cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.25549/rbm-c58-4822
title: Virginia deer, buck, galloping

description: Virginia deer, buck, galloping. This is plate 683, captioned "Virginia deer, buck, galloping" from Eadweard Muybridge. Animal locomotion: an electro-photographic investigation of consecutive phases of animal movements. 1872-1885 / published under the auspices of the University of Pennsylvania. Plates. The plates printed by the Photo-Gravure Company. Philadelphia, 1887.
DOI: 10.25549/rbm-c58-4825
title: Virginia deer, buck, galloping

description: Virginia deer, buck, galloping. This is plate 683, captioned "Virginia deer, buck, galloping" from Eadweard Muybridge. Animal locomotion: an electro-photographic investigation of consecutive phases of animal movements. 1872-1885 / published under the auspices of the University of Pennsylvania. Plates. The plates printed by the Photo-Gravure Company. Philadelphia, 1887.
DOI: 10.25549/rbm-c58-4809
title: Virginia deer, buck, galloping

description: Virginia deer, buck, galloping. This is plate 683, captioned "Virginia deer, buck, galloping" from Eadweard Muybridge. Animal locomotion: an electro-photographic investigation of consecutive phases of animal movements. 1872-1885 / published under the auspices of the University of Pennsylvania. Plates. The plates printed by the Photo-Gravure Company. Philadelphia, 1887.
DOI: 10.5281/zenodo.18698749
title: Linked collectors and determiners for: REDESCRIPTION OF Caridina cucphuongensis Dang, 1980 (CRUSTACEA: DECAPODA: ATYIDAE) FROM CUC PHUONG NATIONAL PARK, NORTHERN VIETNAM.

description: Natural history specimen data linked to collectors and determiners held within, "REDESCRIPTION OF Caridina cucphuongensis Dang, 1980 (CRUSTACEA: DECAPODA: ATYIDAE) FROM CUC PHUONG NATIONAL PARK, NORTHERN VIETNAM". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/aed2e182-23c2-4c08-8879-89e99ce76c97 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/aed2e182-23c2-4c08-8879-89e99ce76c97. Formatted as a Frictionless Data package.
DOI: 10.6084/m9.figshare.6216599.v1
title: Supplementary Material for: Thyroid Swelling: A Common Phenomenon in Art?

description: Representations of thyroid swelling, intended as an enlarged anterior neck region, in the artworks of various periods are sporadically reported in the scientific literature, and different intents may be hypothesized. A comprehensive review of the international literature was performed on PubMed, Embase, and ResearchGate with the aim to analyze the modalities of representation of thyroid swelling through the ages by different artistic movements. Thyroid swelling is frequently represented in the artworks of many stylistic periods and seems to be a known condition even by the earliest cultures. Thyroid swelling may be considered a common finding among forms of art distant in time and style. It is not always possible to define whether thyroid swelling is a realistic representation or a detail added by the author. Although the function of the gland was discovered only at the end of the 19th century, thanks to the artworks of authors in many cultures, it is nowadays possible to formulate hypotheses about the distribution of thyroid diseases over the centuries.
DOI: 10.5281/zenodo.18128900
title: Linked collectors and determiners for: REDESCRIPTION OF Caridina cucphuongensis Dang, 1980 (CRUSTACEA: DECAPODA: ATYIDAE) FROM CUC PHUONG NATIONAL PARK, NORTHERN VIETNAM.

description: Natural history specimen data linked to collectors and determiners held within, "REDESCRIPTION OF Caridina cucphuongensis Dang, 1980 (CRUSTACEA: DECAPODA: ATYIDAE) FROM CUC PHUONG NATIONAL PARK, NORTHERN VIETNAM". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/aed2e182-23c2-4c08-8879-89e99ce76c97 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/aed2e182-23c2-4c08-8879-89e99ce76c97. Formatted as a Frictionless Data package.
DOI: 10.6084/m9.figshare.6216599.v2
title: Supplementary Material for: Thyroid Swelling: A Common Phenomenon in Art?

description: Representations of thyroid swelling, intended as an enlarged anterior neck region, in the artworks of various periods are sporadically reported in the scientific literature, and different intents may be hypothesized. A comprehensive review of the international literature was performed on PubMed, Embase, and ResearchGate with the aim to analyze the modalities of representation of thyroid swelling through the ages by different artistic movements. Thyroid swelling is frequently represented in the artworks of many stylistic periods and seems to be a known condition even by the earliest cultures. Thyroid swelling may be considered a common finding among forms of art distant in time and style. It is not always possible to define whether thyroid swelling is a realistic representation or a detail added by the author. Although the function of the gland was discovered only at the end of the 19th century, thanks to the artworks of authors in many cultures, it is nowadays possible to formulate hypotheses about the distribution of thyroid diseases over the centuries.
DOI: 10.25549/rbm-c58-4810
title: Virginia deer, buck, galloping

description: Virginia deer, buck, galloping. This is plate 683, captioned "Virginia deer, buck, galloping" from Eadweard Muybridge. Animal locomotion: an electro-photographic investigation of consecutive phases of animal movements. 1872-1885 / published under the auspices of the University of Pennsylvania. Plates. The plates printed by the Photo-Gravure Company. Philadelphia, 1887.
DOI: 10.5281/zenodo.18128902
title: Linked collectors and determiners for: Destilados de agave poco conocidos del occidente de México: la agrobiodiversidad que lo sustenta.

description: Natural history specimen data linked to collectors and determiners held within, "Destilados de agave poco conocidos del occidente de México: la agrobiodiversidad que lo sustenta". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/b60b29d1-f557-4ddb-9c75-d611927dff4a using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/b60b29d1-f557-4ddb-9c75-d611927dff4a. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18698752
title: Linked collectors and determiners for: Destilados de agave poco conocidos del occidente de México: la agrobiodiversidad que lo sustenta.

description: Natural history specimen data linked to collectors and determiners held within, "Destilados de agave poco conocidos del occidente de México: la agrobiodiversidad que lo sustenta". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/b60b29d1-f557-4ddb-9c75-d611927dff4a using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/b60b29d1-f557-4ddb-9c75-d611927dff4a. Formatted as a Frictionless Data package.
DOI: 10.25549/rbm-c58-8249
title: Storks, swans, etc.

description: Storks, swans, etc.. This is plate 780, captioned "Storks, swans, etc." from Eadweard Muybridge. Animal locomotion: an electro-photographic investigation of consecutive phases of animal movements. 1872-1885 / published under the auspices of the University of Pennsylvania. Plates. The plates printed by the Photo-Gravure Company. Philadelphia, 1887.
DOI: 10.15468/dl.yjhrm3
title: Occurrence Download

description: A dataset containing 563012001 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((30.40099 38.5312, 42.62124 38.5312, 42.62124 26.31095, 30.40099 26.31095, 30.40099 38.5312))",
 {
 "or" : [
 "TaxonKey is Animalia",
 "TaxonKey is Plantae"
 ]
 },
 "HasCoordinate is true",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 563012001 records from 9931 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029353-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15515932
title: Tree growth response at stand edges in gap cutting in Finland

description: Dataset of article "Tree growth response at stand edges in gap cutting in Finland"
DOI: 10.5281/zenodo.15515933
title: Tree growth response at stand edges in gap cutting in Finland

description: Dataset of article "Tree growth response at stand edges in gap cutting in Finland"
DOI: 10.5281/zenodo.15515934
title: Power and Interest scores for stakeholders in research data management

description: To estimate the power and interest of each stakeholder group, a survey was conducted among RDM professionals, including data stewards, data managers, and librarians. Respondents were asked to rate the power and interest of various stakeholder groups on a scale from 0 (low) to 10 (high). A total of 95 responses were collected (Thanks for participating!), with 45 participants providing complete ratings for all 14 stakeholder groups (the dataset is available for reference). The survey participants were primarily recruited through national RDM networks, mailing lists, and professional community meetings, with the majority being RDM professionals affiliated with German academic institutions. However, a small number of respondents from other European institutions also contributed, offering additional perspectives from the broader European research landscape. The sample draws from a broad and diverse cross-section of practitioners across institutional roles and contexts, providing valuable insights into RDM engagement. For compliance and data protection reasons, and to avoid any administrative delays, the survey focused solely on rating the power and interest of stakeholders; no personally identifying or demographic data—such as age, institutional affiliation, discipline, or organizational unit—were collected from participants.
DOI: 10.5281/zenodo.15515935
title: Power and Interest scores for stakeholders in research data management

description: To estimate the power and interest of each stakeholder group, a survey was conducted among RDM professionals, including data stewards, data managers, and librarians. Respondents were asked to rate the power and interest of various stakeholder groups on a scale from 0 (low) to 10 (high). A total of 95 responses were collected (Thanks for participating!), with 45 participants providing complete ratings for all 14 stakeholder groups (the dataset is available for reference). The survey participants were primarily recruited through national RDM networks, mailing lists, and professional community meetings, with the majority being RDM professionals affiliated with German academic institutions. However, a small number of respondents from other European institutions also contributed, offering additional perspectives from the broader European research landscape. The sample draws from a broad and diverse cross-section of practitioners across institutional roles and contexts, providing valuable insights into RDM engagement. For compliance and data protection reasons, and to avoid any administrative delays, the survey focused solely on rating the power and interest of stakeholders; no personally identifying or demographic data—such as age, institutional affiliation, discipline, or organizational unit—were collected from participants.
DOI: 10.14459/2025mp1781408
title: Airborne Network Communication

description: This dataset contains processed simulation results from an Airborne Network. The simulations involved networks of 25 to 50 aerial vehicles with varying network parameters. In each simulation, 50 to 100 data flows with diverse source-destination pairs were scheduled for transmission. These flows consisted of 5 to 50 packets each, with packet sizes ranging from 300 to 1200 bytes, and were transmitted at 0.5-second intervals.
During network initialization, the distance between nodes followed a normal distribution with a specified mean (e.g., 160 km) and standard deviation, bounded by a minimum of 1 km and a maximum of 300 km. Links were established based on hop-to-hop distance, with a maximum reception range of 250 km. Following the simulations, a PyTorch dataset was created to facilitate the development of a model for estimating experienced delay based on the current network state and determined route. The models under consideration include Graph Neural Networks (GNNs), Feed-Forward Neural Networks (FFNs), Random Forest, Support Vector Machines, and Gradient Boosting Regressors (GBRs). The dataset comprises input features representing the network state and the corresponding output, which is the experienced delay.
For GNN-based algorithms, the input is PyTorch Geometric data consisting of node hidden states and adjacency indices. In this representation, GNN nodes correspond to network links and data flows. Four distinct datasets were generated, each with different hidden state dimensions and included features. The hidden state dimension exceeds the number of included features, with the remaining dimensions padded with zeros. These datasets are:
 dataset96_1: 96-dimensional hidden states, including 1 feature: link data rate (for links) and packet size (for flows);
 dataset96_3: 96-dimensional hidden states, including 3 features: link data rate, propagation delay, and link velocity (for links); and packet size and number of scheduled packets (for flows);
 dataset64_1: 64-dimensional hidden states, including 1 feature: link data rate (for links) and packet size (for flows);
 dataset64_3: 64-dimensional hidden states, including 3 features: link data rate, propagation delay, and link velocity (for links); and packet size and number of scheduled packets (for flows).
For machine learning-based algorithms, the input is a PyTorch tensor containing: the average data rate of links in the path, the minimum data rate in the path, the total propagation delay, the number of hops in the path, the packet size of the flow, the number of packets in the flow, the current maximum distance between two hops, and the link velocity of the link with the maximum distance.
DOI: 10.15468/dl.t4w44p
title: Occurrence Download

description: A dataset listing the 2381698 species recorded in GBIF matching the query:
{
 "TaxonKey" : [
 "is Animalia"
 ]
}

 The dataset's 2381698 records were derived from 54108 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001213-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15156/bio/sh1379225.10fu
title: SH1379225.10FU

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/sh1379227.10fu
title: SH1379227.10FU

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/sh1379229.10fu
title: SH1379229.10FU

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/sh1379230.10fu
title: SH1379230.10FU

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/sh1379231.10fu
title: SH1379231.10FU

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/sh1379233.10fu
title: SH1379233.10FU

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/sh1379234.10fu
title: SH1379234.10FU

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: 10.5281/zenodo.3951503
title: The Annotated Corpus of Classical Tibetan (ACTib) - Version 2.0 (Segmented & POS-tagged)

description: This corpus consisting of >185 million tokens is a segmented and part-of-speech tagged version of

Wallman, Jeff, Rowinski, Zach, Ngawang Trinley, Tomlinson, Chris, & Keutzer, Kurt. (2017). Collection of Tibetan etexts compiled by the Buddhist Digital Resource Center [Data set]. Zenodo. http://doi.org/10.5281/zenodo.821218

using the training data of

Hill, Nathan W., & Garrett, Edward. (2017). A part-of-speech (POS) tagged corpus of Classical Tibetan [Data set]. Zenodo. http://doi.org/10.5281/zenodo.574878

The code for segmenting and POS tagging any Tibetan file can be found on GitHub.

This Version 2 of ACTib is based on the same XML files as ACTib Version 1 (http://doi.org/10.5281/zenodo.823707), but contains both segmented and POS-tagged files and is improved in a number of ways, although post-processing was still done automatically and no manual correction was involved. For details of this improved annotation method see:

Meelen, Marieke, Roux, Élie & Hill, Nathan (2021). 'Optimisation of the largest annotated Tibetan corpus combining rule-based, memory-based & deep-learning methods' in ACM Transactions on Asian and Low-Resource Language Information Processing (TALLIP) , 20 , pp. 1–11. 
description: Acknowledgements go to the British Academy for funding Meelen's research through grant pf170063.