cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15120832
title: DED-AM-MMC dataset

description: Dataset Description: Multi-Defect Feature Dataset for SHAP-Based Analysis in Directed Energy Deposition Additive Manufacturing

This dataset contains feature representations extracted from a fine-tuned VideoMAE model applied to melt pool monitoring videos captured using CLAMIR and FLIR mid-wave infrared (MWIR) cameras during a directed energy deposition (DED) additive manufacturing (AM) process. The data supports explainable machine learning workflows for classifying defect severity levels in additively manufactured Ni-WC metal matrix composites.

The dataset includes six defect categories:





GP – Gas Porosity




SP – Shrinkage Porosity




EDB – Excessive Dilution with Base Material




NCD – Non-uniform Carbide Distribution




ECD – Excessive Carbide Dissolution




RPHP – Reprecipitated Hard Phases



Each defect category is labeled with three classes representing defect extent:





Extent-free (absence)




Low extent




High extent



Each of the six categories includes two types of feature datasets (CLAMIR-based and FLIR-based), giving a total of 12 CSV files.

To facilitate usability:





The six feature selection subsets (best_subset_gp_*) are grouped and provided in a single archive: feature_indices_files.zip. 'gp' in this example refers to Gas Porosity and similarly 'sp', 'edb', 'ncd', 'ecd', and 'rphp' are used in the file nomenclature to refer to defect categories. The classes are reflected by their index '0', '1', and '2' referring to absent, low and high respectively.




The six training and test sets (train_features_gp_* and test_features_gp_*) are archived as train_test_files.zip. Test csv files for CLAMIR and FLIR are separated into stable and unstable version wheras the noisy version was genereted by processing the stable csv files during modeling.



This dataset supports research in SHAP-based explainable AI, feature selection, sensor fusion, and multi-class defect classification in DED AM.
DOI: 10.5281/zenodo.15120833
title: DED-AM-MMC dataset

description: Dataset Description: Multi-Defect Feature Dataset for SHAP-Based Analysis in Directed Energy Deposition Additive Manufacturing

This dataset contains feature representations extracted from a fine-tuned VideoMAE model applied to melt pool monitoring videos captured using CLAMIR and FLIR mid-wave infrared (MWIR) cameras during a directed energy deposition (DED) additive manufacturing (AM) process. The data supports explainable machine learning workflows for classifying defect severity levels in additively manufactured Ni-WC metal matrix composites.

The dataset includes six defect categories:





GP – Gas Porosity




SP – Shrinkage Porosity




EDB – Excessive Dilution with Base Material




NCD – Non-uniform Carbide Distribution




ECD – Excessive Carbide Dissolution




RPHP – Reprecipitated Hard Phases



Each defect category is labeled with three classes representing defect extent:





Extent-free (absence)




Low extent




High extent



Each of the six categories includes two types of feature datasets (CLAMIR-based and FLIR-based), giving a total of 12 CSV files.

To facilitate usability:





The six feature selection subsets (best_subset_gp_*) are grouped and provided in a single archive: feature_indices_files.zip. 'gp' in this example refers to Gas Porosity and similarly 'sp', 'edb', 'ncd', 'ecd', and 'rphp' are used in the file nomenclature to refer to defect categories. The classes are reflected by their index '0', '1', and '2' referring to absent, low and high respectively.




The six training and test sets (train_features_gp_* and test_features_gp_*) are archived as train_test_files.zip. Test csv files for CLAMIR and FLIR are separated into stable and unstable version wheras the noisy version was genereted by processing the stable csv files during modeling.



This dataset supports research in SHAP-based explainable AI, feature selection, sensor fusion, and multi-class defect classification in DED AM.
DOI: 10.3535/67y-kzq-3s1
title: Jõhvilites sp.

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/yms-kql-0h7
title: Minerals

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/8z1-lbf-svg
title: Minerals

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/d7d-f0a-3b4
title: sedimentary rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/dzr-w7p-t3t
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/p6r-fwe-zts
title: Sophora L.

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/vlb-de2-s5n
title: Augite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/9ef-l0p-39l
title: Sophora L.

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/cld-bbn-cnv
title: †Diplotrypa petropolitana Nicholson, 1879

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/8jh-f0k-8bf
title: igneous- and metamorphic rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/w3p-qew-saj
title: Bryozoa

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/1js-fbm-57q
title: Platycladus Spach

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/d5z-4th-xbk
title: Cephalopoda Cuvier, 1795

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/64q-zj4-9fv
title: Sophora L.

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/h1e-yml-dz4
title: Bryozoa

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/a8y-bz5-np2
title: Bryozoa

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/qlm-1dq-f7e
title: sedimentary rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/ht3-0gq-mhg
title: Bryozoa

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/mnv-0w7-719
title: Bryozoa

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/27j-6rv-7ea
title: igneous rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/j50-jse-wp3
title: sedimentary rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/ert-klk-eyk
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/n6k-l3w-pah
title: Rhodonite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/ktg-w49-vtz
title: †Obolus apollinis Eichwald, 1829

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/jyk-kkv-rpk
title: sedimentary rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/tg7-79c-qlg
title: sedimentary rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/fky-z7e-kel
title: sedimentary rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/kkx-dxa-a0b
title: sedimentary rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/4ba-g0v-89v
title: †Obolus Eichwald, 1829

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/x29-zm2-cq7
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/6b5-pe9-1d6
title: Hydrozoa Owen, 1843

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/8fl-34n-hx7
title: Bryozoa

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/gxp-p7y-93z
title: Animalia

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/w8n-dfl-saa
title: Hydrozoa Owen, 1843

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/7wm-js3-l8a
title: Animalia

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/erx-djw-xrh
title: Hydrozoa Owen, 1843

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/a1n-6h8-r1q
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/qpg-t2y-9bm
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/jt8-qh3-pbq
title: †Glassia obovate Sowerby, 1839

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/msa-270-aec
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/3cp-b3q-3p3
title: Devononchus concinnus

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/bnw-2ff-53v
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/vcf-qk4-e7e
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/36a-s7l-p8s
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/dry-gas-mm5
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/1l2-nhb-qtw
title: †Glassia Davidson, 1881

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/7n6-xap-k9l
title: †Glassia Davidson, 1881

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/5l6-6pv-kcz
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/ybz-akw-vp1
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/0e5-pqs-v2q
title: †Atrypidina Rzhonsnitskaya, 1960

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/q2v-097-ee4
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/rlb-y8e-qxk
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/w73-sz4-y71
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/kl6-2v4-hqr
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/n9e-fza-3yr
title: Echinodermata

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/19f-nmt-0hw
title: †Obolus Eichwald, 1829

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/wpv-55c-xb6
title: Sophora L.

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/9nm-me3-82h
title: †Obolus Eichwald, 1829

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/3ap-bk7-3ek
title: Cephalopoda Cuvier, 1795

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/q1x-4qy-ff3
title: †Siphonotreta Verneuil, 1845

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/0k5-q6n-y5a
title: Sophora L.

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/xbb-7ae-nmx
title: †Obolus Eichwald, 1829

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/0kw-n7w-zhy
title: †Obolus Eichwald, 1829

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/xkn-lfs-y65
title: †Obolus Eichwald, 1829

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/75g-hk7-xx4
title: Sophora L.

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/75t-nth-p21
title: Nautiloidea Agassiz, 1847

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/10z-9jb-520
title: †Orthis Dalman, 1828

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/4qh-ra9-vne
title: sedimentary rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/n5a-wts-tf6
title: †Obolus apollinis Eichwald, 1829

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/rjy-lrp-vfg
title: sedimentary rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/9n3-wkp-a6f
title: †Diplotrypa petropolitana Nicholson, 1879

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/jw7-cwj-g04
title: Kenophyllum sp.

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/qn6-xs1-cml
title: †Leptaena Dalman, 1828

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/5th-0xn-frf
title: Chalcedony

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/q81-a04-dpt
title: Brachyelasma sp.

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/42q-fg9-d31
title: Helicelasma sp.

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/kk5-1sl-m00
title: sedimentary rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/hqp-f76-p1g
title: sedimentary rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/vc6-ley-1hs
title: Brachyelasma sp.

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/hrt-8v6-xnf
title: †Obolus Eichwald, 1829

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/jrj-153-ell
title: †Obolus Eichwald, 1829

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/4bk-npk-bnc
title: †Obolus Eichwald, 1829

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/gdp-8hw-e00
title: †Obolus Eichwald, 1829

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/lql-zme-ww0
title: Kenophyllum sp.

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/rk7-0sd-dpg
title: †Obolus Eichwald, 1829

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/5xz-fbs-ts1
title: †Obolus Eichwald, 1829

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/xan-gka-368
title: †Obolus Eichwald, 1829

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.6084/m9.figshare.28707044
title: Amplitude L Vs R Graphs

description: Amplitude differences in L Vs R (Baseline)
DOI: 10.3535/6xe-fj8-kyl
title: †Obolus Eichwald, 1829

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/rd9-67w-cgg
title: †Oepikina Salmon, 1942

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/0lg-xp9-yls
title: †Obolus Eichwald, 1829

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/bpd-5f1-spa
title: Dictyonema

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/91b-5my-y7z
title: Propora tubulata Eichwald

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/p7y-gb7-z5q
title: †Obolus Eichwald, 1829

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/42c-g91-7zx
title: †Obolus Eichwald, 1829

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/ycq-7d5-w3k
title: Helicelasma sp.

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/n6z-thw-1y4
title: †Obolus Eichwald, 1829

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/1tg-9qh-fhn
title: Kenophyllum siluricum (Dybowski)

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/712-klf-r5g
title: †Obolus Eichwald, 1829

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/k83-l71-vhy
title: †Obolus Eichwald, 1829

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/ya8-pbf-50r
title: †Obolus Eichwald, 1829

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/1pr-81c-gwe
title: †Obolus Eichwald, 1829

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/xv2-120-yw5
title: †Obolus Eichwald, 1829

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.15468/dl.749wgd
title: Occurrence Download

description: A dataset containing 309 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Rhynchostegiopsis tunguraguana (Mitt.) Broth."
 ]
}

 The dataset includes 309 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010663-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/6tb-gkc-6q8
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/m2p-1gf-w8q
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/27a-kpf-041
title: Cyathopodium Verrill, 1868

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/5v3-dp8-q67
title: †Glassia Davidson, 1881

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/q94-d4c-rnx
title: †Glassia Davidson, 1881

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/vqz-2vq-dpp
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/bhe-fd9-8cn
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/znx-vlp-w8a
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/f9w-y30-8yg
title: †Dalmanellidae Schuchert, 1913

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/fdl-4qx-hgn
title: †Isorthis Kozlowski, 1929

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/n4n-e9v-1qb
title: †Atrypa Dalman, 1828

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/jap-nn0-b3n
title: †Atrypa Dalman, 1828

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/m5r-jwx-1dp
title: †Atrypa Dalman, 1828

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/0jd-qyh-ktv
title: †Atrypa Dalman, 1828

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/7sn-bh7-rfw
title: †Meifodia Williams, 1951

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/e2d-znq-f6h
title: †Meifodia Williams, 1951

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/409-nhn-68g
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/rk1-djb-b7c
title: †Isorthis Kozlowski, 1929

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/wq4-alx-bgp
title: †Dalmanellidae Schuchert, 1913

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/wwm-dyw-eat
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/135-q3s-gzq
title: Linoporella G. Steinmann, 1899

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/3rk-7pz-0pt
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/bzm-vdx-qhe
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/jg3-7lh-b7h
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/60x-fq5-ggp
title: †Glassia Davidson, 1881

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.