Subsequent of the test results in Table 4, the collected data are prepared for developing the model. Due to the limitations faced in weather data acquisition, forty independence factors from Sopadang et al. (2008) were screened and reduced to twenty-three factors to be the initial input for developing the model (presented in Table 5)