This paper presents a study of online patient portal utilization through the analysis of system logs. We analyze click data generated between August 2009 and July 2011 by 1,886 users of an online patient portal. We investigate variations in utilization for Login and the top five system features (Appointment Review, Lab Tests, Medical Advice.