Two-phase clustering is implemented for outlier detection. Outlier detection or anomaly detection is important for researchers.

—Compilation of musical instrument sample s requires careful elimination of badly recorded samples and validation of sample classification into correct categories. This paper introduces algorithms for automatic removal of bad instrument samples using