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Studying the relationship between logging characteristics and the code quality of platform software

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Figure

Table 1 Distribution of log churns reasons
Table 2 Overview of subject systems
Table 3 Lines of code, code churn, amounts of logging statements, log churns, percentage of files with logging, percentage of files with pre-release defects, and percentage of files with post-release defects over the releases of Hadoop and JBoss
Table 4 Average defect densities of the source code files with and without logging statements in the studied releases Hadoop JBoss 0.16.0 0.17.0 0.18.0 0.19.0 3.0 3.2 4.0 4.2 With 0.116 0.142 0.249 0.140 0.172 0.145 0.101 0.092 logging Without 0.095 0.083
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