GitHub Profiles (users/organisations) and Repositories (research/non-research) of Potsdam Researchers and Research Organisations: An annotated dataset of with howfairis and software quality variables.
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This dataset accompanies the paper "Software FAIRness, Documentation and Development Practices in Potsdam Researchers' GitHub Repositories" It includes 3 CSV files that contain data related to github profiles of users/organisations, their repositories annotated as research/non-research repositories and followed by FAIRness and other software qualtiy variables. The data were collected using SWORDS-template-UP (v1.0.0) methods (collect_users, collect_repositories, collect_variables) which is extended version of SWORS-template adopted according our needs and detailed in the paper. GitHub (research) user/organisation profiles. ( github_profiles.csv ) Column name Description user_id GitHub username html_url URL of the GitHub profile type Type of profile (user or organization) organisation Acronym or name of the organization GitHub repositories (github_repositories.csv) This file contains the repositories scraped from the GitHub profiles of research users and organizations. Column name Description html_url URL link to the repository description GitHub project description project Specifies if the project is research or non-research language Programming language used in the project organisation Acronym or name of the university, institution, or research organization research_group Acronym or name of the research group the repository belongs to Research repositories filtered and annotated (github_research_repositories_filtered_annotated.csv) This file contains filtered and annotated information about research repositories. Column Name Description Collection Method html_url Repository URL howfairis_repository Indicates if the repository is public or private (True/False) (Script- howfairis_variable.py) is a wrapper for howfairis pypi library that checks the 5 recommendations of FAIR howfairis_license Indicates if the repository has a license (True/False) (Script- howfairis_variable.py) is a wrapper for howfairis pypi library that checks the 5 recommendations of FAIR howfairis_registry Indicates if the repository has implemented community registry (True/False) (Script- howfairis_variable.py) is a wrapper for howfairis pypi library that checks the 5 recommendations of FAIR howfairis_citation Indicates if the repository has a .cff file (True/False) (Script- howfairis_variable.py) is a wrapper for howfairis pypi library that checks the 5 recommendations of FAIR howfairis_checklist Indicates if the repository has implemented OpenSSF best practices badge (True/False) (Script- howfairis_variable.py) is a wrapper for howfairis pypi library that checks the 5 recommendations of FAIR fair_score Score based on howfairis variables (0-5) dlr_soft_class Name of the university, company, research institute, or research organization (Manual) Annotated the repository based on DLR software engineering guideline. There are no specific definitions on metrics how to categorise them (github repositories) into application classes. Which were needed to do a comparitive analysis. installation_instruction Presence of installation instruction (True/False) (Manual) Checked the presense of Installation Instruction in the readme or in the project wiki pages. project_information Presence of basic project information in README (True/False) (Manual) Checked if the readme have basic information about the project. usage_guide Presence of folder named test/tests in the root directory (True/False) (Manual) Checked the presense of Usage Guide in the readme or in the project wiki pages. For command line tools checked if they have help command which guides how to use the tool. test_folder Presence of folder named test/tests in the root directory (True/False) (Script - test_folder.py) Checks the folder names test/tests in the root directory of the repository. requirements_explicit Explicit requirements for Python, R, C++ repositories (True/False) (Script - requirement_explicit.py) Checks the files (requirements.txt, DESCRIPTION, CMakeLists.txt) in the root directory. continuous_integration Indicates if the repository uses continuous integration (True/False) (Script- continious_integration.py) Checks the presence of folder .github (github actions) same for other continious integration (travisCI, CircleCI, Jekins, azure pipeline) ci_tool Name of the continuous integration tool used (Script- continious_integration.py) Checks the presence of folder .github (github actions) same for other continious integration (travisCI, CircleCI, Jekins, azure pipeline) add_lint_rule Indicates if additional linting rules are present (True/False) (Script - add_ci_rules.py) - it scans the YAML files in the .github/workflows directory to detect the presence of (linters) Python, R, and C++. add_test_rule Indicates if additional testing rules are present (True/False) (Script - add_ci_rules.py) - it scans the YAML files in the .github/workflows directory to detect the presence of (testing libraries) Python, R, and C++. comment_at_start Indicates the level of comments at the start of the program (most, more, some, less) (Script - comment_at_start.py) Checks the presence of brief comments at the start at source code files in GitHub repositories. language Programming language used in the repository type Specifies if the profile is a user or organization Github organisation or user profiles. organisation Name of the university, company, research institute, or research organization Oraganisation name (from where the user was found) research_group Name or acronym of the research group Data for publication - https://github.com/Software-Engineering-Group-UP/potsdam-research-repos



