cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/15g-ssx-p8e
title: Amphipoea fucosa Freyer, 1830

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/f61-crc-vqe
title: Polygonia c-album (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9a6-jj8-04r
title: Autographa bractea ([Denis & Schiffermüller], 1775)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/dtz-81z-s39
title: Polyommatus icarus (von Rottemburg, 1775)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/tcf-q7x-j13
title: Autographa bractea ([Denis & Schiffermüller], 1775)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/v1y-vk2-fkz
title: Miltochrista miniata (Forster, 1771)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/525-ras-wj1
title: Scoliopteryx libatrix (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/hka-v53-wbb
title: Hypena crassalis (Fabricius, 1787)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/kb4-hns-230
title: Scoliopteryx libatrix (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/r1l-904-jj5
title: Fabriciana niobe (Linnaeus, 1761)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/v4j-m7t-h4l
title: Agriades Hübner, 1819

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/zrh-16c-pgr
title: Agriades Hübner, 1819

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/dj1-4tw-djk
title: Agonopterix liturosa Haworth, 1811

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/kd3-v5d-atq
title: Oligia latruncula ([Denis & Schiffermüller], 1775)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.15468/dl.e6jbsn
title: Occurrence Download

description: A dataset containing 531298 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Stercorarius parasiticus"
 ]
}

 The dataset includes 531298 records from 596 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032242-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/yj6-q02-zrr
title: Pieris napi (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/eml-z8z-k53
title: Brenthis ino (von Rottemburg, 1775)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/1p0-kvg-f0p
title: Hypena crassalis (Fabricius, 1787)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/gx5-pw0-wj3
title: Fabriciana niobe (Linnaeus, 1761)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/rvb-8z4-pye
title: Issoria lathonia (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ggx-ndy-3kc
title: Autographa bractea ([Denis & Schiffermüller], 1775)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/pen-17k-jrt
title: Agonopterix liturosa Haworth, 1811

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/eba-lvs-rka
title: Amphipoea fucosa Freyer, 1830

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0zn-2c0-t4r
title: Pararge Hübner, 1819

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/96y-3el-8r7
title: Issoria lathonia (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/1mp-c06-jnd
title: Agonopterix liturosa Haworth, 1811

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mxe-lmz-gce
title: Crambus ericella Hübner

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.5281/zenodo.17817912
title: Open-Domain Multi-Table Retrieval Benchmark Collection

description: Exploring Multi-Table Retrieval Through Iterative Search

Overview

This collection provides pre-processed development sets for five Text-to-SQL benchmarks—Spider, BIRD, Fiben, and Beaver (NW and DW variants).It was curated to streamline the evaluation of multi-table retrieval as presented in the paper:

In addition to the standard benchmark assets, each archive includes pre-computed retrieval metadata—such as column uniqueness scores, Jaccard similarities, and semantic embedding similarities—used to reproduce the iterative retrieval and query decomposition experiments in the paper, specifically by the methods Iterative-JAR (ours) and JAR (Chen et al,. 2024).



File Structure & Contents

Each archive follows a consistent directory layout designed for multi-table retrieval pipelines.

1. Standard Benchmark Files





dev_database/Directory containing SQLite .sqlite database files for the dev set.




dev.jsonContains natural-language questions, ground-truth SQL queries, and associated database identifiers.




dev_tables.jsonSchema definitions: table names, column names, data types, and associated metadata.





2. Augmented Retrieval Metadata

These files provide pre-computed metrics describing relationships between tables and columns. They support schema retrieval, table selection, and join inference.

decomp.json — Query Decomposition

Contains decomposition outputs for each query in dev.json into concepts.

dev_uniqueness.json — Column Uniqueness Scores

Maps each column to a numerical uniqueness score (0.0–1.0).





Computation: (# unique values) / (# total rows)




Use: Identifying primary key–like columns, distinguishing categorical vs. high-cardinality attributes.



dev_jaccard.json — Content-Based Similarity

Stores Jaccard similarity scores for value-based comparison between columns across tables.





Computation: |Intersection| / |Union| of column value sets




Use: Detecting joinable columns and data-driven foreign key candidates.



exact_col_sim.json — Lexical Similarity

Contains similarity scores based on exact string-level matching between column headers.





Computation: Overlap coefficient of tokenized column names (encoded as db_id table_name column_name).



semantic_col_sim.json — Semantic Similarity

Provides semantic similarity scores between column names based on vector embeddings.





Computation: Cosine similarity of encoder-generated embeddings




Use: Capturing contextual similarity beyond lexical overlap.





Usage Instructions

To use these datasets with the official implementation:

git clone https://github.com/Allaa-boutaleb/iterative-jar


Download and extract the tar.gz files in the data/folder.
DOI: 10.3535/bs1-lw0-3rh
title: Mniotype adusta Esper, 1790

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/chj-dr9-pxx
title: Eugnorisma (Metagnorisma) depuncta Linnaeus, 1761

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.5281/zenodo.17817911
title: Open-Domain Multi-Table Retrieval Benchmark Collection

description: Exploring Multi-Table Retrieval Through Iterative Search

Overview

This collection provides pre-processed development sets for five Text-to-SQL benchmarks—Spider, BIRD, Fiben, and Beaver (NW and DW variants).It was curated to streamline the evaluation of multi-table retrieval as presented in the paper:

In addition to the standard benchmark assets, each archive includes pre-computed retrieval metadata—such as column uniqueness scores, Jaccard similarities, and semantic embedding similarities—used to reproduce the iterative retrieval and query decomposition experiments in the paper, specifically by the methods Iterative-JAR (ours) and JAR (Chen et al,. 2024).



File Structure & Contents

Each archive follows a consistent directory layout designed for multi-table retrieval pipelines.

1. Standard Benchmark Files





dev_database/Directory containing SQLite .sqlite database files for the dev set.




dev.jsonContains natural-language questions, ground-truth SQL queries, and associated database identifiers.




dev_tables.jsonSchema definitions: table names, column names, data types, and associated metadata.





2. Augmented Retrieval Metadata

These files provide pre-computed metrics describing relationships between tables and columns. They support schema retrieval, table selection, and join inference.

decomp.json — Query Decomposition

Contains decomposition outputs for each query in dev.json into concepts.

dev_uniqueness.json — Column Uniqueness Scores

Maps each column to a numerical uniqueness score (0.0–1.0).





Computation: (# unique values) / (# total rows)




Use: Identifying primary key–like columns, distinguishing categorical vs. high-cardinality attributes.



dev_jaccard.json — Content-Based Similarity

Stores Jaccard similarity scores for value-based comparison between columns across tables.





Computation: |Intersection| / |Union| of column value sets




Use: Detecting joinable columns and data-driven foreign key candidates.



exact_col_sim.json — Lexical Similarity

Contains similarity scores based on exact string-level matching between column headers.





Computation: Overlap coefficient of tokenized column names (encoded as db_id table_name column_name).



semantic_col_sim.json — Semantic Similarity

Provides semantic similarity scores between column names based on vector embeddings.





Computation: Cosine similarity of encoder-generated embeddings




Use: Capturing contextual similarity beyond lexical overlap.





Usage Instructions

To use these datasets with the official implementation:

git clone https://github.com/Allaa-boutaleb/iterative-jar


Download and extract the tar.gz files in the data/folder.
DOI: 10.3535/w4p-7hl-jw8
title: Autographa bractea ([Denis & Schiffermüller], 1775)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/s1x-zq3-v8a
title: Eugnorisma (Metagnorisma) depuncta Linnaeus, 1761

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/w5d-gbm-7r6
title: Agonopterix liturosa Haworth, 1811

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ahm-532-gnv
title: Macrochilo cribrumalis (Hübner, 1793)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3tn-gwp-kk8
title: Agonopterix liturosa Haworth, 1811

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ax7-5rr-1vn
title: Macdunnoughia (Macdunnoughia) confusa (Stephens, 1850)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/5s2-fkl-fj8
title: Apamea (Apamea) rubrirena (Treitschke, 1825)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/e9y-bt9-leb
title: Animalia

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/t96-jpt-5vr
title: Eugnorisma (Metagnorisma) depuncta Linnaeus, 1761

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/c6q-17d-ade
title: Hypena crassalis (Fabricius, 1787)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/sxj-zt4-hhg
title: Agriades Hübner, 1819

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/bre-clh-r26
title: Agonopterix liturosa Haworth, 1811

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/gmb-2vd-c69
title: Lycaena virgaureae (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/p7c-h1s-nff
title: Agonopterix liturosa Haworth, 1811

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/2bx-2ly-fak
title: Sitochroa verticalis Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/7vv-9vf-d91
title: Macdunnoughia (Macdunnoughia) confusa (Stephens, 1850)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/7by-n7d-8gg
title: Amphipoea fucosa Freyer, 1830

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/bpt-ll6-mt2
title: Fabriciana niobe (Linnaeus, 1761)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mlt-ff4-1gd
title: Fabriciana niobe (Linnaeus, 1761)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/nkt-5y5-3m2
title: Fabriciana niobe (Linnaeus, 1761)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/qb4-x86-0md
title: Mniotype adusta Esper, 1790

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/5zn-0n8-72v
title: Eurois occulta Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/f58-6g1-9g3
title: Oligia latruncula ([Denis & Schiffermüller], 1775)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/76s-g2w-mq5
title: Euxoa (Euxoa) nigricans Linnaeus, 1761

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/efl-spa-vb0
title: Aricia artaxerxes (Fabricius, 1793)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/13c-g73-b38
title: Erebia lappona Thunberg, 1791

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/q1f-7he-xvx
title: Amphipoea fucosa Freyer, 1830

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3hd-5yw-64z
title: Macdunnoughia (Macdunnoughia) confusa (Stephens, 1850)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/gve-v5c-cjn
title: Eurois occulta Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/5g4-jzc-gz1
title: Hypochalcia ahenella [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/08f-v16-092
title: Boloria Moore, 1900

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/f8r-q8h-b8d
title: Fabriciana niobe (Linnaeus, 1761)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/5yt-cdc-6he
title: Brenthis ino (von Rottemburg, 1775)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/b28-8at-1ee
title: Fabriciana niobe (Linnaeus, 1761)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/77g-rr0-555
title: Scopula incanata (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/rat-41j-w5v
title: Pararge Hübner, 1819

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/8gq-wb4-h4z
title: Tholera cespitis [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/x7l-t4h-pr4
title: Boloria Moore, 1900

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/fbc-nl9-1yl
title: Scopula immutata (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/sdb-dp8-da7
title: Tholera cespitis [Denis & Schiffermüller], 1775

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

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/rwn-5gm-4ve
title: Photedes captiuncula Treitschke, 1825

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/2tn-j59-k74
title: Euxoa (Euxoa) nigricans Linnaeus, 1761

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ka6-2w4-y7w
title: Depressaria sordidatella Tengström, 1848

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/stb-j62-4ge
title: Macdunnoughia (Macdunnoughia) confusa (Stephens, 1850)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xwn-wtj-gdz
title: Depressaria sordidatella Tengström, 1848

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/blk-zke-zha
title: Agriades Hübner, 1819

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/588-vjl-q2v
title: Mniotype adusta Esper, 1790

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/2z9-g2r-e2n
title: Xanthorhoe designata (Hufnagel, 1767)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/dym-apg-td3
title: Xanthorhoe designata (Hufnagel, 1767)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/jfq-5ly-npt
title: Pararge Hübner, 1819

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/59y-fma-apz
title: Pararge Hübner, 1819

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/rtf-7m2-lg2
title: Ochropacha duplaris (Linnaeus, 1761)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/b9r-jvk-abw
title: Agonopterix heracliana Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/vne-n4b-h4r
title: Macdunnoughia (Macdunnoughia) confusa (Stephens, 1850)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/e3l-r24-rpx
title: Oligia latruncula ([Denis & Schiffermüller], 1775)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/g63-g5p-19n
title: Pararge aegeria (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/49b-27d-lyy
title: Eugnorisma (Metagnorisma) depuncta Linnaeus, 1761

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/bzq-6h1-898
title: Eupithecia exiguata (Hübner, [1813])

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3rb-np2-8rv
title: Colias palaeno (Linnaeus, 1761)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/wpe-zm0-1t5
title: Eupithecia pygmaeata (Hübner, [1799])

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/z1f-6k1-rvc
title: Xylena (Lithomoia) solidaginis Hübner, 1803

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/gsy-r2q-8ly
title: Boloria Moore, 1900

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/fla-r2l-ds2
title: Eupithecia centaureata ([Denis & Schiffermüller], 1775)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/zfm-9qy-g52
title: Gluphisia crenata (Esper, 1785)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/1ec-np4-gyp
title: Xanthia (Xanthia) togata Esper

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/cdw-b8k-219
title: Ochropleura plecta Linnaeus, 1761

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ega-vls-sv4
title: Xanthia (Xanthia) togata Esper

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xth-kh9-mqr
title: Brenthis ino (von Rottemburg, 1775)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/w3q-vaw-5fh
title: Gluphisia crenata (Esper, 1785)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/n6e-kfm-6tq
title: Colias palaeno (Linnaeus, 1761)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/qrf-rlp-ttx
title: Globia algae Esper

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

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cryptotis aroensis",
 "HasCoordinate is TRUE"
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032325-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/mkg-n50-647
title: Anania hortulata Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/nwf-7k4-s5x
title: Agonopterix alstroemeriana (Clerck, 1759)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/z7f-vbp-xyg
title: Colias palaeno (Linnaeus, 1761)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/c20-m6s-8a8
title: Fabriciana niobe (Linnaeus, 1761)

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