This chapter describes cluster evaluation, description, and interpretation for evaluating player profiles based on log information obtainable from a sport server. Cluster evaluation, description, and interpretation methods have been applied to offer further insight into distinct behavioral traits, resulting in a willpower of the quality of clusters, utilizing the Silhouette