cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.26671290
title: Additional file 1 of A novel approach toward optimal workflow selection for DNA methylation biomarker discovery

description: Additional file 1. Table S1. Comparison of different normalization techniques (BMIQ, betaQN, BAQN) on all simulation. scenarios
DOI: 10.6084/m9.figshare.26671290.v1
title: Additional file 1 of A novel approach toward optimal workflow selection for DNA methylation biomarker discovery

description: Additional file 1. Table S1. Comparison of different normalization techniques (BMIQ, betaQN, BAQN) on all simulation. scenarios
DOI: 10.6084/m9.figshare.26671293
title: Additional file 2 of A novel approach toward optimal workflow selection for DNA methylation biomarker discovery

description: Additional file 2. Table S2. Results from evaluating different pipelines in analyzing all simulation scenarios for DMP finding.
DOI: 10.6084/m9.figshare.26671293.v1
title: Additional file 2 of A novel approach toward optimal workflow selection for DNA methylation biomarker discovery

description: Additional file 2. Table S2. Results from evaluating different pipelines in analyzing all simulation scenarios for DMP finding.
DOI: 10.6084/m9.figshare.26671296
title: Additional file 3 of A novel approach toward optimal workflow selection for DNA methylation biomarker discovery

description: Additional file 3. Table S3. Results from evaluating different pipelines in analyzing all simulation scenarios for DMR finding.
DOI: 10.6084/m9.figshare.26671296.v1
title: Additional file 3 of A novel approach toward optimal workflow selection for DNA methylation biomarker discovery

description: Additional file 3. Table S3. Results from evaluating different pipelines in analyzing all simulation scenarios for DMR finding.
DOI: 10.6084/m9.figshare.26671299
title: Additional file 4 of A novel approach toward optimal workflow selection for DNA methylation biomarker discovery

description: Additional file 4. Table S4. Results from evaluating different pipelines in analyzing all simulation scenarios for DMR finding in detecting regions with small difference.
DOI: 10.6084/m9.figshare.26671299.v1
title: Additional file 4 of A novel approach toward optimal workflow selection for DNA methylation biomarker discovery

description: Additional file 4. Table S4. Results from evaluating different pipelines in analyzing all simulation scenarios for DMR finding in detecting regions with small difference.
DOI: 10.6084/m9.figshare.26671302
title: Additional file 5 of A novel approach toward optimal workflow selection for DNA methylation biomarker discovery

description: Additional file 5. Table S5, Results from evaluating different pipelines in analyzing all simulation scenarios for DMR finding in detecting regions with large difference.
DOI: 10.6084/m9.figshare.26671302.v1
title: Additional file 5 of A novel approach toward optimal workflow selection for DNA methylation biomarker discovery

description: Additional file 5. Table S5, Results from evaluating different pipelines in analyzing all simulation scenarios for DMR finding in detecting regions with large difference.
DOI: 10.15468/dl.e62g3q
title: Occurrence Download

description: A dataset containing 2243 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Limnocharis flava"
 ]
}

 The dataset includes 2243 records from 251 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027611-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17608/k6.auckland.29661560
title: Maternal feeding history - raw data and code

description: Data and code to conduct statistical analyses and reproduce graphs.
DOI: 10.17608/k6.auckland.29661560.v1
title: Maternal feeding history - raw data and code

description: Data and code to conduct statistical analyses and reproduce graphs.
DOI: 10.17608/k6.auckland.29661560.v2
title: Maternal feeding history - raw data and code

description: Data and code to conduct statistical analyses and reproduce graphs.
DOI: 10.15468/dl.4vc7xa
title: Occurrence Download

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

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027613-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.71789/34f4-nf85
title: Rice agronomy experiment data - Test data

description: Rice agronomy field experiment results data. Different seasons, sites, sowing methods, nitrogen treatments and varieties.
DOI: 10.71789/b3cy-9b45
title: Rice agronomy experiment data - Test data

description: Rice agronomy field experiment results data. Different seasons, sites, sowing methods, nitrogen treatments and varieties.
DOI: 10.15468/dl.rar8ex
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eriochloa contracta",
 "Country is Japan",
 "HasCoordinate is true"
 ]
}

 The dataset includes 13 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027615-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.71789/9wyv-k405
title: Rice agronomy experiment data - Test data

description: Rice agronomy field experiment results data. Different seasons, sites, sowing methods, nitrogen treatments and varieties.
DOI: 10.71789/58s6-sd57
title: Rice agronomy experiment data - Test data

description: Rice agronomy field experiment results data. Different seasons, sites, sowing methods, nitrogen treatments and varieties.
DOI: 10.15468/dl.6gmk49
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027614-250920141307145/datasets/export for details.
DOI: 10.71789/wns9-6s02
title: Rice agronomy experiment data - Test data

description: Rice agronomy field experiment results data. Different seasons, sites, sowing methods, nitrogen treatments and varieties.
DOI: 10.71789/aeyb-ph06
title: Rice agronomy experiment data - Test data

description: Rice agronomy field experiment results data. Different seasons, sites, sowing methods, nitrogen treatments and varieties.
DOI: 10.71789/sadf-d196
title: Rice agronomy experiment data - Test data

description: Rice agronomy field experiment results data. Different seasons, sites, sowing methods, nitrogen treatments and varieties.
DOI: 10.71789/bj4f-r269
title: Rice agronomy experiment data - Test data

description: Rice agronomy field experiment results data. Different seasons, sites, sowing methods, nitrogen treatments and varieties.
DOI: 10.15468/dl.9n37fa
title: Occurrence Download

description: A dataset containing 121 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Year is greater than or equal to 1950",
 "CoordinateUncertaintyInMeters is less than 300",
 "TaxonKey is Astragalus amatus"
 ]
}

 The dataset includes 121 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027616-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.71789/btm3-hs38
title: Rice agronomy experiment data - Test data

description: Rice agronomy field experiment results data. Different seasons, sites, sowing methods, nitrogen treatments and varieties.
DOI: 10.71789/01fg-1s67
title: Rice agronomy experiment data - Test data

description: Rice agronomy field experiment results data. Different seasons, sites, sowing methods, nitrogen treatments and varieties.
DOI: 10.15468/dl.vbfxh4
title: Occurrence Download

description: A dataset containing 109 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Laportea aestuans",
 "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 109 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027617-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.71789/1wyz-y690
title: Rice agronomy experiment data - Test data

description: Rice agronomy field experiment results data. Different seasons, sites, sowing methods, nitrogen treatments and varieties.
DOI: 10.5281/zenodo.17221137
title: MOOC Optimization Dataset: Learner Feedback and AI-Based Pareto Solutions

description: This dataset was collected as part of a research study on AI-based multi-objective optimization for MOOC update planning. It contains anonymized learner feedback from the Introduction to Cyber Security MOOC offered on the SWAYAM platform, along with structured candidate updates, optimization outputs, and reproducible code.

The dataset includes:





MOOC_Feedback_Anonymized.csv – 437 anonymized learner survey responses.




Candidate_Updates_Table.csv – Structured update table with learner value, effort, and categories.




nsga_outputs.zip – Pareto-optimal solutions (tables and plots) for budgets B = 8, 10, 12, 14, 16.




Code.docx – Python implementation of NSGA-II optimization framework.




README.txt – Dataset documentation, methodology, and citation.



This dataset supports reproducibility of the results presented in the associated research paper and can be reused for further work in educational data mining, learner analytics, and AI-driven decision support.
DOI: 10.71789/ana4-zf46
title: Rice agronomy experiment data - Test data

description: Rice agronomy field experiment results data. Different seasons, sites, sowing methods, nitrogen treatments and varieties.
DOI: 10.71789/zcws-b839
title: Rice agronomy experiment data - Test data

description: Rice agronomy field experiment results data. Different seasons, sites, sowing methods, nitrogen treatments and varieties.
DOI: 10.71789/pczz-0837
title: Rice agronomy experiment data - Test data

description: Rice agronomy field experiment results data. Different seasons, sites, sowing methods, nitrogen treatments and varieties.
DOI: 10.71789/8cc0-ez14
title: Rice agronomy experiment data - Test data

description: Rice agronomy field experiment results data. Different seasons, sites, sowing methods, nitrogen treatments and varieties.
DOI: 10.71789/nt9h-7f69
title: Rice agronomy experiment data - Test data

description: Rice agronomy field experiment results data. Different seasons, sites, sowing methods, nitrogen treatments and varieties.
DOI: 10.71789/sjrn-zp14
title: Rice agronomy experiment data - Test data

description: Rice agronomy field experiment results data. Different seasons, sites, sowing methods, nitrogen treatments and varieties.
DOI: 10.71789/19r9-0362
title: Rice agronomy experiment data - Test data

description: Rice agronomy field experiment results data. Different seasons, sites, sowing methods, nitrogen treatments and varieties.
DOI: 10.71789/2e2p-xn54
title: Rice agronomy experiment data - Test data

description: Rice agronomy field experiment results data. Different seasons, sites, sowing methods, nitrogen treatments and varieties.
DOI: 10.71789/ngc9-2s23
title: Rice agronomy experiment data - Test data

description: Rice agronomy field experiment results data. Different seasons, sites, sowing methods, nitrogen treatments and varieties.
DOI: 10.71789/9vbj-9f24
title: Rice agronomy experiment data - Test data

description: Rice agronomy field experiment results data. Different seasons, sites, sowing methods, nitrogen treatments and varieties.
DOI: 10.71789/01q3-x186
title: Rice agronomy experiment data - Test data

description: Rice agronomy field experiment results data. Different seasons, sites, sowing methods, nitrogen treatments and varieties.
DOI: 10.71789/b5fe-1f27
title: Rice agronomy experiment data - Test data

description: Rice agronomy field experiment results data. Different seasons, sites, sowing methods, nitrogen treatments and varieties.
DOI: 10.5281/zenodo.17221138
title: Gold-Nanoclusters

description: In this study, 99 gold nanocluster (Au NC) structures were collected to construct a comprehensive dataset, covering the size range from Au₄ to Au₆₀ and including 41 core structures with 15 types of ligands. Geometry optimizations of all structures were performed using the DMol³ module within the Materials Studio software suite, employing the Generalized Gradient Approximation (GGA) with the Perdew–Burke–Ernzerhof (PBE) functional. The convergence criteria for energy, gradient, and displacement were set to 2 × 10⁻⁵ Hartree, 4 × 10⁻³ Hartree/Å, and 5 × 10⁻³ Å, respectively. Based on the optimized structures, single-point energy calculations were carried out using the ADF package with the COSMO model (ethanol as solvent), applying the PBE functional and the TZP basis set. Through this workflow, the HOMO and LUMO orbital energies of all 99 clusters were obtained. The dataset was then divided into training (80%) and testing (20%) subsets. Structural features were extracted using a core–shell model and refined via bidirectional stepwise regression (BSR) to optimize the parameter set. Finally, the KAN model was trained and subsequently validated to assess its accuracy in predicting HOMO and LUMO energies, HOMO–LUMO gaps, and relative oxidation potentials.
DOI: 10.6084/m9.figshare.26197997
title: The effects of grazing on shrub expansion depend on species palatability and long-term alterations in propagule banks in an alpine meadow

description: Relevant data from the original paper "The effects of grazing on shrub expansion depend on species palatability and long-term alterations in propagule banks in an alpine meadow".
DOI: 10.71789/3ecs-z179
title: Rice agronomy experiment data - Test data

description: Rice agronomy field experiment results data. Different seasons, sites, sowing methods, nitrogen treatments and varieties.
DOI: 10.5281/zenodo.17219185
title: Gold-Nanoclusters

description: In this study, 99 gold nanocluster (Au NC) structures were collected to construct a comprehensive dataset, covering the size range from Au₄ to Au₆₀ and including 41 core structures with 15 types of ligands. Geometry optimizations of all structures were performed using the DMol³ module within the Materials Studio software suite, employing the Generalized Gradient Approximation (GGA) with the Perdew–Burke–Ernzerhof (PBE) functional. The convergence criteria for energy, gradient, and displacement were set to 2 × 10⁻⁵ Hartree, 4 × 10⁻³ Hartree/Å, and 5 × 10⁻³ Å, respectively. Based on the optimized structures, single-point energy calculations were carried out using the ADF package with the COSMO model (ethanol as solvent), applying the PBE functional and the TZP basis set. Through this workflow, the HOMO and LUMO orbital energies of all 99 clusters were obtained. The dataset was then divided into training (80%) and testing (20%) subsets. Structural features were extracted using a core–shell model and refined via bidirectional stepwise regression (BSR) to optimize the parameter set. Finally, the KAN model was trained and subsequently validated to assess its accuracy in predicting HOMO and LUMO energies, HOMO–LUMO gaps, and relative oxidation potentials.
DOI: 10.6084/m9.figshare.26197997.v1
title: The effects of grazing on shrub encroachment depend on species palatability and long-term alterations in propagule banks in an alpine meadow

description: Relevant data from the original paper "The effects of grazing on shrub encroachment depend on species palatability and long-term alterations in propagule banks in an alpine meadow".
DOI: 10.6084/m9.figshare.26197997.v2
title: The effects of grazing on shrub expansion depend on species palatability and long-term alterations in propagule banks in an alpine meadow

description: Relevant data from the original paper "The effects of grazing on shrub expansion depend on species palatability and long-term alterations in propagule banks in an alpine meadow".
DOI: 10.71789/xvnf-n645
title: Rice agronomy experiment data - Test data

description: Rice agronomy field experiment results data. Different seasons, sites, sowing methods, nitrogen treatments and varieties.
DOI: 10.71789/2ftk-0009
title: Rice agronomy experiment data - Test data

description: Rice agronomy field experiment results data. Different seasons, sites, sowing methods, nitrogen treatments and varieties.
DOI: 10.71789/ea5n-ks15
title: Rice agronomy experiment data - Test data

description: Rice agronomy field experiment results data. Different seasons, sites, sowing methods, nitrogen treatments and varieties.
DOI: 10.15468/dl.frsy9a
title: Occurrence Download

description: A dataset containing 11743 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Erysimum cheiri",
 "Year 1970-2020"
 ]
}

 The dataset includes 11743 records from 352 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027618-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.71789/1qs9-7656
title: Rice agronomy experiment data - Test data

description: Rice agronomy field experiment results data. Different seasons, sites, sowing methods, nitrogen treatments and varieties.
DOI: 10.71789/8pev-c315
title: Rice agronomy experiment data - Test data

description: Rice agronomy field experiment results data. Different seasons, sites, sowing methods, nitrogen treatments and varieties.
DOI: 10.71789/7kje-q756
title: Rice agronomy experiment data - Test data

description: Rice agronomy field experiment results data. Different seasons, sites, sowing methods, nitrogen treatments and varieties.
DOI: 10.71789/9zrr-9503
title: Rice agronomy experiment data - Test data

description: Rice agronomy field experiment results data. Different seasons, sites, sowing methods, nitrogen treatments and varieties.
DOI: 10.71789/xwf4-em78
title: Rice agronomy experiment data - Test data

description: Rice agronomy field experiment results data. Different seasons, sites, sowing methods, nitrogen treatments and varieties.
DOI: 10.71789/re4j-jz28
title: Rice agronomy experiment data - Test data

description: Rice agronomy field experiment results data. Different seasons, sites, sowing methods, nitrogen treatments and varieties.
DOI: 10.71789/g8my-qc40
title: Rice agronomy experiment data - Test data

description: Rice agronomy field experiment results data. Different seasons, sites, sowing methods, nitrogen treatments and varieties.
DOI: 10.71789/03vy-r449
title: Rice agronomy experiment data - Test data

description: Rice agronomy field experiment results data. Different seasons, sites, sowing methods, nitrogen treatments and varieties.
DOI: 10.15468/dl.62jddw
title: Occurrence Download

description: A dataset containing 165 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Erythroxylum argentinum",
 "Year 1970-2020"
 ]
}

 The dataset includes 165 records from 48 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027619-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.71789/dj2g-1y92
title: Rice agronomy experiment data - Test data

description: Rice agronomy field experiment results data. Different seasons, sites, sowing methods, nitrogen treatments and varieties.
DOI: 10.71789/mvnt-mk12
title: Rice agronomy experiment data - Test data

description: Rice agronomy field experiment results data. Different seasons, sites, sowing methods, nitrogen treatments and varieties.
DOI: 10.71789/0zdb-e220
title: Rice agronomy experiment data - Test data

description: Rice agronomy field experiment results data. Different seasons, sites, sowing methods, nitrogen treatments and varieties.
DOI: 10.71789/y8vb-g408
title: Rice agronomy experiment data - Test data

description: Rice agronomy field experiment results data. Different seasons, sites, sowing methods, nitrogen treatments and varieties.
DOI: 10.71789/2w5z-r310
title: Rice agronomy experiment data - Test data

description: Rice agronomy field experiment results data. Different seasons, sites, sowing methods, nitrogen treatments and varieties.
DOI: 10.71789/rg29-m758
title: Rice agronomy experiment data - Test data

description: Rice agronomy field experiment results data. Different seasons, sites, sowing methods, nitrogen treatments and varieties.
DOI: 10.71789/gkh7-gf92
title: Rice agronomy experiment data - Test data

description: Rice agronomy field experiment results data. Different seasons, sites, sowing methods, nitrogen treatments and varieties.
DOI: 10.71789/p6b0-6k83
title: Rice agronomy experiment data - Test data

description: Rice agronomy field experiment results data. Different seasons, sites, sowing methods, nitrogen treatments and varieties.
DOI: 10.15468/dl.kcdywx
title: Occurrence Download

description: A dataset containing 252391 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is one of (Fallopia convolvulus)"
 ]
}

 The dataset includes 252391 records from 1613 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027593-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.agjjd3
title: Occurrence Download

description: A dataset containing 103 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Echinops mildbraedii Mattf."
 ]
}

 The dataset includes 103 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032675-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5bmhpi
title: Occurrence Download

description: A dataset containing 256 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Danae Medik."
 ]
}

 The dataset includes 256 records from 50 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011071-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rdmq5p
title: Occurrence Download

description: A dataset containing 2743 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Columba vitiensis Quoy & Gaimard, 1832"
 ]
}

 The dataset includes 2743 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032860-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.