cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.jve83m
title: Occurrence Download

description: A dataset containing 347079 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Potamogeton vaseyi, Potamon ibericum, Potamopyrgus antipodarum, Potamothrix bavaricus, Potamothrix bedoti, Potamothrix hammoniensis, Potamothrix heuscheri, Potamothrix moldaviensis, Potamothrix vejdovskyi, Potamotrygon motoro, Pristella maxillaris, Pristina acuminata, Pristobrycon striolatus, Proasellus banyulensis, Proasellus coxalis, Proasellus meridianus, Procambarus acutus acutus, Procambarus alleni, Procambarus clarkii, Procambarus cubensis, Procambarus fallax, Procambarus fallax virginalis, Procambarus hayi, Procambarus seminolae, Procambarus virginalis, Procambarus zonangulus, Procanace dianneae, Procanace williamsi, Prochilodus argenteus, Prochilodus lineatus, Prochilodus nigricans, Propappus volki, Proserpinaca intermedia, Prosopium cylindraceum, Prosopium gemmifer, Prosopium williamsoni, Prostoma graecense, Proteocephalus ambloplitis, Proteocephalus fluviatilis, Proterorhinus marmoratus, Proterorhinus semilunaris, Proteus anguinus, Protium tenuifolium sessiliflorum, Protopolystoma xenopodis, Protopterus aethiopicus, Psammoryctides moravicus, Pseudacris hypochondriaca, Pseudacris regilla, Pseudacris sierra, Pseudagrion microcephalum)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Specimen)"
 ]
 }
 },
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1950"
 ]
}

 The dataset includes 347079 records from 936 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018878-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bm87jv
title: Occurrence Download

description: A dataset containing 30 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Buttonia natalensis",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 30 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018925-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xjbxkm
title: Occurrence Download

description: A dataset containing 1255 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Xyris laxifolia",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 1255 records from 107 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018926-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18643752
title: MANIFESTATION OF NATIONAL MENTALITY THROUGH EPISTEMIC MODALITY: A COMPARATIVE STUDY OF ENGLISH AND UZBEK

description: This paper examines how national mentality is reflected through epistemic modality by comparing English and Uzbek. Epistemic markers encode a speaker’s assessment of certainty, doubt, and probability, thereby revealing culturally preferred ways of presenting knowledge. Using descriptive and contrastive analysis, the study outlines key epistemic resources in English (modal verbs and stance adverbs such as must, may/might, probably, perhaps) and in Uzbek (modal words such as ehtimol, balki, chamasi, shekilli, as well as grammatical constructions and suffixes including -sa kerak, -dir, -ekan/-kan, and -ibdi). The comparison suggests that English typically expresses epistemic stance through separate lexical items, whereas Uzbek often integrates evidential and epistemic nuances into verbal morphology. These differences align with discourse norms: English favors explicit speaker positioning, while Uzbek commonly employs mitigated, context-sensitive formulations that support politeness and social harmony. The article argues that epistemic modal analysis provides a productive route for linking linguistic form with culturally shaped worldviews.
DOI: 10.5281/zenodo.18643751
title: MANIFESTATION OF NATIONAL MENTALITY THROUGH EPISTEMIC MODALITY: A COMPARATIVE STUDY OF ENGLISH AND UZBEK

description: This paper examines how national mentality is reflected through epistemic modality by comparing English and Uzbek. Epistemic markers encode a speaker’s assessment of certainty, doubt, and probability, thereby revealing culturally preferred ways of presenting knowledge. Using descriptive and contrastive analysis, the study outlines key epistemic resources in English (modal verbs and stance adverbs such as must, may/might, probably, perhaps) and in Uzbek (modal words such as ehtimol, balki, chamasi, shekilli, as well as grammatical constructions and suffixes including -sa kerak, -dir, -ekan/-kan, and -ibdi). The comparison suggests that English typically expresses epistemic stance through separate lexical items, whereas Uzbek often integrates evidential and epistemic nuances into verbal morphology. These differences align with discourse norms: English favors explicit speaker positioning, while Uzbek commonly employs mitigated, context-sensitive formulations that support politeness and social harmony. The article argues that epistemic modal analysis provides a productive route for linking linguistic form with culturally shaped worldviews.
DOI: 10.5281/zenodo.18642687
title: Automating Detection and Root-Cause Analysis of Flaky Tests in Quantum Software — Supplementary Dataset

description: This package provides the supplementary dataset and prompt templates accompanying the research study, "Automating Detection and Root-Cause Analysis of Flaky Tests in Quantum Software." The study investigates an automated approach to identifying and performing root-cause analysis of flaky tests in quantum computing software systems using Large Language Models (LLMs).

Contents



dataset.zip — Curated collection of flaky and non-flaky test cases extracted from open-source quantum computing repositories (Qiskit, Microsoft Quantum, NetKet, TensorFlow Quantum). Organised at two granularity levels:



Full/ — Complete source files containing the faulty code.

Method/ — Extracted method-level code snippets.

Each test case includes issue/PR descriptions, faulty (.bug) and fixed (.fix) source code, and patch diffs (code.diff).

prompt.zip — LLM prompt templates used for three prompting strategies (zero-shot, cosine-similarity-matched examples, and cosine-similarity-matched examples with preserved comments), covering three sequential research questions: flakiness classification (RQ3), code-informed reclassification (RQ4), and root-cause identification (RQ5).

blueprint.xlsx — Master spreadsheet listing all test cases with flaky/non-flaky labels, root-cause categories, fix-pattern types, and pre-computed cosine-similarity example mappings.


Structure

Data is organised by organization and repository following the pattern:{Full,Method}/{Flaky,Non_Flaky}/{owner}/{repo}/{issue_or_pr}/

Usage

To reproduce the experiments, follow the prompt conversation flow documented in prompt/README.md. Each test case is evaluated in a three-turn LLM conversation (RQ3 → RQ4 → RQ5) within a single session thread. Refer to blueprint.xlsx for ground-truth labels and cosine-similarity mappings.

License & Citation

If you use this dataset, please cite the accompanying paper.
DOI: 10.5281/zenodo.18642686
title: Automating Detection and Root-Cause Analysis of Flaky Tests in Quantum Software — Supplementary Dataset

description: This package provides the supplementary dataset and prompt templates accompanying the research study, "Automating Detection and Root-Cause Analysis of Flaky Tests in Quantum Software." The study investigates an automated approach to identifying and performing root-cause analysis of flaky tests in quantum computing software systems using Large Language Models (LLMs).

Contents



dataset.zip — Curated collection of flaky and non-flaky test cases extracted from open-source quantum computing repositories (Qiskit, Microsoft Quantum, NetKet, TensorFlow Quantum). Organised at two granularity levels:



Full/ — Complete source files containing the faulty code.

Method/ — Extracted method-level code snippets.

Each test case includes issue/PR descriptions, faulty (.bug) and fixed (.fix) source code, and patch diffs (code.diff).

prompt.zip — LLM prompt templates used for three prompting strategies (zero-shot, cosine-similarity-matched examples, and cosine-similarity-matched examples with preserved comments), covering three sequential research questions: flakiness classification (RQ3), code-informed reclassification (RQ4), and root-cause identification (RQ5).

blueprint.xlsx — Master spreadsheet listing all test cases with flaky/non-flaky labels, root-cause categories, fix-pattern types, and pre-computed cosine-similarity example mappings.


Structure

Data is organised by organization and repository following the pattern:{Full,Method}/{Flaky,Non_Flaky}/{owner}/{repo}/{issue_or_pr}/

Usage

To reproduce the experiments, follow the prompt conversation flow documented in prompt/README.md. Each test case is evaluated in a three-turn LLM conversation (RQ3 → RQ4 → RQ5) within a single session thread. Refer to blueprint.xlsx for ground-truth labels and cosine-similarity mappings.

License & Citation

If you use this dataset, please cite the accompanying paper.
DOI: 10.15468/dl.ek76st
title: Occurrence Download

description: A dataset containing 447 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is United States of America",
 "PublishingOrg is one of (28eb1a3f-1c15-4a95-931a-4af90ecb574d, b6d09100-919d-4026-b35b-22be3dae7156)",
 "TaxonKey is Junonia stemosa"
 ]
}

 The dataset includes 447 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018929-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y6g8xs
title: Occurrence Download

description: A dataset containing 3212 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Castilleja miniata",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 3212 records from 88 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018930-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18643748
title: ВАЖНОСТЬ КРИТИЧЕСКОГО МЫШЛЕНИЯ ПРИ ПОДГОТОВКЕ СТУДЕНТОВ К МЕЖДУНАРОДНОМУ ТЕСТУ IELTS

description: Вы решили поехать в Австралию, Канаду, Германию, Новую Зеландию или другую страну по вашему выбору для работы или учебы. Вы хотите улучшить свой английский. В один прекрасный день вы видите рекламу, которая утверждает, что поможет вам выучить наизусть весь Оксфордский словарь за один месяц, и вы присоединяетесь к программе. Представляете, что произойдет после этого? Сможете ли вы хорошо говорить по-английски или писать хорошие эссе? Вы можете совершить ряд грамматических ошибок. Затем вы присоединяетесь к другой программе по грамматике и изучаете множество грамматических правил. Теперь вы можете использовать хороший словарный запас и составлять грамматически правильные предложения. Гарантирует ли это, что вы можете писать и говорить, чтобы получить высокий балл по IELTS?
DOI: 10.5281/zenodo.18643747
title: ВАЖНОСТЬ КРИТИЧЕСКОГО МЫШЛЕНИЯ ПРИ ПОДГОТОВКЕ СТУДЕНТОВ К МЕЖДУНАРОДНОМУ ТЕСТУ IELTS

description: Вы решили поехать в Австралию, Канаду, Германию, Новую Зеландию или другую страну по вашему выбору для работы или учебы. Вы хотите улучшить свой английский. В один прекрасный день вы видите рекламу, которая утверждает, что поможет вам выучить наизусть весь Оксфордский словарь за один месяц, и вы присоединяетесь к программе. Представляете, что произойдет после этого? Сможете ли вы хорошо говорить по-английски или писать хорошие эссе? Вы можете совершить ряд грамматических ошибок. Затем вы присоединяетесь к другой программе по грамматике и изучаете множество грамматических правил. Теперь вы можете использовать хороший словарный запас и составлять грамматически правильные предложения. Гарантирует ли это, что вы можете писать и говорить, чтобы получить высокий балл по IELTS?
DOI: 10.5281/zenodo.18643354
title: mastodon parquet instance crawl

description: mastodon parquet instance crawl 















a large-scale dataset containing millions of publicly accessible posts and user profiles collected from major mastodon instances for research and archival purposes








collected from early 2026 to February 14, 2026
DOI: 10.5281/zenodo.18643353
title: mastodon parquet instance crawl

description: mastodon parquet instance crawl 















a large-scale dataset containing millions of publicly accessible posts and user profiles collected from major mastodon instances for research and archival purposes








collected from early 2026 to February 14, 2026
DOI: 10.15468/dl.etdqkg
title: Occurrence Download

description: A dataset containing 1495 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Musanga cecropioides",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 1495 records from 65 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018931-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k6xycw
title: Occurrence Download

description: A dataset containing 8945 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is United States of America",
 "PublishingOrg is 28eb1a3f-1c15-4a95-931a-4af90ecb574d",
 "TaxonKey is Mitoura gryneus"
 ]
}

 The dataset includes 8945 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018932-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5gxsms
title: Occurrence Download

description: A dataset containing 59 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Anopheles paraliae"
 ]
}

 The dataset includes 59 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018933-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18643736
title: A Rare Bloom of Leptocylindrus minimus Reveals Seasonal HAB Risk in the Southern Waters of Portugal.

description: This dataset provides the underlying quantitative data for the manuscript, documenting phytoplankton community dynamics off the Faro-Olhão inlet (FO) in the Algarve, Portugal from September 2020 to April 2021.

The repository includes:



Environmental Data: Chlorophyll a (Chl a) concentrations measured in mg m-3 and size-fractionated phytoplankton abundance.

Phytoplankton Community Composition: Cell counts (cells L-1) for Nanophytoplankton (<10 µm), Cryptophytes, Diatoms, and Dinoflagellates.

HAB Monitoring: Abundances for Harmful Algal Bloom (HAB)-related genera, specifically Prorocentrum spp., Dinophysis spp., Pseudo-nitzschia spp., and Dictyocha spp.

Tidal and Seasonal Context: Seasonal categorisation (Summer, Autumn, Winter, Spring) and tidal regime details (Ebb/Flood) associated with each sampling event.


Protocols used: 



Chlorophyll a Determination: Calculated using spectrophotometric equations as per Lorenzen (1967) and Parsons et al. (1984) 

Taxonomic Identification: Performed using the Utermöhl method (Utermöhl, 1958) for quantitative phytoplankton analysis.
DOI: 10.5281/zenodo.18643737
title: A Rare Bloom of Leptocylindrus minimus Reveals Seasonal HAB Risk in the Southern Waters of Portugal.

description: This dataset provides the underlying quantitative data for the manuscript, documenting phytoplankton community dynamics off the Faro-Olhão inlet (FO) in the Algarve, Portugal from September 2020 to April 2021.

The repository includes:



Environmental Data: Chlorophyll a (Chl a) concentrations measured in mg m-3 and size-fractionated phytoplankton abundance.

Phytoplankton Community Composition: Cell counts (cells L-1) for Nanophytoplankton (<10 µm), Cryptophytes, Diatoms, and Dinoflagellates.

HAB Monitoring: Abundances for Harmful Algal Bloom (HAB)-related genera, specifically Prorocentrum spp., Dinophysis spp., Pseudo-nitzschia spp., and Dictyocha spp.

Tidal and Seasonal Context: Seasonal categorisation (Summer, Autumn, Winter, Spring) and tidal regime details (Ebb/Flood) associated with each sampling event.


Protocols used: 



Chlorophyll a Determination: Calculated using spectrophotometric equations as per Lorenzen (1967) and Parsons et al. (1984) 

Taxonomic Identification: Performed using the Utermöhl method (Utermöhl, 1958) for quantitative phytoplankton analysis.
DOI: 10.5281/zenodo.18643764
title: EARLY DIAGNOSIS OF UTERINE AND OVARIAN DISEASES.

description: This article discusses the early diagnosis of uterine and ovarian diseases, modern screening methods and their clinical and practical significance. In recent years, diseases of the female reproductive system, including uterine fibroids, endometriosis, cervical pathologies, and ovarian cysts and tumors, have become widespread. Since these diseases often occur in the early stages with asymptomatic or vague clinical signs, their early detection is of great medical and social importance. The article analyzes the diagnostic capabilities of ultrasound (UTT), Dopplerography, magnetic resonance imaging (MRI), computed tomography (CT), colposcopy, cytological examination (PAP-test), biopsy, and laboratory biomarkers (CA-125, etc.). In particular, the role of screening programs in the early detection of cervical cancer and the importance of tumor markers in ovarian tumors are considered separately.  It is also noted that risk factors such as hormonal disorders, hereditary predisposition, inflammatory diseases, early onset of sexual life, HPV infection and reproductive factors play an important role in the development of diseases. Early diagnosis is an important factor in reducing severe complications of the disease, increasing the effectiveness of treatment and preserving the reproductive health of women. The results of the study show that regular preventive examinations and the widespread introduction of modern diagnostic technologies allow for the early detection of uterine and ovarian diseases and significantly reduce the risk of developing oncological diseases.
DOI: 10.5281/zenodo.18643765
title: EARLY DIAGNOSIS OF UTERINE AND OVARIAN DISEASES.

description: This article discusses the early diagnosis of uterine and ovarian diseases, modern screening methods and their clinical and practical significance. In recent years, diseases of the female reproductive system, including uterine fibroids, endometriosis, cervical pathologies, and ovarian cysts and tumors, have become widespread. Since these diseases often occur in the early stages with asymptomatic or vague clinical signs, their early detection is of great medical and social importance. The article analyzes the diagnostic capabilities of ultrasound (UTT), Dopplerography, magnetic resonance imaging (MRI), computed tomography (CT), colposcopy, cytological examination (PAP-test), biopsy, and laboratory biomarkers (CA-125, etc.). In particular, the role of screening programs in the early detection of cervical cancer and the importance of tumor markers in ovarian tumors are considered separately.  It is also noted that risk factors such as hormonal disorders, hereditary predisposition, inflammatory diseases, early onset of sexual life, HPV infection and reproductive factors play an important role in the development of diseases. Early diagnosis is an important factor in reducing severe complications of the disease, increasing the effectiveness of treatment and preserving the reproductive health of women. The results of the study show that regular preventive examinations and the widespread introduction of modern diagnostic technologies allow for the early detection of uterine and ovarian diseases and significantly reduce the risk of developing oncological diseases.
DOI: 10.15468/dl.mvzb4c
title: Occurrence Download

description: A dataset containing 668 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Centranthera cochinchinensis",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 668 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018934-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/cfj-zrn-198
title: Alvania subcrenulata (Bucquoy, Dautzenberg & Dollfus, 1884)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jzy-ykc-hn5
title: Alvania lanciae (Calcara, 1845)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qhm-se5-fh0
title: Steromphala cineraria (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/bq1-wjz-eqs
title: Alvania tenera (R. A. Philippi, 1844)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/z2n-b6j-3l6
title: Odostomia plicata (Montagu, 1803)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cvj-ntk-9cg
title: Pusillina philippi (Aradas & Maggiore, 1844)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gx0-8pd-1ys
title: Donax vittatus (da Costa, 1778)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/d5a-41s-6ft
title: Barleeia unifasciata (Montagu, 1803)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/4s0-8yb-5d5
title: Abra alba (W. Wood, 1802)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zm8-3g8-m24
title: Chauvetia mamillata (Risso, 1826)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ceh-nq2-924
title: Ersilia mediterranea (Monterosato, 1869)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lcs-efg-j8p
title: Barleeia unifasciata (Montagu, 1803)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0jf-aa4-wd2
title: Cheirodonta pallescens (Jeffreys, 1867)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dc7-rsm-dx0
title: Helicigona lapicida lapicida (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/v8l-4xt-g5n
title: Cochlostoma macei (Bourguignat, 1870)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/l9s-pet-yzs
title: Alvania rudis (R. A. Philippi, 1844)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/pxd-dw1-cj3
title: Barbatia domingensis (Lamarck, 1819)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.