cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.h96zge
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((106.364 -2.039822, 106.293692 -2.045388, 106.225115 -2.061947, 106.159954 -2.089092, 106.099813 -2.126155, 106.046172 -2.172226, 106.000353 -2.226168, 105.963482 -2.286656, 105.936468 -2.352201, 105.919979 -2.421189, 105.91442 -2.491923, 105.919931 -2.56266, 105.936378 -2.631659, 105.963358 -2.69722, 106.000207 -2.75773, 106.046019 -2.811696, 106.099667 -2.857789, 106.15983 -2.894874, 106.225024 -2.922036, 106.293645 -2.938606, 106.364 -2.944175, 106.434355 -2.938606, 106.502976 -2.922036, 106.56817 -2.894874, 106.628333 -2.857789, 106.681981 -2.811696, 106.727793 -2.75773, 106.764642 -2.69722, 106.791622 -2.631659, 106.808069 -2.56266, 106.81358 -2.491923, 106.808021 -2.421189, 106.791532 -2.352201, 106.764518 -2.286656, 106.727647 -2.226168, 106.681828 -2.172226, 106.628187 -2.126155, 106.568046 -2.089092, 106.502885 -2.061947, 106.434308 -2.045388, 106.364 -2.039822))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031768-251120083545085/datasets/export for details.
DOI: 10.3535/aah-mfg-emm
title: Arctia plantaginis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/p44-fam-2y6
title: Pyla fusca Haworth, 1811

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/rsj-1w0-rsg
title: Macdunnoughia (Macdunnoughia) confusa (Stephens, 1850)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/2r1-tpw-atb
title: Speyeria aglaja (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/a13-x1x-l75
title: Pleurota bicostella (Clerck, 1761)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/vpv-43h-0k5
title: Idaea serpentata (Hufnagel, 1767)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/jam-rgk-ca6
title: Speyeria aglaja (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/rg6-1x4-l70
title: Polyommatus icarus (von Rottemburg, 1775)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/533-kkv-zw8
title: Cerapteryx graminis Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/at4-k3j-9yz
title: Cerapteryx graminis Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/894-c7z-y28
title: Boloria Moore, 1900

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/wec-v6d-4tp
title: Arctia plantaginis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/cnj-5fx-xrl
title: Scopula floslactata (Haworth, 1809)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/es5-39x-0bs
title: Boloria Moore, 1900

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/p7t-ym7-ytv
title: Amphipoea crinanensis Burrows, 1908

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/fjl-f3p-qnq
title: Speyeria aglaja (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/s5z-93y-hpa
title: Apamea (Apamea) crenata (Hufnagel, 1766)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/868-swc-sgy
title: Colias tyche (Böber, 1812)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/k3s-hdd-lap
title: Tholera cespitis [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/psm-js5-5de
title: Speyeria aglaja (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/jd3-vfs-91j
title: Orthosia (Cororthosia) opima Hübner

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/b70-c80-rw2
title: Polyommatus icarus (von Rottemburg, 1775)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/fdc-wny-mvt
title: Anchinia daphnella Hübner, 1801

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/vj4-m6q-xby
title: Speyeria aglaja (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3fs-qef-fbq
title: Amphipoea crinanensis Burrows, 1908

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/yzn-4ms-jnr
title: Pyla fusca Haworth, 1811

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/e3m-gfn-f5c
title: Amphipoea crinanensis Burrows, 1908

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/zdp-s39-lal
title: Hipparchia semele Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/415-z4t-lr0
title: Agrotis exclamationis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/tbq-4kx-0hn
title: Speyeria aglaja (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ef7-4cb-tjl
title: Issoria lathonia (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/qft-dz9-rhd
title: Euxoa (Euxoa) nigricans Linnaeus, 1761

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9r6-gs3-4fn
title: Crambus alienellus Zincken, 1817

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/j3q-yxc-55r
title: Coranarta cordigera Thunberg, 1788

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0xw-wsz-va2
title: Issoria lathonia (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/1xn-03c-lf3
title: Boloria Moore, 1900

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/nt2-q97-cv3
title: Boloria Moore, 1900

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/w1z-vyw-ewj
title: Boloria Moore, 1900

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/5ch-cqc-0f2
title: Plebejus argus (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.5281/zenodo.17793233
title: Data for "Observation-driven correction of numerical weather prediction for marine winds" (Earth-Intelligence-Lab/marine-wind-forecasting)

description: This repository contains the data for the paper "Observation-driven correction of numerical weather prediction for marine winds" submitted to JGR: Machine Learning and Computation.

The paper presents a transformer-based approach that reformulates marine wind forecasting as observation-informed correction of numerical weather prediction. Rather than forecasting winds directly, the model learns local correction patterns by assimilating the latest in-situ observations to adjust Global Forecast System (GFS) outputs. The architecture handles irregular and time-varying observation sets through masking and set-based attention mechanisms, conditions predictions on recent observation–forecast pairs via cross-attention, and employs cyclical time embeddings and coordinate-aware location representations to enable single-pass inference at arbitrary spatial coordinates.

The model is evaluated over the Atlantic Ocean using collocated observations from the International Comprehensive Ocean-Atmosphere Data Set (ICOADS). It reduces GFS 10-meter wind root-mean-square error at all lead times up to 48 hours, achieving 45% improvement at 1-hour lead time and 13% improvement at 48-hour lead time. The tokenized architecture naturally accommodates heterogeneous observing platforms (ships, buoys, tide gauges, and coastal stations) and produces both site-specific predictions and basin-scale gridded products in a single forward pass.

 

Use the following citation when the data or the model are used:

> Peduto, M.; Yang, Q.; Giezendanner, J.; Tuia, D.; Wang, S.; Observation-driven correction of numerical weather prediction for marine winds. Submitted to JGR: Machine Learning and Computation, 2025.

The following data is available:

The files are already processed and ready to be used in the model.

For ICOADS, ERA5 and GFS, the following variables are available:- u and v component of wind vector at 10 meters above ground- additional variables for ERA5 and GFS

├── lead_time_n.zip      ├── train.parquet      ├── test.parquet      ├── validation.parquet
DOI: 10.5281/zenodo.17793234
title: Data for "Observation-driven correction of numerical weather prediction for marine winds" (Earth-Intelligence-Lab/marine-wind-forecasting)

description: This repository contains the data for the paper "Observation-driven correction of numerical weather prediction for marine winds" submitted to JGR: Machine Learning and Computation.

The paper presents a transformer-based approach that reformulates marine wind forecasting as observation-informed correction of numerical weather prediction. Rather than forecasting winds directly, the model learns local correction patterns by assimilating the latest in-situ observations to adjust Global Forecast System (GFS) outputs. The architecture handles irregular and time-varying observation sets through masking and set-based attention mechanisms, conditions predictions on recent observation–forecast pairs via cross-attention, and employs cyclical time embeddings and coordinate-aware location representations to enable single-pass inference at arbitrary spatial coordinates.

The model is evaluated over the Atlantic Ocean using collocated observations from the International Comprehensive Ocean-Atmosphere Data Set (ICOADS). It reduces GFS 10-meter wind root-mean-square error at all lead times up to 48 hours, achieving 45% improvement at 1-hour lead time and 13% improvement at 48-hour lead time. The tokenized architecture naturally accommodates heterogeneous observing platforms (ships, buoys, tide gauges, and coastal stations) and produces both site-specific predictions and basin-scale gridded products in a single forward pass.

 

Use the following citation when the data or the model are used:

> Peduto, M.; Yang, Q.; Giezendanner, J.; Tuia, D.; Wang, S.; Observation-driven correction of numerical weather prediction for marine winds. Submitted to JGR: Machine Learning and Computation, 2025.

The following data is available:

The files are already processed and ready to be used in the model.

For ICOADS, ERA5 and GFS, the following variables are available:- u and v component of wind vector at 10 meters above ground- additional variables for ERA5 and GFS

├── lead_time_n.zip      ├── train.parquet      ├── test.parquet      ├── validation.parquet
DOI: 10.3535/p1s-clg-ej2
title: Mniotype adusta Esper, 1790

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/vlm-9qs-dgz
title: Orgyia (Thylacigyna) antiquoides (Hübner, 1822)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/bwm-dr4-yfq
title: Anchinia daphnella Hübner, 1801

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/fym-cjs-exf
title: Anchinia daphnella Hübner, 1801

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/jeb-3ep-1cq
title: Eupithecia plumbeolata (Haworth, 1809)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/k21-1z5-s8v
title: Eupithecia plumbeolata (Haworth, 1809)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/lzk-7mn-dv6
title: Arctia plantaginis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/6xa-mhr-hlk
title: Wittia sororcula (Hufnagel, 1767)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/8v9-j7t-jdr
title: Coranarta cordigera Thunberg, 1788

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/6cv-nsm-jwy
title: Coranarta cordigera Thunberg, 1788

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/047-dac-4l7
title: Hipparchia semele Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/26d-x0r-zm3
title: Hypochalcia ahenella [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/8kk-lkx-at8
title: Hipparchia semele Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/twb-0t9-3z6
title: Ochlodes Scudder, 1872

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3f3-xvh-jn5
title: Ochlodes Scudder, 1872

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/w11-46e-wcf
title: Ochlodes Scudder, 1872

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/1kp-k95-rv7
title: Anchinia daphnella Hübner, 1801

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/f4k-h7d-2v8
title: Plebejus argus (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/5jj-jlm-m39
title: Coranarta cordigera Thunberg, 1788

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.6084/m9.figshare.30716480
title: Data phase shift for direct beam entering the interferometer

description: This works measures the wavelength of light from a moving source, with the condition of no-reflection allowed in the direct path from the source to the long path of an unbalanced the Michelson interferometer. It was found that the values agree with the constancy of the speed of light.For this dataset, the source is moving away of the interferometer.
DOI: 10.6084/m9.figshare.30716480.v1
title: Data phase shift for direct beam entering the interferometer

description: This works measures the wavelength of light from a moving source, with the condition of no-reflection allowed in the direct path from the source to the long path of an unbalanced the Michelson interferometer. It was found that the values agree with the constancy of the speed of light.For this dataset, the source is moving away of the interferometer.
DOI: 10.3535/b0e-6jv-bem
title: Speyeria aglaja (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/vb2-kja-k48
title: Eurois occulta Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xaw-daa-8d5
title: Speyeria aglaja (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/g1v-czk-94q
title: Pararge Hübner, 1819

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/sbz-785-mrv
title: Dioryctria schutzeella Fuchs, 1899

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ave-v3j-trn
title: Dioryctria schutzeella Fuchs, 1899

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/hpt-vq4-4f6
title: Eurois occulta Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.15468/dl.gtmz9z
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cheirogaleus lavasoensis",
 "HasCoordinate is TRUE"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031769-251120083545085/datasets/export for details.
DOI: 10.3535/9ad-2r1-d8g
title: Thecla betulae (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/76z-3vn-j22
title: Cupido Schrank, 1801

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ngy-166-hkl
title: Venusia blomeri (Curtis, 1832)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/vdp-39y-jxz
title: Lycaena virgaureae (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/1f1-258-0e3
title: Eumedonia eumedon (Esper, 1780)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/aqv-m5t-2vt
title: Orgyia (Telochurus) recens (Hübner, 1819)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/7lr-0j8-s5n
title: Pempelia Hübner, 1825

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/677-xja-ndk
title: Hypena rostralis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/c8f-707-y5b
title: Orgyia (Orgyia) antiqua (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/8xp-gql-bme
title: Udea Guenée, 1845

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/55v-m1y-6rz
title: Caradrina (Caradrina) morpheus (Hufnagel, 1766)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xrs-ten-s3h
title: Pieris brassicae (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/8ae-tc7-1w8
title: Pieris brassicae (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xbx-50e-1mx
title: Spilosoma lubricipeda (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/57w-s5k-bxe
title: Colias tyche (Böber, 1812)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ppr-af0-bg1
title: Euxoa (Euxoa) nigricans Linnaeus, 1761

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.15468/dl.gw4qzr
title: Occurrence Download

description: A dataset containing 95296 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Occurrence evidence, Machine Observation, Specimen, Material citation, Material sample)",
 "Country is Benin",
 "Issue is one of (Coordinate rounded, Geodetic datum assumed WGS84, Coordinate precision/uncertainty mismatch, Country derived from coordinates, Continent derived from country, Occurrence status inferred from individual count, Occurrence status inferred from basis of record)",
 "TaxonKey is Aves",
 "Year 2000-2025"
 ]
}

 The dataset includes 95296 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031745-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/d7r-5x5-c05
title: Udea Guenée, 1845

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/k1g-4xc-0vv
title: Pieris brassicae (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/6as-res-l8j
title: Eurois occulta Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/n5x-8r3-vr9
title: Eurois occulta Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/jx1-2ma-h36
title: Euxoa (Euxoa) nigricans Linnaeus, 1761

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/wz9-gz3-ytx
title: Euxoa (Euxoa) nigricans Linnaeus, 1761

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xgp-bw0-b89
title: Caradrina (Caradrina) morpheus (Hufnagel, 1766)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/kq2-774-l7n
title: Drepana falcataria (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/6mh-5vb-72j
title: Udea Guenée, 1845

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/caq-6by-w71
title: Udea lutealis Hübner, 1809

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/nbz-swy-62x
title: Parastichtis suspecta Hübner, 1809

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3mg-e0f-kjj
title: Amphipoea crinanensis Burrows, 1908

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/qw0-v6e-bnx
title: Colias tyche (Böber, 1812)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/4s6-wm2-q3f
title: Orgyia (Orgyia) antiqua (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.