cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5517/ccdc.csd.cc2n5kn2
title: CCDC 2448214: Experimental Crystal Structure Determination

description: Related Article: Zhou He, Zhou He, Shaoying Ju, Ting Chen, Xinghua Zhang, Douglas W. Stephan, Yile Wu|2025|Chem.Commun.|61|10582|doi:10.1039/D5CC02623G
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2n5kp3
title: CCDC 2448215: Experimental Crystal Structure Determination

description: Related Article: Zhou He, Zhou He, Shaoying Ju, Ting Chen, Xinghua Zhang, Douglas W. Stephan, Yile Wu|2025|Chem.Commun.|61|10582|doi:10.1039/D5CC02623G
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.3535/1l3-lee-aqy
title: Telanthophora grandifolia (Less.) H. Rob. & Brettell

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/ebv-jxe-zhn
title: Electranthera mutica (DC.) Mesfin, Crawford & Pruski

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.5517/ccdc.csd.cc2n5kq4
title: CCDC 2448216: Experimental Crystal Structure Determination

description: Related Article: Zhou He, Zhou He, Shaoying Ju, Ting Chen, Xinghua Zhang, Douglas W. Stephan, Yile Wu|2025|Chem.Commun.|61|10582|doi:10.1039/D5CC02623G
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2n5kr5
title: CCDC 2448217: Experimental Crystal Structure Determination

description: Related Article: Zhou He, Zhou He, Shaoying Ju, Ting Chen, Xinghua Zhang, Douglas W. Stephan, Yile Wu|2025|Chem.Commun.|61|10582|doi:10.1039/D5CC02623G
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.3535/5sk-e9s-dgw
title: Electranthera mutica (DC.) Mesfin, Crawford & Pruski

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.5517/ccdc.csd.cc2n1mw7
title: CCDC 2444439: Experimental Crystal Structure Determination

description: Related Article: Xiaokang Wang, Hongyan Liu, Meng Sun, Fei Gao, Xueying Feng, Mingming Xu, Weidong Fan, Daofeng Sun|2025|Chem.Commun.|61|10538|doi:10.1039/D5CC02617B
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2n5ks6
title: CCDC 2448218: Experimental Crystal Structure Determination

description: Related Article: Zhou He, Zhou He, Shaoying Ju, Ting Chen, Xinghua Zhang, Douglas W. Stephan, Yile Wu|2025|Chem.Commun.|61|10582|doi:10.1039/D5CC02623G
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.3535/a3g-lfs-h98
title: Tanacetum parthenium (L.) Sch. Bip.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/d4j-xrs-6e5
title: Tagetes subulata Cerv.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.5517/ccdc.csd.cc2m6ht5
title: CCDC 2419327: Experimental Crystal Structure Determination

description: Related Article: Dipendu Mandal, Madison R. Esposito, Samuel E. Griffin, Grant P. Domecus, Seth M. Cohen|2025|Chem.Commun.|61|10526|doi:10.1039/D5CC02201K
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2m6hv6
title: CCDC 2419328: Experimental Crystal Structure Determination

description: Related Article: Dipendu Mandal, Madison R. Esposito, Samuel E. Griffin, Grant P. Domecus, Seth M. Cohen|2025|Chem.Commun.|61|10526|doi:10.1039/D5CC02201K
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.3535/kqa-eh9-11w
title: Electranthera mutica (DC.) Mesfin, Crawford & Pruski

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/tl0-nnr-9mh
title: Electranthera mutica (DC.) Mesfin, Crawford & Pruski

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/3sr-210-f8d
title: Tagetes subulata Cerv.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/754-f8v-rhx
title: Tagetes subulata Cerv.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/k6j-w75-292
title: Critonia daleoides DC.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/nxe-xrw-a2n
title: Tagetes filifolia Lag.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/xc3-zle-6bh
title: Electranthera mutica var. microcephala (Crawford) Mesfin, Crawford & Pruski

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/1sm-j2g-s7k
title: Tagetes filifolia Lag.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/b5w-88h-rlj
title: Electranthera mutica (DC.) Mesfin, Crawford & Pruski

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/b2v-kry-j0b
title: Asclepias curassavica L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/b4d-etq-ht0
title: Tagetes filifolia Lag.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/9se-4qw-56k
title: Cosmos caudatus Kunth

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/rey-agv-qmy
title: Tagetes filifolia Lag.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/ynv-hqf-nr7
title: Stevia rebaudiana (Bertoni) Bertoni

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/0ce-106-gd9
title: Critonia morifolia (Mill.) R. M. King & H. Rob.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/nnp-06h-b7a
title: Stevia ovata Willd.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/eem-afh-b5l
title: Electranthera mutica (DC.) Mesfin, Crawford & Pruski

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/3qg-8p6-t9l
title: Sinclairia glabra (Hemsl.) Rydb.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/75k-2j8-zca
title: Eremosis standleyi (S. F. Blake) Pruski

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/7p8-zl4-cp8
title: Eremosis leiocarpa (DC.) Gleason

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/ebs-g04-hra
title: Sonchus oleraceus L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/nlc-hfs-5wf
title: Impatiens sodenii Engl. & Warb. ex Engl.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/087-4hl-9mx
title: Impatiens hawkeri W. Bull

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/ecp-v5g-2x4
title: Simsia sanguinea A. Gray

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/6ac-0kl-c1j
title: Annona L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/gtp-8lv-cq0
title: Sinclairia glabra (Hemsl.) Rydb.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/3v4-5z2-j8x
title: Simsia foetida var. grandiflora (Benth.) D. M. Spooner

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/p72-k6p-2jm
title: Zinnia peruviana (L.) L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/fm3-1g4-t39
title: Anredera cordifolia (Ten.) Steenis

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/dw2-7ry-apn
title: Tithonia diversifolia (Hemsl.) A. Gray

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/yad-hp0-wx8
title: Tithonia rotundifolia (Mill.) S. F. Blake

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/jlv-rn4-1az
title: Isotrema stevensii (Barringer) X. X. Zhu, S. Liao & J. S. Ma

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/twd-qvx-mld
title: Aristolochia L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/820-akv-eh4
title: Syngonium salvadorense Schott

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/998-g80-60j
title: Dendropanax arboreus (L.) Decne. & Planch.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/9ma-dtx-b1t
title: Iresine diffusa Humb. & Bonpl. ex Willd.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/jlr-28n-nqz
title: Dendropanax arboreus (L.) Decne. & Planch.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/p3j-hr3-bkk
title: Dendropanax arboreus (L.) Decne. & Planch.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/dbw-0zy-1v0
title: Ilex pallida Standl.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/n31-0e9-lxe
title: Ilex pallida Standl.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/7r1-arz-twj
title: Vailia anomala (Brandegee) W. D. Stevens

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/v4k-kmk-cfn
title: Ilex liebmannii Standl.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/9lq-67c-50z
title: Asclepias curassavica L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/z6y-w3j-9wq
title: Aristolochia ringens Vahl

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/00s-paw-el1
title: Asclepias curassavica L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/des-y7b-mm6
title: Ilex discolor Hemsl.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/nv5-pmq-jl7
title: Ilex pallida Standl.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/lnp-s0h-kzf
title: Ageratum corymbosum Zucc.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.15468/dl.keejnr
title: Occurrence Download

description: A dataset containing 11174 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Effects of triclosan on bacterial community composition in natural seawater microcosms"
 ]
}

 The dataset includes 11174 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0212244-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rn66rr
title: Occurrence Download

description: A dataset containing 987842 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Viburnum L."
 ]
}

 The dataset includes 987842 records from 2292 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0242053-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5xyjpt
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Allolepidapedon fistulariae",
 "Country is Italy",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001439-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/cc97bzt
title: CCDC 275186: Experimental Crystal Structure Determination

description: Related Article: Steven A. Tymonko ,  Russell C. Smith ,  Andrea Ambrosi ,  Michael H. Ober ,  Hao Wang ,  and Scott E. Denmark|2015|J.Am.Chem.Soc.|137|6200|doi:10.1021/jacs.5b02518
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccqpk53
title: CCDC 676115: Experimental Crystal Structure Determination

description: Related Article: Jia Li, Christine N. Morrison, Monika A. Molenda, Thejas Suvarna, Nina Tymińska, William W. Brennessel, Michael D. Sevilla, Ferman A. Chavez|2015|Inorg.Chim.Acta|434|79|doi:10.1016/j.ica.2015.05.009
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccrrzn3
title: CCDC 708246: Experimental Crystal Structure Determination

description: Related Article: A. John Maria Xavier, N. Arockia Samy, M. Wilson Bosco Paul, B. Brainard, M. Letticia, V. Alexander|2015|New J.Chem.|39|4284|doi:10.1039/C5NJ00082C
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.15468/dl.84ys6e
title: Occurrence Download

description: A dataset containing 158 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Cissus cacuminis"
 ]
}

 The dataset includes 158 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009007-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17050583
title: Cardiac Immune scRNA-seq + TCR-seq in a preclinical model of ICI myocarditis

description: Raw matrices of scRNA-seq of CD45+ sorted cardiac cells from Lag3-/-,Pdcd1-/- and Wildtype mice. Filtered TCR-Seq contig analyses for both Lag3-/-,Pdcd1-/- (DKO) and Wildtype (WT). Source Code for basic analyses.
DOI: 10.5281/zenodo.17488985
title: Cardiac Immune scRNA-seq + TCR-seq in a preclinical model of ICI myocarditis

description: Raw matrices of scRNA-seq of CD45+ sorted cardiac cells from Lag3-/-,Pdcd1-/- and Wildtype mice. Filtered TCR-Seq contig analyses for both Lag3-/-,Pdcd1-/- (DKO) and Wildtype (WT). Source Code for basic analyses.
DOI: 10.15468/dl.9p7566
title: Occurrence Download

description: A dataset containing 2128 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-76.18562 0.37456,-76.14456 0.70308,-76.63303 0.69659,-76.7519 0.28595,-76.42121 0.24488,-76.40392 0.38537,-76.31098 0.42211,-76.25046 0.41563,-76.18562 0.37456))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Amphibia"
 ]
}

 The dataset includes 2128 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009008-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.myefvy
title: Occurrence Download

description: A dataset containing 334 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Malaysia, Indonesia, Papua New Guinea)",
 "OccurrenceStatus is Present",
 "TaxonKey is Picrodendraceae",
 "Year 1960-2025"
 ]
}

 The dataset includes 334 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009009-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m9f7uu
title: Occurrence Download

description: A dataset containing 411 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((7.5659 44.81903,7.56638 44.80896,7.57416 44.80132,7.58776 44.80159,7.5959 44.80595,7.59176 44.8185,7.58547 44.8229,7.57354 44.82294,7.56685 44.82057,7.5659 44.81903))",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 411 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009010-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yu53vp
title: Occurrence Download

description: A dataset containing 157218 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Podocarpaceae)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 157218 records from 635 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008998-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7934/p6019
title: Taxonomic review, ontogeny and phylogeny of the aeduellids from the upper Carboniferous Decazeville Basin (Aveyron, France) (project)
DOI: 10.7934/x30871
title: Taxonomic review, ontogeny and phylogeny of the aeduellids from the upper Carboniferous Decazeville Basin (Aveyron, France) (project) [X30871] Taxonomic review, ontogeny and phylogeny of the aeduellids from the Upper Carboniferous Decazeville Basin (Aveyron, France)
DOI: 10.15468/dl.vyqw8c
title: Occurrence Download

description: A dataset containing 33 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Cissus cucurbitina"
 ]
}

 The dataset includes 33 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009012-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17489008
title: Synthetic RDF Data

description: This dataset contains synthetic RDF data generated as part of my master's thesis research. The data was generated based on SHACL (Shapes Constraint Language) shapes that define the structure and constraints of RDF graphs.

Two different generative models were used:





GAN (Generative Adversarial Network): Used to model and sample property values by learning the distribution of entities and relationships.




VAE (Variational Autoencoder): Used to capture the latent distribution of data features and generate new, realistic RDF instances while preserving SHACL constraints.



The primary objective was to produce high-quality, diverse synthetic knowledge graph data that:





Adheres to SHACL constraints




Represents realistic distributions




Is suitable for testing RDF-based systems and knowledge graph pipelines
DOI: 10.5281/zenodo.17489005
title: ICTV 2024 Virus Metadata Resource (VMR)

description: The Virus Metadata Resource (VMR) provides exemplar virus isolates for each virus species, these being examples of well-characterized isolates of that species. Entries include the virus name, isolate designation, suggested abbreviation, GenBank accession number, genome composition, and host source.