cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.11608288
title: Dataset and Code Package for Studying OSS Governance on GitHub

description: Introduction

This data and code package accompanies the research paper, providing all necessary scripts for replicating the study's findings and facilitating further exploration. The package includes a series of Python and R scripts, each designed to perform specific tasks in the data analysis process. Below is a detailed description of each file included in the package:

Usage Instructions

To replicate the study's results, users should run the scripts in the order provided. Each script is designed to build upon the previous one, ensuring a seamless data processing workflow. Detailed comments within each script offer further guidance on their specific functionalities and dependencies.

Dependencies



Python 3.12: Required for running the Python scripts.

R: Required for running the 11_effects_analysis.R script.

Python Libraries: pandas, numpy, nltk, and other standard libraries as specified in the scripts.

R Packages: dplyr, ggplot2, and other necessary packages as specified in the R script.


Dataset Description

Under gov_md_files

This folder contains markdown files related to governance documentation from various GitHub projects. Each file includes detailed governance rules and policies, which are analyzed to understand the evolution and impact of governance structures.

comment-list.csv

This file contains a list of comments extracted from the GitHub projects. Each entry includes details such as the comment text, author, date, and associated rule or issue, providing context for qualitative analysis.

governance-change-commit.csv

This file lists commits related to governance changes in the projects. Each entry includes commit metadata such as commit ID, author, date, and a brief description, allowing for tracking and analysis of governance modifications over time.

governance-change-content.csv

This file provides the content of governance changes associated with each commit. It includes the actual changes made to governance documentation, offering detailed insights into how governance rules evolve.

issue-list.csv

This file contains a list of issues reported in the GitHub projects. Each issue includes details such as issue ID, title, description, author, date, and status, enabling analysis of issues in relation to governance and rule changes.

repo-list.csv

This file lists the repositories included in the study. Each entry includes repository metadata such as repository name, owner, and other relevant information, serving as a reference for the scope of the analysis.

latest-governance-file-content.csv

This file contains the latest content of governance files from the projects. It captures the current state of governance rules and policies, providing a snapshot for comparison with historical data.
DOI: 10.15468/dl.d8chh6
title: Occurrence Download

description: A dataset containing 106945695 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 106945695 records from 13323 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026490-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/13358556
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.5517/ccn4wl7
title: CCDC 600519: Experimental Crystal Structure Determination

description: Related Article: Lingqian Kong, Jianzhong Xu, Shengli Li, Dacheng Li, Jianmin Dou|2016|Synth.React.Inorg.,Met.-Org.,Nano-Met.Chem.|46|617|doi:10.1080/15533174.2014.988803
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccq89py
title: CCDC 663390: Experimental Crystal Structure Determination

description: Related Article: Long Cao, Xiaohong Zhou, Jie Chen, Hui Zhang, Hongmei Deng, Min Shao, Mark C. McMills , Weiguo Cao|2014|Chem.Res.Chin.Univ.|30|596|doi:10.1007/s40242-014-4061-7
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccqsx2g
title: CCDC 679336: Experimental Crystal Structure Determination

description: Related Article: Cătălina Ionescu, Simona Sippelli, Loïc Toupet, Véronique Barragan-Montero|2016|Bioorg.Med.Chem.Lett.|26|636|doi:10.1016/j.bmcl.2015.11.059
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccrx01p
title: CCDC 712102: Experimental Crystal Structure Determination

description: Related Article: Hong Sheng Wang, Hai Feng Suo|2013|Adv.Mater.Res.|790|33|doi:10.4028/www.scientific.net/AMR.790.33
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.ccshlhb
title: CCDC 729972: Experimental Crystal Structure Determination

description: Related Article: Xiaoyun Hu, Dongzhi Chen, Jirong Lan,  Zixing Shan|2016|Phosphorus,Sulfur,Silicon,Relat.Elem.|191|1291|doi:10.1080/10426507.2016.1192624
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccsy450
title: CCDC 742982: Experimental Crystal Structure Determination

description: Related Article: Farooq Ali Shah, Kaneez Fatima, Shaista Sabir, Saqib Ali, Ishtiaq Qadri, Noor ud din|2016|J.Photochem.Photobiol.,B|154|99|doi:10.1016/j.jphotobiol.2015.10.011
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccv5b6j
title: CCDC 779687: Experimental Crystal Structure Determination

description: Related Article: James A. Platts, Giuseppe Ermondi, Giulia Caron, Mauro Ravera, Elisabetta Gabano, Luca Gaviglio, Giorgio Pelosi, Domenico Osella|2011|J.Biol.Inorg.Chem.(JBIC)|16|361|doi:10.1007/s00775-010-0731-1
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccvxr3l
title: CCDC 802190: Experimental Crystal Structure Determination

description: Related Article: Shibdas Banerjee, Farman Ali, Pabitra K. Nayak, Neeraj Agarwal|2012|Thin Solid Films|520|2644|doi:10.1016/j.tsf.2011.11.017
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5281/zenodo.17306509
title: Notes and summaries from domain-specific meetings
DOI: 10.5281/zenodo.17306510
title: Notes and summaries from domain-specific meetings
DOI: 10.5517/ccw6ykk
title: CCDC 811039: Experimental Crystal Structure Determination

description: Related Article: Jan H. Porada, Jörg-M. Neudörfl, Dirk Blunk|2015|New J.Chem.|39|8291|doi:10.1039/C5NJ01594D
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccw8htf
title: CCDC 812535: Experimental Crystal Structure Determination

description: Related Article: Aurélien Crochet, Jean-Pierre Brog, Katharina M. Fromm|2016|Cryst.Growth Des.|16|189|doi:10.1021/acs.cgd.5b01084
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccw8hvg
title: CCDC 812536: Experimental Crystal Structure Determination

description: Related Article: Aurélien Crochet, Jean-Pierre Brog, Katharina M. Fromm|2016|Cryst.Growth Des.|16|189|doi:10.1021/acs.cgd.5b01084
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccw8hsd
title: CCDC 812534: Experimental Crystal Structure Determination

description: Related Article: Aurélien Crochet, Jean-Pierre Brog, Katharina M. Fromm|2016|Cryst.Growth Des.|16|189|doi:10.1021/acs.cgd.5b01084
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccw8hqb
title: CCDC 812532: Experimental Crystal Structure Determination

description: Related Article: Aurélien Crochet, Jean-Pierre Brog, Katharina M. Fromm|2016|Cryst.Growth Des.|16|189|doi:10.1021/acs.cgd.5b01084
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccw8hrc
title: CCDC 812533: Experimental Crystal Structure Determination

description: Related Article: Aurélien Crochet, Jean-Pierre Brog, Katharina M. Fromm|2016|Cryst.Growth Des.|16|189|doi:10.1021/acs.cgd.5b01084
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccw8hp9
title: CCDC 812531: Experimental Crystal Structure Determination

description: Related Article: Aurélien Crochet, Jean-Pierre Brog, Katharina M. Fromm|2016|Cryst.Growth Des.|16|189|doi:10.1021/acs.cgd.5b01084
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccwgrpr
title: CCDC 818545: Experimental Crystal Structure Determination

description: Related Article: Quanzheng Zhang, Changkun Xia, Hongdian Lu, Rui Jiang, Xueke Zhang, Xinghan Wang, Longzhong He|2016|Synth.React.Inorg.,Met.-Org.,Nano-Met.Chem.|46|543|doi:10.1080/15533174.2014.988814
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccx30tt
title: CCDC 837056: Experimental Crystal Structure Determination

description: Related Article: Bochra Ben Salah, Najla Chaari, Awatef Rekik, Anis Ben Hsouna, Mohamed Trigui and Mohamed Kossentini|2015|J.Heterocycl.Chem.|52|1769|doi:10.1002/jhet.2264
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccx8218
title: CCDC 841899: Experimental Crystal Structure Determination

description: Related Article: Hong-Quan Deng, Qi-Ying Jiang, Jian-Rong Xu, Ya-Min Hu|2012|Adv.Mater.Res.|554/556|536|doi:10.4028/www.scientific.net/AMR.554-556.536
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccxbkd5
title: CCDC 844297: Experimental Crystal Structure Determination

description: Related Article: Murat Kaloğlu, Neslihan Şahin, David Sémeril, Eric Brenner, Dominique Matt, İsmail Özdemir, Cemal Kaya and Loïc Toupet|2015|Eur.J.Org.Chem.|2015|7310|doi:10.1002/ejoc.201501070
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccxm4wj
title: CCDC 852558: Experimental Crystal Structure Determination

description: Related Article: Mohammad Hosein Sayahi, Mehdi Adib, Zeinab Hamooleh, Long-Guan Zhu and Massoud Amanlou|2015|Helv.Chim.Acta|98|1231|doi:10.1002/hlca.201500005
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccxnmtz
title: CCDC 853982: Experimental Crystal Structure Determination

description: Related Article: Y. Wang, D.F. Wu, T. Shao, J. Men and G.W. Gao|2014|Asian J.Chem.|26|399|doi:10.14233/ajchem.2014.15410
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccxnmsy
title: CCDC 853981: Experimental Crystal Structure Determination

description: Related Article: Y. Wang, D.F. Wu, T. Shao, J. Men and G.W. Gao|2014|Asian J.Chem.|26|399|doi:10.14233/ajchem.2014.15410
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccy15ty
title: CCDC 865080: Experimental Crystal Structure Determination

description: Related Article: Aurélien Crochet, Jean-Pierre Brog, Katharina M. Fromm|2016|Cryst.Growth Des.|16|189|doi:10.1021/acs.cgd.5b01084
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.7910/dvn/q7rspt
title: Original World Development Indicators Database

description: Original dataset downloaded from the World Development Indicators
DOI: 10.15468/dl.am5ags
title: Occurrence Download

description: A dataset containing 894 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Quercus affinis Scheidw."
 ]
}

 The dataset includes 894 records from 62 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0179235-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a6fmqs
title: Occurrence Download

description: A dataset listing the 3 species recorded in GBIF matching the query:
{
 "TaxonKey" : [
 "is Biomphalaria Preston, 1910"
 ]
}

 The dataset's 3 records were derived from 68 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0219088-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wfy8qr
title: Occurrence Download

description: A dataset containing 40 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Allodontichthys tamazulae Turner, 1946"
 ]
}

 The dataset includes 40 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0160897-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7h8hwq
title: Occurrence Download

description: A dataset containing 538 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dendropsophus bokermanni (Goin, 1960)"
 ]
}

 The dataset includes 538 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0187228-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8prz5t
title: Occurrence Download

description: A dataset containing 25 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Matrona japonica (Förster, 1897)",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 25 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0190688-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3zd2nk
title: Occurrence Download

description: A dataset containing 3363 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Quercus lusitanica Lam."
 ]
}

 The dataset includes 3363 records from 82 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0179236-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w7yfwx
title: Occurrence Download

description: A dataset containing 46 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cinnamomum kotoense, Cinnamomum kotoense, Cinnamomum kotoense Kaneh. & Sasaki, Cinnamomum kotoense Kaneh. & Sasaki, 186447150, Cinnamomum kotoense Kaneh. & Sasaki, Cinnamomum kotoense Kaneh. & Sasaki, Cinnamomum kotoense Kaneh. & Sasaki, Cinnamomum kotoense Kaneh. & Sasaki, Cinnamomum kotoense Kaneh. & Sasaki, Cinnamomum kotoense Kaneh. & Sasaki, 1930)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 46 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0243659-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e5maqp
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Butia yatay (Mart.) Becc.",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0187571-220831081235567/datasets/export for details.
DOI: 10.15468/dl.77wa7n
title: Occurrence Download

description: A dataset containing 46243 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Thaumetopoea pityocampa (Denis & Schiffermüller), 1776"
 ]
}

 The dataset includes 46243 records from 254 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0179237-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bhchxt
title: Occurrence Download

description: A dataset containing 45 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Picromerus lewisi Scott, 1874",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 45 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0190724-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.