cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/04y-fmd-3mw
title: Clionella J. E. Gray, 1847

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9ps-m16-b4r
title: Bullidae Gray, 1827

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/nk4-cpq-cgs
title: Conus furvus Reeve, 1843

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/egn-yv9-w35
title: Koloonella ignorabilis (Peñas & Rolán, 1997)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qqj-gqy-crf
title: Conus distans Hwass, 1792

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hd8-tmp-xf8
title: Costellariidae MacDonald, 1860

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/7x7-2cg-dkr
title: Lauria J. E. Gray, 1840

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/h8x-smv-y7k
title: Fusinus townsendi (Melvill, 1899)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ld6-75m-ler
title: Gastropoda Cuvier, 1795

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/frv-tqz-0sz
title: Costellariidae MacDonald, 1860

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wqr-4q4-xgm
title: Carinodrillia quadrilirata (E. A. Smith, 1882)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/fl6-1ty-sz2
title: Conus magus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/amk-3rz-ffw
title: Conus textile Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vfl-rf5-bda
title: Cylichnidae H. Adams & A. Adams, 1854

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.6084/m9.figshare.29880938
title: Dataset from doi.org/10.11160/bah.294

description: Dataset from the article "High prevalence of <i>Trypanosoma</i> infection in Iberian green frogs (<i>Pelophylax perezi</i>) and evidence of a negative relationship between blood parasites and two indices of frog body condition"
DOI: 10.6084/m9.figshare.29880938.v1
title: Dataset from doi.org/10.11160/bah.294

description: Dataset from the article "High prevalence of <i>Trypanosoma</i> infection in Iberian green frogs (<i>Pelophylax perezi</i>) and evidence of a negative relationship between blood parasites and two indices of frog body condition"
DOI: 10.3535/y9a-blh-5jx
title: Nassarius papillosus (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gy2-czk-ga4
title: Pythia scarabaeus (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zjw-5ff-nzn
title: Planorbarius corneus (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/z2q-1kt-kts
title: Oliva amethystina (Röding, 1798)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cjk-l73-qnf
title: Harpa cabriti P. Fischer, 1860

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/z2s-y03-jr4
title: Persicula cornea (Lamarck, 1822)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/td5-rdv-hry
title: Macron lividus (A. Adams, 1855)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5nm-kkb-hz1
title: Turridae H. Adams & A. Adams, 1853 (1838)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/w2q-jrp-y7z
title: Turridae H. Adams & A. Adams, 1853 (1838)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qs1-rde-j3p
title: Raphitoma Bellardi, 1847

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/k6q-wmq-sqe
title: Oxymeris crenulata (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mzy-25j-zsj
title: Globivasum capitellum (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cr2-wbx-fry
title: Marginellidae J. Fleming, 1828

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jv9-r6n-m5b
title: Iberozospeum schaufussi (von Frauenfeld, 1862)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jq5-m79-f2x
title: Buccinanops monilifer (Kiener, 1834)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/eaf-57r-yth
title: Planorbarius corneus (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/htw-jr7-vtq
title: Physella acuta (Draparnaud, 1805)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/bv4-nn7-j10
title: Gibberula Swainson, 1840

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.5281/zenodo.16792541
title: Harta batimetrică a zonei K-35-12-D / Bathymetric map - sheet: K-35-12-D

description: Măsurători batimetrice în apele teritoriale și apele de exclusivitate economică a României aflate pe șelful vestic al Mării Negre. Cercetările au fost efectuate în anul 2013 în foaia de hartă K-35-12-D în cadrul proiectului PN 09 41 01 01. Datele sunt prezentate în format *.geotif la rezoluția de 25 m / pixel.

Bathymetric measurements in the territorial waters and exclusive economic waters of Romania located on the western shelf of the Black Sea. The research was carried out in 2013 in the map sheet K-35-12-D in the project PN 09 41 01 01. The data are presented in *.geotif format at a resolution of 25 m / pixel.
DOI: 10.3535/55j-el9-tlh
title: Costellariidae MacDonald, 1860

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/b58-6ls-e47
title: Melo broderipii (Gray, 1833)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.5281/zenodo.16792540
title: Harta batimetrică a zonei K-35-12-D / Bathymetric map - sheet: K-35-12-D

description: Măsurători batimetrice în apele teritoriale și apele de exclusivitate economică a României aflate pe șelful vestic al Mării Negre. Cercetările au fost efectuate în anul 2013 în foaia de hartă K-35-12-D în cadrul proiectului PN 09 41 01 01. Datele sunt prezentate în format *.geotif la rezoluția de 25 m / pixel.

Bathymetric measurements in the territorial waters and exclusive economic waters of Romania located on the western shelf of the Black Sea. The research was carried out in 2013 in the map sheet K-35-12-D in the project PN 09 41 01 01. The data are presented in *.geotif format at a resolution of 25 m / pixel.
DOI: 10.3535/dy4-mby-p5n
title: Mitridae Swainson, 1831

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/54w-9k3-xt0
title: Conus mus Hwass, 1792

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/h7w-746-00w
title: Conus magus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/82l-pss-y7p
title: Radix auricularia (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rd5-63t-26l
title: Turridae H. Adams & A. Adams, 1853 (1838)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.5281/zenodo.16655503
title: Dataset of Paper Titled: A Semi-Automated Approach for Detecting Ambiguities in Software Requirements Using SpanBERT and Named Entity Recognition

description: This dataset supports the study titled "A Semi-Automated Approach for Detecting Ambiguities in Functional Requirements Using SpanBERT." The dataset consists of 425 original functional requirements collected from 16 diverse software domains, such as finance, healthcare, education, and e-commerce. These requirements were curated to represent realistic and domain-relevant software specification statements written in natural language.

Each requirement in the dataset has been manually annotated for three types of linguistic ambiguities:





Anaphoric ambiguity (e.g., unclear references like "it" or "they"),




Coordination ambiguity (e.g., ambiguous use of conjunctions like "and" or "or"),




Missing condition ambiguity (e.g., implied conditions not explicitly stated).



These annotations were used to train and evaluate a semi-automated ambiguity detection approach based on SpanBERT, a transformer-based natural language processing model. This dataset is intended to support further research on automated ambiguity detection, requirements engineering, and natural language understanding in software engineering. It is especially valuable for researchers and practitioners aiming to improve the clarity of software requirement specifications and reduce ambiguity-related issues during development.

 

How to cite

F. Talha, T. Tahir, and T. Nadeem, “ A Semiautomated Approach for Detecting Ambiguities in Software Requirements Using SpanBERT and Named Entity Recognition,” Journal of Software: Evolution and Process 37, no. 8 (2025): e70041, https://doi.org/10.1002/smr.70041.
DOI: 10.5281/zenodo.16655504
title: Dataset of Paper Titled: A Semi-Automated Approach for Detecting Ambiguities in Software Requirements Using SpanBERT and Named Entity Recognition

description: This dataset supports the study titled "A Semi-Automated Approach for Detecting Ambiguities in Functional Requirements Using SpanBERT." The dataset consists of 425 original functional requirements collected from 16 diverse software domains, such as finance, healthcare, education, and e-commerce. These requirements were curated to represent realistic and domain-relevant software specification statements written in natural language.

Each requirement in the dataset has been manually annotated for three types of linguistic ambiguities:





Anaphoric ambiguity (e.g., unclear references like "it" or "they"),




Coordination ambiguity (e.g., ambiguous use of conjunctions like "and" or "or"),




Missing condition ambiguity (e.g., implied conditions not explicitly stated).



These annotations were used to train and evaluate a semi-automated ambiguity detection approach based on SpanBERT, a transformer-based natural language processing model. This dataset is intended to support further research on automated ambiguity detection, requirements engineering, and natural language understanding in software engineering. It is especially valuable for researchers and practitioners aiming to improve the clarity of software requirement specifications and reduce ambiguity-related issues during development.

 

How to cite

F. Talha, T. Tahir, and T. Nadeem, “ A Semiautomated Approach for Detecting Ambiguities in Software Requirements Using SpanBERT and Named Entity Recognition,” Journal of Software: Evolution and Process 37, no. 8 (2025): e70041, https://doi.org/10.1002/smr.70041.
DOI: 10.3535/cs1-xv0-6d2
title: Turridae H. Adams & A. Adams, 1853 (1838)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/pyd-bsj-a7j
title: Ammonicera fischeriana (Monterosato, 1869)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/595-8v8-za4
title: Oliva mustelina Lamarck, 1811

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/7ec-d3h-12z
title: Gastropoda Cuvier, 1795

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xxy-way-wfb
title: Cystiscidae W. Stimpson, 1865

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/64q-3qt-cwr
title: Oliva Bruguière, 1789

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8fv-lwp-0nl
title: Ellobiidae L. Pfeiffer, 1854 (1822)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hfa-ej4-5a4
title: Oliva amethystina (Röding, 1798)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gey-eey-cpw
title: Costellariidae MacDonald, 1860

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vbq-3fb-mvl
title: Pseudonebularia cucumerina (Lamarck, 1811)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9ze-kv5-tgh
title: Leucozonia ocellata (Gmelin, 1791)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1v3-swn-la1
title: Omalogyridae G. O. Sars, 1878

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/48y-crv-kd1
title: Neoterebra protexta (Conrad, 1846)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/c2e-xa0-wt2
title: Conus guanche Lauer, 1993

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/4mp-gm4-212
title: Terebra reticularis (Pecchioli, 1891)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/me9-1ef-az0
title: Scaphander punctostriatus (Mighels & C. B. Adams, 1842)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jnf-zzv-p39
title: Philine aperta (Linnaeus, 1767)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.5281/zenodo.16793310
title: Research Dataset: Backup Strategies, Author h-Index & Journal Impact Factor
DOI: 10.5281/zenodo.16793311
title: Research Dataset: Backup Strategies, Author h-Index & Journal Impact Factor
DOI: 10.15468/dl.4u5mvh
title: Occurrence Download

description: A dataset containing 2860 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Germany",
 "Geometry POLYGON((8.18737 50.01991,8.186 50.01986,8.18464 50.01973,8.18331 50.01952,8.18202 50.01922,8.18077 50.01884,8.1796 50.01839,8.17849 50.01786,8.17747 50.01727,8.17655 50.01662,8.17573 50.01591,8.17503 50.01515,8.17444 50.01435,8.17398 50.01352,8.17364 50.01267,8.17344 50.01179,8.17338 50.01091,8.17344 50.01003,8.17365 50.00916,8.17398 50.0083,8.17444 50.00747,8.17503 50.00667,8.17574 50.00591,8.17655 50.00521,8.17748 50.00455,8.17849 50.00396,8.1796 50.00343,8.18078 50.00298,8.18202 50.0026,8.18331 50.0023,8.18464 50.00209,8.186 50.00196,8.18737 50.00192,8.18874 50.00196,8.1901 50.00209,8.19143 50.0023,8.19273 50.0026,8.19397 50.00298,8.19515 50.00343,8.19625 50.00396,8.19727 50.00455,8.19819 50.00521,8.19901 50.00591,8.19971 50.00667,8.2003 50.00747,8.20076 50.0083,8.2011 50.00916,8.2013 50.01003,8.20137 50.01091,8.2013 50.01179,8.2011 50.01267,8.20077 50.01352,8.2003 50.01435,8.19972 50.01515,8.19901 50.01591,8.19819 50.01662,8.19727 50.01727,8.19625 50.01786,8.19515 50.01839,8.19397 50.01884,8.19273 50.01922,8.19144 50.01952,8.1901 50.01973,8.18874 50.01986,8.18737 50.01991))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 2860 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036385-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/6s8-dxb-6xe
title: Conasprella bermudensis (Clench, 1942)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/73l-22s-5kh
title: Crassispira affinis (Reeve, 1846)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/01l-rp6-w4b
title: Pyramidellidae J. E. Gray, 1840

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/t6y-cw3-h67
title: Radix mauritianus (Morelet, 1875)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vs6-7jh-tm7
title: Nassarius margaritifer (Dunker, 1847)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qsn-rkz-fzd
title: Gemmula hindsiana S. S. Berry, 1958

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/239-bkn-1qx
title: Marginellidae J. Fleming, 1828

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mn1-v1g-zb8
title: Oliva spicata (Röding, 1798)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/n7l-mrg-axq
title: Cymbiola vespertilio (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/4c2-t2k-76d
title: Cymbiola vespertilio (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/b38-vyv-zhd
title: Festilyria ponsonbyi (E. A. Smith, 1901)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rn7-x1x-8jd
title: Oliva carneola (Gmelin, 1791)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6b3-8fl-00c
title: Galba truncatula (O. F. Müller, 1774)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/4h6-pyc-9ky
title: Nassarius reeveanus (Dunker, 1847)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/59l-btw-tb6
title: Planorbarius corneus (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/80e-1r2-zjg
title: Conus ventricosus Gmelin, 1791

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/4rb-qzk-pwf
title: Mitra Lamarck, 1798

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dkf-crw-3a2
title: Episcomitra cornicula (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/7t6-y2p-avc
title: Littorina saxatilis (Olivi, 1792)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/324-rs4-edx
title: Amoria zebra (Leach, 1814)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qty-33d-p9q
title: Vexillum mica (Reeve, 1845)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6rg-bt8-knv
title: Parthenina juliae (de Folin, 1872)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/430-45d-x65
title: Ellobiidae L. Pfeiffer, 1854 (1822)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5mr-m90-9mv
title: Lepidochitona cinerea (Linnaeus, 1767)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/etq-8e8-gjm
title: Eulimella phaula (Dautzenberg & H. Fischer, 1896)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0nw-r2j-ca0
title: Ocenebra erinaceus (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/s6x-0s2-kg0
title: Volema pyrum (Gmelin, 1791)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ysq-znv-vww
title: Tritia denticulata (A. Adams, 1852)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qex-9te-egs
title: Isara chinensis (Gray, 1834)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17035/cardiff.29792561
title: CIGALE-Derived Physical Parameter Catalogs for Simulated and Observed (ASTRODEEP) Galaxy Samples with JWST and HST Coverage

description: We employ two complementary galaxy samples to investigate physical properties and test SED-fitting performance: one based on simulated photometry (results_nircamsim.txt) and the other on observational data (results_astrodeep.txt). Both datasets include multiwavelength photometry spanning the optical to near-infrared and share a consistent suite of derived physical parameters from Bayesian SED fitting, enabling a direct comparison between simulated and real galaxy populations.nircamsim sample: This dataset is based on simulated photometry for galaxies observed in a combination of Hubble Space Telescope (HST) and James Webb Space Telescope (JWST) bands. HST coverage includes WFC/F435W and WFC3/F160W filters, while JWST/NIRCam coverage spans F090W, F115W, F150W, F200W, F277W, F335M, F356W, F410M, and F444W. Each object is characterised by Bayesian estimates of star formation rates over multiple timescales (instantaneous, 10 Myr, 100 Myr), stellar mass, stellar age, metallicity, dust attenuation parameters, dust mass, gas mass, AGN contribution, and various AGN emission properties. Best-fit model outputs include χ² statistics, rest-frame colours, integrated star formation histories, dust emission properties, and cosmological quantities such as redshift, luminosity distance, and age of the Universe at the source redshift.<br>ASTRODEEP Sample: The ASTRODEEP dataset is based on deep multiwavelength observations from the ASTRODEEP survey, augmented with JWST/NIRCam fluxes in the F090W, F115W, F150W, F200W, F277W, F356W, F410M, and F444W bands. As with NIRCamSim, SED fitting provides Bayesian posterior estimates for star formation rates, stellar masses, ages, dust attenuation, dust properties, AGN parameters, and gas content. Best-fit models yield photometric fits, rest-frame colours, SFH parameters, dust and AGN luminosities, and cosmological parameters analogous to those in the simulated sample.The description and meaning of all columns in both datasets follow the standard output format of <b>CIGALE</b>, ensuring compatibility with existing analysis pipelines.
DOI: 10.3535/w1v-aj4-cbq
title: Pseudofusus rostratus (Olivi, 1792)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xt0-q66-p1p
title: Chondrina avenacea (Bruguière, 1792)

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