From the evaluation result we can observe that using standard complexity metrics alone does not work very well in the categorization task.
Certain language-specific metrics are worth investigating. Complexity metrics alone can not perform categorization task well.
Another finding here is that edit distance alone is not sufficient to build a good categorizer, as it can not outperform the baseline.