/zenodo.11198235
title: ShapeletSim
DOI: 10.5281/zenodo.11198203
title: SemgHandSubjectCh2
DOI: 10.5281/zenodo.11198202
title: SemgHandSubjectCh2
DOI: 10.5281/zenodo.11198196
title: SemgHandMovementCh2
DOI: 10.5281/zenodo.11198197
title: SemgHandMovementCh2
DOI: 10.5281/zenodo.11198192
title: SemgHandGenderCh2
DOI: 10.5281/zenodo.11198193
title: SemgHandGenderCh2
DOI: 10.5281/zenodo.11198182
title: ScreenType
DOI: 10.5281/zenodo.11198181
title: ScreenType
DOI: 10.5281/zenodo.11198000
title: Rock
DOI: 10.5281/zenodo.11198001
title: Rock
DOI: 10.5281/zenodo.11197995
title: RefrigerationDevices
DOI: 10.5281/zenodo.11197996
title: RefrigerationDevices
DOI: 10.15468/dl.s7jhh6
title: Occurrence Download

description: A dataset containing 17794606 species occurrences available in GBIF matching the query:
{
 "and" : [
 "ClassKey is one of (Aves, Mammalia, Reptilia, Amphibia)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Geometry POLYGON((140.9 -39.2, 154.0 -39.2, 154.0 -28.2, 140.9 -28.2, 140.9 -39.2))",
 "Year is greater than or equal to 2018",
 "Year is less than or equal to 2022"
 ]
}

 The dataset includes 17794606 records from 78 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011782-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.11197972
title: ProximalPhalanxTW
DOI: 10.5281/zenodo.11197973
title: ProximalPhalanxTW
DOI: 10.5281/zenodo.11197968
title: ProximalPhalanxOutlineCorrect
DOI: 10.5281/zenodo.11197967
title: ProximalPhalanxOutlineCorrect
DOI: 10.5281/zenodo.11197959
title: ProximalPhalanxOutlineAgeGroup
DOI: 10.5281/zenodo.11197960
title: ProximalPhalanxOutlineAgeGroup
DOI: 10.15468/dl.84ehhb
title: Occurrence Download

description: A dataset containing 367 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Vaccinium virgatum, Vaccinium amoenum)",
 "BasisOfRecord is one of (Specimen, Human Observation, Occurrence evidence, Material sample, Living Specimen)",
 "HasCoordinate is true",
 "Country is one of (Canada, United States of America)"
 ]
}

 The dataset includes 367 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011839-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.11197947
title: PowerCons
DOI: 10.5281/zenodo.11197948
title: PowerCons
DOI: 10.5281/zenodo.11197939
title: Plane
DOI: 10.5281/zenodo.11197940
title: Plane
DOI: 10.5281/zenodo.11197923
title: PigCVP
DOI: 10.5281/zenodo.11197924
title: PigCVP
DOI: 10.5281/zenodo.11197919
title: PigArtPressure
DOI: 10.5281/zenodo.11197920
title: PigArtPressure
DOI: 10.5281/zenodo.11197911
title: PigAirwayPressure
DOI: 10.15468/gw5chm
title: Swiss National Cicadidae Databank

description: This dataset concerns the Cicadas (Hemiptera Auchenorrhyncha Cicadidae) from Switzerland. Data sources include Swiss museum collections, scientific publications, field observations collected by the few volunteer entomologists interested in the group and since 2004 during the national inventory undertaken by Thomas Hertach with the support of many cantons. The period covered by the data is from 1745 to the present day. All data provided have been subjected to a validation procedure.
DOI: 10.5281/zenodo.11197910
title: PigAirwayPressure
DOI: 10.5281/zenodo.11197891
title: Phoneme
DOI: 10.5281/zenodo.11197874
title: PhalangesOutlinesCorrect
DOI: 10.5281/zenodo.11197875
title: PhalangesOutlinesCorrect
DOI: 10.5281/zenodo.11197889
title: Phoneme
DOI: 10.5281/zenodo.11197848
title: OSULeaf
DOI: 10.5281/zenodo.11197847
title: OSULeaf
DOI: 10.5281/zenodo.11197843
title: OliveOil
DOI: 10.5281/zenodo.11197830
title: NonInvasiveFetalECGThorax2
DOI: 10.5281/zenodo.11197831
title: NonInvasiveFetalECGThorax2
DOI: 10.5281/zenodo.11197842
title: OliveOil
DOI: 10.5281/zenodo.11197821
title: NonInvasiveFetalECGThorax1
DOI: 10.5281/zenodo.11197820
title: NonInvasiveFetalECGThorax1
DOI: 10.5281/zenodo.11197816
title: MoteStrain
DOI: 10.5281/zenodo.11197817
title: MoteStrain
DOI: 10.5281/zenodo.11197810
title: MixedShapesSmallTrain
DOI: 10.5281/zenodo.11197811
title: MixedShapesSmallTrain
DOI: 10.5281/zenodo.11197802
title: MixedShapesRegularTrain
DOI: 10.5281/zenodo.11197803
title: MixedShapesRegularTrain
DOI: 10.5281/zenodo.11197799
title: MiddlePhalanxTW
DOI: 10.15468/cjmjy2
title: Swiss National Coleoptera Databank

description: This dataset includes records of the Coleoptera pro parte (Aderidae, Anthicidae, Anthribidae (non-native species only), Biphyllidae, Bostrichidae, Buprestidae, Byrrhidae, Byturidae, Cantharidae, Carabidae, Cerambycidae, Cerophytidae, Cerylonidae (non-native species only), Chrysomelidae Ophraella communa, Ciidae (non-native species only), Clambidae, Cleridae, Coccinellidae, Curculionidae Platypodinae and Scolytinae, Dascillidae, Dermestidae, Derodontidae, Dryopidae, Dytiscidae, Elateridae, Elmidae, Eucnemidae, Georissidae, Geotrupidae, Glaphyridae, Gyrinidae, Haliplidae, Helophoridae, Heteroceridae, Histeridae, Hydraenidae, Hydrochidae, Hydrophilidae, Hygrobiidae, Laemophloeidae (non-native species only), Lampyridae, Lucanidae, Lycidae, Melandryidae, Meloidae, Melyridae, Mycetophagidae, Mycteridae, Nosodendridae, Noteridae, Ochodaeidae, Oedemeridae, Prostomidae, Psephenidae, Ptilodactylidae, Ptinidae, Pyrochroidae, Pythidae, Ripiphoridae, Salpingidae, Scarabaeidae, Scirtidae, Silvanidae (non-native species only), Spercheidae, Sphaeritidae, Tenebrionidae, Tetratomidae, Thanerocleridae, Throscidae, Trogidae, Trogossitidae, Zopheridae) from Switzerland and the adjacent area. Data sources include museum and private collections, the literature, field observations provided by a large network of volunteer collaborators, environmental impact studies, national inventories (Red List strategy) and academic work. The period covered by the data extends from 1770 to the present day. All data provided have been subject to a validation procedure.
DOI: 10.5281/zenodo.11197782
title: MiddlePhalanxOutlineCorrect
DOI: 10.5281/zenodo.11197798
title: MiddlePhalanxTW
DOI: 10.5281/zenodo.11197781
title: MiddlePhalanxOutlineCorrect
DOI: 10.5281/zenodo.11197770
title: MiddlePhalanxOutlineAgeGroup
DOI: 10.5281/zenodo.11197771
title: MiddlePhalanxOutlineAgeGroup
DOI: 10.5281/zenodo.11197751
title: MedicalImages
DOI: 10.5281/zenodo.11197752
title: MedicalImages
DOI: 10.5281/zenodo.11197741
title: Meat
DOI: 10.5281/zenodo.11197742
title: Meat
DOI: 10.5281/zenodo.11197730
title: Mallat
DOI: 10.5281/zenodo.11197731
title: Mallat
DOI: 10.5281/zenodo.11197705
title: Lightning7
DOI: 10.5281/zenodo.11197706
title: Lightning7
DOI: 10.5281/zenodo.11197697
title: Lightning2
DOI: 10.5281/zenodo.11197696
title: Lightning2
DOI: 10.5281/zenodo.11197688
title: LargeKitchenAppliances
DOI: 10.5281/zenodo.11197689
title: LargeKitchenAppliances
DOI: 10.5281/zenodo.11197655
title: ItalyPowerDemand
DOI: 10.5281/zenodo.11197656
title: ItalyPowerDemand
DOI: 10.5281/zenodo.11197634
title: InsectWingbeatSound
DOI: 10.5281/zenodo.11197635
title: InsectWingbeatSound
DOI: 10.5281/zenodo.18483896
title: A magnetic hydrothermal carbon adsorbent modified with a sulfonic acid group for removal of metal ions
DOI: 10.5281/zenodo.11197608
title: InsectEPGSmallTrain
DOI: 10.5281/zenodo.18483895
title: A magnetic hydrothermal carbon adsorbent modified with a sulfonic acid group for removal of metal ions
DOI: 10.5281/zenodo.11197607
title: InsectEPGSmallTrain
DOI: 10.5281/zenodo.11197586
title: InsectEPGRegularTrain
DOI: 10.5281/zenodo.11197587
title: InsectEPGRegularTrain
DOI: 10.5281/zenodo.11197574
title: InlineSkate
DOI: 10.5281/zenodo.11197575
title: InlineSkate
DOI: 10.5281/zenodo.11197554
title: HouseTwenty
DOI: 10.5281/zenodo.11197555
title: HouseTwenty
DOI: 10.5281/zenodo.11197539
title: Herring
DOI: 10.5281/zenodo.11197540
title: Herring
DOI: 10.5281/zenodo.11197537
title: Haptics
DOI: 10.5281/zenodo.11197538
title: Haptics
DOI: 10.5281/zenodo.11197527
title: HandOutlines
DOI: 10.5281/zenodo.11197528
title: HandOutlines
DOI: 10.5281/zenodo.11197526
title: Ham
DOI: 10.5281/zenodo.11197525
title: Ham
DOI: 10.5281/zenodo.18483981
title: Hourly Significant Wave Height Predictions at NDBC Buoy 46084 with Comparative Model Results

description: This dataset was generated as part of a study investigating hybrid approaches for significant wave height forecasting. The research develops an SS-Transformer model that integrates outputs from the SWAN spectral wave model with a spatiotemporal attention mechanism, comparing its performance against conventional LSTM and standalone SWAN forecasts.

The dataset provides the complete forecast results referenced in the associated research manuscript.
DOI: 10.5281/zenodo.18483982
title: Hourly Significant Wave Height Predictions at NDBC Buoy 46084 with Comparative Model Results

description: This dataset was generated as part of a study investigating hybrid approaches for significant wave height forecasting. The research develops an SS-Transformer model that integrates outputs from the SWAN spectral wave model with a spatiotemporal attention mechanism, comparing its performance against conventional LSTM and standalone SWAN forecasts.

The dataset provides the complete forecast results referenced in the associated research manuscript.
DOI: 10.15468/atyl1j
title: Swiss National Butterflies and Forester Moths Databank

description: This dataset includes records of the butterflies (Papilionoidea: Hesperiidae, Lycaenidae, Nymphalidae, Papilionidae, Pieridae) and forester moths (Zygaenidae) from Switzerland and the adjacent area. Data sources include museum and private collections, the literature, field observations provided by a large network of volunteer collaborators, environmental impact studies, national inventories (Red List strategy, Biodiversity Monitoring) and academic work. The period covered by the data extends from 1775 to the present day. All data provided have been subject to a validation procedure. Nomenclature largely follows Wiemers et al. (2018 : https://doi.org/10.3897/zookeys.811.28712) for butterflies, as well as SwissLepTeam (2010) for Zygaenidae.