Table 2 Analysis of variance for the response surface of Cu2+ removal % by Azotobacter nigricans NEWG-1 obtained by the Box-Behnken design.
Source of variance | Degrees of freedom | Contribution, % | Sum of square | Mean of square | F-value | P-value | Coefficient estimate | |
---|---|---|---|---|---|---|---|---|
Overall model | 9 | 98.7 | 6163.84 | 684.87 | 43.49 | 0.0003* | 58.89 | |
Linear effect | X1 | 1 | 0.7 | 45.41 | 45.41 | 2.88 | 0.1502 | 2.38 |
X2 | 1 | 64.6 | 4029.78 | 4029.78 | 255.92 | <0.0001* | 22.44 | |
X3 | 1 | 12.9 | 807.02 | 807.02 | 51.25 | 0.0008* | 10.04 | |
Total linear | 3 | 78.2 | 4882.2 | 1627.4 | 103.4 | 0.000* | ||
Square effect | X12 | 1 | 5.1 | 340.93 | 340.93 | 21.65 | 0.0056* | −9.61 |
X22 | 1 | 8.7 | 494.41 | 494.41 | 31.40 | 0.0025* | −11.57 | |
X32 | 1 | 2.6 | 159.30 | 159.30 | 10.12 | 0.0245* | 6.57 | |
Total square | 3 | 16.4 | 1020.6 | 340.2 | 21.6 | 0.003* | ||
Interaction effect | X1X2 | 1 | 0.3 | 17.35 | 17.35 | 1.10 | 0.3420 | 2.08 |
X1X3 | 1 | 1.4 | 87.70 | 87.70 | 5.57 | 0.0647 | −4.68 | |
X2X3 | 1 | 2.5 | 156.00 | 156.00 | 9.91 | 0.0254* | −6.25 | |
Total interaction | 3 | 4.2 | 261.1 | 87.0 | 5.5 | 0.048* | ||
Error effect | Pure Error | 2 | 0.1 | 6.85 | 3.42 | |||
Lack-of-Fit | 3 | 1.2 | 71.88 | 23.96 | 7.0 | 0.1276 | ||
Total error | 5 | 1.3 | 78.7 | 15.8 | ||||
Overall total | 14 | 100.0 | ||||||
R2 | 98.74% | Std. Dev. | 3.97 | |||||
Adj R2 | 96.47% | Mean | 51.10 | |||||
Pred R2 | 81.33% | C.V.% | 7.77 | |||||
Adeq Precision | 20.1125 | PRESS | 1165.54 |