cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/55f889ncnx.1
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.
DOI: 10.17632/86xtcrpscm
title: Digital Trade, Green Innovation, and Urban Economic Resilience: Evidence from China ’ s Cross-Border E-Commerce Pilot Zones

description: This repository provides the datasets used in the paper “Digital Trade, Green Innovation, and Urban Economic Resilience: Evidence from China's Cross-Border E-Commerce Pilot Zones”. The data support the empirical analysis of how cross-border e-commerce (CBEC) development affects urban economic resilience in China, exploiting the establishment of Cross-Border E-Commerce Comprehensive Pilot Zones as a quasi-natural experiment.

The compiled dataset forms a balanced panel of 282 Chinese prefecture-level cities spanning the period 2009–2022, and is designed to facilitate replication, robustness checks, and further extensions of the study.
DOI: 10.17632/86xtcrpscm.2
title: Digital Trade, Green Innovation, and Urban Economic Resilience: Evidence from China ’ s Cross-Border E-Commerce Pilot Zones

description: This repository provides the datasets used in the paper “Digital Trade, Green Innovation, and Urban Economic Resilience: Evidence from China's Cross-Border E-Commerce Pilot Zones”. The data support the empirical analysis of how cross-border e-commerce (CBEC) development affects urban economic resilience in China, exploiting the establishment of Cross-Border E-Commerce Comprehensive Pilot Zones as a quasi-natural experiment.

The compiled dataset forms a balanced panel of 282 Chinese prefecture-level cities spanning the period 2009–2022, and is designed to facilitate replication, robustness checks, and further extensions of the study.
DOI: 10.5281/zenodo.18128323
title: Linked collectors and determiners for: First record of Centistidea Rohwer (Hymenoptera: Braconidae: Miracinae) from Borneo, with description of six new species.

description: Natural history specimen data linked to collectors and determiners held within, "First record of Centistidea Rohwer (Hymenoptera: Braconidae: Miracinae) from Borneo, with description of six new species". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/9dcf1fb5-6006-4328-876f-8e861288227a using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/9dcf1fb5-6006-4328-876f-8e861288227a. Formatted as a Frictionless Data package.
DOI: 10.17632/hz2d6gz7pc
title: SpaPhish: A Spanish Dataset for Phishing and Psychological Pattern Detection

description: Spanish is widely used in real-world phishing campaigns, yet public email corpora remain largely English-centric and rarely encode social-engineering tactics at the psychological level. As a result, Spanish research often collapses the problem to binary detection and cannot systematically study how manipulation is expressed in language. SpaPhish addresses this gap by providing Spanish-native emails annotated under Ana Ferreira’s persuasion principles, with three independent annotators per message and written justifications.

SpaPhish tests the hypothesis that phishing-related behavior in Spanish email can be modeled more reliably when messages are natively Spanish (not translated or synthetic) and paired with explicit, human-grounded persuasion annotations.

The dataset contains 1,395 emails described by 47 variables. Each record is identified by a hash key and includes subject, body, and a date field (parseable for 1,371 records; 2014-06-07 to 2025-10-27). A binary Label is available for all entries (0 = 664; 1 = 731).

SpaPhish also provides a technical layer of derived attributes (e.g., URL statistics, hops, attachments). Link-bearing content appears in 86.02% of messages. Class-level aggregates differ: Label 0 shows higher mean url_count (8.47) and attachments_count (0.715) than Label 1 (url_count = 4.94; attachments_count = 0.033).

A defining component is the psychological annotation layer: three annotators label five persuasion dimensions (authority, social proof, liking/similarity deception, commitment–integrity–reciprocation, distraction). Per-annotator columns (*_A, *_B, C) and justification fields (justif_) are preserved, alongside consolidated fields for benchmarking and analysis of inter-annotator variability.

SpaPhish is a multi-layer resource for Spanish phishing detection, persuasion modeling, and annotation-driven explainability, supporting research that links technical email features to psychologically grounded manipulation strategies.
DOI: 10.17632/hz2d6gz7pc.3
title: SpaPhish: A Spanish Dataset for Phishing and Psychological Pattern Detection

description: Spanish is widely used in real-world phishing campaigns, yet public email corpora remain largely English-centric and rarely encode social-engineering tactics at the psychological level. As a result, Spanish research often collapses the problem to binary detection and cannot systematically study how manipulation is expressed in language. SpaPhish addresses this gap by providing Spanish-native emails annotated under Ana Ferreira’s persuasion principles, with three independent annotators per message and written justifications.

SpaPhish tests the hypothesis that phishing-related behavior in Spanish email can be modeled more reliably when messages are natively Spanish (not translated or synthetic) and paired with explicit, human-grounded persuasion annotations.

The dataset contains 1,395 emails described by 47 variables. Each record is identified by a hash key and includes subject, body, and a date field (parseable for 1,371 records; 2014-06-07 to 2025-10-27). A binary Label is available for all entries (0 = 664; 1 = 731).

SpaPhish also provides a technical layer of derived attributes (e.g., URL statistics, hops, attachments). Link-bearing content appears in 86.02% of messages. Class-level aggregates differ: Label 0 shows higher mean url_count (8.47) and attachments_count (0.715) than Label 1 (url_count = 4.94; attachments_count = 0.033).

A defining component is the psychological annotation layer: three annotators label five persuasion dimensions (authority, social proof, liking/similarity deception, commitment–integrity–reciprocation, distraction). Per-annotator columns (*_A, *_B, C) and justification fields (justif_) are preserved, alongside consolidated fields for benchmarking and analysis of inter-annotator variability.

SpaPhish is a multi-layer resource for Spanish phishing detection, persuasion modeling, and annotation-driven explainability, supporting research that links technical email features to psychologically grounded manipulation strategies.
DOI: 10.5281/zenodo.18128325
title: Linked collectors and determiners for: Monograph of the western Indian Ocean genus Paracephaelis (Rubiaceae - Pavetteae), with description of thirteen new species.

description: Natural history specimen data linked to collectors and determiners held within, "Monograph of the western Indian Ocean genus Paracephaelis (Rubiaceae - Pavetteae), with description of thirteen new species". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/9e07b749-7497-4b4e-8168-2aca6a9543b2 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/9e07b749-7497-4b4e-8168-2aca6a9543b2. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18128331
title: Linked collectors and determiners for: Description of two new species of Diastrophus Hartig, 1840 from Taiwan, Diastrophus renai and D. wushei (Hymenoptera: Cynipidae: Diastrophini).

description: Natural history specimen data linked to collectors and determiners held within, "Description of two new species of Diastrophus Hartig, 1840 from Taiwan, Diastrophus renai and D. wushei (Hymenoptera: Cynipidae: Diastrophini)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/a4e16d52-13bd-490c-887d-ee3af90de09d using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/a4e16d52-13bd-490c-887d-ee3af90de09d. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18128329
title: Linked collectors and determiners for: Lycosa Latreille, 1804 (Araneae, Lycosidae) of Israel, with a note on Geolycosa Montgomery, 1904.

description: Natural history specimen data linked to collectors and determiners held within, "Lycosa Latreille, 1804 (Araneae, Lycosidae) of Israel, with a note on Geolycosa Montgomery, 1904". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/a5effd4e-8a15-48fe-9e66-d8f46ff4694e using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/a5effd4e-8a15-48fe-9e66-d8f46ff4694e. Formatted as a Frictionless Data package.
DOI: 10.17632/cn27mn6gtc
title: Post-COVID neurocognitive effects

description: This dataset originates from a quantitative research project designed to investigate psychiatric, neuropsychological, and self-reported physical outcomes associated with COVID-19 infection in adults during the pandemic period. Data collection comprised two complementary procedures: an initial online survey administered via Google Forms, which gathered sociodemographic information, COVID-19–related variables, and psychiatric symptoms assessed through an adapted version of the Brief Symptom Inventory (BSI), allowing participants to retrospectively report symptoms before the pandemic and at the time of data collection; and a neuropsychological assessment conducted remotely through scheduled video calls, using standardized instruments to evaluate cognitive domains such as attention, processing speed, executive functions, and memory. The dataset is organized to support descriptive analyses, group comparisons, and regression-based approaches examining associations between COVID-19 exposure, psychiatric symptoms, cognitive performance, and individual characteristics such as age and educational level, and may be reused for secondary analyses, methodological replication, or comparative studies on post-COVID mental health and cognitive outcomes. Some of the information is in Portuguese in the dataset.
DOI: 10.17632/cn27mn6gtc.1
title: Post-COVID neurocognitive effects

description: This dataset originates from a quantitative research project designed to investigate psychiatric, neuropsychological, and self-reported physical outcomes associated with COVID-19 infection in adults during the pandemic period. Data collection comprised two complementary procedures: an initial online survey administered via Google Forms, which gathered sociodemographic information, COVID-19–related variables, and psychiatric symptoms assessed through an adapted version of the Brief Symptom Inventory (BSI), allowing participants to retrospectively report symptoms before the pandemic and at the time of data collection; and a neuropsychological assessment conducted remotely through scheduled video calls, using standardized instruments to evaluate cognitive domains such as attention, processing speed, executive functions, and memory. The dataset is organized to support descriptive analyses, group comparisons, and regression-based approaches examining associations between COVID-19 exposure, psychiatric symptoms, cognitive performance, and individual characteristics such as age and educational level, and may be reused for secondary analyses, methodological replication, or comparative studies on post-COVID mental health and cognitive outcomes. Some of the information is in Portuguese in the dataset.
DOI: 10.17632/sd3gwfjbvs
title: Enhancing Detection Precision in BirdNET: An Approach for Processing Large Acoustic Datasets in Raven Pro

description: Dataset used to calculate detection precision in BirdNET
DOI: 10.17632/sd3gwfjbvs.1
title: Enhancing Detection Precision in BirdNET: An Approach for Processing Large Acoustic Datasets in Raven Pro

description: Dataset used to calculate detection precision in BirdNET
DOI: 10.5281/zenodo.18128337
title: Linked collectors and determiners for: Phylogenetic position of genera Acrostilicus Hubbard and Pachystilicus Casey (Staphylinidae, Paederinae) and their redescription.

description: Natural history specimen data linked to collectors and determiners held within, "Phylogenetic position of genera Acrostilicus Hubbard and Pachystilicus Casey (Staphylinidae, Paederinae) and their redescription". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/ad96f711-d952-4f41-8241-5646ea1751aa using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/ad96f711-d952-4f41-8241-5646ea1751aa. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18128308
title: Marburg Adler-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.18128309
title: Marburg Adler-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.18128339
title: Linked collectors and determiners for: A revision of the genus Malus Mill. (Rosaceae).

description: Natural history specimen data linked to collectors and determiners held within, "A revision of the genus Malus Mill. (Rosaceae)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/aedbf741-3844-4f1b-9c45-5504394416a9 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/aedbf741-3844-4f1b-9c45-5504394416a9. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18128343
title: Linked collectors and determiners for: Taxonomical and biological notes on Argentoleon irrigatus (Gerstaecker) (Neuroptera: Myrmeleontidae).

description: Natural history specimen data linked to collectors and determiners held within, "Taxonomical and biological notes on Argentoleon irrigatus (Gerstaecker) (Neuroptera: Myrmeleontidae)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/b190c507-1236-44c5-8aa8-9ec4bcfd4879 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/b190c507-1236-44c5-8aa8-9ec4bcfd4879. Formatted as a Frictionless Data package.
DOI: 10.17632/vh2ty762mz
title: PCA analysis of cream and mascarpone cheese

description: data used for PCA analysis
DOI: 10.17632/vh2ty762mz.1
title: PCA analysis of cream and mascarpone cheese

description: data used for PCA analysis
DOI: 10.5281/zenodo.18128345
title: Linked collectors and determiners for: The ischnoceran chewing lice (Phthiraptera: Ischnocera) of bulbuls (Aves: Passeriformes: Pycnonotidae), with descriptions of 18 new species.

description: Natural history specimen data linked to collectors and determiners held within, "The ischnoceran chewing lice (Phthiraptera: Ischnocera) of bulbuls (Aves: Passeriformes: Pycnonotidae), with descriptions of 18 new species". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/b4506300-8a4a-45f0-bc34-ec2eb31dfc92 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/b4506300-8a4a-45f0-bc34-ec2eb31dfc92. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18128351
title: Linked collectors and determiners for: Systematic revision of the pantropical whip spider family Charinidae Quintero, 1986 (Arachnida, Amblypygi).

description: Natural history specimen data linked to collectors and determiners held within, "Systematic revision of the pantropical whip spider family Charinidae Quintero, 1986 (Arachnida, Amblypygi)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/b65bb5a9-bbe7-49a4-af44-4b4c03121288 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/b65bb5a9-bbe7-49a4-af44-4b4c03121288. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18128353
title: Linked collectors and determiners for: Species delimitation in the genus Ochraethes Chevrolat, 1860 (Coleoptera: Cerambycidae), with description of two new species.

description: Natural history specimen data linked to collectors and determiners held within, "Species delimitation in the genus Ochraethes Chevrolat, 1860 (Coleoptera: Cerambycidae), with description of two new species". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/b8fe320d-1078-4308-9db7-24b23456489d using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/b8fe320d-1078-4308-9db7-24b23456489d. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18128358
title: Linked collectors and determiners for: Brachymelecta Linsley, 1939, previously the rarest North American bee genus, was described from an aberrant specimen and is the senior synonym for Xeromelecta Linsley, 1939.

description: Natural history specimen data linked to collectors and determiners held within, "Brachymelecta Linsley, 1939, previously the rarest North American bee genus, was described from an aberrant specimen and is the senior synonym for Xeromelecta Linsley, 1939". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/bbecfe17-0d11-474f-9637-19918ef2716d using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/bbecfe17-0d11-474f-9637-19918ef2716d. Formatted as a Frictionless Data package.
DOI: 10.15468/dl.drq5rx
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Astripomoea hyoscyamoides)",
 "BasisOfRecord is Specimen",
 "Country is one of (China, Korea, Republic of, Japan, Philippines, Viet Nam, Lao People’s Democratic Republic, Cambodia, Myanmar, Thailand, Malaysia, Brunei Darussalam, Singapore, Indonesia, Nepal, Bhutan, Bangladesh, India, Sri Lanka, Maldives)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1950"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070853-251120083545085/datasets/export for details.
DOI: 10.5281/zenodo.18128360
title: Linked collectors and determiners for: Revision of the cricket genus Nisitrus Saussure (Orthoptera: Gryllidae: Eneopterinae) and descriptions of five new species.

description: Natural history specimen data linked to collectors and determiners held within, "Revision of the cricket genus Nisitrus Saussure (Orthoptera: Gryllidae: Eneopterinae) and descriptions of five new species". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/bf24ff1f-569a-4222-afe1-8527c83d8003 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/bf24ff1f-569a-4222-afe1-8527c83d8003. Formatted as a Frictionless Data package.
DOI: 10.15468/dl.msgnme
title: Occurrence Download

description: A dataset containing 62 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Australia",
 "TaxonKey is Trachymela sloanei"
 ]
}

 The dataset includes 62 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070854-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.amb6qq
title: Occurrence Download

description: A dataset containing 10721 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Meles leucurus"
 ]
}

 The dataset includes 10721 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070855-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.