cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/vfk99z43b6.1
title: Totora rolls and computer aided design integration data

description: These data files correspond to the research titled: Synergy between participatory design and computational design to promote the uses diversification of the traditional totora fiber in indigenous communities. 
The research studies hoy traditional materials, such as the totora (Schoenoplectus californicus) plant that has been used by several indigenous communities to make a wide range of objects from handicrafts to boats and floating islands, can be studied at a scientific level to understand its mechanical properties and the potential of computer-aided design and automation to develop a diversification of the uses for this plant. The main research question is if computer-based design can encourage an evolution of traditional techniques and the creation of new production possibilities using traditional materials and collaborative processes with indigenous communities. 
The data shows the mechanical tests results of compressive and flexural strength of totora rolls tied with plastic straps or a spiral cotton thread based on the principles for the totora boat´s construction techniques. 
Another part of the data shows the parameters used for the grasshopper software to find optimized shapes considering the mechanical properties loaded to the program.
DOI: 10.17632/3wsgsmypxg
title: Eclipse Plot (portable version) - Windows - v1.0.1

description: An open-source app to create publication-ready visualizations of risk-of-bias assessments using the ROBUST-RCT tool. This portable version has been developed for users who wish to generate plots offline without the need for R coding.
DOI: 10.17632/3wsgsmypxg.2
title: Eclipse Plot (portable version) - Windows - v1.0.1

description: An open-source app to create publication-ready visualizations of risk-of-bias assessments using the ROBUST-RCT tool. This portable version has been developed for users who wish to generate plots offline without the need for R coding.
DOI: 10.17632/3hmmbth7sw
title: Does the Digital Economy Influence Rural Migrant Workers’ Urban Settlement Intentions? Evidence from Social Networks

description: The empirical content comprises fifteen tables, each corresponding to the empirical analysis in the paper. The data on migrant workers is sourced from the China Migrant Dynamic Monitoring Survey (CMDS) organised by the National Health Commission of China.The data for control variables are sourced from the China City Statistical Yearbook and China Urban Construction Statistical Yearbook. The data on replacement variable is sourced from the official list of pilot zones released by the National Development and Reform Commission (NDRC) between 2015 and 2016.
DOI: 10.17632/3hmmbth7sw.1
title: Does the Digital Economy Influence Rural Migrant Workers’ Urban Settlement Intentions? Evidence from Social Networks

description: The empirical content comprises fifteen tables, each corresponding to the empirical analysis in the paper. The data on migrant workers is sourced from the China Migrant Dynamic Monitoring Survey (CMDS) organised by the National Health Commission of China.The data for control variables are sourced from the China City Statistical Yearbook and China Urban Construction Statistical Yearbook. The data on replacement variable is sourced from the official list of pilot zones released by the National Development and Reform Commission (NDRC) between 2015 and 2016.
DOI: 10.17632/n2ffzt4tpf
title: Raw data for AHP and entropy method

description: File 1 is an AHP expert survey, which is based on a questionnaire survey of 15 experts and resulted in relative importance judgment matrices at various levels. File 2 contains the raw data of 24 water supply projects as well as the standardized data.
DOI: 10.17632/n2ffzt4tpf.1
title: Raw data for AHP and entropy method

description: File 1 is an AHP expert survey, which is based on a questionnaire survey of 15 experts and resulted in relative importance judgment matrices at various levels. File 2 contains the raw data of 24 water supply projects as well as the standardized data.
DOI: 10.17632/t6tpbzspj8
title: Zero-Dollar Tours as a Marketing Approach for Innovative Technology Products

description: This repository contains the data and supporting materials for the study “Zero-Dollar Tours as a Marketing Approach for Innovative Technology Products.”
It includes two survey datasets (a pilot dataset with 60 respondents and the main dataset with 375 respondents), the full questionnaire, codebooks describing variable definitions and coding schemes, and supplementary analysis files documenting the data processing and statistical analysis procedures.
These materials are provided to support transparency, verification, and replication of the study’s findings during peer review and after publication.
DOI: 10.15468/dl.pqr6h7
title: Occurrence Download

description: A dataset containing 2161 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aralia excelsa",
 "Country is Colombia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2161 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004441-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/t6tpbzspj8.1
title: Zero-Dollar Tours as a Marketing Approach for Innovative Technology Products

description: This repository contains the data and supporting materials for the study “Zero-Dollar Tours as a Marketing Approach for Innovative Technology Products.”
It includes two survey datasets (a pilot dataset with 60 respondents and the main dataset with 375 respondents), the full questionnaire, codebooks describing variable definitions and coding schemes, and supplementary analysis files documenting the data processing and statistical analysis procedures.
These materials are provided to support transparency, verification, and replication of the study’s findings during peer review and after publication.
DOI: 10.17632/2jbhthd7zp
title: Challenges and Limitations in Implementing University Autonomy Policy in Vietnam

description: The data were collected through a structured questionnaire comprising seven groups of independent variables and one dependent variable:
 (1) Group 1: Institutional and Policy Factors (coded as IV_IP_1 – IV_IP_5)
 (2) Group 2: University Governance Model (coded as IV_GM_1 – IV_GM_5)
 (3) Group 3: Financial Capacity and Resource Allocation (coded as IV_FR_1 – IV_FR_5)
 (4) Group 4: Human Factors (coded as IV_HF_1 – IV_HF_5)
 (5) Group 5: Organizational Culture and Social Perceptions (coded as IV_OC_1 – IV_OC_5)
 (6) Group 6: Quality Assurance and Evaluation (coded as IV_QA_1 – IV_QA_5)
 (7) Group 7: Inequality Among Institutions (coded as IV_IN_1 – IV_IN_5)
 (8) Dependent Variable: Effectiveness of University Autonomy Implementation (coded as DV_EI_1 – DV_EI_6)
 All questionnaire items were measured using a 5-point Likert scale (1 = strongly disagree, 5 = strongly agree). Prior to official deployment, the questionnaire was reviewed and revised with expert consultation and pre-tested for clarity and validity.
The research targets university administrators, faculty members, and professional staff currently working at public higher education institutions in Vietnam—individuals either directly or indirectly involved in the implementation of university autonomy policies. To enhance representativeness and diversity, stratified sampling was applied based on three key criteria: (1) geographical region (North – Central – South), (2) institutional size (large – medium – small), and (3) respondent role (administration – teaching – support services).
 A total of 721 questionnaires were distributed, and 583 valid responses were collected, yielding a response rate of 80.9%. Among the respondents, 371 were male (63.6%), and the rest were female. Notably, all participants held at least a Master’s degree, ensuring qualified and informed input on complex higher education policy issues.
DOI: 10.17632/2jbhthd7zp.1
title: Challenges and Limitations in Implementing University Autonomy Policy in Vietnam

description: The data were collected through a structured questionnaire comprising seven groups of independent variables and one dependent variable:
 (1) Group 1: Institutional and Policy Factors (coded as IV_IP_1 – IV_IP_5)
 (2) Group 2: University Governance Model (coded as IV_GM_1 – IV_GM_5)
 (3) Group 3: Financial Capacity and Resource Allocation (coded as IV_FR_1 – IV_FR_5)
 (4) Group 4: Human Factors (coded as IV_HF_1 – IV_HF_5)
 (5) Group 5: Organizational Culture and Social Perceptions (coded as IV_OC_1 – IV_OC_5)
 (6) Group 6: Quality Assurance and Evaluation (coded as IV_QA_1 – IV_QA_5)
 (7) Group 7: Inequality Among Institutions (coded as IV_IN_1 – IV_IN_5)
 (8) Dependent Variable: Effectiveness of University Autonomy Implementation (coded as DV_EI_1 – DV_EI_6)
 All questionnaire items were measured using a 5-point Likert scale (1 = strongly disagree, 5 = strongly agree). Prior to official deployment, the questionnaire was reviewed and revised with expert consultation and pre-tested for clarity and validity.
The research targets university administrators, faculty members, and professional staff currently working at public higher education institutions in Vietnam—individuals either directly or indirectly involved in the implementation of university autonomy policies. To enhance representativeness and diversity, stratified sampling was applied based on three key criteria: (1) geographical region (North – Central – South), (2) institutional size (large – medium – small), and (3) respondent role (administration – teaching – support services).
 A total of 721 questionnaires were distributed, and 583 valid responses were collected, yielding a response rate of 80.9%. Among the respondents, 371 were male (63.6%), and the rest were female. Notably, all participants held at least a Master’s degree, ensuring qualified and informed input on complex higher education policy issues.
DOI: 10.17632/bsmp956ggn
title: Sequencing Batch Algal Ponds studies 2025

description: These are the results of the studies conducted on 2025 comparing the performance of the High Rate Algal Ponds (HRAPs) and Sequencing Batch Algal Ponds (SBAPs). Grab samples were taken in triplicate of influent wastewater (Inlet), HRAPs operating at 10 dasy of hydraulic retention time (HRT) and SBAPs at different combinations of HRT and solids retention times (SRT). Each SBAP operation parameter can be read as HRT/SRT (i.e. SBAP 10/20 HRT= 10 days and SRT= 20 days).

For enquires do not hesitate to contact Felipe Sabatte at: felipe.sabatte@flinders.edu.au or fsabatte@agro.uba.ar.
DOI: 10.17632/bsmp956ggn.1
title: Sequencing Batch Algal Ponds studies 2025

description: These are the results of the studies conducted on 2025 comparing the performance of the High Rate Algal Ponds (HRAPs) and Sequencing Batch Algal Ponds (SBAPs). Grab samples were taken in triplicate of influent wastewater (Inlet), HRAPs operating at 10 dasy of hydraulic retention time (HRT) and SBAPs at different combinations of HRT and solids retention times (SRT). Each SBAP operation parameter can be read as HRT/SRT (i.e. SBAP 10/20 HRT= 10 days and SRT= 20 days).

For enquires do not hesitate to contact Felipe Sabatte at: felipe.sabatte@flinders.edu.au or fsabatte@agro.uba.ar.
DOI: 10.17632/wxgztkynpb
title: FREEDAM CONNECTION

description: ABAQUS FILES
DOI: 10.17632/wxgztkynpb.1
title: FREEDAM CONNECTION

description: ABAQUS FILES
DOI: 10.17632/j8f8wxgfsb
title: Fine-tuning ERK activity enables proliferation-differentiation balance during lineage specification

description: The dataset includes several folders containing all raw data and supporting materials associated with the manuscript. The folders entitled “Figure” and “Supplement Figure” contain the raw data used to generate all main and supplementary figures, respectively. Subfolders labeled Figure 1–Figure 5 and Figure S1–Figure S5 correspond to individual figures in the manuscript and are organized by figure panels. These folders include Excel files with quantitative raw data, as well as original immunofluorescence images and western blot images used for figure preparation. The “Supplementary Video” folder contains three subfolders (Video S1–S3) with the corresponding video files. 
Within the Figure and Supplement Figure directories, some datasets are provided in MATLAB .mat format, representing quantitative measurements derived from image analyses. Corresponding MATLAB scripts (labeled as “script”) are included to facilitate data visualization and reproduction of the published figures. Users can reproduce the reported results by running these scripts in MATLAB after specifying the correct data file paths. For example, Figure 1A can be reproduced using the file PSC_TBXT_ERK(data).mat together with the script Heatmap_for_signal(script).m after updating the file path accordingly.
DOI: 10.17632/j8f8wxgfsb.3
title: Fine-tuning ERK activity enables proliferation-differentiation balance during lineage specification

description: The dataset includes several folders containing all raw data and supporting materials associated with the manuscript. The folders entitled “Figure” and “Supplement Figure” contain the raw data used to generate all main and supplementary figures, respectively. Subfolders labeled Figure 1–Figure 5 and Figure S1–Figure S5 correspond to individual figures in the manuscript and are organized by figure panels. These folders include Excel files with quantitative raw data, as well as original immunofluorescence images and western blot images used for figure preparation. The “Supplementary Video” folder contains three subfolders (Video S1–S3) with the corresponding video files. 
Within the Figure and Supplement Figure directories, some datasets are provided in MATLAB .mat format, representing quantitative measurements derived from image analyses. Corresponding MATLAB scripts (labeled as “script”) are included to facilitate data visualization and reproduction of the published figures. Users can reproduce the reported results by running these scripts in MATLAB after specifying the correct data file paths. For example, Figure 1A can be reproduced using the file PSC_TBXT_ERK(data).mat together with the script Heatmap_for_signal(script).m after updating the file path accordingly.
DOI: 10.15468/dl.kksubg
title: Occurrence Download

description: A dataset containing 233 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Melissodes niveus"
 ]
}

 The dataset includes 233 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004442-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/gt3nzyz8hf
title: ER-25-20491 research data

description: Fourier Transform Ion Cyclotron Resonance Mass Spectrometry Data for Molecular Composition of Dissolved Organic Matter
DOI: 10.17632/gt3nzyz8hf.2
title: ER-25-20491 research data

description: Fourier Transform Ion Cyclotron Resonance Mass Spectrometry Data for Molecular Composition of Dissolved Organic Matter
DOI: 10.17632/6xrfmhz4g6
title: Original uncropped western blot images

description: Original uncropped western blot images
DOI: 10.17632/6xrfmhz4g6.1
title: Original uncropped western blot images

description: Original uncropped western blot images
DOI: 10.17632/jxcr7x8585
title: Abundance and richness of arthropods at the edge of forests

description: Meta analysis data compared the abundance and richness of arthropods at forest edges and within forests. The inclusion or exclusion of literature list lists the 262 articles in the full-text screening stage, as well as the data extracted from them and the reasons for their exclusion.
DOI: 10.17632/jxcr7x8585.4
title: Abundance and richness of arthropods at the edge of forests

description: Meta analysis data compared the abundance and richness of arthropods at forest edges and within forests. The inclusion or exclusion of literature list lists the 262 articles in the full-text screening stage, as well as the data extracted from them and the reasons for their exclusion.
DOI: 10.17632/mrmj9gj949
title: Open government data and bank risk-taking

description: This dataset contains Stata code and associated data files for conducting regression analysis of "Open government data and bank risk-taking".
DOI: 10.17632/mrmj9gj949.2
title: Open government data and bank risk-taking

description: This dataset contains Stata code and associated data files for conducting regression analysis of "Open government data and bank risk-taking".
DOI: 10.17632/sgkx2cpyc8
title: Research data on dissolved organic matter in slope erosion leachate

description: Fourier Transform Ion Cyclotron Resonance Mass Spectrometry Data for Molecular Composition of Dissolved Organic Matter
DOI: 10.17632/sgkx2cpyc8.1
title: Research data on dissolved organic matter in slope erosion leachate

description: Fourier Transform Ion Cyclotron Resonance Mass Spectrometry Data for Molecular Composition of Dissolved Organic Matter
DOI: 10.17632/9tjdjyfsh8
title: Dataset & Source Code Title: Processed Dataset for Diagnosing Urban Centrality Disparity

description: These datasets and source code contain refined and pre-processed information derived from the OD mobility big data for the Seoul metropolitan region provided by the Seoul Metropolitan Government, South Korea. The dataset was developed to analyze the phenomenon of spatial match and mismatch between CPT-based and CFT-based centralities from November 2023.
DOI: 10.17632/9tjdjyfsh8.1
title: Dataset & Source Code Title: Processed Dataset for Diagnosing Urban Centrality Disparity

description: These datasets and source code contain refined and pre-processed information derived from the OD mobility big data for the Seoul metropolitan region provided by the Seoul Metropolitan Government, South Korea. The dataset was developed to analyze the phenomenon of spatial match and mismatch between CPT-based and CFT-based centralities from November 2023.
DOI: 10.17632/8b4ztns76h
title: Nutritional Analysis and Macro-Micro Nutrient Profiling of Indonesian Culinary Recipes

description: This data contains information about a typical Indonesian recipe, including cooking steps, portion sizes, and cooking times. Each ingredient in the recipe is calculated in detail to determine its nutritional content per gram, including calories, protein, fat, carbohydrates, calcium, iron, zinc, and retinol. The data also includes the total nutritional value of the recipe as a whole, providing a comprehensive overview of the nutritional balance of the dish. This analysis process also included identifying missing or missing ingredients in the data to ensure the accuracy and completeness of the information.
This dataset is highly useful for researchers, nutritionists, and app developers who want to better understand the nutritional composition of traditional Indonesian dishes and build apps that provide personalized nutrition recommendations. While this dataset provides extensive insights, it faces limitations related to ingredients not recorded in the TKPI, as well as challenges in converting the amounts listed as "sufficient" to standard units. Nevertheless, this dataset still offers a reliable resource for applications in AI, health, and dietary research.
DOI: 10.17632/8b4ztns76h.1
title: Nutritional Analysis and Macro-Micro Nutrient Profiling of Indonesian Culinary Recipes

description: This data contains information about a typical Indonesian recipe, including cooking steps, portion sizes, and cooking times. Each ingredient in the recipe is calculated in detail to determine its nutritional content per gram, including calories, protein, fat, carbohydrates, calcium, iron, zinc, and retinol. The data also includes the total nutritional value of the recipe as a whole, providing a comprehensive overview of the nutritional balance of the dish. This analysis process also included identifying missing or missing ingredients in the data to ensure the accuracy and completeness of the information.
This dataset is highly useful for researchers, nutritionists, and app developers who want to better understand the nutritional composition of traditional Indonesian dishes and build apps that provide personalized nutrition recommendations. While this dataset provides extensive insights, it faces limitations related to ingredients not recorded in the TKPI, as well as challenges in converting the amounts listed as "sufficient" to standard units. Nevertheless, this dataset still offers a reliable resource for applications in AI, health, and dietary research.
DOI: 10.17632/jpskd8vdn6
title: Dataset of sustainability action plans of global university campuses

description: This dataset collects information such as the net-zero carbon target in long-term, key climate actions, carbon emissions from scope 1 to 3, student and staff population, and principal gender of the 500 universities worldwide.
DOI: 10.17632/jpskd8vdn6.1
title: Dataset of sustainability action plans of global university campuses

description: This dataset collects information such as the net-zero carbon target in long-term, key climate actions, carbon emissions from scope 1 to 3, student and staff population, and principal gender of the 500 universities worldwide.
DOI: 10.15468/dl.9tas3w
title: Occurrence Download

description: A dataset containing 98 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Araneus bogotensis",
 "Country is Colombia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 98 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004443-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/8b5fv9267n
title: Data for:Cerium Stable Isotopes Unveil Ferromanganese Encrustation Across the Oxygen Minimum Zone

description: The XANES and EXAFS data collected as part of our study are available through the Mendeley Data.
DOI: 10.17632/8b5fv9267n.2
title: Data for:Cerium Stable Isotopes Unveil Ferromanganese Encrustation Across the Oxygen Minimum Zone

description: The XANES and EXAFS data collected as part of our study are available through the Mendeley Data.
DOI: 10.15468/dl.njar5a
title: Occurrence Download

description: A dataset listing the 31604 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is Uganda",
 "BasisOfRecord is one of (Human Observation, Specimen)"
 ]
}

 The dataset's 31604 records were derived from 754 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004432-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/3yd-rrq-eqx
title: Souroubea corallina (Mart.) Delpino

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ygm-7jz-h3f
title: Moussonia deppeana (Schltdl. & Cham.) Hanst.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/5a0-rvg-9kw
title: Acalypha infesta Poepp.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/rp5-2xp-5t9
title: Neea divaricata Poepp. & Endl.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/54h-e0w-378
title: Jupunba laeta (Benth.) M.V.B.Soares, M.P.Morim & Iganci

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/5yv-2p5-tx9
title: Miconia leacinnamomifolia R. Goldenb.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/72d-nkm-rtq
title: Euphorbia myrsinites subsp. rechingeri (Greuter) Aldén

description: Digital Specimen for the physical specimen hosted at University of Graz.