Table 1.
Std | Run | Type | X1 | X2 | X3 | X4 | X5 | Malachite green removal (%) | Chromium removal (%) | ||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Actual | Predicted | Residuals | Actual | Predicted | Residuals | ||||||||
32 | 1 | Fact | 1 | 1 | 1 | 1 | 1 | 89.56 | 90.26 | − 0.70 | 83.88 | 84.16 | − 0.28 |
33 | 2 | Axial | − 1 | 0 | 0 | 0 | 0 | 7.79 | 10.22 | − 2.43 | 47.14 | 46.85 | 0.29 |
12 | 3 | Fact | 1 | 1 | − 1 | 1 | − 1 | 87.13 | 92.52 | − 5.39 | 86.00 | 86.16 | − 0.16 |
17 | 4 | Fact | − 1 | − 1 | − 1 | − 1 | 1 | 10.93 | 5.95 | 4.98 | 53.37 | 52.69 | 0.67 |
45 | 5 | Center | 0 | 0 | 0 | 0 | 0 | 81.70 | 77.10 | 4.61 | 72.74 | 73.82 | − 1.08 |
22 | 6 | Fact | 1 | − 1 | 1 | − 1 | 1 | 89.13 | 89.62 | − 0.49 | 85.78 | 84.18 | 1.60 |
19 | 7 | Fact | − 1 | 1 | − 1 | − 1 | 1 | 4.58 | 9.48 | − 4.90 | 55.02 | 53.60 | 1.42 |
37 | 8 | Axial | 0 | 0 | − 1 | 0 | 0 | 55.37 | 58.83 | − 3.46 | 70.61 | 70.51 | 0.10 |
25 | 9 | Fact | − 1 | − 1 | − 1 | 1 | 1 | 9.67 | 11.54 | − 1.87 | 53.58 | 55.20 | − 1.62 |
39 | 10 | Axial | 0 | 0 | 0 | − 1 | 0 | 85.01 | 90.42 | − 5.41 | 82.36 | 84.14 | − 1.79 |
8 | 11 | Fact | 1 | 1 | 1 | − 1 | − 1 | 84.23 | 79.85 | 4.38 | 80.49 | 80.32 | 0.16 |
50 | 12 | Center | 0 | 0 | 0 | 0 | 0 | 77.82 | 77.10 | 0.72 | 74.14 | 73.82 | 0.32 |
38 | 13 | Axial | 0 | 0 | 1 | 0 | 0 | 55.82 | 58.07 | − 2.26 | 68.79 | 68.99 | − 0.20 |
42 | 14 | Axial | 0 | 0 | 0 | 0 | 1 | 82.33 | 85.31 | − 2.98 | 67.62 | 68.94 | − 1.32 |
47 | 15 | Center | 0 | 0 | 0 | 0 | 0 | 79.98 | 77.10 | 2.88 | 73.94 | 73.82 | 0.12 |
30 | 16 | Fact | 1 | − 1 | 1 | 1 | 1 | 86.74 | 90.19 | − 3.45 | 82.50 | 83.28 | − 0.78 |
21 | 17 | Fact | − 1 | − 1 | 1 | − 1 | 1 | 10.61 | 8.13 | 2.48 | 48.58 | 49.71 | − 1.14 |
9 | 18 | Fact | − 1 | − 1 | − 1 | 1 | − 1 | 24.19 | 29.79 | − 5.60 | 63.07 | 63.97 | − 0.89 |
27 | 19 | Fact | − 1 | 1 | − 1 | 1 | 1 | 27.88 | 28.02 | − 0.14 | 64.81 | 63.25 | 1.56 |
2 | 20 | Fact | 1 | − 1 | − 1 | − 1 | − 1 | 86.58 | 85.85 | 0.73 | 75.74 | 75.17 | 0.58 |
24 | 21 | Fact | 1 | 1 | 1 | − 1 | 1 | 79.36 | 76.74 | 2.62 | 79.65 | 77.92 | 1.73 |
48 | 22 | Center | 0 | 0 | 0 | 0 | 0 | 77.42 | 77.10 | 0.32 | 74.07 | 73.82 | 0.25 |
23 | 23 | Fact | − 1 | 1 | 1 | − 1 | 1 | 8.50 | 8.97 | − 0.47 | 48.44 | 49.70 | − 1.26 |
31 | 24 | Fact | − 1 | 1 | 1 | 1 | 1 | 28.46 | 28.59 | − 0.14 | 53.70 | 54.37 | − 0.66 |
3 | 25 | Fact | − 1 | 1 | − 1 | − 1 | − 1 | 44.30 | 41.27 | 3.03 | 67.95 | 68.40 | − 0.45 |
28 | 26 | Fact | 1 | 1 | − 1 | 1 | 1 | 83.89 | 79.80 | 4.09 | 75.75 | 76.41 | − 0.66 |
46 | 27 | Center | 0 | 0 | 0 | 0 | 0 | 80.22 | 77.10 | 3.12 | 74.77 | 73.82 | 0.95 |
7 | 28 | Fact | − 1 | 1 | 1 | − 1 | − 1 | 24.26 | 26.59 | − 2.34 | 56.93 | 56.68 | 0.25 |
18 | 29 | Fact | 1 | − 1 | − 1 | − 1 | 1 | 75.67 | 77.55 | − 1.88 | 69.73 | 70.52 | − 0.80 |
26 | 30 | Fact | 1 | − 1 | − 1 | 1 | 1 | 78.11 | 77.03 | 1.07 | 75.33 | 74.60 | 0.72 |
11 | 31 | Fact | − 1 | 1 | − 1 | 1 | − 1 | 59.91 | 55.25 | 4.65 | 76.79 | 77.58 | − 0.79 |
40 | 32 | Axial | 0 | 0 | 0 | 1 | 0 | 97.39 | 97.70 | − 0.30 | 89.98 | 88.29 | 1.69 |
1 | 33 | Fact | − 1 | − 1 | − 1 | − 1 | − 1 | 30.12 | 28.76 | 1.36 | 61.80 | 61.92 | − 0.12 |
35 | 34 | Axial | 0 | − 1 | 0 | 0 | 0 | 71.03 | 75.27 | − 4.24 | 76.96 | 76.05 | 0.91 |
16 | 35 | Fact | 1 | 1 | 1 | 1 | − 1 | 85.07 | 88.82 | − 3.75 | 86.47 | 86.10 | 0.37 |
4 | 36 | Fact | 1 | 1 | − 1 | − 1 | − 1 | 83.89 | 84.63 | − 0.74 | 75.61 | 75.40 | 0.22 |
14 | 37 | Fact | 1 | − 1 | 1 | 1 | − 1 | 84.63 | 79.77 | 4.86 | 78.83 | 79.65 | − 0.82 |
29 | 38 | Fact | − 1 | − 1 | 1 | 1 | 1 | 16.13 | 14.80 | 1.33 | 48.76 | 47.24 | 1.52 |
5 | 39 | Fact | − 1 | − 1 | 1 | − 1 | − 1 | 15.13 | 16.78 | − 1.65 | 52.47 | 51.14 | 1.34 |
34 | 40 | Axial | 1 | 0 | 0 | 0 | 0 | 66.32 | 69.60 | − 3.28 | 67.98 | 68.37 | − 0.39 |
41 | 41 | Axial | 0 | 0 | 0 | 0 | − 1 | 93.26 | 95.99 | − 2.73 | 75.75 | 74.53 | 1.22 |
49 | 42 | Center | 0 | 0 | 0 | 0 | 0 | 84.72 | 77.10 | 7.62 | 74.14 | 73.82 | 0.32 |
10 | 43 | Fact | 1 | − 1 | − 1 | 1 | − 1 | 84.40 | 80.77 | 3.62 | 79.71 | 78.78 | 0.93 |
20 | 44 | Fact | 1 | 1 | − 1 | − 1 | 1 | 67.79 | 67.36 | 0.43 | 64.48 | 65.19 | − 0.70 |
6 | 45 | Fact | 1 | − 1 | 1 | − 1 | − 1 | 81.63 | 83.76 | − 2.13 | 79.29 | 81.01 | − 1.72 |
13 | 46 | Fact | − 1 | − 1 | 1 | 1 | − 1 | 19.77 | 18.89 | 0.87 | 47.81 | 48.20 | − 0.39 |
43 | 47 | Center | 0 | 0 | 0 | 0 | 0 | 76.92 | 77.10 | − 0.18 | 75.07 | 73.82 | 1.25 |
15 | 48 | Fact | − 1 | 1 | 1 | 1 | − 1 | 42.48 | 41.66 | 0.82 | 61.16 | 60.89 | 0.27 |
44 | 49 | Center | 0 | 0 | 0 | 0 | 0 | 80.86 | 77.10 | 3.76 | 72.07 | 73.82 | − 1.75 |
36 | 50 | Axial | 0 | 1 | 0 | 0 | 0 | 80.09 | 81.56 | − 1.47 | 78.71 | 79.72 | − 1.01 |
Variable | Variable code | Coded and actual levels | |||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
− 1 | 0 | 1 | |||||||||||
Malachite green conc. (mg/L) | X1 | 2 | 6 | 10 | |||||||||
Chromium conc. (mg/L) | X2 | 40 | 120 | 200 | |||||||||
Algal biomass (g/L) | X3 | 1 | 3 | 5 | |||||||||
Initial pH level | X4 | 4 | 7 | 10 | |||||||||
Incubation time (min) | X5 | 20 | 40 | 60 |