Once a model has been estimated, it is checked whether it is adequate (Adequacy Test). This is done by examining the properties of the residuals. The residuals from the ARIMA model must be normally distributed and should be random. Ljung-Box Q-statistic is used for overall test of the adequacy of the model. If the p-value associated with the Q statistic is small (p-value