cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/ams-59l-98m
title: Clio pyramidata Linnaeus, 1767

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jnx-hq2-tgw
title: Caecum clarkii P. P. Carpenter, 1859

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rcw-paz-nwd
title: Alvania beanii (Hanley, 1844)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ll3-qca-m52
title: Euglesa henslowana (Sheppard, 1825)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/eqp-7bs-02x
title: Urticicola Lindholm, 1927

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hpv-qtx-b81
title: Rissoa auriscalpium (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1hw-rea-b2z
title: Glyptophysa gibbosa (A. Gould, 1847)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/r9r-r55-n3c
title: Chondrina avenacea avenacea (Bruguière, 1792)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/brw-8jb-za4
title: Philine catena (Montagu, 1803)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/7vr-vf8-z1h
title: Sphaerium corneum (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.5281/zenodo.16794775
title: Through the Eyes of Emotion - Processed dataset (Part 1)

description: This is Through the Eyes of Emotion processed dataset PART 1, it is a ready-to-train, curated version of the raw VR eye-tracking data, where all modalities are synchronized, segmented into fixed-length samples, normalized, and serialized into per-participant H5 files (processed_dataset/[processing_parameters]/Pxx.h5) with an accompanying index_info.json for fast indexing and loader integration.

Each H5 file contains a labels array (compound dtype with subject, label, and session_label) plus modality tensors: gaze_pupil feature matrices and eye0/eye1 frame sequences, all temporally aligned and standardized; samples are derived from the session timestamps in user_label.json, with consistent preprocessing (e.g., resizing, normalization, feature standardization) and removal of invalid/missing windows.

This release supports immediate use in supervised emotion recognition, multimodal fusion, and temporal sequence modeling, and is compatible with the provided training scripts and configurations for reproducible results; please cite “Through the Eyes of Emotion: A Multi‑faceted Eye Tracking Dataset for Emotion Recognition in Virtual Reality” when using this resource.
DOI: 10.5281/zenodo.16794776
title: Through the Eyes of Emotion - Processed dataset (Part 1)

description: This is Through the Eyes of Emotion processed dataset PART 1, it is a ready-to-train, curated version of the raw VR eye-tracking data, where all modalities are synchronized, segmented into fixed-length samples, normalized, and serialized into per-participant H5 files (processed_dataset/[processing_parameters]/Pxx.h5) with an accompanying index_info.json for fast indexing and loader integration.

Each H5 file contains a labels array (compound dtype with subject, label, and session_label) plus modality tensors: gaze_pupil feature matrices and eye0/eye1 frame sequences, all temporally aligned and standardized; samples are derived from the session timestamps in user_label.json, with consistent preprocessing (e.g., resizing, normalization, feature standardization) and removal of invalid/missing windows.

This release supports immediate use in supervised emotion recognition, multimodal fusion, and temporal sequence modeling, and is compatible with the provided training scripts and configurations for reproducible results; please cite “Through the Eyes of Emotion: A Multi‑faceted Eye Tracking Dataset for Emotion Recognition in Virtual Reality” when using this resource.
DOI: 10.3535/pk6-550-am0
title: Anadara antiquata (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/sv3-81h-wrz
title: Pisinna castella (Laseron, 1950)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cyc-kd2-g41
title: Cerithiopsis tubercularis (Montagu, 1803)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xnj-f16-y1s
title: Ficus ficus (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cgq-kpm-8th
title: Spiralina spiralis (Montagu, 1803)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/s3z-b1x-t0w
title: Graphis albida (Kanmacher, 1798)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/60l-swz-431
title: Aclis minor (T. Brown, 1827)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/c2f-yf9-d94
title: Lepidopleurus Risso, 1826

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/71v-68x-rjk
title: Omalogyra atomus (R. A. Philippi, 1841)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5zv-2da-4rk
title: Nucula nitidosa Winckworth, 1930

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vsh-h61-9sx
title: Monacha cartusiana (O. F. Müller, 1774)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jbd-rb8-epn
title: Alvania geryonia (Nardo, 1847)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/y7t-mj9-0sp
title: Chondrula bergeri (J. R. Roth, 1839)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wnv-870-cr5
title: Euglesa supina (A. Schmidt, 1851)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wq8-7dd-qcp
title: Gibberula miliaria (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lfb-6c3-1vt
title: Ividella abbotti (Olsson & McGinty, 1958)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/m70-df2-678
title: Euglesa supina (A. Schmidt, 1851)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/w1b-98f-zkg
title: Ebala nitidissima (Montagu, 1803)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mly-bmy-h30
title: Crisilla beniamina (Monterosato, 1884)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qkb-rlh-675
title: Hemipolygona carinifera (Lamarck, 1816)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/l0z-eg0-k1m
title: Parthenina interstincta (J. Adams, 1797)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/s6v-zgh-j7g
title: Hydromyles globulosus (Rang, 1825)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2a5-dty-r2m
title: Spongiobranchaea australis A. d'Orbigny, 1836

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/j3r-pl5-4jh
title: Clione limacina (Phipps, 1774)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/sbz-ze6-p9m
title: Alvania pagodula (Bucquoy, Dautzenberg & Dollfus, 1884)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wjb-a3b-pgl
title: Cymbulia peronii Blainville, 1818

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ved-bkq-8zk
title: Alvania beanii (Hanley, 1844)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dap-yy5-ec4
title: Caecum glabrum (Montagu, 1803)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vh5-c51-nv2
title: Cymbulia peronii Blainville, 1818

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/sm1-jvw-7hq
title: Mitrella gervillii (Payraudeau, 1826)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wpv-b4j-y0c
title: Emarginula pustula Thiele, 1913

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2gc-prq-a79
title: Skeneoides exilissima (R. A. Philippi, 1844)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cja-ev6-687
title: Cochlodina costata fusca (De Betta, 1852)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/sfz-s0t-rx9
title: Pseudofusus parvulus Monterosato, 1884

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/485-l48-a1c
title: Pseudofusus rostratus (Olivi, 1792)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/sjv-max-pzd
title: Pandora inaequivalvis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/s9p-erp-n0z
title: Parthenina monozona (Brusina, 1869)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xl0-n1v-tkv
title: Barbatia virescens (Reeve, 1844)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.5517/cc10xp0m
title: CCDC 951080: Experimental Crystal Structure Determination

description: Related Article: Maxim V. Ponomarenko, Katrin Lummer, Andrey A. Fokin, Yurii A. Serguchev, Bassem S. Bassil, Gerd-Volker Röschenthaler|2013|Org.Biomol.Chem.|11|8103|doi:10.1039/C3OB41560K
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/cc10xv4x
title: CCDC 951239: Experimental Crystal Structure Determination

description: Related Article: Jungang Wang, Jiachen Xiang, Anxin Wu, Xianggao Meng|2013|CrystEngComm|15|10079|doi:10.1039/C3CE41702F
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/cc10xv5y
title: CCDC 951240: Experimental Crystal Structure Determination

description: Related Article: Jungang Wang, Jiachen Xiang, Anxin Wu, Xianggao Meng|2013|CrystEngComm|15|10079|doi:10.1039/C3CE41702F
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/cc10xv6z
title: CCDC 951241: Experimental Crystal Structure Determination

description: Related Article: Jungang Wang, Jiachen Xiang, Anxin Wu, Xianggao Meng|2013|CrystEngComm|15|10079|doi:10.1039/C3CE41702F
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/cc10xv70
title: CCDC 951242: Experimental Crystal Structure Determination

description: Related Article: Jungang Wang, Jiachen Xiang, Anxin Wu, Xianggao Meng|2013|CrystEngComm|15|10079|doi:10.1039/C3CE41702F
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/cc10xv81
title: CCDC 951243: Experimental Crystal Structure Determination

description: Related Article: Jungang Wang, Jiachen Xiang, Anxin Wu, Xianggao Meng|2013|CrystEngComm|15|10079|doi:10.1039/C3CE41702F
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: 10.15156/bio/sh0167181.10fu
title: SH0167181.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.17639/nott.7633
title: VOICE2 communication skills training evaluation data

description: Interview and questionnaire data from the evaluation of the VOICE2 dementia communication skills training course using a case study design and Kirkpatrick's framework
DOI: 10.15156/bio/sh0167182.10fu
title: SH0167182.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15156/bio/sh0167183.10fu
title: SH0167183.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15156/bio/sh0167184.10fu
title: SH0167184.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15156/bio/sh0167185.10fu
title: SH0167185.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15156/bio/sh0167186.10fu
title: SH0167186.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15156/bio/sh0167187.10fu
title: SH0167187.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15156/bio/sh0167188.10fu
title: SH0167188.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.