In this paper we mapped the location of Pneumonia disease in Surabaya. We also
analyse the survival of the afflicted and predict the spread of the disease using Kriging. The
study reveals that after 45 days in the hospital, the survival of the Pneumonia?s patients
decrease to 46.8%. Moreover, the centers of this disease are in Tubanan and Sukomanunggal
Both of these regions are in West Surabaya which also is an industrial part of the city.