is the corresponding predicted values. Analysis of residuals is an
effective method for discovering several types of model deficiencies. The normal probability plot
represented that the errors (residuals) are normally distributed and shown in Fig. 7 since the points lie
approximately along the straight line. Here, a common defect that shows up the occurrence of three large
residuals, indicated that the corresponding observations as outliers