Some limitations of this study are that limited variable data were collected (12 variables considered). In addition, due to correlation between variables, some variables such as travel time (correlated with distance), inbound and out bound trip (correlated with distance), train frequency (correlated with waiting time) were manually removed from model. More variables such as traffic congestion and land use diversity should be considered in the future study.