cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.57760/sciencedb.28806
title: BAR: Biochemical Adaptations of Racewalkers
title: BAR: Biochemical Adaptations of Racewalkers

description: Racewalking is a high-endurance sport that imposes sustained hematological and metabolic stress, making it a useful model for studying long-term physiological adaptations to training. This data report presents a longitudinal dataset examining how training tenure (entry-level, intermediate, high-level) influences key blood biomarkers in elite male racewalkers. Six national-class athletes (ages 18–35) were monitored over six months under stable training conditions, with monthly blood samples collected for creatine kinase (CK), testosterone (Testo), ferritin, hemoglobin (HGB), white blood cells (WBC), red blood cells (RBC), and blood urea nitrogen (BUN). 
description: Racewalking is a high-endurance sport that imposes sustained hematological and metabolic stress, making it a useful model for studying long-term physiological adaptations to training. This data report presents a longitudinal dataset examining how training tenure (entry-level, intermediate, high-level) influences key blood biomarkers in elite male racewalkers. Six national-class athletes (ages 18–35) were monitored over six months under stable training conditions, with monthly blood samples collected for creatine kinase (CK), testosterone (Testo), ferritin, hemoglobin (HGB), white blood cells (WBC), red blood cells (RBC), and blood urea nitrogen (BUN).
DOI: 10.15468/dl.wqyc4x
title: Occurrence Download

description: A dataset containing 69 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hippocampus kuda",
 "Country is China",
 "HasCoordinate is true"
 ]
}

 The dataset includes 69 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032355-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57760/sciencedb.29141
title: Land use change affects soil methane sink capacity of Brazilian biomes
title: Land use change affects soil methane sink capacity of Brazilian biomes

description: Dataset representing soil CH4 uptake capacity in Brazilian biomes
description: Dataset representing soil CH4 uptake capacity in Brazilian biomes
DOI: 10.57760/sciencedb.29140
title: Original sequencing data of ITS for mixtures of faba bean and oats in Qinghai Province in 2024
title: Original sequencing data of ITS for mixtures of faba bean and oats in Qinghai Province in 2024

description: In this study, monoculture and mixtures systems of Vicia faba L. (faba bean 4060) and Avena sativa L. (oat‘Baylor II’).Rhizosphere soil Original sequencing data of ITS
description: In this study, monoculture and mixtures systems of Vicia faba L. (faba bean 4060) and Avena sativa L. (oat‘Baylor II’).Rhizosphere soil Original sequencing data of ITS
DOI: 10.57760/sciencedb.28677
title: Urban Informal Settlements Mapping in Wuhan(WuhanUIS)
title: Urban Informal Settlements Mapping in Wuhan(WuhanUIS)

description: The WuhanUIS dataset was independently constructed in this study to support experiments on urban informal settlements (UIS) classification. Specific areas in Wuhan were first identified, and street-level images were collected using the Baidu Map Street View API. For each selected location, four street view images were captured from different angles (0°, 90°, 180°, and 270°). Centered on the geographical coordinates of each street view location, high, medium, and low-resolution remote sensing images (RSI) were obtained from Google Earth. Each image has a size of 256×256 pixels with three color channels. Thus, each data point contains three RSI of different resolutions (each shaped as 3×256×256) and four street view images (SVI) from different perspectives (each shaped as 3×256×256). In total, 3,832 valid instances were collected, including 1,500 UIS samples and 2,332 Others samples. 
description: The WuhanUIS dataset was independently constructed in this study to support experiments on urban informal settlements (UIS) classification. Specific areas in Wuhan were first identified, and street-level images were collected using the Baidu Map Street View API. For each selected location, four street view images were captured from different angles (0°, 90°, 180°, and 270°). Centered on the geographical coordinates of each street view location, high, medium, and low-resolution remote sensing images (RSI) were obtained from Google Earth. Each image has a size of 256×256 pixels with three color channels. Thus, each data point contains three RSI of different resolutions (each shaped as 3×256×256) and four street view images (SVI) from different perspectives (each shaped as 3×256×256). In total, 3,832 valid instances were collected, including 1,500 UIS samples and 2,332 Others samples.
DOI: 10.57760/sciencedb.29114
title: Input Output Table of China's AI Industry from 2017 to 2020
title: 中国人工智能产业2017-2020年的投入产出表数据

description: Source of Input Output Date and Input Output Table of China's Artificial Intelligence Industry from 2017 to 2020
description: Source of Input Output Date and Input Output Table of China's Artificial Intelligence Industry from 2017 to 2020
DOI: 10.57760/sciencedb.29111
title: K0 consolidation triaxial test data (step-changed)
title: K0固结三轴试验数据（变速率）

description: 这些是来自 k0 固结不排水三轴测试的数据，包括 4 个围压。数据包括应力-应变、孔隙水压力、应力路径和其他相关信息。
description: 这些是来自 k0 固结不排水三轴测试的数据，包括 4 个围压。数据包括应力-应变、孔隙水压力、应力路径和其他相关信息。
DOI: 10.5281/zenodo.14805068
title: Fluid-induced Earthquake Nucleation on Aging Rate-and-State Faults: Influence of Hydraulic Diffusivity and Injection Rate under Different Nucleation Regimes

description: Data for plotting figures in "Fluid-induced Earthquake Nucleation on Aging Rate-and-State Faults: Influence of Hydraulic Diffusivity and Injection Rate under Different Nucleation Regimes" and its supplementary material submitted to JGR Solid Earth for publish.
DOI: 10.5281/zenodo.14805069
title: Fluid-induced Earthquake Nucleation on Aging Rate-and-State Faults: Influence of Hydraulic Diffusivity and Injection Rate under Different Nucleation Regimes

description: Data for plotting figures in "Fluid-induced Earthquake Nucleation on Aging Rate-and-State Faults: Influence of Hydraulic Diffusivity and Injection Rate under Different Nucleation Regimes" and its supplementary material submitted to JGR Solid Earth for publish.
DOI: 10.15468/dl.d3eyz8
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lactoria cornuta",
 "Country is China",
 "HasCoordinate is true"
 ]
}

 The dataset includes 8 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032356-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25919/n5fr-0160
title: NBDL Data Download
DOI: 10.15468/dl.z2kftf
title: Occurrence Download

description: A dataset containing 26 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Takifugu ocellatus",
 "Country is China",
 "HasCoordinate is true"
 ]
}

 The dataset includes 26 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032357-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57760/sciencedb.29135
title: Experimental data of DA-40NG flight simulator
title: DA-40NG模拟机实验数据

description: For supplementary appendices in the thesis.
description: For supplementary appendices in the thesis.
DOI: 10.57760/sciencedb.29089
title: Bacterial cell vaccine
title: Bacterial cell vaccine

description: The raw data of the Bacterial cell vaccine
description: The raw data of the Bacterial cell vaccine
DOI: 10.57760/sciencedb.29126
title: An experimental study on the beneficiation of the Cu-Sn ore from a Cu-Sn deposit in Yunnan Province, China Dataset
title: 云南某铜锡矿选矿试验研究数据集

description: .Based on the properties of the raw ore, a combined process flow of ″the copper-sulfur mixed flotation - copper-sulfur separation - flotation tailings reclassification - re-grinding and reseparation of the concentrate″ has been adopted to process the raw ore. The obtained copper concentrate has a copper grade of 20.68% at a recovery rate of 85.16%. The obtained sulfur concentrate has a sulfur grade of 45.72% at a recovery rate of 42.42%. The obtained tin concentrate has a tin grade of 3.65% at a recovery rate of 45.1%.
description: .Based on the properties of the raw ore, a combined process flow of ″the copper-sulfur mixed flotation - copper-sulfur separation - flotation tailings reclassification - re-grinding and reseparation of the concentrate″ has been adopted to process the raw ore. The obtained copper concentrate has a copper grade of 20.68% at a recovery rate of 85.16%. The obtained sulfur concentrate has a sulfur grade of 45.72% at a recovery rate of 42.42%. The obtained tin concentrate has a tin grade of 3.65% at a recovery rate of 45.1%.
DOI: 10.57760/sciencedb.29107
title: Spatial Zoning and Local Drivers of Lead Contamination in Peri-Urban Soils: Integrating POI and Geographical Pattern Interaction Modeling
title: Spatial Zoning and Local Drivers of Lead Contamination in Peri-Urban Soils: Integrating POI and Geographical Pattern Interaction Modeling

description: Spatial Zoning and Local Drivers of Lead Contamination in Peri-Urban Soils: Integrating POI and Geographical Pattern Interaction Modeling
description: Spatial Zoning and Local Drivers of Lead Contamination in Peri-Urban Soils: Integrating POI and Geographical Pattern Interaction Modeling
DOI: 10.15468/dl.ykkuww
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Takifugu rubripes",
 "Country is China",
 "HasCoordinate is true"
 ]
}

 The dataset includes 9 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032359-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mhc7jm
title: Occurrence Download

description: A dataset containing 161 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 "OccurrenceStatus is Present",
 "TaxonKey is Smutsia temminckii"
 ]
}

 The dataset includes 161 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032360-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17230612
title: Understanding and Improving Type-Checking Code in Python

description: data and scripts
DOI: 10.5281/zenodo.17230613
title: Understanding and Improving Type-Checking Code in Python

description: data and scripts
DOI: 10.15468/dl.u45aww
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032363-250920141307145/datasets/export for details.
DOI: 10.15468/dl.9qkvk3
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032361-250920141307145/datasets/export for details.
DOI: 10.15468/dl.g8tws2
title: Occurrence Download

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

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032362-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kyfvhq
title: Occurrence Download

description: A dataset containing 75 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Specimen, Material sample, Human Observation, Material citation, Occurrence evidence)",
 "Country is one of (Pakistan, Bangladesh, Bhutan, India, Maldives, Nepal, Afghanistan, Sri Lanka)",
 "OccurrenceStatus is Present",
 "TaxonKey is Rhinotermitidae"
 ]
}

 The dataset includes 75 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032364-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ewte3x
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cacatua sulphurea",
 "Country is China",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032365-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jm9yjv
title: Occurrence Download

description: A dataset containing 29 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cacatua sulphurea",
 "Country is Singapore",
 "HasCoordinate is true"
 ]
}

 The dataset includes 29 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032366-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dpwpbp
title: Occurrence Download

description: A dataset containing 2809 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Structuring effect of environmental variables on protistan diversity patterns in two anoxic marine basins"
 ]
}

 The dataset includes 2809 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032368-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w6wmng
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Erinaceus europaeus",
 "Country is China",
 "HasCoordinate is true"
 ]
}

 The dataset includes 5 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032369-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f3ra9z
title: Occurrence Download

description: A dataset containing 9087 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Erinaceus europaeus",
 "Country is Ireland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 9087 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032370-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3unbrx
title: Occurrence Download

description: A dataset containing 2572 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Northern Ireland Environmental Recorders - Marine Species Records"
 ]
}

 The dataset includes 2572 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032371-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u5h2w5
title: Occurrence Download

description: A dataset containing 3273 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "OccurrenceStatus is Present",
 "TaxonKey is Apis dorsata"
 ]
}

 The dataset includes 3273 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032372-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xwxhxt
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032373-250920141307145/datasets/export for details.
DOI: 10.15468/dl.gc3ywb
title: Occurrence Download

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

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032374-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.26ttk6
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032375-250920141307145/datasets/export for details.
DOI: 10.20348/storedb/1229/1348
title: Practical recommendations for enhanced mechanisms of interaction between citizens, civil society, decision-makers, and researchers
title: Practical recommendations for enhanced mechanisms of interaction between citizens, civil society, decision-makers, and researchers

description: The European project ECOSENS (“Economic and Social Considerations for the Future of Nuclear Energy in Society”) is a Coordination Support Action that aimed at providing a societal perspective on the development and use of existing and new nuclear technologies, in the context of major societal challenges: climate crisis, sustainable development and energy security.
The project carried out actions towards creating an inclusive space for dialogue and collaboration where researchers in social and natural sciences fields meet, exchange views and collaborate with civil society and other relevant stakeholders, in order to open up techno-scientific issues to the social, political, cultural and ethical context, and to guide policies in the nuclear field. ECOSENS explored in particular the societal dimensions of nuclear energy within broader energy transitions, with stakeholder engagement in nuclear energy governance as one focus point.
A key outcome was to formulate recommendations for enhanced interaction between citizens, civil society, decision-makers, and researchers in nuclear decision making and energy policy. Based on findings from desk research, public opinion research (quantitative and qualitative), case studies on stakeholder engagement, interdisciplinary dialogues, international workshops and panels, ECOSENS has drafted a set of recommendations for improved stakeholder engagement in nuclear decision making and energy policy.
description: null
DOI: 10.34740/kaggle/dsv/13214060
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.5281/zenodo.17231450
title: Dataset for MOOC Update Optimization using NSGA-II (Cyber Security MOOC, SWAYAM, July 2024)

description: This dataset supports the research study on multi-objective optimization of MOOC updates for the Introduction to Cyber Security course on SWAYAM. It integrates anonymized learner survey data, a structured Candidate Updates Table, optimization code, and full outputs generated using the Non-Dominated Sorting Genetic Algorithm II (NSGA-II).

The dataset is a revised and extended release of an earlier version. It corrects prior inconsistencies, adds missing details (objective function definitions, diversity metric, reproducibility elements), and includes all appendices and outputs referenced in the manuscript.

Contents





MOOC_Feedback_Anonymized.csv





437 anonymized survey responses collected during the July 2024 course cycle.




Includes open-ended qualitative feedback and structured survey items.






Candidate_Updates_Table.csv





Structured dataset of 26 candidate course updates derived from survey feedback.




Attributes: Update description, normalized learner value (0–1), effort units (1–3), category (content, assessment, engagement, support).






nsga2_mooc_update_planning.py





Final working Python/Colab implementation of NSGA-II.




Includes Pareto optimization routine, Shannon entropy diversity metric, and reproducibility settings (population size, generations, mutation/crossover rates, random seed).






nsga_outputs.zip





Generated results from optimization experiments across budgets B = 8, 10, 12, 14, 16.




Files include:





Pareto tables (CSV) for each budget




Pareto front plots (PNG)




Convergence diagnostics (PNG)




Representative solutions (Table 7, CSV)








README.md





Instructions for replicating the optimization workflow in Google Colab.




Guidance on file structure, dependencies, and how to regenerate tables and figures reported in the paper.





Usage Notes





The dataset enables independent reproduction of Figures 1–6 and Tables 1 & 7 in the associated manuscript.




All survey responses are anonymized to protect participant privacy.




Code and data are provided under an open license to encourage reuse in related MOOC optimization research.