Through these 3D plots and their respective contour plots, it was very easy to understand the interactions between two variables and also to determine their optimum levels. The relationship between independent and dependent variables is illustrated in 3D representation of the response surfaces and 2D contour plots generated by the model for flavonoids (Fig. 2). Two variables were depicted in one 3D surface plot while the other two variables were kept constant.