cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.16941922
title: Dataset for KBr-KCl replacement using operando synchrotron tomography experiments- part 2:Generative AI

description: This dataset contains training images and pre-trained models for editing reaction-induced pores from KBr–KCl replacement experiments using the latent space of StyleGAN2-ada. The data include images, models and files for images of resolution 512 and 256:





TrainingImgsStyleGAN2-ADA.zip : 29k images of size 512 by 512 from KBr-KCl synchrotron experiments in four parts. The whole 4D dataset are available at previous Zenodo repository.


TrainingImgsStyleGAN2-ADA_256.zip: Images of size 256 by 256 of KBr-KCl experiments and SEM images of our natural sample.   


Similar data and models for resolution of 256 and 512 can be found in res_256.zip and res_512.zip. These are:





Labelled_images: a folder containing the labelled image which are inverted to the latent space of the pre-trained generator.


TrainedModels: a folder where you can find pre-trained generator, encoder, and VGG model. 



InversionLog (log.txt): a text file logging the loss functions and metrics during inverting images. 


labels (df_labels.csv): a csv files showing the labels corresponding to each image in the labelled_images folder.

Latent codes (latent_codes.pkl): a pickle file containing the latent codes corresponding to each image in the labelled_images folder.


All datasets were acquired at the TOMCAT beamline, Swiss Light Source (PSI, Switzerland). For more details on the original 4D dataset, see our other Zenodo page for the first part of the paper. You can also read the preprint.

Version 1.1 includes Large 2D SEM images (raw and segmented images) from two orthogonal planes obtained from a monzonite sample showing feldspar replacement. These images have been used to reconstruct 3D images using SliceGAN model as described in the manuscript. These new images are:



SEM_Plane1_Raw.tif : Greyscale 2D SEM image of Plane 1 with pixel size of 100 nm.

SEM_Plane1_Segmented.tif : Segmented image of Plane 1.  Pore have a pixel value of, the rest is 0.

SEM_Plane2_Raw.tif : Greyscale 2D SEM image of Plane 2 with pixel size of 50 nm.

SEM_Plane2_Segmented.tif : Segmented image of Plane 2.  Pore have a pixel value of, the rest is 0.


These images were acquired using a Zeiss Gemini SEM.
DOI: 10.5281/zenodo.18370739
title: Dataset for KBr-KCl replacement using operando synchrotron tomography experiments- part 2:Generative AI

description: This dataset contains training images and pre-trained models for editing reaction-induced pores from KBr–KCl replacement experiments using the latent space of StyleGAN2-ada. The data include images, models and files for images of resolution 512 and 256:





TrainingImgsStyleGAN2-ADA.zip : 29k images of size 512 by 512 from KBr-KCl synchrotron experiments in four parts. The whole 4D dataset are available at previous Zenodo repository.


TrainingImgsStyleGAN2-ADA_256.zip: Images of size 256 by 256 of KBr-KCl experiments and SEM images of our natural sample.   


Similar data and models for resolution of 256 and 512 can be found in res_256.zip and res_512.zip. These are:





Labelled_images: a folder containing the labelled image which are inverted to the latent space of the pre-trained generator.


TrainedModels: a folder where you can find pre-trained generator, encoder, and VGG model. 



InversionLog (log.txt): a text file logging the loss functions and metrics during inverting images. 


labels (df_labels.csv): a csv files showing the labels corresponding to each image in the labelled_images folder.

Latent codes (latent_codes.pkl): a pickle file containing the latent codes corresponding to each image in the labelled_images folder.


All datasets were acquired at the TOMCAT beamline, Swiss Light Source (PSI, Switzerland). For more details on the original 4D dataset, see our other Zenodo page for the first part of the paper. You can also read the preprint.

Version 1.1 includes Large 2D SEM images (raw and segmented images) from two orthogonal planes obtained from a monzonite sample showing feldspar replacement. These images have been used to reconstruct 3D images using SliceGAN model as described in the manuscript. These new images are:



SEM_Plane1_Raw.tif : Greyscale 2D SEM image of Plane 1 with pixel size of 100 nm.

SEM_Plane1_Segmented.tif : Segmented image of Plane 1.  Pore have a pixel value of, the rest is 0.

SEM_Plane2_Raw.tif : Greyscale 2D SEM image of Plane 2 with pixel size of 50 nm.

SEM_Plane2_Segmented.tif : Segmented image of Plane 2.  Pore have a pixel value of, the rest is 0.


These images were acquired using a Zeiss Gemini SEM.
DOI: 10.6084/m9.figshare.31325419
title: Reference list for Sturrock, Tanner et al. Methods to estimate marine functional connectivity: A primer

description: Reference list with DOIs for Sturrock, Tanner et al. "Methods to estimate marine functional connectivity: A primer"
DOI: 10.6084/m9.figshare.31325419.v1
title: Reference list for Sturrock, Tanner et al. Methods to estimate marine functional connectivity: A primer

description: Reference list with DOIs for Sturrock, Tanner et al. "Methods to estimate marine functional connectivity: A primer"
DOI: 10.5281/zenodo.15465630
title: Cryogenic Performance Evaluation of Commercial SP4T Microelectromechanical Switch for Quantum Computing Applications

description: Corresponding dataset to  "Cryogenic Performance Evaluation of Commercial SP4T Microelectromechanical Switch for Quantum Computing Applications".
DOI: 10.5281/zenodo.15465629
title: Cryogenic Performance Evaluation of Commercial SP4T Microelectromechanical Switch for Quantum Computing Applications

description: Corresponding dataset to  "Cryogenic Performance Evaluation of Commercial SP4T Microelectromechanical Switch for Quantum Computing Applications".
DOI: 10.5284/1139423
title: Geophysical Survey at Hemel Hempstead Road (B487)

description: null
DOI: 10.15468/dl.egjrx9
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Loricaria lundbergi",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 17 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011901-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zkjgmu
title: Occurrence Download

description: A dataset containing 8568 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Culaea inconstans",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 },
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is MANAGED"
 ]
 }
 },
 {
 "not" : {
 "EstablishmentMeans" : [
 "is not null"
 ]
 }
 }
 ]
 },
 {
 "or" : [
 "OccurrenceStatus is Present",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is not null"
 ]
 }
 }
 ]
 }
 ]
}

 The dataset includes 8568 records from 61 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011900-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2ajtrk
title: Occurrence Download

description: A dataset containing 3234 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Catharanthus roseus",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 3234 records from 313 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011902-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tapy6p
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Morisonia atamisquea",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011903-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s3gq4c
title: Occurrence Download

description: A dataset containing 13934 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "PublishingCountry is Colombia",
 {
 "and" : [
 "Country is Colombia",
 {
 "not" : {
 "Issue" : [
 "is Country coordinate mismatch"
 ]
 }
 }
 ]
 }
 ]
 },
 "Geometry POLYGON((-71.6003 -1.77682,-70.31471 -1.77682,-70.31471 -1.03441,-71.6003 -1.03441,-71.6003 -1.77682))"
 ]
}

 The dataset includes 13934 records from 72 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011904-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.smzwry
title: Occurrence Download

description: A dataset containing 190155 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Plethodon cinereus"
 ]
}

 The dataset includes 190155 records from 114 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011821-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/m42-w3c-1pg
title: Perpolita hammonis (Strøm, 1765)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jza-z29-2lw
title: Acicula lineolata banki Boeters, E. Gittenberger & Subai, 1989

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mx5-df1-azb
title: Monacha syriaca (Ehrenberg, 1831)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xb8-sh4-52p
title: Pomatias elegans (O. F. Müller, 1774)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/r81-e3s-081
title: Lindholmiola lens (A. Férussac, 1832)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/y9q-mdk-ckx
title: Deroceras altimirai van Regteren Altena, 1969

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/681-egx-zqm
title: Clausilia Draparnaud, 1805

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ez5-9dj-58l
title: Clausilia bidentata abietina Dupuy, 1849

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zcv-a9z-fyx
title: Bithynia tentaculata (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kwd-pmw-gea
title: Mekongia pongensis Brandt, 1968

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/nvn-vs1-r2t
title: Odostomella bicincta (Tiberi, 1868)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/18z-rd2-rr5
title: Xerosecta cespitum (Draparnaud, 1801)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/v7m-tpd-909
title: Vasticardium elongatum (Bruguière, 1789)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/54g-fet-58l
title: Charpentieria itala albopustulata (De Cristofori & Jan, 1832)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/f4s-9rf-nml
title: Rhabdoena cosensis (Reeve, 1849)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zeh-fjn-hcd
title: Bembicium melanostoma (Gmelin, 1791)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9ly-qsd-pna
title: Naticarius Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/e3n-0kf-3hj
title: Idyla bicristata (Rossmässler, 1839)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jqw-rkm-1lj
title: Eopolita protensa protensa (A. Férussac, 1832)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1dy-0sl-evv
title: Cochlodina laminata (Montagu, 1803)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/31g-8sk-5c6
title: Pyramidula pusilla (Vallot, 1801)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9ae-cl3-drz
title: Helicigona lapicida (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9wv-q7s-hff
title: Fruticicola fruticum (O. F. Müller, 1774)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2cz-d3h-s36
title: Laciniaria plicata (Draparnaud, 1801)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/pgn-tnz-zwr
title: Cima cylindrica (Jeffreys, 1856)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/7r6-3r2-8q9
title: Cochlostoma septemspirale septemspirale (Razoumowsky, 1789)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1jv-qsp-e05
title: Chondrina megacheilos avenoides (Westerlund, 1874)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ayg-a7l-gx2
title: Lindholmiola lens (A. Férussac, 1832)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/t6n-577-j2g
title: Amphidromus perversus (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ws7-9qc-9fj
title: Leptoconchus inscruposa A. Gittenberger & E. Gittenberger, 2011

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jz4-st2-jg6
title: Subulina octona (Bruguière, 1789)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/c9b-fyg-qce
title: Macrogastra plicatula (Draparnaud, 1801)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/s3q-w0g-zb1
title: Xerocrassa cretica (L. Pfeiffer, 1841)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ngm-ara-n1j
title: Spirula spirula (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ydx-e2f-0g0
title: Jujubinus striatus (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/d1g-3ar-abt
title: Odostomia schrami van Aartsen, E. Gittenberger & Goud, 1998

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/x30-c70-rfr
title: Vitrea crystallina (O. F. Müller, 1774)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rwx-arc-9wn
title: Naticidae Guilding, 1834

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2aq-akk-m0p
title: Mesembrinus elongatus (Röding, 1789)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ml2-azj-gm8
title: Albinaria lycica lycica H. Nordsieck, 1993

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/14z-q0x-qv7
title: Albinaria brevicollis koskinensis (Pollonera, 1916)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kqt-c9z-wbn
title: Xerolenta obvia obvia (Menke, 1828)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/c68-c6c-hqz
title: Littorina obtusata (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/awe-la7-ds1
title: Drymaeus meesi Breure, 1976

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/h3c-201-8gp
title: Cylindrus obtusus (Draparnaud, 1805)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6mq-xwf-c2p
title: Cornu aspersum (O. F. Müller, 1774)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9n7-cbm-jy5
title: Isognomostoma isognomostomos (Schröter, 1784)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.n2egck
title: Occurrence Download

description: A dataset containing 2741 species occurrences available in GBIF matching the query:
{
 "and" : [
 "KingdomKey is Plantae",
 "HasCoordinate is true",
 "Geometry POLYGON ((43.24243 -11.68195, 43.21579 -11.73672, 43.2717 -11.84235, 43.36282 -11.85812, 43.44659 -11.93817, 43.48703 -11.92386, 43.50416 -11.89124, 43.4583 -11.82239, 43.44102 -11.7363, 43.38155 -11.61775, 43.38704 -11.4837, 43.40512 -11.43499, 43.38169 -11.37041, 43.3312 -11.36199, 43.26865 -11.39063, 43.25206 -11.44673, 43.26513 -11.50147, 43.24243 -11.68195))",
 "BasisOfRecord is Specimen"
 ]
}

 The dataset includes 2741 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007429-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/b9g-2jg-mtp
title: Merdigera obscura (O. F. Müller, 1774)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/csf-p6m-75m
title: Ena montana (Draparnaud, 1801)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/eqx-t4f-s9s
title: Cochlodina laminata (Montagu, 1803)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/bmq-qrw-l0c
title: Helix pomatia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/w74-pmc-mv3
title: Helix secernenda Rossmässler, 1847

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/sqk-w2v-kq1
title: Cochlostoma hellenicum (Saint-Simon, 1869)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zcr-9cp-xx6
title: Cochlodina laminata laminata (Montagu, 1803)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lk1-dh6-m8c
title: Macrogastra plicatula plicatula (Draparnaud, 1801)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/tka-jq5-sev
title: Trochulus clandestinus (W. Hartmann, 1821)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.5439/2583370
title: Panopticon daytime images from Barrow, Alaska- June 2025

description: This is a collection of daytime images of the sky from a Panopticon electro-optical telescope during the month of June 2025.
DOI: 10.15468/dl.sssuju
title: Occurrence Download

description: A dataset containing 1549 species occurrences available in GBIF matching the query:
{
 "and" : [
 "KingdomKey is Plantae",
 "HasCoordinate is true",
 "Geometry POLYGON ((6.717439 6.308289, 6.760633 6.179451, 6.74533 6.102947, 6.709167 6.071494, 6.688354 5.904355, 6.639165 5.814844, 6.693446 5.837097, 6.763291 5.807063, 6.782915 5.77625, 6.801939 5.699288, 6.790782 5.490254, 6.832865 5.328313, 6.942735 5.124267, 7.086611 4.955354, 7.273581 4.804679, 7.317409 4.745661, 7.521616 4.68367, 7.902889 4.633467, 8.0913 4.637209, 8.167955 4.685805, 8.179327 4.745618, 8.110487 4.954062, 8.079834 4.964921, 8.090014 5.128774, 8.070223 5.194288, 8.017036 5.236834, 7.985125 5.21556, 7.966509 5.231515, 7.974486 5.268743, 8.009057 5.305971, 8.070222 5.303312, 8.091497 5.319267, 8.099475 5.361813, 8.022355 5.460199, 8.025014 5.510724, 8.00374 5.579861, 8.027674 5.635702, 7.979805 5.683567, 7.953212 5.792591, 7.923959 5.827159, 7.961191 5.840455, 8.003739 5.906932, 7.973714 5.980939, 7.890094 5.931314, 7.799217 5.921227, 7.57435 5.969294, 7.400819 6.030845, 7.288723 6.11112, 7.244465 6.191204, 7.187743 6.366235, 7.157531 6.40102, 7.114558 6.417639, 6.768503 6.293138, 6.717439 6.308289))",
 "BasisOfRecord is Specimen"
 ]
}

 The dataset includes 1549 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007431-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/svs-15j-nxz
title: Tellinidae Blainville, 1814

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1b8-j7b-2ej
title: Ena montana (Draparnaud, 1801)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/glv-k7g-7tn
title: Laciniaria plicata plicata (Draparnaud, 1801)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dt7-6ps-2eh
title: Jujubinus exasperatus (Pennant, 1777)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/q0v-lbc-d0a
title: Otala punctata (O. F. Müller, 1774)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8gw-3f2-wjy
title: Pomatias elegans (O. F. Müller, 1774)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/d8q-mcm-qd0
title: Vitrea crystallina (O. F. Müller, 1774)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zk8-m0m-xj4
title: Theodoxus Montfort, 1810

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2m2-m3n-1m8
title: Aegopinella pura (Alder, 1830)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/pp1-p33-6b9
title: Macrogastra badia carinthiaca (A. Schmidt, 1856)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ge8-9hy-ym5
title: Melarhaphe neritoides (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/yad-hbl-6p2
title: Succinea putris (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/m1n-7wh-66p
title: Punctum pygmaeum (Draparnaud, 1801)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/13c-k0f-mtv
title: Opalia coronata (R. A. Philippi & Scacchi, 1840)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/4az-q1k-yxx
title: Aclis minor (T. Brown, 1827)

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