cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.16409332
title: BullyShield

description: # BullyNet: Deep Learning Framework for Detecting Image-Based Cyberbullying

**BullyNet** is a novel deep learning architecture for detecting image-based cyberbullying and technology-facilitated abuse. It is designed to capture the nuanced, multimodal, and adversarial nature of online harassment, and improve robustness and interpretability for real-world deployment.

---

## 📌 Overview

Cyberbullying involving images has severe psychological consequences and is difficult to detect due to subtle cues, semantic ambiguity, and contextual dependencies. Traditional methods fall short in tackling this challenge. This repository implements:

- **BullyNet**: A hierarchical, dual-context, multimodal neural model that combines lexical, discourse, and graph-based representations.- **Countershame Learning**: A training paradigm that enforces robustness under adversarial paraphrasing and semantic shifts.

🔍 *Application Areas*:- Online safety monitoring- Content moderation for social media- Mental health support tools- Digital ethics research

---

## 🧠 Key Features

- ✅ **Contextual Understanding**: Learns abuse patterns from conversation threads, visual cues, and user interaction data.- 🔐 **Adversarial Robustness**: Incorporates adversarial perturbations and semantic alignment techniques.- 🗣 **Interpretability**: Supports attention visualization and latent abstraction modules.- 🔄 **Multi-Stage Architecture**: Includes policy feedback loop and real-time alerting.

---

## 📁 Project Structure

```bash.├── data/                  # Preprocessed datasets and loaders├── models/                # BullyNet & Countershame modules├── configs/               # Model and training configuration files├── scripts/               # Training, testing, adversarial evaluation├── utils/                 # Helper functions, metrics, logging├── results/               # Output logs, plots, performance reports├── checkpoints/           # Saved models└── README.md              # This file
DOI: 10.15468/dl.f2rdwb
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Oithona davisae",
 "Country is Russian Federation",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038390-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.abj4rh
title: Occurrence Download

description: A dataset containing 1066333 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Ranunculales"
 ]
}

 The dataset includes 1066333 records from 1246 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038370-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57745/5gaw0t
title: 2025UPASL118_AnxTab8_ProIntPpr5.tab

description: Annexe Table 8
DOI: 10.57745/oq9gum
title: 2025UPASL118_AnxTab1_Strains.xlsx

description: Annexe Table 1
DOI: 10.57745/fiezs7
title: 2025UPASL118_AnxTab10_ProIntMic60.tab

description: Annexe Table 10
DOI: 10.15468/dl.t9ydqu
title: Occurrence Download

description: A dataset containing 1188 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Occurrence evidence, Machine Observation, Material citation)",
 "Country is one of (United Kingdom of Great Britain and Northern Ireland, Spain, Sweden, France, Italy, Netherlands, Croatia, Portugal, Denmark, Norway, Türkiye)",
 "OccurrenceStatus is Present",
 "TaxonKey is Thunnus thynnus"
 ]
}

 The dataset includes 1188 records from 49 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011479-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57745/znaad7
title: 2025UPASL118_AnxTab3_ProIntLyr1.tab

description: Annexe Table 3
DOI: 10.57745/qjpdjj
title: 2025UPASL118_AnxTab5_ProIntLyr3.tab

description: Annexe Table 5
DOI: 10.57745/0nww9f
title: 2025UPASL118_AnxTab4_ProIntLyr2.tab

description: Annexe Table 4
DOI: 10.57745/exupnh
title: 2025UPASL118_AnxFig2_sRNAseq3.pdf

description: Annexe Figure 2
DOI: 10.57745/ew3odu
title: 2025UPASL118_AnxFig1_sRNAseq5.pdf

description: Annexe Figure 1
DOI: 10.57745/6gxxvt
title: 2025UPASL118_AnxTab2_Oligos.tab

description: Annexe Table 2
DOI: 10.57745/qhllvq
title: README.txt

description: :unav
DOI: 10.57745/ikylmd
title: Role of Proteins from the LYRM Superfamily in Mitochondrial Biogenesis of the Fission Yeast Schizosaccharomyces pombe

description: Annexes of the doctoral thesis 'Role of Proteins from the LYRM Superfamily in Mitochondrial Biogenesis of the Fission Yeast Schizosaccharomyces pombe'
DOI: 10.15468/dl.u9kjbg
title: Occurrence Download

description: A dataset containing 1652342 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Azorean Biodiversity Portal"
 ]
}

 The dataset includes 1652342 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011471-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fenp32
title: Occurrence Download

description: A dataset containing 473225 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Anthemis cretica carpatica, Anthemis cretica cretica, Bistorta officinalis officinalis, Carex flacca flacca, Lophiolepis ligularis ligularis, Cruciata glabra balcanica, Dactylorhiza majalis cordigera, Dryopteris pallida pallida, Festuca violacea italica, Gentiana acaulis dinarica, Helianthemum nummularium grandiflorum, Helianthemum nummularium obscurum, Heliosperma pusillum pusillum, Hieracium pichleri cernyi, Trommsdorffia maculata pelivanovicii, Linum perenne extraaxillare, Luzula spicata italica, Mcneillia graminifolia clandestina, Ornithogalum orthophyllum kochii, Taeniopetalum arenarium neumayeri, Polygala alpestris croatica, Primula veris columnae, Pseudopodospermum hispanicum hispanicum, Pulsatilla alpina alba, Rumex scutatus scutatus, Sabulina verna verna, Scabiosa taygetea portae, Petrosedum rupestre rupestre, Silene uniflora prostrata, Siler montanum montanum, Stachys recta labiosa, Tragopogon orientalis orientalis, Veronica austriaca jacquinii, Viola tricolor alpestris, Amphoricarpos autariatus autariatus, Amphoricarpos autariatus bertisceus, Centaurea triumfettii triumfettii, Centaurea triumfettii axillaris, Hieracium pannosum doerflerianum, Hieracium pannosum friwaldii, Hieracium pannosum mokragorae, Hieracium pannosum pannosum, Hieracium pannosum taygeteum, Pilosella leucopsilon leucopsilon, Valeriana stolonifera angustifolia, Veronica austriaca jacquinii, Vicia cracca incana)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 473225 records from 1633 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011406-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ufqnjm
title: Occurrence Download

description: A dataset containing 17569 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Vaccinium macrocarpon Aiton"
 ]
}

 The dataset includes 17569 records from 283 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013978-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5d9rew
title: Occurrence Download

description: A dataset containing 41 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Human Observation, Living Specimen, Occurrence evidence)",
 "Continent is Europe",
 "Country is Portugal",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Month is one of (February, March, April, May, June, July, August, September, October, November, December, January)",
 "OccurrenceStatus is Present",
 "TaxonKey is Colpomenia peregrina Sauv.",
 "Year 2019-2024"
 ]
}

 The dataset includes 41 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013980-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.11475022
title: Reading Information Technology and Libraries (volume 41, number 2, June 2022)

description: Today, for a good time, I applied my Reader Toolbox to the latest issue of ITAL for the two-fold purposes of: 1) just seing whether the Toolbox could function, and 2) determine the degree I could extract meaningful themes from the issue. Well, the Toolbox functioned, in that it did not crash nor output invalid data, and I do believe I could pull out themes, in that each issue's authors wrote about something distinctive, and I could identify those things. Below describes my process.
description: I'm pretty certain I manually copied each article from the ITAL website, renamed the files, created a metadata.csv file, and build a study carrel -- this data set -- from the result.
description: All Distant Reader data sets ("study carrels") use the same method of creation. First, a set of narrative files of just about any type and any number are saved in a folder/directory. Second, the plain text is pulled from each file and saved. Third, feature extraction is done against the plain text to create tab-delimited indexes of bibliographics, email addresses, URLs, parts-of-speech, named-entities, and computed keywords. Fourth, all of the indexes are reduced to an SQLite database file. Finally, everything (the original files, the plain text files, the indexes, and SQLite database) is compressed into a zip file for distribution. The result is a platform- and network-independent data set that can be read and processed by any number of GUI applications, programming languages, or a Python module called the Distant Reader Toolbox.
DOI: 10.15468/dl.e9nt5n
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Carica ×pentagona Heilb."
 ]
}

 The dataset includes 14 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0238548-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.11475021
title: Reading Information Technology and Libraries (volume 41, number 2, June 2022)

description: Today, for a good time, I applied my Reader Toolbox to the latest issue of ITAL for the two-fold purposes of: 1) just seing whether the Toolbox could function, and 2) determine the degree I could extract meaningful themes from the issue. Well, the Toolbox functioned, in that it did not crash nor output invalid data, and I do believe I could pull out themes, in that each issue's authors wrote about something distinctive, and I could identify those things. Below describes my process.
description: I'm pretty certain I manually copied each article from the ITAL website, renamed the files, created a metadata.csv file, and build a study carrel -- this data set -- from the result.
description: All Distant Reader data sets ("study carrels") use the same method of creation. First, a set of narrative files of just about any type and any number are saved in a folder/directory. Second, the plain text is pulled from each file and saved. Third, feature extraction is done against the plain text to create tab-delimited indexes of bibliographics, email addresses, URLs, parts-of-speech, named-entities, and computed keywords. Fourth, all of the indexes are reduced to an SQLite database file. Finally, everything (the original files, the plain text files, the indexes, and SQLite database) is compressed into a zip file for distribution. The result is a platform- and network-independent data set that can be read and processed by any number of GUI applications, programming languages, or a Python module called the Distant Reader Toolbox.
DOI: 10.25549/inscriptifact-ouc112022134
title: Cuneiform Tablet 1913.14.1503, Spurlock 1913.14.1503

description: [Text Description:] Administrative tablet ❧ [Text or Publication Number Note:] Spurlock 1913.14.1503; CDLI P421355 ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Yellowish Gray (5Y 8.5/1.5) Moderate Yellowish Pink (5YR 7/4) ❧ [Physical Object Note:] 4.5 x 3.4 x 1.7 cm (22g)
DOI: 10.15468/dl.3pcxcr
title: Occurrence Download

description: A dataset containing 781 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eubucco tucinkae (Seilern, 1913)"
 ]
}

 The dataset includes 781 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0402800-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112050039
title: P.Oxy.VI 958 Sillubos?, P.Oxy.VI 958

description: [Text Description:] A strip of vellum, perhaps used as a sillubos (label, summary?). ❧ [Text or Publication Number Note:] P.Oxy.VI 958, P.Oxy. 958, Spurlock 1914.21.0012 ❧ [Excavation Description:] Excavated by archaeologists, including Bernard Pyne Grenfell and Arthur Surridge Hunt, at an ancient rubbish dump near Oxyrhynchus in Egypt (28°32'N 30°40'E, modern el-Bahnasa). ❧ [Medium:] Papyrus ❧ [Script Note:] Greek ❧ [Physical Object Description:] Papyrus manuscript, 2 x 8.4 cm.
DOI: 10.25549/inscriptifact-ouc112049980
title: P.Oxy.VI 958 Sillubos?, P.Oxy.VI 958

description: [Text Description:] A strip of vellum, perhaps used as a sillubos (label, summary?). ❧ [Text or Publication Number Note:] P.Oxy.VI 958, P.Oxy. 958, Spurlock 1914.21.0012 ❧ [Excavation Description:] Excavated by archaeologists, including Bernard Pyne Grenfell and Arthur Surridge Hunt, at an ancient rubbish dump near Oxyrhynchus in Egypt (28°32'N 30°40'E, modern el-Bahnasa). ❧ [Medium:] Papyrus ❧ [Script Note:] Greek ❧ [Physical Object Description:] Papyrus manuscript, 2 x 8.4 cm.
DOI: 10.25549/inscriptifact-ouc112050619
title: P.Oxy.VII 1030 Notification of Death, P.Oxy.VII 1030

description: [Text Description:] Notice of the death of a slave. ❧ [Text or Publication Number Note:] P.Oxy.VII 1030, P.Oxy. 1030, Spurlock 1914.21.0017 ❧ [Excavation Description:] Excavated by archaeologists, including Bernard Pyne Grenfell and Arthur Surridge Hunt, at an ancient rubbish dump near Oxyrhynchus in Egypt (28°32'N 30°40'E, modern el-Bahnasa). ❧ [Medium:] Papyrus ❧ [Script Note:] Greek ❧ [Physical Object Description:] Papyrus manuscript, 26.2 x 9.6 cm.
DOI: 10.15468/dl.8pfk3n
title: Occurrence Download

description: A dataset containing 252358886 species occurrences available in GBIF matching the query:
(Query is too complex. Can be viewed on the landing page)

 The dataset includes 252358886 records from 19164 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0065576-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.44qcmu
title: Occurrence Download

description: A dataset containing 30 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Geometry POLYGON((-115.21665 27.89619,-115.22123 27.8925,-115.21995 27.8877,-115.2139 27.88523,-115.19477 27.87741,-115.18225 27.86822,-115.18333 27.85951,-115.17917 27.85706,-115.17938 27.84781,-115.16856 27.84856,-115.15691 27.86407,-115.16154 27.87259,-115.18257 27.87783,-115.1947 27.88899,-115.21383 27.89742,-115.21665 27.89619))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Mammalia"
 ]
}

 The dataset includes 30 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0162022-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.axrsxt
title: Occurrence Download

description: A dataset containing 27 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pleurospermum giraldii Diels"
 ]
}

 The dataset includes 27 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0241845-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hxve6h
title: Occurrence Download

description: A dataset containing 205995 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Vitex cymosa Bertero ex Spreng., Vachellia farnesiana (L.) Wight & Arn., Tabebuia rosea (Bertol.) Bertero ex A.DC., Senegalia croatii Seigler & Ebinger, Samanea saman (Jacq.) Merr., Prosopis juliflora (Sw.) DC., Lonchocarpus aequatorialis M.Sousa, Handroanthus coralibe (Standl.) S.O.Grose, Guazuma ulmifolia Lam., Gliricidia sepium (Jacq.) Kunth, Enterolobium cyclocarpum (Jacq.) Griseb., Crescentia cujete L., Cordia dentata Poir., Cordia collococa Aubl., Albizia niopoides (Spruce ex Benth.) Burkart, Roseodendron chryseum (S.F.Blake) Miranda)"
 ]
}

 The dataset includes 205995 records from 931 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0254004-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j876vw
title: Occurrence Download

description: A dataset containing 69680 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cynoglossum officinale L."
 ]
}

 The dataset includes 69680 records from 694 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0241846-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.stanmh
title: Occurrence Download

description: A dataset containing 312 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Macrhybopsis australis (Hubbs & Ortenburger, 1929)"
 ]
}

 The dataset includes 312 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0185625-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/s5b-yqd-mlb
title: Megastomia conoidea (Brocchi, 1814)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/17z-1x0-126
title: Gastrocopta barbadensis barbadensis (L. Pfeiffer, 1853)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/agn-x1x-jj5
title: Buccinum undatum Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/yw2-bbr-yly
title: Vertigo pygmaea (Draparnaud, 1801)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/fgh-czz-h67
title: Murichorda fiscellum (Gmelin, 1791)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/x9q-z0n-x1s
title: Odostomia J. Fleming, 1813

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/clk-drd-e8a
title: Fusinus forceps (Perry, 1811)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/djs-74c-9lq
title: Malea pomum (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/73s-br1-m47
title: Terebra taurina ([Lightfoot], 1786)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kjw-g0z-t78
title: Turris crispa (Lamarck, 1816)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/t39-na3-pgj
title: Sinetectula egregia (Reeve, 1844)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5aj-ah0-ebd
title: Tritonoharpa lanceolata (Menke, 1828)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lxw-3ht-qsr
title: Volvarina serrei (Bavay, 1913)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/p8l-egt-rd9
title: Phos Montfort, 1810

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zmw-xse-dxw
title: Conella ovuloides (C. B. Adams, 1850)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lpc-sac-pzt
title: Cryptospira ventricosa (Fischer von Waldheim, 1807)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/4ge-xn0-0p4
title: Abida secale boileausiana (Küster, 1845)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/k2w-4hz-byy
title: Chondrina bigorriensis (Des Moulins, 1835)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xd8-1cg-l33
title: Lauria J. E. Gray, 1840

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zth-b3q-axe
title: Vallonia costata (O. F. Müller, 1774)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hyf-zfr-shx
title: Carinorbis clathrata (R. A. Philippi, 1844)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1vz-pmr-r25
title: Siphonaria laciniosa (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wj8-3h2-dsw
title: Abida secale (Draparnaud, 1801)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/139-0da-44c
title: Daphnella Hinds, 1844

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/nrp-kvz-9yq
title: Vexillum plicarium (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/r5a-4vh-zyb
title: Bulimulus guadalupensis (Bruguière, 1789)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cqa-4cm-6y0
title: Gemmula albina (Lamarck, 1822)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/d21-tfa-3kg
title: Vasum turbinellus (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hjm-hjc-dy6
title: Jaminia quadridens (O. F. Müller, 1774)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/n9j-gq6-6ls
title: Zebrina detrita (O. F. Müller, 1774)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ey6-pw2-zqs
title: Gastrocopta pediculus (Shuttleworth, 1852)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.