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In a manual examination of more than 7,000 issue reports, we found 33.8% of all issue reports to be misclassified. This misclassification introduces bias in bug prediction models, confusing bugs and features: On average, 39% of files marked as defective actually never had a bug. This study was carried out using the Mozkito framework. [read more...]