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Datasets of Buggy examples for bug pattern

This repo contains datasets of buggy examples for java code. The datasets were created by mutating open source projects using the Major mutation framework. The mutated codes were tested using the test suites provided by the open source projects. We extracted the methods from each mutated code where the mutation occured, and we then grouped them by kind of bug behaviour that we got. We defined as "buggy methods" the ones on which we injected an error with regard of the test suite. We considered the original methods as "non-buggy", at least for that specific bug pattern.

The dataset were used for training machine learning models by the project https://github.com/Djack1010/GrapPa.

Contents of the repo

Bug Pattern Number of buggy methods Number of non-buggy methods
Null Pointer Exception 4848 1069
Array Index out of Bounds 3258 443
String Index out of Bounds 2517 251
Index out of Bounds 155 77

Authors

  • Giacomo Iadarola - main contributor - Djack1010

Cite this work by refering to the Master thesis (bibtex format):

@mastersthesis{iadarola2018graph,
  title={Graph-based classification for detecting instances of bug patterns},
  author={Iadarola, Giacomo},
  year={2018},
  school={University of Twente}
}

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data repository for the bug datasets

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