Port infrastructure plays an important role in supporting inter-island connectivity and marine transportation services. In this study, we used the K-means clustering method to identify patterns and gain insights from historical data. The results of this study are presented in the form of three clusters of passenger ship with different levels of passenger numbers and departing ship, grouping the…