Table 1.
Std | Run | Type | X1 | X2 | X3 | X4 | X5 | Congo red removal (%) | Pb2+ removal (%) | ||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Actual | Predicted | Residuals | Actual | Predicted | Residuals | ||||||||
42 | 1 | Axial | 0 | 0 | 0 | 0 | 1 | 56.12 | 57.15 | − 1.03 | 96.11 | 96.18 | − 0.07 |
32 | 2 | Fact | 1 | 1 | 1 | 1 | 1 | 45.29 | 46.01 | − 0.72 | 96.90 | 96.70 | 0.20 |
50 | 3 | Center | 0 | 0 | 0 | 0 | 0 | 94.76 | 93.67 | 1.09 | 98.15 | 96.49 | 1.66 |
26 | 4 | Fact | 1 | − 1 | − 1 | 1 | 1 | 41.36 | 40.12 | 1.24 | 90.81 | 90.32 | 0.49 |
46 | 5 | Center | 0 | 0 | 0 | 0 | 0 | 93.70 | 93.67 | 0.03 | 96.16 | 96.49 | − 0.33 |
15 | 6 | Fact | − 1 | 1 | 1 | 1 | − 1 | 73.08 | 73.81 | − 0.73 | 95.73 | 97.57 | − 1.84 |
22 | 7 | Fact | 1 | − 1 | 1 | − 1 | 1 | 55.24 | 55.21 | 0.03 | 86.04 | 86.01 | 0.03 |
13 | 8 | Fact | − 1 | − 1 | 1 | 1 | − 1 | 62.91 | 61.90 | 1.01 | 93.53 | 92.79 | 0.74 |
30 | 9 | Fact | 1 | − 1 | 1 | 1 | 1 | 59.93 | 57.93 | 2.00 | 89.29 | 89.38 | − 0.09 |
28 | 10 | Fact | 1 | 1 | − 1 | 1 | 1 | 13.16 | 14.40 | − 1.24 | 96.17 | 97.39 | − 1.22 |
7 | 11 | Fact | − 1 | 1 | 1 | − 1 | − 1 | 83.87 | 85.02 | − 1.15 | 90.39 | 89.55 | 0.84 |
19 | 12 | Fact | − 1 | 1 | − 1 | − 1 | 1 | 60.76 | 58.87 | 1.89 | 86.63 | 86.66 | − 0.03 |
16 | 13 | Fact | 1 | 1 | 1 | 1 | − 1 | 65.37 | 64.98 | 0.39 | 96.13 | 95.74 | 0.39 |
3 | 14 | Fact | − 1 | 1 | − 1 | − 1 | − 1 | 77.40 | 79.33 | − 1.93 | 85.33 | 85.85 | − 0.52 |
27 | 15 | Fact | − 1 | 1 | − 1 | 1 | 1 | 15.34 | 14.69 | 0.65 | 89.56 | 89.45 | 0.11 |
20 | 16 | Fact | 1 | 1 | − 1 | − 1 | 1 | 45.14 | 45.93 | − 0.79 | 94.75 | 94.34 | 0.41 |
34 | 17 | Axial | 1 | 0 | 0 | 0 | 0 | 91.14 | 93.48 | − 2.34 | 97.97 | 97.70 | 0.27 |
29 | 18 | Fact | − 1 | − 1 | 1 | 1 | 1 | 51.35 | 52.31 | − 0.96 | 92.00 | 92.26 | − 0.26 |
12 | 19 | Fact | 1 | 1 | − 1 | 1 | − 1 | 48.01 | 45.92 | 2.09 | 93.76 | 93.25 | 0.51 |
11 | 20 | Fact | − 1 | 1 | − 1 | 1 | − 1 | 50.06 | 50.00 | 0.06 | 91.57 | 91.14 | 0.43 |
18 | 21 | Fact | 1 | − 1 | − 1 | − 1 | 1 | 56.87 | 55.52 | 1.35 | 90.13 | 89.69 | 0.44 |
48 | 22 | Center | 0 | 0 | 0 | 0 | 0 | 93.35 | 93.67 | − 0.32 | 96.57 | 96.49 | 0.08 |
17 | 23 | Fact | − 1 | − 1 | − 1 | − 1 | 1 | 56.83 | 57.79 | − 0.96 | 88.72 | 88.89 | − 0.17 |
33 | 24 | Axial | − 1 | 0 | 0 | 0 | 0 | 97.89 | 99.03 | − 1.14 | 98.78 | 98.21 | 0.57 |
6 | 25 | Fact | 1 | − 1 | 1 | − 1 | − 1 | 45.63 | 46.17 | − 0.54 | 78.23 | 78.22 | 0.01 |
21 | 26 | Fact | − 1 | − 1 | 1 | − 1 | 1 | 60.87 | 62.23 | − 1.36 | 89.15 | 89.15 | 0.00 |
24 | 27 | Fact | 1 | 1 | 1 | − 1 | 1 | 58.38 | 59.42 | − 1.04 | 90.75 | 90.91 | − 0.16 |
9 | 28 | Fact | − 1 | − 1 | − 1 | 1 | − 1 | 52.88 | 51.90 | 0.98 | 86.35 | 86.62 | − 0.27 |
49 | 29 | Center | 0 | 0 | 0 | 0 | 0 | 96.83 | 93.67 | 3.16 | 94.87 | 96.49 | − 1.62 |
8 | 30 | Fact | 1 | 1 | 1 | − 1 | − 1 | 65.48 | 63.54 | 1.94 | 87.38 | 87.46 | − 0.08 |
35 | 31 | Axial | 0 | − 1 | 0 | 0 | 0 | 89.72 | 90.66 | − 0.94 | 92.59 | 92.40 | 0.19 |
40 | 32 | Axial | 0 | 0 | 0 | 1 | 0 | 80.90 | 82.01 | − 1.11 | 96.96 | 96.37 | 0.59 |
5 | 33 | Fact | − 1 | − 1 | 1 | − 1 | − 1 | 58.16 | 56.98 | 1.18 | 87.11 | 87.19 | − 0.08 |
41 | 34 | Axial | 0 | 0 | 0 | 0 | − 1 | 67.84 | 70.28 | − 2.44 | 94.04 | 93.13 | 0.91 |
47 | 35 | Center | 0 | 0 | 0 | 0 | 0 | 96.05 | 93.67 | 2.38 | 94.59 | 96.49 | − 1.90 |
37 | 36 | Axial | 0 | 0 | − 1 | 0 | 0 | 81.62 | 84.16 | − 2.54 | 93.80 | 92.81 | 0.99 |
36 | 37 | Axial | 0 | 1 | 0 | 0 | 0 | 89.28 | 91.82 | − 2.54 | 97.76 | 97.11 | 0.65 |
14 | 38 | Fact | 1 | − 1 | 1 | 1 | − 1 | 62.45 | 63.74 | − 1.29 | 83.93 | 84.09 | − 0.16 |
39 | 39 | Axial | 0 | 0 | 0 | − 1 | 0 | 92.95 | 95.31 | − 2.36 | 92.29 | 92.04 | 0.25 |
10 | 40 | Fact | 1 | − 1 | − 1 | 1 | − 1 | 56.88 | 58.49 | − 1.61 | 81.51 | 81.85 | − 0.34 |
31 | 41 | Fact | − 1 | 1 | 1 | 1 | 1 | 51.50 | 51.05 | 0.45 | 93.70 | 92.70 | 1.00 |
43 | 42 | Center | 0 | 0 | 0 | 0 | 0 | 95.31 | 93.67 | 1.64 | 96.67 | 96.49 | 0.18 |
38 | 43 | Axial | 0 | 0 | 1 | 0 | 0 | 94.97 | 95.91 | − 0.94 | 94.04 | 94.19 | − 0.15 |
23 | 44 | Fact | − 1 | 1 | 1 | − 1 | 1 | 78.84 | 77.12 | 1.72 | 86.77 | 87.18 | − 0.41 |
1 | 45 | Fact | − 1 | − 1 | − 1 | − 1 | − 1 | 66.59 | 65.10 | 1.49 | 83.90 | 83.74 | 0.16 |
45 | 46 | Center | 0 | 0 | 0 | 0 | 0 | 96.07 | 93.67 | 2.40 | 93.87 | 96.49 | − 2.62 |
25 | 47 | Fact | − 1 | − 1 | − 1 | 1 | 1 | 28.53 | 29.74 | − 1.21 | 88.97 | 89.26 | − 0.29 |
2 | 48 | Fact | 1 | − 1 | − 1 | − 1 | − 1 | 58.64 | 59.04 | − 0.40 | 78.32 | 78.72 | − 0.40 |
4 | 49 | Fact | 1 | 1 | − 1 | − 1 | − 1 | 63.55 | 62.61 | 0.94 | 87.39 | 87.70 | − 0.31 |
44 | 50 | Center | 0 | 0 | 0 | 0 | 0 | 97.19 | 93.67 | 3.52 | 97.67 | 96.49 | 1.18 |
Variable | Variable code | − 1 | 0 | 1 | |||||||||
Congo red concentration (mg/L) | X1 | 100 | 150 | 200 | |||||||||
Pb2+ concentration (mg/L) | X2 | 100 | 200 | 300 | |||||||||
Algal biomass (g/L) | X3 | 1 | 3 | 5 | |||||||||
Initial pH level | X4 | 4 | 6 | 8 | |||||||||
Contact time (min) | X5 | 60 | 120 | 180 |