A health care organization utilize various measures to improve the quality of their service and reduce unnecessary costs. Emergency Room (ER) visits are more expensive than urgent or primary care visits. A health care organization desires to understand why its members use the ER instead of its alternatives in order to make an effort to reduce the cost of care. So the goal is to identify the top reasons for Emergency Room utilization