cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.m6dtxg
title: Occurrence Download

description: A dataset containing 5786 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pleurozia purpurea"
 ]
}

 The dataset includes 5786 records from 107 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026282-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17219127
title: MOOC Optimization Dataset: Learner Feedback and AI-Based Pareto Solutions

description: his dataset accompanies the study “AI-Based Multi-Objective Optimization for MOOC Updates Using Learner Feedback”. It provides the full set of inputs, outputs, and code used to generate the results reported in the paper.

The dataset includes:





candidate_updates.csv — Input dataset derived from 437 learner feedback responses, listing potential course updates with associated learner value, effort units, and category.




pareto_B8.csv, pareto_B10.csv, pareto_B12.csv, pareto_B14.csv, pareto_B16.csv — Complete Pareto-optimal solution sets for five budget levels. Each file reports learner value, effort, diversity index, and selected updates.




optimization_nsga2.py — Python implementation of the NSGA-II optimization model used to generate Pareto-optimal solutions.




README.txt — Documentation with instructions for running the code and reproducing results.



This resource allows full reproducibility of the optimization study and may be reused for further research on MOOCs, optimization, and educational technology.
DOI: 10.5281/zenodo.17219126
title: MOOC Optimization Dataset: Learner Feedback and AI-Based Pareto Solutions

description: his dataset accompanies the study “AI-Based Multi-Objective Optimization for MOOC Updates Using Learner Feedback”. It provides the full set of inputs, outputs, and code used to generate the results reported in the paper.

The dataset includes:





candidate_updates.csv — Input dataset derived from 437 learner feedback responses, listing potential course updates with associated learner value, effort units, and category.




pareto_B8.csv, pareto_B10.csv, pareto_B12.csv, pareto_B14.csv, pareto_B16.csv — Complete Pareto-optimal solution sets for five budget levels. Each file reports learner value, effort, diversity index, and selected updates.




optimization_nsga2.py — Python implementation of the NSGA-II optimization model used to generate Pareto-optimal solutions.




README.txt — Documentation with instructions for running the code and reproducing results.



This resource allows full reproducibility of the optimization study and may be reused for further research on MOOCs, optimization, and educational technology.
DOI: 10.15468/dl.gpkz8p
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Euphorbia tithymaloides",
 "Country is Viet Nam",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026283-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5yqg9b
title: Occurrence Download

description: A dataset containing 7628 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-83.40767 -15.08451,-61.07491 -15.08451,-61.07491 -6.14219,-83.40767 -6.14219,-83.40767 -15.08451))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Bromeliaceae"
 ]
}

 The dataset includes 7628 records from 82 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026284-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16777900
title: The Impact of Transformational Leadership on Innovative Work Behavior Through Knowledge Sharing Using SEM: A Study of Generation Z Employees in DKI Jakarta and Banten

description: This study aims to analyse the influence of Transformational Leadership on Innovative Work Behaviour, with Knowledge Sharing as a mediating variable among Generation Z employees in the DKI Jakarta and Banten areas. Generation Z that born in 1997 to 2012 represents a digital native workforce with strong adaptability to technological transformation and high innovation potential. In response to rapid digital and AI driven changes in the workplace, this research explores how Transformational Leadership can create a work environment that fosters Knowledge Sharing and enhances it. A quantitative method was employed using a purposive sampling technique. The study involved 446 valid respondents aged 17 to 28 years who currently work in the DKI Jakarta and Banten region analysis using Structural Equation Modelling supported by SmartPLS software. The findings indicate that Transformational Leadership influences Innovative Work Behavior, suggesting that transformational leaders play a key role in encouraging innovation among young employees. Also, the mediating role of Knowledge Sharing between Transformational Leadership and Innovative Work Behavior has an influence. These results highlight that Transformational Leadership can enhance both Knowledge Sharing and Innovative Work Behavior. This study contributes to a deeper understanding of leadership strategies in digitally evolving organisations. It emphasises the need for additional factors to be considered in future research to explain innovation behaviours among Generation Z employees better
DOI: 10.5281/zenodo.16777901
title: The Impact of Transformational Leadership on Innovative Work Behavior Through Knowledge Sharing Using SEM: A Study of Generation Z Employees in DKI Jakarta and Banten

description: This study aims to analyse the influence of Transformational Leadership on Innovative Work Behaviour, with Knowledge Sharing as a mediating variable among Generation Z employees in the DKI Jakarta and Banten areas. Generation Z that born in 1997 to 2012 represents a digital native workforce with strong adaptability to technological transformation and high innovation potential. In response to rapid digital and AI driven changes in the workplace, this research explores how Transformational Leadership can create a work environment that fosters Knowledge Sharing and enhances it. A quantitative method was employed using a purposive sampling technique. The study involved 446 valid respondents aged 17 to 28 years who currently work in the DKI Jakarta and Banten region analysis using Structural Equation Modelling supported by SmartPLS software. The findings indicate that Transformational Leadership influences Innovative Work Behavior, suggesting that transformational leaders play a key role in encouraging innovation among young employees. Also, the mediating role of Knowledge Sharing between Transformational Leadership and Innovative Work Behavior has an influence. These results highlight that Transformational Leadership can enhance both Knowledge Sharing and Innovative Work Behavior. This study contributes to a deeper understanding of leadership strategies in digitally evolving organisations. It emphasises the need for additional factors to be considered in future research to explain innovation behaviours among Generation Z employees better
DOI: 10.15468/dl.uaq9xp
title: Occurrence Download

description: A dataset containing 259 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cymbopogon tortilis",
 "Geometry POLYGON((119.300000 20.500000, 122.100000 20.500000, 122.100000 25.400000, 119.300000 25.400000, 119.300000 20.500000))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 259 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026285-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vk29sd
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Manihot carthagenensis",
 "Country is Burundi",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026286-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p95cb6
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Manihot carthagenensis",
 "Country is Sao Tome and Principe",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026287-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qqr685
title: Occurrence Download

description: A dataset containing 53 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Manihot carthagenensis",
 "Country is Singapore",
 "HasCoordinate is true"
 ]
}

 The dataset includes 53 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026288-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17219091
title: Mobile Survivability Results (v1.0) — Inter-level Violations & Recovery Policies

description: Набір містить результати експериментальної валідації моделі міжрівневих порушень та узгоджених політик відновлення для інформаційних систем на мобільній платформі. Дані отримані на симуляторі. Реалізовано переривчасту зв’язність, часткову спостережуваність, тропічне поширення індукованих відхилень між рівнями дані–процеси–ресурси, віконні контракти «припущення–гарантія» та єдиний інтегральний показник живучості (структурний + контрактний + ризиковий (CVaR–SLO)).

Результати охоплюють дві репрезентативні політики відновлення: reactive (тригерна) та myopic (міопічна). 

Вміст





Підсумки (JSON)





sim_summary_reactive.json, sim_summary_myopic.json, sim_summary_all.json






Фігури (PNG)





fig_Bstar_time.png — B* у часі (обидві політики)




fig_blocks_bar.png — середні субпоказники Bstr ,Bctr, Brisk




fig_slo_time_*.png — динаміка дефіциту SLO




fig_contracts_time_*.png — максимальний контрактний борг у часі




fig_Bstar_hist.png — гістограма B*





Призначення та межі застосування

Набір призначений для досліджень у сферах живучості мобільних інформаційних систем, міжрівневого аналізу порушень, порівняння політик відновлення та SLO-орієнтованого керування. Обмеження: це симуляційні дані; для перенесення в промислові умови необхідне параметричне налаштування на реальних трасах.
DOI: 10.5281/zenodo.17219092
title: Mobile Survivability Results (v1.0) — Inter-level Violations & Recovery Policies

description: Набір містить результати експериментальної валідації моделі міжрівневих порушень та узгоджених політик відновлення для інформаційних систем на мобільній платформі. Дані отримані на симуляторі. Реалізовано переривчасту зв’язність, часткову спостережуваність, тропічне поширення індукованих відхилень між рівнями дані–процеси–ресурси, віконні контракти «припущення–гарантія» та єдиний інтегральний показник живучості (структурний + контрактний + ризиковий (CVaR–SLO)).

Результати охоплюють дві репрезентативні політики відновлення: reactive (тригерна) та myopic (міопічна). 

Вміст





Підсумки (JSON)





sim_summary_reactive.json, sim_summary_myopic.json, sim_summary_all.json






Фігури (PNG)





fig_Bstar_time.png — B* у часі (обидві політики)




fig_blocks_bar.png — середні субпоказники Bstr ,Bctr, Brisk




fig_slo_time_*.png — динаміка дефіциту SLO




fig_contracts_time_*.png — максимальний контрактний борг у часі




fig_Bstar_hist.png — гістограма B*





Призначення та межі застосування

Набір призначений для досліджень у сферах живучості мобільних інформаційних систем, міжрівневого аналізу порушень, порівняння політик відновлення та SLO-орієнтованого керування. Обмеження: це симуляційні дані; для перенесення в промислові умови необхідне параметричне налаштування на реальних трасах.
DOI: 10.5281/zenodo.17170351
title: Virome-driven Pathogenesis and Targeted Virome Therapy in Acute Pancreatitis

description: The gut virome, a key component of the microbiome, remains unexplored in acute pancreatitis (AP). To address this, we performed a cross-kingdom microbiome analysis of 100  AP patients and 50 healthy controls. Utilizing enriched virus-like particles (VLPs), we identified over 70,000 viral contigs from the virome via assembly and sequence clustering.
DOI: 10.5281/zenodo.17170352
title: Virome-driven Pathogenesis and Targeted Virome Therapy in Acute Pancreatitis

description: The gut virome, a key component of the microbiome, remains unexplored in acute pancreatitis (AP). To address this, we performed a cross-kingdom microbiome analysis of 100  AP patients and 50 healthy controls. Utilizing enriched virus-like particles (VLPs), we identified over 70,000 viral contigs from the virome via assembly and sequence clustering.
DOI: 10.15468/dl.egxh9a
title: Occurrence Download

description: A dataset containing 985 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cynodon dactylon",
 "Geometry POLYGON((119.300000 20.500000, 122.100000 20.500000, 122.100000 25.400000, 119.300000 25.400000, 119.300000 20.500000))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 985 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026289-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17218638
title: Global aerosol mixtures and their multiyear and seasonal characteristics: supplementary data

description: This is the dataset of global aerosol mixtures computed from GOCART atmospheric column model data and AERONET Level 2 aerosol inversion data, described in the paper by Taylor et al (2015). The dataset comprises an EXCEL spreadsheet of gridded cluster indices for the multiyear mean global aerosol mixtures and seasonal mean (DJF, MAM, JJA and SON) global aerosol mixtures and tables presenting descriptive statistics (mean, standard deviation, median and inter-quartile range) of the 5-component (BC, OC, SU, DU and SS) percentage composition for each cluster of both the multiyear mean global partition and the seasonal mean global partitions: DJF, MAM, JJA and SON.

When using these data, please cite: Taylor, M., Kazadzis, S., Amiridis, V., & Kahn, R. A. (2015). Global aerosol mixtures and their multiyear and seasonal characteristics. Atmospheric Environment, 116, 112-129.
DOI: 10.5281/zenodo.17218639
title: Global aerosol mixtures and their multiyear and seasonal characteristics: supplementary data

description: This is the dataset of global aerosol mixtures computed from GOCART atmospheric column model data and AERONET Level 2 aerosol inversion data, described in the paper by Taylor et al (2015). The dataset comprises an EXCEL spreadsheet of gridded cluster indices for the multiyear mean global aerosol mixtures and seasonal mean (DJF, MAM, JJA and SON) global aerosol mixtures and tables presenting descriptive statistics (mean, standard deviation, median and inter-quartile range) of the 5-component (BC, OC, SU, DU and SS) percentage composition for each cluster of both the multiyear mean global partition and the seasonal mean global partitions: DJF, MAM, JJA and SON.

When using these data, please cite: Taylor, M., Kazadzis, S., Amiridis, V., & Kahn, R. A. (2015). Global aerosol mixtures and their multiyear and seasonal characteristics. Atmospheric Environment, 116, 112-129.
DOI: 10.15468/dl.sprcnf
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Manihot carthagenensis",
 "Country is Timor-Leste",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026290-250920141307145/datasets/export for details.
DOI: 10.15468/dl.c7h2c2
title: Occurrence Download

description: A dataset containing 149 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cynodon nlemfuensis",
 "Geometry POLYGON((119.300000 20.500000, 122.100000 20.500000, 122.100000 25.400000, 119.300000 25.400000, 119.300000 20.500000))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 149 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026292-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2pmemt
title: Occurrence Download

description: A dataset containing 547333 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "Geometry POLYGON((12.25711 -10.86951,15.18648 -10.86951,15.18648 78.86176,12.25711 78.86176,12.25711 -10.86951))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Dendrocopos major"
 ]
}

 The dataset includes 547333 records from 116 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026237-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5ctj8p
title: Occurrence Download

description: A dataset containing 6926 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Earthworm communities (Oligochaeta: Lumbricidae) in old-growth and young forests of protected areas of the Kaluga Oblast (European Russia)"
 ]
}

 The dataset includes 6926 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026294-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v44kbx
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Galphimia glauca",
 "Country is Congo, Democratic Republic of the",
 "HasCoordinate is true"
 ]
}

 The dataset includes 6 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026297-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zya5nh
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Galphimia glauca",
 "Country is Burundi",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026296-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jfhdqj
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Galphimia glauca",
 "Country is Philippines",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026298-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wayu7j
title: Occurrence Download

description: A dataset containing 13709 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Continent is South America",
 "Geometry POLYGON((-68.38709 -50.42853,-69.74917 -45.64733,-67.59261 -38.6319,-67.91453 -37.80839,-69.76482 -35.63426,-69.57816 -34.72159,-71.95217 -33.8053,-73.07671 -35.05479,-71.66122 -36.12733,-72.2115 -38.11197,-73.74349 -41.02829,-77.64836 -46.31312,-75.41138 -54.8105,-68.01427 -57.25052,-61.46475 -55.58103,-68.38709 -50.42853))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Month is one of (November, December, January, February)",
 "OccurrenceStatus is Present",
 "TaxonKey is Chloephaga poliocephala",
 "Year 1970-2025"
 ]
}

 The dataset includes 13709 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026295-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yrd39a
title: Occurrence Download

description: A dataset containing 211 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cyrtococcum accrescens",
 "Geometry POLYGON((119.300000 20.500000, 122.100000 20.500000, 122.100000 25.400000, 119.300000 25.400000, 119.300000 20.500000))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 211 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026299-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gtt895
title: Occurrence Download

description: A dataset containing 136336 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mozambique",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 136336 records from 192 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026273-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p97tnh
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Melochia corchorifolia",
 "Country is Burundi",
 "HasCoordinate is true"
 ]
}

 The dataset includes 10 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026300-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j6m3wv
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Melochia corchorifolia",
 "Country is Comoros",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026301-250920141307145/datasets/export for details.
DOI: 10.15468/dl.d7kv63
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Melochia corchorifolia",
 "Country is Madagascar",
 "HasCoordinate is true"
 ]
}

 The dataset includes 12 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026302-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.