Cluster analysis on tobacco leaf chemical components from various varieties, production regions, and leaf grades ware conducted. The results showed that results from cluster analysis on chemical component index was in agreement with smoking taste test, which suggested that we could use cluster analysis as an alternative to smoking taste test.