cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.14457/stou.the.2001.2
title: ความต้องการฝึกอบรมเพื่อเพิ่มประสิทธิภาพการผลิตถั่วลิสง ของเกษตรกร ในเขตโครงการส่งน้ำและบำรุงรักษาห้วยหลวง อำเภอกุดจับ จังหวัดอุดรธานี

description: การวิจัยครั้งนี้มีวัต56ประสงค์เพื่อศึกษาเกษตรกรผู้ปลูกถั่วลิสงในเขตโครงการส่งนำและบำรุงรักษา ห้วยหลวง อำเภอกุดจับ จังหวัดอุดรธานี ในเรื่องต่อไปนี้ (1) สภาพทางสังคมและเศรษฐกิจ (2) สภาพการผลิต ถั่วลิสงฤดูแล้งปี 2543/44 (3) ความรู้ในการผลิตถั่วลิสงฤดูแล้ง (4) ความต้องการฝึกอบรมเพื่อเพิ่มประสิทธิภาพ การผลิตถั่วลิสงฤดูแล้ง ผลการวิจัยพบว่า (1) สภาพทางสังคมและเศรษฐกิจ เกษตรกรส่วนมากเป็นหญิง อายุเฉลี่ย 43 ปี จบการศึกษาสูงสุด ป. 4 มีแรงงานเฉลี่ยในครอบครัว 3 คน เงินทุนส่วนใหญ่เป็นของเกษตรกรและมีรายได้เพียง เล็กน้อยจากการผลิตถั่วลิสง (2) สภาพการผลิตถั่วลิสงฤลูแล้ง ปื2543/44 พบว่าเกษตรกรปฏิบัติในเรื่องการ คลุกเมล็ดพันธุด้วยสารเคมีและเชื้อไรโซเบียม มีการใช้สารเคมีคุมกำเนิดวัชพืช ใช้ปุ๋ยเคมีสูตร 15-15-15 เก็บ เกี่ยวตามอายุ โดยใช้กระสอบป่านบรรจุเมล็ด และเกษตรกรไม่ปฏิบัติในเรื่องต่อไปนี้ การคัดพันธุ์ปนการทดสอบความงอก การใช้ปูนขาวปรับคุณสมบัติของดินให้เหมาะสม การปลูกซ่อม การใส่ปุ๋ยครั้งที่ 2 การพูนโคนต้น การคัดแยกฝักดีและฝักเสียออกจากกันขณะปลิดฝัก (3) ความรู้ในการผลิตถั่วลิสงฤดูแล้ง เกษตรกรมี ความรู้ในเรื่อง การคัดพันธุ์ปน การทดสอบความงอก การใช้เชื้อไรโซเบียม การใช้ปุนขาว การปลูกซ่อม การพูนโคนต้น การใส่ปุ๋ยครั้งที่2 การกำหนดอายุการเก็บเกี่ยว การตากและการเก็บรักษา ส่วนเรื่องที่ เกษตรกรไม่รู้ คือ การใช้สารเคมีคลุกเมล็ดพันธุ์และการใช้สารเคมีป้องกันกำจัดศัตรูพืช (4) ความต้องการฝึกอบรม พบว่าเกษตรกรเกือบทั้งหมดมีความต้องการปีกอบรม ถึงแม้ว่าบางเรื่องเกษตรกรจะมีความรู้อยู่แล้ว แต่ก็ยัง มีความต้องการฝึกอบรมเพื่อเพิ่มประสิทธิภาพการผลิตถั่วลิสงฤลูแล้ง เกี่ยวกับสภาพแวดล้อม พันธุ์และการ เตรียมพันธุ์ การปลูก การดูแลรักษา การเก็บเกี่ยวและวิทยาการหลังการเก็บเกี่ยว และเกษตรกรต้องการฝึกอบรมในหมู่บ้าน 1-3 วัน ในรูปแบบการบรรยายความรู้ใช้วีดิโอ และต้องการวิทยากรที่เป็นนักวิชาการของทางราชการ
DOI: 10.6084/m9.figshare.28028189
title: Source code and test datasets

description: It contains all the source code, trained model, and testing datasets.
DOI: 10.6084/m9.figshare.28028189.v1
title: Source code and test datasets

description: It contains all the source code, trained model, and testing datasets.
DOI: 10.14457/stou.the.2017.201
title: ผลการจัดกิจกรรมการเล่นทรายที่มีต่อความคิดสร้างสรรค์ของเด็กปฐมวัย โรงเรียนชุมชนบ้านโคกล่าม จังหวัดร้อยเอ็ด

description: การวิจัยครั้งนี้มีวัตถุประสงค์เพื่อเปรียบเทียบความคิดสร้างสรรค์ของเด็กปฐมวัยโรงเรียนชุมชนบ้านโคกล่าม จังหวัดร้อยเอ็ด ก่อนและหลังการจัดกิจกรรมการเล่นทราย กลุ่มตัวอย่าง คือ เด็กปฐมวัย ที่มีอายุระหว่าง 5-6 ปี จำนวน 22 คน ศึกษาอยู่ในชั้นอนุบาลปีที่ 2 ภาคเรียนที่ 2 ปีการศึกษา 2560 โรงเรียนชุมชนบ้านโคกล่าม จังหวัดร้อยเอ็ด ได้มาโดยการสุ่มแบบกลุ่ม จำนวน 1 ห้องเรียน เครื่องมือที่ใช้ในการวิจัยประกอบด้วย คู่มือการจัดกิจกรรมการเล่นทรายและแบบทดสอบวัดความคิดสร้างสรรค์ของเด็กปฐมวัย สถิติที่ใช้ในการวิเคราะห์ข้อมูล ได้แก่ ค่าเฉลี่ย ส่วนเบี่ยงเบนมาตรฐาน และการทดสอบเครื่องหมาย ผลการวิจัยปรากฏว่า เด็กปฐมวัยโรงเรียนชุมชนบ้านโคกล่าม ที่ได้ร่วมกิจกรรมการเล่นทราย มีความคิดสร้างสรรค์หลังการทดลองสูงกว่าก่อนการทดลองอย่างมีนัยสำคัญทางสถิติที่ระดับ .05 || The objective of this research was to compare creative thinking scores of preschool children at Ban Khok Laam Community School in Roi Et province before and after partaking in sand playing activities. The research sample consisted of 22 preschool children, aged 5 – 6 years, in an intact classroom of second year kindergarten level of Ban Khok Laam Community School in Roi Et province during the second semester of the 2017 academic year, obtained by cluster sampling. The employed research instruments comprised a manual for organizing sand playing activities and a preschool children creative thinking test. Statistics employed for data analysis were the mean, standard deviation, and sign test. Research findings showed that the post-experiment creative thinking scores of preschool children who partook in sand playing activities were significantly higher than their pre-experiment counterpart scores at the .05 level of statistical significance.
DOI: 10.5281/zenodo.18339393
title: Members of the École française de Rome (since 1873). Wikidata queries and result sets (WiQuiEFR).

description: This dataset contains a collection of SPARQL queries and their corresponding result sets focused on the Members of the École française de Rome (EFR) from the institution's foundation in 1873 up to 2026-01. This data was compiled as part of a project dedicated to the digital preservation and enhancement of the EFR’s institutional history (WiQuiEFR) supported by the GWMAB (Gruppo Wikidata per Musei, Archivi e Biblioteche).

The primary objective of this work is two-fold:

1. Enrichment of Wikidata: creating and improving items related to EFR members to ensure better visibility and structured representation of their academic careers.

2. Data curation and interoperability: facilitating data alignment and reconciliation across major international library catalogues, authority files and databases, including Sudoc, SBN, HAL, ORCID, Library of Congress (LoC), and VIAF.

The dataset is organized to allow researchers and data scientists to replicate the queries and track the evolution of the data. It includes:

- "WiQuiEFR_queries": list of queries and links to run them on Wikidata query service.

- Result sets (.tsv): results of the queries downloaded on 2026-01-22.
DOI: 10.5281/zenodo.18339394
title: Members of the École française de Rome (since 1873). Wikidata queries and result sets (WiQuiEFR).

description: This dataset contains a collection of SPARQL queries and their corresponding result sets focused on the Members of the École française de Rome (EFR) from the institution's foundation in 1873 up to 2026-01. This data was compiled as part of a project dedicated to the digital preservation and enhancement of the EFR’s institutional history (WiQuiEFR) supported by the GWMAB (Gruppo Wikidata per Musei, Archivi e Biblioteche).

The primary objective of this work is two-fold:

1. Enrichment of Wikidata: creating and improving items related to EFR members to ensure better visibility and structured representation of their academic careers.

2. Data curation and interoperability: facilitating data alignment and reconciliation across major international library catalogues, authority files and databases, including Sudoc, SBN, HAL, ORCID, Library of Congress (LoC), and VIAF.

The dataset is organized to allow researchers and data scientists to replicate the queries and track the evolution of the data. It includes:

- "WiQuiEFR_queries": list of queries and links to run them on Wikidata query service.

- Result sets (.tsv): results of the queries downloaded on 2026-01-22.
DOI: 10.5281/zenodo.15760785
title: Open data set for publication "Towards Goal-Centric Assessment of Requirements Engineering Methods for Privacy by Design"

description: methodology.pdf - visual overview of methodology.

methodology-details.pdf - detailed description of methodology.

literature-review.xlsx - integrated list of studies extracted from Scopus and Google Scholar; inclusion criteria applied in the literature review; data extracted from secondary studies, primary studies applying systematic and tailored assessment/evaluation criteria to RE methods for PbD/GDPR compliance, and three studies focused on intersection between requirements and system specification; mapping of the extracted data and synthesized RE method characteristics (MCs).

LR7_mapping-IN1-IN2.pdf - list of assessment/evaluation criteria extracted during the literature review from primary studies that have not used any systematic approach to assessment/evaluation of RE methods for PbD/GDPR compliance; mapping of evaluation tasks extracted during the literature review to RE method goals (MGs) synthesized from the results of the interviews.

interview-questions.pdf - questions used in the interviews.

interview-results.pdf - results of the interviews structured according to the Goal-Question-Metric approach.

Goal-centric assessment approach to requirements (RE) methods for Privacy by Design (PbD):

assessment-MG1.pdf - Requirements Engineering Method Goal (MG)1: Facilitating GDPR compliance throughout SDLCassessment-MG2.pdf - Requirements Engineering Method Goal (MG) 2: Achieving understandability of GDPR in software engineeringassessment-MG3.pdf - Requirements Engineering Method Goal (MG) 3: Enabling decisionmaking on complianceassessment-MG4.pdf - Requirements Engineering Method Goal (MG) 4: Documenting the required informationassessment-MG5.pdf - Requirements Engineering Method Goal (MG) 5: Facilitating compliance governanceassessment-MG6.pdf - Requirements Engineering Method Goal (MG) 6: Enabling response to changesassessment-MG7.pdf - Requirements Engineering Method Goal (MG) 7: Achieving verifiability&validity of complianceassessment-MG8.pdf - Requirements Engineering Method Goal (MG) 8: Achieving effective communication on GDPR compliance implementationassessment-MG9.pdf - Requirements Engineering Method Goal (MG) 9: Facilitating GDPR compliance-related proceduresassessment-MG10.pdf - Requirements Engineering Method Goal (MG) 10: Addressing business concerns in PbD implementationassessment-MG11.pdf - Requirements Engineering Method Goal (MG) 11: Facilitating risk and security management
DOI: 10.5281/zenodo.15760786
title: Open data set for publication "Towards Goal-Centric Assessment of Requirements Engineering Methods for Privacy by Design"

description: methodology.pdf - visual overview of methodology.

methodology-details.pdf - detailed description of methodology.

literature-review.xlsx - integrated list of studies extracted from Scopus and Google Scholar; inclusion criteria applied in the literature review; data extracted from secondary studies, primary studies applying systematic and tailored assessment/evaluation criteria to RE methods for PbD/GDPR compliance, and three studies focused on intersection between requirements and system specification; mapping of the extracted data and synthesized RE method characteristics (MCs).

LR7_mapping-IN1-IN2.pdf - list of assessment/evaluation criteria extracted during the literature review from primary studies that have not used any systematic approach to assessment/evaluation of RE methods for PbD/GDPR compliance; mapping of evaluation tasks extracted during the literature review to RE method goals (MGs) synthesized from the results of the interviews.

interview-questions.pdf - questions used in the interviews.

interview-results.pdf - results of the interviews structured according to the Goal-Question-Metric approach.

Goal-centric assessment approach to requirements (RE) methods for Privacy by Design (PbD):

assessment-MG1.pdf - Requirements Engineering Method Goal (MG)1: Facilitating GDPR compliance throughout SDLCassessment-MG2.pdf - Requirements Engineering Method Goal (MG) 2: Achieving understandability of GDPR in software engineeringassessment-MG3.pdf - Requirements Engineering Method Goal (MG) 3: Enabling decisionmaking on complianceassessment-MG4.pdf - Requirements Engineering Method Goal (MG) 4: Documenting the required informationassessment-MG5.pdf - Requirements Engineering Method Goal (MG) 5: Facilitating compliance governanceassessment-MG6.pdf - Requirements Engineering Method Goal (MG) 6: Enabling response to changesassessment-MG7.pdf - Requirements Engineering Method Goal (MG) 7: Achieving verifiability&validity of complianceassessment-MG8.pdf - Requirements Engineering Method Goal (MG) 8: Achieving effective communication on GDPR compliance implementationassessment-MG9.pdf - Requirements Engineering Method Goal (MG) 9: Facilitating GDPR compliance-related proceduresassessment-MG10.pdf - Requirements Engineering Method Goal (MG) 10: Addressing business concerns in PbD implementationassessment-MG11.pdf - Requirements Engineering Method Goal (MG) 11: Facilitating risk and security management
DOI: 10.5066/p13pqxth
title: Aquaculture and Irrigation Water-Use Model (AIWUM) version 2.0 Updated Input and Output Datasets for the Mississippi Alluvial Plain, 2014–2023

description: This data release contains updated monthly and annual water-use estimates from the Aquaculture and Irrigation Water-Use Model (AIWUM) version 2.0 for the Mississippi Alluvial Plain (MAP) from 2014 to 2023. AIWUM version 2.0 employs remote sensing datasets and machine learning to advance the ability to predict groundwater use in regions with scarce or limited in-situ groundwater withdrawal data availability.  The model utilizes hydrometeorological data and Distributed Random Forests, an ensemble machine learning algorithm, to estimate annual and monthly groundwater use for irrigation and aquaculture throughout the MAP region at a 1-km resolution (Majumdar and others, 2024).  Aquaculture and irrigation estimates contained in this data release are representative of groundwater withdrawal for six different categories: aquaculture, cotton, corn, rice, soybeans, and all other crops.

Contained in this data release are monthly and annual estimates by land-use category and monthly and annual total estimates. Monthly and annual totals are a summation of water use for aquaculture, cotton, corn, rice, soybeans, and all other crops, by month and by year. Estimates are provided here in multiple forms: monthly estimates by use, monthly total estimates, annual estimates by use, and annual total estimates. All estimates are in units of in cubic meters per square kilometer.

Further details about this application of the AIWUM model can be found in the related primary publication. The primary publication can be accessed through links in the related external resources section below. These data provide updates to the previously published AIWUM version 2.0 estimates for 2014 to 2020 in https://doi.org/10.5066/P9CET25K.
DOI: 10.15468/dl.f2wrut
title: Occurrence Download

description: A dataset containing 7574 species occurrences available in GBIF matching the query:
{
 "and" : [
 "NetworkKey is 1f2c0cbe-40df-43f6-ba07-e76133e78c31",
 "TaxonKey is Canis lupus"
 ]
}

 The dataset includes 7574 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004908-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17177110
title: Supplementary information 3D seismic cycle models of the Italian Apennines

description: This repository contains supporting information for the work of Rodriguez Piceda et al.'s, "The role of fault network geometry on the complexity of seismic cycles in the Apennines". Refer to ReadMe.md file for further description of the repository.
DOI: 10.5281/zenodo.18339858
title: Supplementary information 3D seismic cycle models of the Italian Apennines

description: This repository contains supporting information for the work of Rodriguez Piceda et al.'s, "The role of fault network geometry on the complexity of seismic cycles in the Apennines". Refer to ReadMe.md file for further description of the repository.
DOI: 10.5281/zenodo.17833345
title: Conjunto de notas de leitura de processos relativos à ação de construção de "Construção do Edifício dos CTT de Penamacor [1968-1980]"

description: Conjunto de notas de leitura de processos relativos à ação de construção de "Construção do Edifício dos CTT de Penamacor [1968-1980" existente no Arquivo Municipal de Penamacor, em Penamacor.




Registos efetuados em maio de 2024 no âmbito do projeto de investigação ReARQ.IB – Built Environment Knowledge for Resilient, Sustainable Communities: Understanding Everyday Modern Architecture and Urban Design in the Iberian Peninsula (1939-1985) (ERC GA949686) e publicado online em https://arquitecturaaqui.eu/pt/atividades/acoes/36621/construcao-do-edificio-dos-ctt-de-penamacor. 




Dados exportados da plataforma Arquitectura Aqui (https://arquitecturaaqui.eu), repositório do referido projeto, em dezembro de 2025.
DOI: 10.5281/zenodo.17833346
title: Conjunto de notas de leitura de processos relativos à ação de construção de "Construção do Edifício dos CTT de Penamacor [1968-1980]"

description: Conjunto de notas de leitura de processos relativos à ação de construção de "Construção do Edifício dos CTT de Penamacor [1968-1980" existente no Arquivo Municipal de Penamacor, em Penamacor.




Registos efetuados em maio de 2024 no âmbito do projeto de investigação ReARQ.IB – Built Environment Knowledge for Resilient, Sustainable Communities: Understanding Everyday Modern Architecture and Urban Design in the Iberian Peninsula (1939-1985) (ERC GA949686) e publicado online em https://arquitecturaaqui.eu/pt/atividades/acoes/36621/construcao-do-edificio-dos-ctt-de-penamacor. 




Dados exportados da plataforma Arquitectura Aqui (https://arquitecturaaqui.eu), repositório do referido projeto, em dezembro de 2025.
DOI: 10.15468/dl.bwkf5f
title: Occurrence Download

description: A dataset containing 47007 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 {
 "not" : {
 "Issue" : [
 "is one of (Coordinate precision invalid, Coordinate uncertainty meters invalid)"
 ]
 }
 },
 "DistanceFromCentroidInMeters is greater than or equal to 2000",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Year is 2025",
 "GadmGid is one of (AUT.5.3_2)"
 ]
}

 The dataset includes 47007 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004909-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18340045
title: A Bayesian Framework for Estimating Cosmic Life Probability Using Real Exoplanet Data from the JWST Era

description: We present a Bayesian probabilistic model---termed the Enhanced Cosmic Life Probability Estimator (ECLPE)---to quantify the likelihood of life in the observable universe. The framework extends the classical Drake equation by representing each astrobiological factor as a random variable with empirically informed prior distributions. Crucially, we integrate real exoplanet data from the NASA Exoplanet Archive (as of January 2026) via the astroquery interface and update the atmospheric retention probability f_atm using James Webb Space Telescope (JWST) observations. Monte Carlo simulations (200,000 iterations) yield posterior distributions for both microbial and intelligent life. A variance-based global sensitivity analysis using Sobol indices identifies the dominant sources of uncertainty. The independence assumption among factors is a statistical simplification, with potential correlations addressed in sensitivity tests. Our results indicate that while simple life is statistically probable across cosmic scales, detectable technological civilizations remain exceedingly rare. The model is fully reproducible and open-source, designed for iterative refinement as new data emerge.
DOI: 10.5281/zenodo.18340044
title: A Bayesian Framework for Estimating Cosmic Life Probability Using Real Exoplanet Data from the JWST Era

description: We present a Bayesian probabilistic model---termed the Enhanced Cosmic Life Probability Estimator (ECLPE)---to quantify the likelihood of life in the observable universe. The framework extends the classical Drake equation by representing each astrobiological factor as a random variable with empirically informed prior distributions. Crucially, we integrate real exoplanet data from the NASA Exoplanet Archive (as of January 2026) via the astroquery interface and update the atmospheric retention probability f_atm using James Webb Space Telescope (JWST) observations. Monte Carlo simulations (200,000 iterations) yield posterior distributions for both microbial and intelligent life. A variance-based global sensitivity analysis using Sobol indices identifies the dominant sources of uncertainty. The independence assumption among factors is a statistical simplification, with potential correlations addressed in sensitivity tests. Our results indicate that while simple life is statistically probable across cosmic scales, detectable technological civilizations remain exceedingly rare. The model is fully reproducible and open-source, designed for iterative refinement as new data emerge.
DOI: 10.5281/zenodo.18221404
title: Emissions gap scenarios input and output

description: Analysis of the level and robustness of various government climate pledges, both 2030 NDCs and net zero goals, required for running iterations of the UNEP emissions gap reports. This repository contains the data required to run https://github.com/Rlamboll/Emissions_Gap version tag v25.v1a and v25v2a, and the output of these processes. v25v2a is a minor update of the data to involve additional NDCs revealed during COP30 and does not contain a full run of the data for computational efficiency, hence data for 25.v1a is included here too. 

Files "Analysis_update_ImplementationProgress_EGR2024_hand.xlsx", and files starting "Dataforextensions" should be put in an input folder, along with the generally required files for running this codebase, described in the README there. The output of running the code series (both versions) is the other set of files available here.
DOI: 10.5281/zenodo.18337734
title: Emissions gap scenarios input and output

description: Analysis of the level and robustness of various government climate pledges, both 2030 NDCs and net zero goals, required for running iterations of the UNEP emissions gap reports. This repository contains the data required to run https://github.com/Rlamboll/Emissions_Gap version tag v25.v1a and v25v2a, and the output of these processes. v25v2a is a minor update of the data to involve additional NDCs revealed during COP30 and does not contain a full run of the data for computational efficiency, hence data for 25.v1a is included here too. 

Files "Analysis_update_ImplementationProgress_EGR2024_hand.xlsx", and files starting "Dataforextensions" should be put in an input folder, along with the generally required files for running this codebase, described in the README there. The output of running the code series (both versions) is the other set of files available here.
DOI: 10.15468/dl.ys5vsr
title: Occurrence Download

description: A dataset containing 1028628 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sorbus aucuparia",
 "BasisOfRecord is one of (Human Observation)"
 ]
}

 The dataset includes 1028628 records from 1231 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004878-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57745/jznuio
title: ELA_AUP_profiles.csv

description: :unav
DOI: 10.57745/3iae59
title: ELA (Energy Line Angle) and AUPadim (Area Under the Dimensionless Profile) calculations derived from the analysis of french avalanche past events data.

description: Avalanche risk represents a major concern in mountain land-use planning. To improve understanding and support the assessment of avalanche runout phenomena (particularly the observed maximum propagation envelopes), an analysis of the French historical avalanche cadastre was conducted. This cadastre consists of the Permanent Avalanche Survey (EPA) and the Avalanche Phenomenon Location Map (CLPA). The following analyses focus on three departments in the French Alps and Pyrenees: Haute-Savoie (74), Hautes-Alpes (05), and Ariège (09). Within this framework, two indicators were computed to allow comparison between avalanche events and are presented in the following dataset. The Energy Line Angle is defined as the angle formed by the line connecting the release point to the furthest stopping point of the avalanche. It is expressed in degrees and corresponds to the inverse tangent of the ratio between the vertical drop and the horizontal distance. The Lower Dimensionless Area corresponds to the area beneath the dimensionless topographic profile. This profile is obtained by normalizing the elevation of each point along the path by the total elevation difference between the release area and the extreme stopping point.