cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/wld-k8n-q2h
title: Amphipyra (Amphipyra) tragopoginis (Clerck, 1759)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/x6g-dk1-8sf
title: Chilodes maritima (Tauscher, 1806)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/2kv-fgw-fy1
title: Apamea (Apamea) crenata (Hufnagel, 1766)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/w1a-v0v-jgs
title: Agriphila inquinatella [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/d9t-lfa-cew
title: Macdunnoughia (Macdunnoughia) confusa (Stephens, 1850)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/dah-dtg-kl7
title: Dasypolia (Dasypolia) templi Thunberg, 1792

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.15468/dl.ts45g3
title: Occurrence Download

description: A dataset containing 7480 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lithobates catesbeianus",
 "HasCoordinate is true",
 "BasisOfRecord is Specimen",
 "Year is greater than or equal to 1979",
 "Year is less than or equal to 2025",
 "Geometry POLYGON ((-105.3454 20.80247, -60.98838 20.80247, -60.98838 49.58681, -105.3454 49.58681, -105.3454 20.80247))",
 {
 "not" : {
 "Geometry" : [
 "POLYGON((-85 23,-60 23,-60 20,-85 20,-85 23))"
 ]
 }
 }
 ]
}

 The dataset includes 7480 records from 41 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035780-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/vlf-jwg-pc1
title: Dasypolia (Dasypolia) templi Thunberg, 1792

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/x3j-pra-9lh
title: Caradrina (Platyperigea) montana Bremer, 1864

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/djy-xn7-1w8
title: Conistra (Conistra) rubiginosa (Scopoli, 1763)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/spm-5e2-xf6
title: Diarsia dahlii Hübner, 1813

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/5zj-f0p-l0x
title: Parascotia fuliginaria (Linnaeus, 1761)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/bjl-m3y-z3k
title: Agriphila inquinatella [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/nfj-qtt-5qg
title: Conistra (Conistra) rubiginosa (Scopoli, 1763)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/jbf-l71-5az
title: Agriphila inquinatella [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/tvp-sxz-58q
title: Autographa gamma (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/b40-2wn-pq6
title: Lemonia dumi Linnaeus, 1761

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/pg6-2dy-4vs
title: Apamea (Apamea) crenata (Hufnagel, 1766)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/5tg-fm4-ya6
title: Agriphila inquinatella [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/t4r-8zr-m1p
title: Lemonia dumi Linnaeus, 1761

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0xw-fbh-vpw
title: Mythimna (Mythimna) conigera [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/1td-tfk-b8n
title: Lemonia dumi Linnaeus, 1761

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/4js-vc3-qfh
title: Mythimna (Mythimna) conigera [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/l35-q4w-ec9
title: Amphipyra (Amphipyra) perflua (Fabricius, 1787)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/tcg-gbg-1ww
title: Agriphila inquinatella [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/6mb-4np-1ll
title: Autographa gamma (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xaq-wyt-hng
title: Diarsia dahlii Hübner, 1813

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/aez-50y-n6k
title: Fabriciana niobe (Linnaeus, 1761)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/sre-xz3-qd3
title: Katha depressa (Esper, 1786)

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

description: A dataset containing 5787 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Chile",
 "Geometry POLYGON((-77 -42,180 -42,180 -30,-77 -30,-77 -42))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Echinodermata"
 ]
}

 The dataset includes 5787 records from 48 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035781-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/3e5-jld-bsg
title: Caradrina (Caradrina) morpheus (Hufnagel, 1766)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/dym-9qz-cv9
title: Nyctegretis lineana Scopoli, 1786

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/jl7-5c5-ve6
title: Caradrina (Caradrina) morpheus (Hufnagel, 1766)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/q6s-7f8-hhb
title: Calamia tridens Hufnagel, 1766

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/cfk-tsp-b0j
title: Agriphila inquinatella [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/qt8-efg-1p7
title: Agriphila straminella [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/h4v-dbk-h3v
title: Apamea (Apamea) crenata (Hufnagel, 1766)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/846-hmg-l4b
title: Agriphila inquinatella [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/lc2-1jg-l5e
title: Macdunnoughia (Macdunnoughia) confusa (Stephens, 1850)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/qs1-ace-qmj
title: Noctuidae

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/w84-p3m-kxy
title: Agriphila inquinatella [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/gc0-5wq-73v
title: Amphipyra (Amphipyra) tragopoginis (Clerck, 1759)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/y9a-669-3tk
title: Agriphila straminella [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/q7w-ex3-sh1
title: Fabriciana niobe (Linnaeus, 1761)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/reg-p4f-80a
title: Macdunnoughia (Macdunnoughia) confusa (Stephens, 1850)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/03f-pk9-xf9
title: Eupsilia transversa Hufnagel, 1766

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/je2-e8t-av1
title: Evergestis extimalis Scopoli

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9zw-y8y-18n
title: Boloria Moore, 1900

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/q42-3y2-xg1
title: Amphipoea fucosa Freyer, 1830

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/hzy-c7n-p0g
title: Drepana curvatula (Borkhausen, 1790)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/hge-hyd-tj9
title: Nonagria typhae Thunberg, 1794

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/l5y-0ra-4m5
title: Ochropacha duplaris (Linnaeus, 1761)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/1yq-man-m0a
title: Cucullia umbratica (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/zzh-yr3-brx
title: Agriphila straminella [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/1ry-7rz-sdj
title: Apamea (Apamea) crenata (Hufnagel, 1766)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/vaa-3yw-kft
title: Ochropacha duplaris (Linnaeus, 1761)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/5sq-64m-3fy
title: Agriphila straminella [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/bq4-0al-72c
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/n1q-7xm-0v0
title: Autographa gamma (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ehq-jde-c0c
title: Agriades Hübner, 1819

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/gdm-35h-8jx
title: Denisia stipella (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/qqy-0fb-pyj
title: Tholera cespitis [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/wr5-y7b-hz6
title: Pyralis farinalis Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/t34-5bd-epz
title: Mniotype bathensis Lutzau, 1901

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/4t8-svk-blm
title: Caradrina (Caradrina) morpheus (Hufnagel, 1766)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/w65-24y-r0k
title: Leucodonta bicoloria ([Denis & Schiffermüller], 1775)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/2x5-pge-2nt
title: Amphipoea fucosa Freyer, 1830

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/vjx-vtg-06x
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/211-7e7-gzv
title: Scoparia pyralella Hübner, 1796

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/tz2-qnn-gd5
title: Diarsia mendica Fabricius, 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/5wj-z0j-qkb
title: Boloria Moore, 1900

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/tvx-p57-z54
title: Apamea (Apamea) crenata (Hufnagel, 1766)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.15468/dl.74m48d
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Phyllomys mantiqueirensis",
 "HasCoordinate is TRUE"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035784-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/5sr-5rt-z3f
title: Caradrina (Paradrina) selini Boisduval, 1840

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/qkg-39e-b25
title: Autographa gamma (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/7nm-7dx-8vy
title: Amphipyra (Amphipyra) tragopoginis (Clerck, 1759)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/j6h-ln7-22m
title: Polia richardsoni Curtis, 1834

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/qps-527-cpp
title: Noctuidae

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/72m-m5x-91p
title: Apamea (Apamea) crenata (Hufnagel, 1766)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/qjz-42e-d0q
title: Autographa gamma (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/1nf-mj6-he0
title: Agriphila inquinatella [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/md8-qp4-f7t
title: Macdunnoughia (Macdunnoughia) confusa (Stephens, 1850)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/dys-pqj-b44
title: Agriphila straminella [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/020-0px-qrn
title: Xanthia (Cirrhia) Hübner, 1816

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/anb-nvf-lqy
title: Autographa gamma (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/2qf-md0-naj
title: Ochropacha duplaris (Linnaeus, 1761)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/da6-kqv-m7m
title: Xestia (Megasema) triangulum Hufnagel, 1766

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/g6q-04f-tnf
title: Mniotype bathensis Lutzau, 1901

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/pbk-bww-8pn
title: Amphipoea fucosa Freyer, 1830

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.15468/dl.zhkxr9
title: Occurrence Download

description: A dataset containing 46497 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Chile",
 "Geometry POLYGON((-78 -56,180 -56,180 -42,-78 -42,-78 -56))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Echinodermata"
 ]
}

 The dataset includes 46497 records from 60 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035782-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/fgz-gz7-p2v
title: Noctuidae

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/rtr-a02-v2p
title: Agriphila inquinatella [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/g18-2k5-92r
title: Moma alpium (Osbeck, 1778)

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

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9vs-nt0-wa5
title: Caradrina (Paradrina) selini Boisduval, 1840

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xvb-3je-3bs
title: Enargia paleacea (Esper, 1788)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.7910/dvn/oju7wz
title: Breast Cancer Classification using Logistic Regression By Jeffrey C. Ulatan

description: Overview

In this project, I build a **classification model** that predicts whether a breast tumor is **benign or malignant** based on numeric features extracted from cell nuclei.
I use the **Breast Cancer Wisconsin dataset** available in `scikit-learn`. The machine learning workflow includes:

- Loading and exploring the dataset 
- Splitting the data into training and test sets 
- Scaling the features 
- Training a Logistic Regression classifier 
- Evaluating the model with several metrics (accuracy, precision, recall, F1-score, confusion matrix, and ROC curve) 
- Discussing the implications and limitations of the model

Implications and Limitations

**Implications**

#- This model could be used as a **decision support tool** to help doctors quickly flag potentially malignant tumors.
#- High recall for the malignant class is particularly important, because missing a cancer diagnosis can have severe consequences.
#- The model performs very well on this dataset, suggesting that the features are informative for predicting malignancy.

**Limitations**

#- The model is trained and evaluated on a single dataset. In real-world practice, performance may differ on new populations or different imaging equipment.
#- I used only one algorithm (Logistic Regression) without extensive **hyperparameter tuning**. Other models (e.g., Random Forests, Support Vector Machines, Gradient Boosting) might perform even better.
#- The dataset comes pre-cleaned in `scikit-learn`, so the project does not cover issues like missing data, outliers, or feature engineering in depth.

**Possible Improvements**

#- Compare multiple models (e.g., Logistic Regression vs. Random Forest).
#- Use cross-validation for more robust performance estimates.
#- Perform feature importance analysis or model interpretation techniques to understand which features are most influential.
DOI: 10.3535/v4v-f3d-xl1
title: Ochropacha duplaris (Linnaeus, 1761)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/7cm-wgh-g1t
title: Enargia paleacea (Esper, 1788)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/vkj-5vc-3xa
title: Leucania (Leucania) comma Linnaeus, 1761

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/v5w-0fw-cyh
title: Actebia (Actebia) praecox Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/v8v-vn1-hyz
title: Leucania (Leucania) comma Linnaeus, 1761

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3vb-b1c-gzx
title: Katha depressa (Esper, 1786)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/a3v-57a-bpc
title: Moma alpium (Osbeck, 1778)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/vxp-m24-a77
title: Apatura iris (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/w58-8lc-dyq
title: Denisia stipella (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/j1k-jje-v9k
title: Limenitis populi (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/yc7-exr-j3w
title: Catocala fraxini Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/1ty-anc-zck
title: Nyctegretis lineana Scopoli, 1786

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/cql-e9b-cng
title: Agriades Hübner, 1819

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/jdt-a3m-gd6
title: Celaena haworthii Curtis, 1829

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/k97-fbt-e04
title: Amphipoea fucosa Freyer, 1830

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/f06-5ly-q0m
title: Amphipoea fucosa Freyer, 1830

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/7fz-8gp-gjx
title: Denisia stipella (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/vqw-lxp-k7h
title: Celaena haworthii Curtis, 1829

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/2h1-kpf-vbh
title: Denisia stipella (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/pdd-vxz-7xv
title: Eudonia truncicolella (Stainton, 1849)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/5gh-7mh-e33
title: Oeneis jutta Hübner, 1806

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/62a-fa0-bww
title: Apamea (Apamea) crenata (Hufnagel, 1766)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/320-lk3-yy1
title: Catoptria fulgidella Hübner

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