cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.16459132
title: Student Performance and Learning Behavior Dataset for Educational Analytics

description: The dataset used in this study integrates quantitative data on student learning behaviors, engagement patterns, demographics, and academic performance. It was compiled by merging two publicly available Kaggle datasets, resulting in a combined file (“merged_dataset.csv”) containing 14,003 student records with 16 attributes. All records are anonymized and contain no personally identifiable information.

The dataset covers the following categories of variables:



Study behaviors and engagement: StudyHours, Attendance, Extracurricular, AssignmentCompletion, OnlineCourses, Discussions



Resource access and learning environment: Resources, Internet, EduTech




Motivation and psychological factors: Motivation, StressLevel




Demographic information: Gender, Age (ranging from 18 to 30 years)




Learning preference classification: LearningStyle




Academic performance indicators: ExamScore, FinalGrade



In this study, “ExamScore” and “FinalGrade” served as the primary performance indicators. The remaining variables were used to derive behavioral and contextual profiles, which were clustered using unsupervised machine learning techniques.

 

The analysis and modeling were implemented in Python through a structured Jupyter Notebook (“Project.ipynb”), which included the following main steps:





Environment Setup – Import of essential libraries (NumPy, pandas, Matplotlib, Seaborn, SciPy, StatsModels, scikit-learn, imbalanced-learn) and visualization configuration.




Data Import and Integration – Loading the two source CSV files, harmonizing columns, removing irrelevant attributes, aligning formats, handling missing values, and merging them into a unified dataset (merged_dataset.csv).




Data Preprocessing –





Encoding categorical variables using LabelEncoder.




Scaling features using both z-score standardization (for statistical tests and PCA) and Min–Max normalization (for clustering).




Detecting and removing duplicates.






Clustering Analysis –





Applying K-Means clustering to segment learners into distinct profiles.




Determining the optimal number of clusters using the Elbow Method and Silhouette Score.




Evaluating cluster quality with internal metrics (Silhouette Score, Davies–Bouldin Index).






Dimensionality Reduction & Visualization – Using PCA for 2D/3D cluster visualization and feature importance exploration.




Mapping Clusters to Learning Styles – Associating each identified cluster with the most relevant learning style model based on feature patterns and alignment scores.




Statistical Analysis – Conducting ANOVA and regression to test for significant differences in performance between clusters.




Interpretation & Practical Recommendations – Analyzing cluster-specific characteristics and providing implications for adaptive and mobile learning integration.
DOI: 10.3535/ftn-a02-lbm
title: Pomatias elegans (O. F. Müller, 1774)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lfw-khz-mgw
title: Euglesa casertana (Poli, 1791)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jaw-tjz-a31
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/q1x-az2-fkh
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6zq-qqj-ma0
title: Diodora graeca (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/bsb-09r-1fg
title: Charpentieria stenzii costulatostriata (Westerlund, 1878)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rrn-7c9-w45
title: Granaria frumentum illyrica (Rossmässler, 1835)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5tq-0tz-250
title: Rissoa lilacina Récluz, 1843

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/q65-ntx-asq
title: Myosotella myosotis (Draparnaud, 1801)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/fv9-amw-ab2
title: Monacha haussknechti (O. Boettger, 1886)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ttq-kc2-qvr
title: Bithynia tentaculata (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/clw-alq-ws7
title: Ampullaceana balthica (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/e28-s5w-zhz
title: Cochlodina laminata laminata (Montagu, 1803)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5n3-8c3-v96
title: Helicina fasciata Lamarck, 1822

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mqn-cgl-ja8
title: Alvania multinodula Hoenselaar & Goud, 1998

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/s9l-ege-ax8
title: Epioblasma triquetra (Rafinesque, 1820)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2e3-fpg-egn
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lck-bel-ynh
title: Clausilia bidentata bidentata (Strøm, 1765)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qfd-e6x-mgz
title: Crisilla semistriata (Montagu, 1808)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/eqj-exm-dfj
title: Micractaeon koptawelilensis (Germain, 1934)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zm6-7x6-x6c
title: Pneumodermopsis michaelsarsi Bonnevie, 1913

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/524-h8a-tr1
title: Abida cylindrica (Michaud, 1829)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rrc-sem-kz0
title: Rissoa parva (da Costa, 1778)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/02c-007-ctp
title: Crisilla semistriata (Montagu, 1808)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hle-pre-w6s
title: Patelloida striata Quoy & Gaimard, 1834

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dpq-n29-91h
title: Cochlodina laminata laminata (Montagu, 1803)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ntx-m3a-zxr
title: Morula uva (Röding, 1798)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/p0n-412-p5t
title: Siciliaria grohmanniana (Rossmässler, 1836)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6qc-b12-61z
title: Valvata cristata O. F. Müller, 1774

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/n8k-yc1-kv0
title: Vitrea Fitzinger, 1833

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/bl5-1zm-g10
title: Hubendickia sulcata (Bavay, 1896)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/yye-735-f51
title: Polinices mammilla (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gtk-9mj-n8h
title: Odostomia brandhorsti van Aartsen, Gittenberger & Goud, 1998

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/k4y-fen-pl3
title: Alvania lavaleyei Hoenselaar & Goud, 1998

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qkf-8p9-wp1
title: Clausilia bidentata bidentata (Strøm, 1765)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rjv-cyz-bqx
title: Trochulus hispidus (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/y7f-15y-fbg
title: Dulcerana granularis (Röding, 1798)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/46e-yc8-9sc
title: Phylliroe Péron & Lesueur, 1810

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/svg-jn9-abj
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3g1-7eq-86f
title: Alvania hirta (Monterosato, 1884)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vtx-qfh-4q1
title: Tanychlamys tersa (Issel, 1874)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1f2-f5h-x52
title: Cochlodina bidens (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rnn-y1c-p0n
title: Pyramidellidae J. E. Gray, 1840

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wfm-578-dw0
title: Helicigona lapicida (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2l9-3v8-sy6
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9mc-1hf-gtb
title: Diegus gasulli (Boeters, 1981)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8br-7cq-lnt
title: Echinolittorina punctata (Gmelin, 1791)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ele-5e8-ajf
title: Ruthenica filograna (Rossmässler, 1836)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/21f-64p-0v0
title: Alinda biplicata biplicata (Montagu, 1803)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/llv-0gx-532
title: Macrogastra plicatula plicatula (Draparnaud, 1801)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vcc-pnv-vvy
title: Acrosterigma transcendens (Melvill & Standen, 1899)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/amx-rn8-f7k
title: Semicassis granulata (Born, 1778)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/bc3-nrh-l1p
title: Anomalocardia puella (R. A. Philippi, 1846)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2xm-xzx-5am
title: Tridacna squamosa Lamarck, 1819

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/59p-ygj-nzd
title: Haminoea navicula (da Costa, 1778)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gbz-5mb-tmj
title: Craspedochiton Shuttleworth, 1853

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/nfp-pqa-ltd
title: Barleeia unifasciata (Montagu, 1803)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/4cn-pxz-egl
title: Melaniella gracillima (L. Pfeiffer, 1839)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kqa-aqb-8fj
title: Siliqua radiata (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xp8-sgv-jwt
title: Fragum scruposum (Deshayes, 1855)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/g8b-md3-3dv
title: Odostomia fehrae van Aartsen, Gittenberger & Goud, 1998

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/llg-xkz-p95
title: Paphia schnelliana (Dunker, 1865)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6xs-b2s-e9z
title: Abida secale secale (Draparnaud, 1801)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/c7w-n5x-ga5
title: Nerita patula Récluz, 1841

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kxv-krv-r43
title: Ocinebrellus inornatus (Récluz, 1851)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/26x-yf2-4e4
title: Odetta marci van Aartsen, Gittenberger & Goud, 1998

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/555-h45-ta6
title: Lucinoma borealis (Linnaeus, 1767)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8mv-9yj-xnf
title: Rissoina punctostriata (Talavera, 1975)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9pp-pwj-k3l
title: Clausilia rugosa parvula (A. Férussac, 1807)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/fvv-d1f-6rz
title: Heliacus variegatus (Gmelin, 1791)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/35c-hs9-zed
title: Alvania dijkstrai Hoenselaar & Goud, 1998

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/eh6-snk-gxk
title: Conomurex decorus (Röding, 1798)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/f6n-pqb-zcj
title: Gulella appletoni van Bruggen, 1975

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/fla-g7j-eax
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cyx-3kj-pg6
title: Albinaria adrianae adrianae E. Gittenberger, 1979

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hjd-t7d-j3p
title: Striarca symmetrica (Reeve, 1844)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vhs-7ns-7q7
title: Perna perna (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6k8-s18-315
title: Xerocampylaea kosovoensis (de Winter & Maassen, 1992)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/t6c-h7l-0r1
title: Lambis millepeda (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/flx-d2b-v5f
title: Longchaeus maculosus (Lamarck, 1822)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rkf-kzh-h9v
title: Pusia zebrina (A. d'Orbigny, 1840)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zwk-7mt-2pr
title: Euxina circumdata (L. Pfeiffer, 1848)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3yx-rvn-yng
title: Limapontia capitata (O. F. Müller, 1774)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/q00-5j9-4r7
title: Lacuna parva (da Costa, 1778)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ach-0j3-86s
title: Epitonium clathrus (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vn8-pjl-gdn
title: Abida secale affinis (Rossmässler, 1839)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/38a-7hq-q9t
title: Anadara tricenicosta (Nyst, 1848)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3gy-1tc-jfw
title: Turanena cochlicopoides E. Gittenberger & Menkhorst, 1993

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/n98-ctj-nxj
title: Siliqua radiata (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/t6m-spl-6qb
title: Opisthostoma javanicum van Benthem Jutting, 1932

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/n4m-sk9-w0z
title: Xerosecta cespitum (Draparnaud, 1801)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rwk-wc1-exr
title: Katelysia scalarina (Lamarck, 1818)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/50c-tnr-b7e
title: Scabricola olivaeformis (Swainson, 1821)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/j27-lea-8zy
title: Terebridae Mörch, 1852

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xb0-acj-vr1
title: Pomatias elegans (O. F. Müller, 1774)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/14a-9z6-a1d
title: Mastus itanosensis Maassen, 1995

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3v8-bd2-paq
title: Charpentieria stenzii cincta (Brumati, 1838)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/grm-l93-fn7
title: Parmacella olivieri Cuvier, 1805

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/n21-2bc-txx
title: Siphonaria oculus Krauss, 1848

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/st6-rlt-a8h
title: Littorina obtusata (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6mt-zfv-nlb
title: Gibbula turbinoides (Deshayes, 1835)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jha-5bt-jsh
title: Charpentieria ornata (Rossmässler, 1836)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/m2d-srl-jyj
title: Mammilla sebae (Récluz, 1844)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/svb-l45-tba
title: Antalis entalis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/4n6-9df-g2r
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wm1-nhb-vl5
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dag-fgk-jaw
title: Macrogastra badia mucida (Rossmässler, 1835)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/m6z-1n8-tn5
title: Myosotella myosotis (Draparnaud, 1801)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/fzz-l9a-k8d
title: Charpentieria itala albopustulata (De Cristofori & Jan, 1832)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/c3b-h1v-223
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/n5k-3c8-t2b
title: Tritia elata (A. Gould, 1845)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5jv-81t-z39
title: †Carychium schlickumi Strauch, 1977

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/m3w-6ct-cja
title: Chondrina cliendentata E. Gittenberger, 1973

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dg8-5e0-pmj
title: Lindholmiola lens (A. Férussac, 1832)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/fp2-4j7-dsx
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ftc-hhs-bv7
title: Mastus abundans Maassen, 1995

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2rs-62l-8pn
title: Hypselostyla romblonensis (L. Pfeiffer, 1843)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rga-fg6-6sv
title: Odostomia paardekooperi van Aartsen, Gittenberger & Goud, 1998

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/r3v-ah6-07r
title: Cochlodina laminata laminata (Montagu, 1803)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/h7x-2jq-yvs
title: Julica schmidtii (L. Pfeiffer, 1841)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ttt-8t8-jd7
title: Hexaplex trunculus (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/e6q-k4e-njp
title: Lauria J. E. Gray, 1840

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/fa6-q67-hll
title: Theodoxus jordani (G. B. Sowerby I, 1836)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xdc-cqa-06h
title: Oxychilus aegopinoides (Maltzan, 1883)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lyd-ae4-4jm
title: Clausilia Draparnaud, 1805

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rje-hp6-7ap
title: Clausilia dubia dubia Draparnaud, 1805

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0ap-mhf-dh6
title: Arianta arbustorum arbustorum (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6sb-gvc-vvr
title: Mytilus edulis Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/k74-tjm-k7y
title: Turbonilla Risso, 1826

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