Detection of the Fire Drill anti-pattern: 15 real-world projects with ground truth, issue-tracking data, source code density, models and code
DOI10.5281/zenodo.7584206Zenodo7584206MaRDI QIDQ6724424
Dataset published at Zenodo repository.
Sebastian Hönel, Petr Pícha, Lenka Rychtarova, Jakub Danek, Premek Brada
Publication date: 30 January 2023
Copyright license: Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International
This package containsartifacts for 15real-world software projects. The data is supposed to aid the detection of the presence of the Fire Drill anti-pattern. We include original data, ground truth, code (experimental setups and models), and notebooks. The data supports two distinct methods of detecting the AP: a) through issue-tracking data, and b) through the underlying source code. This version of the dataset corresponds tov8of the technical report and the GitHub repository.Thepackage includes the following: Original data: For each project, itsoriginalartifacts (e.g., wikis, meeting minutes, mentors notes, etc.) Evaluation of raters notes by the assessor Fire Drill in issue-tracking data: Ground truth for whether and how strong each project exhibits the Fire Drill AP, on a scale from [0,10]. This was determined by two individual raters, who also reached a consensus. Coefficients for indicators for the first method, per project. Detailed issue-tracing data for each project: what occurred and when. Time logs for each project. Fire Drill in source-code data: Four technical reports thatdocument the developed method of how to translate a description into a detectable pattern, and to use the pattern to detect the presence and to score it (similar to the rating). Also includes a report for how activities were assigned to individual commits. Source code density data (metrics) for each commit in each of the nine projects as a separate dataset. Code: a snapshot of the repository that holds all code, models, notebooks, and pre-computed results, for utmost reproducibility (the code is written in R).
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