Table 4. Analysis of variance for the final model

Regression DF Sum of squares R-square F-value p-value
Linear 5 1.601320 0.3190 21.60 0.0000
Quadratic 5 0.234238 0.0467 3.16 0.0476
2-Way interactions 10 0.926281 0.1845 6.25 0.0020
3-Way interactions 10 1.443231 0.2875 9.73 0.0002
4-Way interactions 5 0.637441 0.1270 8.60 0.0012
Total model 35 4.842511 0.9646 9.33 0.0001
Residual DF Sum of squares Mean square F-value p-value
Lack of fit 7 0.145237 0.020748 3.17 0.1110
Pure error 5 0.032683 0.006537
Total error 12 0.177921 0.014827
DF, degrees of freedom.