cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.12529654
title: Dataset for MRes Thesis: Probabilistic Operator Learning for Climate Model Parameterisation

description: This dataset was collated for use in experiments presented in the MRes Thesis "Probabilistic Operator Learning for Climate Model Parameterisation" submitted to the University of Cambridge.All data included was generated by other researchers, this is simply a subset to allow easy reproduction of the experiments contained in the work above.

The data for the Burgers' equation (burgers_data_R10.mat) and the Darcy Flow (piececonst_r421_N1024_smooth1.mat, piececonst_r421_N1024_smooth2.mat) experiments were generated by Lu et al. (2022). Creative Commons Attribution Non Commercial Share Alike 4.0 International applies.

The data for the Helmholtz (Helmholtz_inputs.npy, Helmholtz_outputs.npy) and Navier-Stokes (NavierStokes_inputs.npy, NavierStokes_outputs.npy) experiments were generated by de Hoop et al. (2022). Creative Commons Attribution 4.0 International applies.

References:





1. Lu L, Meng X, Cai S, Mao Z, Goswami S, Zhang Z, et al. A comprehensive and fair comparison of two neural operators (with practical extensions) based on FAIR data. Computer Methods in Applied Mechanics and Engineering. 2022 Apr 1;393:114778.

 







2. de Hoop MV, Huang DZ, Null EQ, Stuart AM. The Cost-Accuracy Trade-Off in Operator Learning with Neural Networks. JML. 2022 Jun;1(3):299–341.
DOI: 10.5281/zenodo.12529653
title: Dataset for MRes Thesis: Probabilistic Operator Learning for Climate Model Parameterisation

description: This dataset was collated for use in experiments presented in the MRes Thesis "Probabilistic Operator Learning for Climate Model Parameterisation" submitted to the University of Cambridge.All data included was generated by other researchers, this is simply a subset to allow easy reproduction of the experiments contained in the work above.

The data for the Burgers' equation (burgers_data_R10.mat) and the Darcy Flow (piececonst_r421_N1024_smooth1.mat, piececonst_r421_N1024_smooth2.mat) experiments were generated by Lu et al. (2022). Creative Commons Attribution Non Commercial Share Alike 4.0 International applies.

The data for the Helmholtz (Helmholtz_inputs.npy, Helmholtz_outputs.npy) and Navier-Stokes (NavierStokes_inputs.npy, NavierStokes_outputs.npy) experiments were generated by de Hoop et al. (2022). Creative Commons Attribution 4.0 International applies.

References:





1. Lu L, Meng X, Cai S, Mao Z, Goswami S, Zhang Z, et al. A comprehensive and fair comparison of two neural operators (with practical extensions) based on FAIR data. Computer Methods in Applied Mechanics and Engineering. 2022 Apr 1;393:114778.

 







2. de Hoop MV, Huang DZ, Null EQ, Stuart AM. The Cost-Accuracy Trade-Off in Operator Learning with Neural Networks. JML. 2022 Jun;1(3):299–341.
DOI: 10.15468/dl.h5j9p2
title: Occurrence Download

description: A dataset containing 88 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is The vascular plants collection (P) at the Herbarium of the Muséum national d'Histoire Naturelle (MNHN - Paris)",
 "TaxonKey is Quercus ×crenata Lam."
 ]
}

 The dataset includes 88 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0092944-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7cwe7w
title: Occurrence Download

description: A dataset containing 1901013 species occurrences available in GBIF matching the query:
(Query is too complex. Can be viewed on the landing page)

 The dataset includes 1901013 records from 4324 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0092924-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.grqcex
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Inga radians)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012554-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mr29yh
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Polyplacophora)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((-120 -90,-90 -90,-90 -60,-120 -60,-120 -90))"
 ]
}

 The dataset includes 9 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012555-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/pnk-zfe-gg7
title: Astrotricha floccosa DC.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/2pn-wqh-864
title: Aotus cordifolia Benth.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/qga-tt0-tr0
title: Astrotricha floccosa DC.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/5tw-6l9-acc
title: Tabernaemontana catharinensis A. DC.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/prk-d0g-4qm
title: Tabernaemontana hystrix Steud.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/9g9-cyl-9gl
title: Centropogon bangii Zahlbr.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/9ld-th8-zrs
title: Campanula precatoria Timb.-Lagr.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ab8-ysw-9mc
title: Senega timoutou (Aubl.) J. F. B. Pastore

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/wf9-09t-lpw
title: Senega timoutou (Aubl.) J. F. B. Pastore

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/wsp-245-pzb
title: Securidaca ovalifolia A. St.-Hil.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/g7f-fmq-hzx
title: Aotus cordifolia Benth.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/lr0-4tm-x8r
title: Polygala violacea Aubl.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.bgbutr
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Chrysopelopia corusca, Chrysopelopia, Cladopelma, Cladotanytarsus lewisi, Cladotanytarsus linearis, Cladotanytarsus pseudomancus, Clinotanypus pinguis, Clunio africanus, Clunio, Coelotanypus wirthi, Collartomyia hirsuta, Collartomyia, Conchapelopia cygnus, Conochironomus acustistilus, Conochironomus, Cricotopus bizonatus, Cricotopus dibalteatus, Cricotopus harrisoni, Cricotopus unizonatus, Cricotopus verbekei, Cryptochironomus diceras, Cryptotendipes, Cyphomella, Demicryptochironomus cinereithorax, Demicryptochironomus, Dicrotendipes binotatus, Dicrotendipes cordatus, Dicrotendipes fusconotatus, Dicrotendipes penicillatus, Cricotopus sudanicus, Endochironomus woodi, Endochironomus, Eukiefferiella clavigera, Eukiefferiella, Eurycnema, Harnischia curtilamellata, Harnischia, Harnischia lacteiforceps, Harrisonina petricola, Harrisonina, Kiefferulus chloronotus, Kiefferulus, Kloosia africana, Kloosia, Knepperia gracilis, Knepperia, Krenosmittia, Kribiodosis clavigera, Kribiodosis, Kribiothauma pulchellum, Larsia exigua, Larsia, Lepidopelopia annulator, Lepidopelopia, Macropelopia marmorata, Mesocricotopus, Microchironomus stilifer, Microchironomus, Microchironomus tener, Micropsectra capicola, Micropsectra, Microtendipes albus, Microtendipes lentiginosus, Microtendipes satchelli, Monopelopia, Nanocladius ephippium, Nanocladius pulcher, Nilodorum brevipalpe, Nilothauma, Metriocnemus conicus, Orthocladius harrisoni, Orthocladius pretorianus, Parachironomus acutus, Parachironomus, Parachironomus coronatus, Parachironomus dewulfianus)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((25.0214 -34.0501,25.5395 -34.1098,25.5395 -32.9007,20.509 -32.9007,20.509 -34.5676,20.524 -34.555,20.8859 -34.5419,20.9606 -34.4398,21.2995 -34.5131,21.5296 -34.4338,21.8696 -34.4439,22.0323 -34.2835,22.221 -34.2428,22.2566 -34.1304,22.5993 -34.0741,22.9652 -34.1674,23.4069 -34.1858,23.4955 -34.0792,23.6056 -34.0563,24.8471 -34.2877,24.9447 -34.2397,25.0214 -34.0501))"
 ]
}

 The dataset includes 24 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063834-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/m2b-e5a-y58
title: Cryptandra tubulosa Fenzl

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/0qd-2vr-zjq
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qt1-dxw-ltf
title: †Spondylus subplicatus A. d'Orbigny, 1850

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/nen-phk-5fm
title: Merulina Ehrenberg, 1834

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vra-5v2-mm3
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zjr-ws6-y0a
title: †Gavelinella Brotzen, 1942

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/77k-qk3-mmj
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/j3k-4p7-8be
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dwj-8y6-wza
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mqx-ctm-zyf
title: †Kechenotiske liassica (Brand, 1937)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/32z-zgk-ml2
title: Ammobaculites calcareus (Brady, 1884)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5mw-c0f-w26
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zy2-k65-5ee
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5ha-r8g-9n1
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jvl-fsk-ehx
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/266-01z-bxy
title: Patellina Williamson, 1858

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vd2-wg0-2b2
title: Sus scrofa Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/97j-t3a-wm0
title: †Cyathoseris Milne Edwards & Haime, 1849

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rjr-6zz-sk1
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qzv-9fm-q10
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/t25-2ea-w04
title: Paracladiscites

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/m9c-07c-5jy
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wen-01f-7fz
title: Pycnodonte Fischer von Waldheim, 1835

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/e4v-yv0-pbg
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/h9n-yqm-bl8
title: †Nonion brunatus Hofker, 1956

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0x6-705-d5q
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gex-e63-vtj
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/s04-8mz-kdk
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/bfd-t6x-trt
title: †Siderolites calcitrapoides Lamarck, 1801

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/k1f-6w0-dq4
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/pzd-m5q-nlz
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xsl-dvk-a95
title: Sus scrofa Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.5281/zenodo.16890815
title: Simulation data from a quasi-geostrophic 1-layer model pde model with vorticity, stream function as ground truth, and observations of stream function in form of satellite tracks.

description: These two datasets are used for demostration of the learning capabilities of 4DVarNet, a deeplearning model for data assimilation. They contain ground truth data in terms of stream function, voriticty and observations.

The Quasi-Geostrophic (QG) model offers a more realistic and challenging alternative over simple and chaotic ODE based models such as Lorenz-63 and Lorenz-96. As a PDE-based model, the QG system captures essential features of large-scale geophysical fluid dynamics while remaining computationally tractable. It serves as a model of intermediate complexity, bridging the gap between toy models and full-scale numerical weather prediction systems.

In the QG model, the vorticity field is the fundamental dynamical variable, evolving under nonlinear advection and forcing, and governed by conservation laws. Observations, however, are typically taken in the streamfunction space, which is related to vorticity through an elliptic inversion (a form of diagnostic relationship). This setup introduces a realistic observation operator and offers a natural framework for exploring the performance of data assimilation techniques in the presence of model and observation noise. The QG model is thus particularly well-suited for testing advanced machine learning and deep learning methods for data assimilation.
DOI: 10.3535/8wh-w09-xqd
title: Cladiscites

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.5281/zenodo.16890868
title: Simulation data from a quasi-geostrophic 1-layer model pde model with vorticity, stream function as ground truth, and observations of stream function in form of satellite tracks.

description: These two datasets are used for demostration of the learning capabilities of 4DVarNet, a deeplearning model for data assimilation. They contain ground truth data in terms of stream function, voriticty and observations.

The Quasi-Geostrophic (QG) model offers a more realistic and challenging alternative over simple and chaotic ODE based models such as Lorenz-63 and Lorenz-96. As a PDE-based model, the QG system captures essential features of large-scale geophysical fluid dynamics while remaining computationally tractable. It serves as a model of intermediate complexity, bridging the gap between toy models and full-scale numerical weather prediction systems.

In the QG model, the vorticity field is the fundamental dynamical variable, evolving under nonlinear advection and forcing, and governed by conservation laws. Observations, however, are typically taken in the streamfunction space, which is related to vorticity through an elliptic inversion (a form of diagnostic relationship). This setup introduces a realistic observation operator and offers a natural framework for exploring the performance of data assimilation techniques in the presence of model and observation noise. The QG model is thus particularly well-suited for testing advanced machine learning and deep learning methods for data assimilation.
DOI: 10.3535/6nt-r0r-cnq
title: Bos taurus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kc1-mbc-0yf
title: Arca Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ztk-5hj-wje
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.36752z
title: Occurrence Download

description: A dataset containing 43 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Myocastor coypus",
 "Country is Hungary",
 "HasCoordinate is true"
 ]
}

 The dataset includes 43 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015818-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/ejq-f6z-sn4
title: Pomatoschistus

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/fe9-30l-799
title: †Gavelinella pertusa (Marsson, 1878)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/je6-vbc-676
title: †Alabamina dorsoplana (Brotzen, 1940)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/a63-j5e-t8j
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lm2-h8r-beb
title: Trochocyathus (Trochocyathus) Milne Edwards & Haime, 1848

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/acf-hzv-8km
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qp2-txz-laz
title: †Orbitoides brinkae Visser, 1951

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1sa-23j-7s0
title: Discophyllites

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/a5k-94e-q1p
title: Martinottiella pallida (Cushman, 1927)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/s1z-20k-at0
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/w4g-022-ycs
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kt3-0gk-kxl
title: †Spirifer Sowerby, 1818

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/7w2-cpx-9f1
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/b44-tsv-tzl
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/33p-mrb-t5g
title: †Athyris M'Coy, 1844

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/nlc-13c-wj3
title: Xenodiscus

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/r8b-p80-4dd
title: †Spirifer Sowerby, 1818

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rkg-sxz-lva
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/25g-5yf-nbv
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/r4h-h89-8fm
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1dt-y80-by2
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/bfx-ymg-2v7
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.vs9fjf
title: Occurrence Download

description: A dataset containing 18948 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Myocastor coypus",
 "Country is Germany",
 "HasCoordinate is true"
 ]
}

 The dataset includes 18948 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015817-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/jze-w3h-8rd
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/yz2-g20-vyz
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/b3t-mr7-525
title: Ammomarginulina Wiesner, 1931

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/faf-fsx-d4z
title: Tritaxis Schubert, 1921

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0m2-0fa-lhd
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lgm-nc6-csj
title: †Asterigerina tentoria Todd & Post, 1954

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/52d-fgk-c1t
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6nw-0hm-zf1
title: Sus scrofa Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/bhx-cck-yn3
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/7mj-gd1-yr8
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/bm8-5jb-l00
title: Cnidaria

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6jw-fcr-zg5
title: †Pseudoparrella limburgensis Visser, 1951

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