cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18128261
title: Linked collectors and determiners for: New species of the cuckoo bee genus Austrosphecodes Michener, 1978 (Hymenoptera: Apoidea: Sphecodini) and a key for Brazilian species.

description: Natural history specimen data linked to collectors and determiners held within, "New species of the cuckoo bee genus Austrosphecodes Michener, 1978 (Hymenoptera: Apoidea: Sphecodini) and a key for Brazilian species". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/303b5752-420d-4de2-9cf0-9b376acb2c14 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/303b5752-420d-4de2-9cf0-9b376acb2c14. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18128263
title: Linked collectors and determiners for: The Afrotropical and West-Palaearctic species of Ecrizotes Förster (Hymenoptera: Pirenidae).

description: Natural history specimen data linked to collectors and determiners held within, "The Afrotropical and West-Palaearctic species of Ecrizotes Förster (Hymenoptera: Pirenidae)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/3a5f1bf6-24eb-46e3-b5cc-2f6b0a6693e1 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/3a5f1bf6-24eb-46e3-b5cc-2f6b0a6693e1. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18128265
title: Linked collectors and determiners for: Revision of the punctatus species-group of Dissomphalus Ashmead (Hymenoptera, Bethylidae).

description: Natural history specimen data linked to collectors and determiners held within, "Revision of the punctatus species-group of Dissomphalus Ashmead (Hymenoptera, Bethylidae)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/44cb30c3-9391-495c-90c7-a7457bfdfdd7 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/44cb30c3-9391-495c-90c7-a7457bfdfdd7. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18128267
title: Linked collectors and determiners for: A new case of gynandromorphism in the Halictus simplex species group (Hymenoptera: Halictidae).

description: Natural history specimen data linked to collectors and determiners held within, "A new case of gynandromorphism in the Halictus simplex species group (Hymenoptera: Halictidae)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/4e8df9c0-0873-447c-955a-ccbefca74b30 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/4e8df9c0-0873-447c-955a-ccbefca74b30. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18128271
title: Linked collectors and determiners for: Bridging the gap: A new species of arboreal Abronia (Squamata: Anguidae) from the Northern Highlands of Chiapas, Mexico.

description: Natural history specimen data linked to collectors and determiners held within, "Bridging the gap: A new species of arboreal Abronia (Squamata: Anguidae) from the Northern Highlands of Chiapas, Mexico". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/502747cf-4b7e-40d8-9c25-78513fc0972d using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/502747cf-4b7e-40d8-9c25-78513fc0972d. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18128275
title: Linked collectors and determiners for: Bumblebees of the hypnorum-complex world-wide including two new near-cryptic species (Hymenoptera: Apidae).

description: Natural history specimen data linked to collectors and determiners held within, "Bumblebees of the hypnorum-complex world-wide including two new near-cryptic species (Hymenoptera: Apidae)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/531573c2-bb29-4194-8c2a-dfb98b951640 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/531573c2-bb29-4194-8c2a-dfb98b951640. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18128273
title: Linked collectors and determiners for: Phytopathogenic fungi - Herbarium of The National Natural History Collections.

description: Natural history specimen data linked to collectors and determiners held within, "Phytopathogenic fungi - Herbarium of The National Natural History Collections". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/5248dca1-f59f-4dd5-b3e2-7566518ddea4 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/5248dca1-f59f-4dd5-b3e2-7566518ddea4. Formatted as a Frictionless Data package.
DOI: 10.15468/dl.2jjm8g
title: Occurrence Download

description: A dataset containing 318 species occurrences available in GBIF matching the query:
{
 "and" : [
 "RecordedBy is A. Henry",
 "Year 1000-1900"
 ]
}

 The dataset includes 318 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070852-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18128233
title: Marbach Apotheke (ca. 1924/1947)

description: Historical questionnaire/s 1924/1948 and index cards, partly selected enclosures regarding the history of a German pharmacy, catalogued via Kalliope portal (Historischer Fragebogen 1924/1948 und Karteikarten, ggf. gemeinfreie Anlagen zur Apothekengeschichte; als Katalog dient das Nachlassportal Kalliope): https://kalliope-verbund.info/DE-611-BF-70963 [Funktion: Im Findbuch anzeigen]Please note: The Kalliope catalogue entry might indicate related material in the archival folder which cannot be published due to copyright or other legal restrictions (NB: Das Katalogisat bei Kalliope kann auch auf Materialien - teils erheblichen Umfangs - verweisen, die aus archiv- oder urheberrechtlichen Gründen nicht veröffentlicht werden dürfen).Historical
DOI: 10.5281/zenodo.18128232
title: Marbach Apotheke (ca. 1924/1947)

description: Historical questionnaire/s 1924/1948 and index cards, partly selected enclosures regarding the history of a German pharmacy, catalogued via Kalliope portal (Historischer Fragebogen 1924/1948 und Karteikarten, ggf. gemeinfreie Anlagen zur Apothekengeschichte; als Katalog dient das Nachlassportal Kalliope): https://kalliope-verbund.info/DE-611-BF-70963 [Funktion: Im Findbuch anzeigen]Please note: The Kalliope catalogue entry might indicate related material in the archival folder which cannot be published due to copyright or other legal restrictions (NB: Das Katalogisat bei Kalliope kann auch auf Materialien - teils erheblichen Umfangs - verweisen, die aus archiv- oder urheberrechtlichen Gründen nicht veröffentlicht werden dürfen).Historical
DOI: 10.5281/zenodo.18128279
title: Linked collectors and determiners for: Revision of the Eurasian species of Aegilips Haliday, 1835 (Hymenoptera: Figitidae: Anacharitinae).

description: Natural history specimen data linked to collectors and determiners held within, "Revision of the Eurasian species of Aegilips Haliday, 1835 (Hymenoptera: Figitidae: Anacharitinae)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/5828a31f-669c-4994-904e-0e16f9ae07ed using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/5828a31f-669c-4994-904e-0e16f9ae07ed. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18128283
title: Linked collectors and determiners for: Laboulbeniomycetes (Fungi, Ascomycota) of Denmark.

description: Natural history specimen data linked to collectors and determiners held within, "Laboulbeniomycetes (Fungi, Ascomycota) of Denmark". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/592281fb-ec34-447a-869b-e2722722534e using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/592281fb-ec34-447a-869b-e2722722534e. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18128285
title: Linked collectors and determiners for: A contribution to the knowledge of Namibian Atherigona Rondani (Diptera: Muscidae), with the descriptions of four new species and two new subspecies.

description: Natural history specimen data linked to collectors and determiners held within, "A contribution to the knowledge of Namibian Atherigona Rondani (Diptera: Muscidae), with the descriptions of four new species and two new subspecies". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/5a4da453-3c1a-4671-88d2-da5e7b5c3bb3 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/5a4da453-3c1a-4671-88d2-da5e7b5c3bb3. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18128287
title: Linked collectors and determiners for: New country record and commentary for Aulacidea hei Wang et al. (Hymenoptera: Cynipidae: Aulacideini).

description: Natural history specimen data linked to collectors and determiners held within, "New country record and commentary for Aulacidea hei Wang et al. (Hymenoptera: Cynipidae: Aulacideini)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/5a8356b1-acac-424d-9243-af5904d0fb59 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/5a8356b1-acac-424d-9243-af5904d0fb59. Formatted as a Frictionless Data package.
DOI: 10.17632/w2wmtthcyh
title: Research data for "Thermal and Photoinduced Chemistry of the Aromatic Criegee Intermediate, Benzaldehyde Oxide: Implications for Indoor Air Quality"

description: Research data underpinning the article entitled "Thermal and Photoinduced Chemistry of the Aromatic Criegee Intermediate, Benzaldehyde Oxide: Implications for Indoor Air Quality" by Guidry et al. 

A README file outlining the dataset is included in the repository.
DOI: 10.17632/w2wmtthcyh.1
title: Research data for "Thermal and Photoinduced Chemistry of the Aromatic Criegee Intermediate, Benzaldehyde Oxide: Implications for Indoor Air Quality"

description: Research data underpinning the article entitled "Thermal and Photoinduced Chemistry of the Aromatic Criegee Intermediate, Benzaldehyde Oxide: Implications for Indoor Air Quality" by Guidry et al. 

A README file outlining the dataset is included in the repository.
DOI: 10.17632/b8jn5rtwkg
title: Genome analysis dataset of Xylaria sp. KR-3U isolated from Catharanthus roseus leaves

description: This dataset contains secondary genome analysis files for Xylaria sp. KR-3U, including antiSMASH biosynthetic gene cluster predictions, dbCAN3 CAZyme annotations, KEGG pathway assignments, and BUSCO completeness reports. The dataset supports the forthcoming manuscript entitled "Draft genome dataset of Xylaria sp. KR-3U isolated from Catharanthus roseus leaves collected in India". This version 3 update includes the assembled genome (FASTA) and gene annotation (GFF3) of Xylaria sp. KR-3U.
DOI: 10.17632/b8jn5rtwkg.3
title: Genome analysis dataset of Xylaria sp. KR-3U isolated from Catharanthus roseus leaves

description: This dataset contains secondary genome analysis files for Xylaria sp. KR-3U, including antiSMASH biosynthetic gene cluster predictions, dbCAN3 CAZyme annotations, KEGG pathway assignments, and BUSCO completeness reports. The dataset supports the forthcoming manuscript entitled "Draft genome dataset of Xylaria sp. KR-3U isolated from Catharanthus roseus leaves collected in India". This version 3 update includes the assembled genome (FASTA) and gene annotation (GFF3) of Xylaria sp. KR-3U.
DOI: 10.5281/zenodo.18128289
title: Linked collectors and determiners for: Revisions of Holocnemus and Crossopriza: the spotted-leg clade of Smeringopinae (Araneae, Pholcidae).

description: Natural history specimen data linked to collectors and determiners held within, "Revisions of Holocnemus and Crossopriza: the spotted-leg clade of Smeringopinae (Araneae, Pholcidae)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/6120f0db-2d3a-42e4-bb53-047126773529 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/6120f0db-2d3a-42e4-bb53-047126773529. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18128291
title: Linked collectors and determiners for: The spiraling story of Tyleropappus and a new name for Calea (Asteraceae: Neurolaeneae) from Venezuela.

description: Natural history specimen data linked to collectors and determiners held within, "The spiraling story of Tyleropappus and a new name for Calea (Asteraceae: Neurolaeneae) from Venezuela". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/5cf6ac42-3654-4dc5-a767-ffe5d51fa03b using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/5cf6ac42-3654-4dc5-a767-ffe5d51fa03b. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18128295
title: Linked collectors and determiners for: A new species of Paranecepsia (Euphorbiaceae-Acalyphoideae) from Madagascar and its relationships among the ' alchorneoids clade'.

description: Natural history specimen data linked to collectors and determiners held within, "A new species of Paranecepsia (Euphorbiaceae-Acalyphoideae) from Madagascar and its relationships among the ' alchorneoids clade'". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/6836120f-3190-4991-a2b1-2852c6b30f0f using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/6836120f-3190-4991-a2b1-2852c6b30f0f. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18128297
title: Linked collectors and determiners for: Relicthemisia, a new subgenus of the oil-collecting bee genus Centris Fabricius, 1804 with notes on distribution and host plants of C. xanthomelaena Moure & Castro, 2001 (Hymenoptera: Apidae).

description: Natural history specimen data linked to collectors and determiners held within, "Relicthemisia, a new subgenus of the oil-collecting bee genus Centris Fabricius, 1804 with notes on distribution and host plants of C. xanthomelaena Moure & Castro, 2001 (Hymenoptera: Apidae)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/66eb2002-0cf8-4755-8af4-304c8094d74d using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/66eb2002-0cf8-4755-8af4-304c8094d74d. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18128299
title: Linked collectors and determiners for: Preliminary revision of the Indian cuckoo wasp genera Trichrysis Lichtenstein, 1876 and Chrysidea Bischoff, 1910, with description of a new species (Hymenoptera, Chrysididae).

description: Natural history specimen data linked to collectors and determiners held within, "Preliminary revision of the Indian cuckoo wasp genera Trichrysis Lichtenstein, 1876 and Chrysidea Bischoff, 1910, with description of a new species (Hymenoptera, Chrysididae)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/7d36df18-139b-482b-b1c8-6ac9f40ce916 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/7d36df18-139b-482b-b1c8-6ac9f40ce916. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18128301
title: Linked collectors and determiners for: Labahitha spiders (Arachnida: Araneae: Filistatidae) from islands in the Indian and Pacific Oceans.

description: Natural history specimen data linked to collectors and determiners held within, "Labahitha spiders (Arachnida: Araneae: Filistatidae) from islands in the Indian and Pacific Oceans". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/7f51a014-78c1-4d19-bbd7-1d7e3d255475 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/7f51a014-78c1-4d19-bbd7-1d7e3d255475. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18128305
title: Linked collectors and determiners for: The Paepalanthoideae (Eriocaulaceae) of the Chapada dos Veadeiros National Park, Brazil: taxonomic novelties, identification key, and illustrated list of species.

description: Natural history specimen data linked to collectors and determiners held within, "The Paepalanthoideae (Eriocaulaceae) of the Chapada dos Veadeiros National Park, Brazil: taxonomic novelties, identification key, and illustrated list of species". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/8357241b-f19c-4873-9cb2-ae523b668b94 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/8357241b-f19c-4873-9cb2-ae523b668b94. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18128307
title: Linked collectors and determiners for: Large ants are not easy - the taxonomy of Dinoponera Roger (Hymenoptera: Formicidae: Ponerinae).

description: Natural history specimen data linked to collectors and determiners held within, "Large ants are not easy - the taxonomy of Dinoponera Roger (Hymenoptera: Formicidae: Ponerinae)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/8ddfc41f-28aa-48b4-a24d-25ba06447ef0 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/8ddfc41f-28aa-48b4-a24d-25ba06447ef0. Formatted as a Frictionless Data package.
DOI: 10.34740/kaggle/dsv/14354277
title: WikipediA expanded SQuAD for RAG Evaluation
DOI: 10.5281/zenodo.18128311
title: Linked collectors and determiners for: A taxonomic revision of the New World genus Agamopus Bates, 1887 (Coleoptera: Scarabaeinae: Ateuchini).

description: Natural history specimen data linked to collectors and determiners held within, "A taxonomic revision of the New World genus Agamopus Bates, 1887 (Coleoptera: Scarabaeinae: Ateuchini)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/98d2d2bb-4ecc-4591-a4a9-8dd9cc12d870 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/98d2d2bb-4ecc-4591-a4a9-8dd9cc12d870. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18128313
title: Linked collectors and determiners for: The wasp genus Sphex in Sub-Saharan Africa (Hymenoptera: Sphecidae).

description: Natural history specimen data linked to collectors and determiners held within, "The wasp genus Sphex in Sub-Saharan Africa (Hymenoptera: Sphecidae)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/9c3fa32d-4320-4170-83e3-a5c045a4ba68 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/9c3fa32d-4320-4170-83e3-a5c045a4ba68. Formatted as a Frictionless Data package.
DOI: 10.17632/v2drszckst
title: Multi-Dimensional Impacts of Rural Tourism on Poverty in China’s Post-Poverty Era: A Sustainable Livelihoods Approach

description: This is the transcript of the interviews with 29 stakeholders in my academic research titled "Multi-Dimensional Impacts of Rural Tourism on Poverty in China’s Post-Poverty Era: A Sustainable Livelihoods Approach". This is the core dataset of my research.
DOI: 10.17632/v2drszckst.1
title: Multi-Dimensional Impacts of Rural Tourism on Poverty in China’s Post-Poverty Era: A Sustainable Livelihoods Approach

description: This is the transcript of the interviews with 29 stakeholders in my academic research titled "Multi-Dimensional Impacts of Rural Tourism on Poverty in China’s Post-Poverty Era: A Sustainable Livelihoods Approach". This is the core dataset of my research.
DOI: 10.17632/x6bgc8j4ms.1
title: sustainability_dataset_performance

description: The aggregated experimental results that support the findings of this study are provided as a supplementary dataset file: sustainability_dataset_performance.csv (Table I metrics; hydropower and CT case studies). The dataset is reported at an aggregated level (mean ± SD) and does not include run-level raw measurements. In this study, N refers to repeated runs/sessions per domain and condition. A brief description of the dataset and scope is provided in sustainability_dataset_readme.md.

For submission convenience, the supplementary materials are also provided as a single attachment package: sustainability_dataset_package.zip (includes the dataset CSV, README, data dictionary, and methods file).
DOI: 10.17632/55f889ncnx
title: UzbekPOS: Multi-domain Part-Of-Speech Dataset for the Uzbek Language

description: UzbekPOS: Multi-domain Part-Of-Speech Dataset for the Uzbek Language 


UzbekPOS is a manually annotated, multi-domain Part-of-Speech (POS) tagging dataset for the Uzbek language, created to support research and development in Natural Language Processing (NLP), computational linguistics, and corpus linguistics. Uzbek is a morphologically rich and under-resourced Turkic language, and this dataset addresses the lack of large-scale, high-quality annotated resources for fundamental linguistic tasks.

The dataset contains 4,412 sentences and 53113 token–tag pairs, collected from 25 diverse domains, including literature, news, science, education, law, medicine, technology, social interaction, and public discourse. This wide domain coverage ensures linguistic, stylistic, and topical diversity, making the corpus suitable for both academic research and applied NLP systems.

All sentences were manually tokenized and POS-tagged by expert annotators using a carefully designed tagset based on the Universal Dependencies (UD) UPOS framework, with adaptations for Uzbek-specific grammatical features. The standard DET (Determiner) tag was omitted due to the absence of articles in Uzbek, and a language-specific MOD (Modal) tag was introduced to better capture Uzbek functional grammar. The final tagset consists of 16 POS tags.

To guarantee high annotation quality, each sentence was processed through a three-stage validation pipeline: initial annotation, independent cross-verification by a second expert, and final adjudication by a senior linguist in cases of disagreement. This process ensures the dataset represents a gold-standard POS resource.

The UzbekPOS dataset is distributed in multiple widely used formats to maximize accessibility and reuse:

Raw annotated text (.txt) with / structure

Tab-Separated Values (.tsv) for easy inspection and processing

JSON Lines (.jsonl) for scalable programmatic use

CoNLL-U (.conllu) format, fully compatible with UD-based NLP tools

In addition, predefined train, development, and test splits are included to support standardized benchmarking and reproducible experiments.

UzbekPOS can be used for:

Training and evaluating POS taggers for Uzbek

Morphological and syntactic analysis

Cross-lingual and typological studies of Turkic languages

Transfer learning and low-resource NLP research

Educational purposes in NLP and corpus linguistics

This dataset is one of the largest openly available POS-tagged corpora for Uzbek and provides a solid foundation for future Uzbek and Turkic language technology development.