As observed, the climatic variables have a poor influence on energy consumption. Moreover, the occupancy data is not readily available as the cluster of these three buildings has many openings for occupants to enter and exit. All such factors make it difficult to measure an exact occupancy count. For these reasons, the focus is given to investigate on the internal energy consumption pattern. This means that rather than developing a model based on external factors