Stroke is among the world leading cause of morbidity and mortality and the principal cause of long-term disability. Stroke patients need to stay for long time at hospitals for treatment and rehabilitation. Hospitals should be prepared for receiving stroke patients. Stroke forecast prediction can contribute to better preparedness of hospitals in treatment of stroke which lead to improving the functional outcome of the patient, thereby decreasing the national expenses in health. Gaza strip have a special case due to clashes escalation between Palestinian protesters and Israeli troops at the border of Gaza, because of that, the Ministry of Health at Gaza needs to temporary release patients from hospitals on Thursday weekly to receive hundreds of wounded people on Friday.