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The Durbin-Watson statistics was observed for autocorrelation (Doti and Adibi, 1987). Values for the variance inflationary factor (VIF) were examined for evidence of colinearity among the set of explanatory variables (Armitage and Berry, 1994). The F-statistic was tested for the linearity of the model.