Healthcare analytics provide many benefits in healthcare dashboard systems. datasets majorly contains categorical attributes. This paper proposed an optimized clustering for dataset named harmony search based (HSCC). The existing k-modes algorithm is one of the well-known data-clustering algorithm. Since produces local optimal clusters. Generally, researchers use genetic (GA) algorithms to conv...