Table 1 Mean of experimental and predicted values of simultaneous biosorption of Congo red and cobalt by E. intestinalis using FCCCD matrix.
Std | Run | Type | X1 | X2 | X3 | X4 | X5 | Congo red adsorption (%) | Cobalt adsorption (%) | ||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Actual | Predicted | Residuals | Actual | Predicted | Residuals | ||||||||
17 | 1 | Fact | − 1 | − 1 | − 1 | − 1 | 1 | 46.01 | 47.35 | − 1.34 | 20.5 | 19.38 | 1.12 |
38 | 2 | Axial | 0 | 0 | 1 | 0 | 0 | 34.00 | 37.75 | − 3.76 | 39.2 | 40.34 | − 1.14 |
5 | 3 | Fact | − 1 | − 1 | 1 | − 1 | − 1 | 48.71 | 46.25 | 2.47 | 20.73 | 20.26 | 0.47 |
25 | 4 | Fact | − 1 | − 1 | − 1 | 1 | 1 | 48.53 | 47.75 | 0.79 | 73.2 | 73.24 | − 0.04 |
36 | 5 | Axial | 0 | 1 | 0 | 0 | 0 | 48.40 | 45.14 | 3.25 | 60.05 | 59.39 | 0.66 |
9 | 6 | Fact | − 1 | − 1 | − 1 | 1 | − 1 | 52.29 | 53.28 | − 0.98 | 65.14 | 66.73 | − 1.59 |
6 | 7 | Fact | 1 | − 1 | 1 | − 1 | − 1 | 23.76 | 24.56 | − 0.80 | 40.29 | 39.12 | 1.17 |
2 | 8 | Fact | 1 | − 1 | − 1 | − 1 | − 1 | 38.73 | 40.00 | − 1.28 | 45.89 | 46.61 | − 0.72 |
27 | 9 | Fact | − 1 | 1 | − 1 | 1 | 1 | 40.94 | 40.95 | − 0.01 | 78.18 | 78.15 | 0.03 |
26 | 10 | Fact | 1 | − 1 | − 1 | 1 | 1 | 98.20 | 96.81 | 1.39 | 80.1 | 78.67 | 1.43 |
40 | 11 | Axial | 0 | 0 | 0 | 1 | 0 | 52.84 | 53.22 | − 0.38 | 62.14 | 63.11 | − 0.97 |
15 | 12 | Fact | − 1 | 1 | 1 | 1 | − 1 | 29.30 | 28.07 | 1.24 | 53.5 | 54.00 | − 0.50 |
16 | 13 | Fact | 1 | 1 | 1 | 1 | − 1 | 29.23 | 28.90 | 0.33 | 46.53 | 45.94 | 0.59 |
34 | 14 | Axial | 1 | 0 | 0 | 0 | 0 | 46.17 | 47.42 | − 1.25 | 34.7 | 33.63 | 1.07 |
43 | 15 | Center | 0 | 0 | 0 | 0 | 0 | 41.00 | 47.02 | − 6.02 | 49.13 | 48.71 | 0.42 |
23 | 16 | Fact | − 1 | 1 | 1 | − 1 | 1 | 63.14 | 61.51 | 1.63 | 26.57 | 25.23 | 1.34 |
8 | 17 | Fact | 1 | 1 | 1 | − 1 | − 1 | 6.19 | 5.84 | 0.35 | 17.34 | 18.54 | − 1.20 |
3 | 18 | Fact | − 1 | 1 | − 1 | − 1 | − 1 | 52.19 | 53.24 | − 1.05 | 22.9 | 22.33 | 0.57 |
39 | 19 | Axial | 0 | 0 | 0 | − 1 | 0 | 40.34 | 41.50 | − 1.16 | 23.4 | 22.48 | 0.92 |
32 | 20 | Fact | 1 | 1 | 1 | 1 | 1 | 25.94 | 27.37 | − 1.43 | 46.32 | 46.51 | − 0.19 |
29 | 21 | Fact | − 1 | − 1 | 1 | 1 | 1 | 37.91 | 38.30 | − 0.39 | 69.43 | 68.92 | 0.51 |
13 | 22 | Fact | − 1 | − 1 | 1 | 1 | − 1 | 38.13 | 37.76 | 0.37 | 55.37 | 53.90 | 1.47 |
48 | 23 | Center | 0 | 0 | 0 | 0 | 0 | 50.37 | 47.02 | 3.35 | 48.99 | 48.71 | 0.28 |
44 | 24 | Center | 0 | 0 | 0 | 0 | 0 | 47.18 | 47.02 | 0.16 | 49.5 | 48.71 | 0.79 |
20 | 25 | Fact | 1 | 1 | − 1 | − 1 | 1 | 30.70 | 33.26 | − 2.56 | 17.2 | 18.10 | − 0.90 |
37 | 26 | Axial | 0 | 0 | − 1 | 0 | 0 | 55.87 | 53.66 | 2.21 | 50.37 | 49.29 | 1.08 |
30 | 27 | Fact | 1 | − 1 | 1 | 1 | 1 | 67.24 | 65.90 | 1.34 | 65.25 | 65.55 | − 0.30 |
7 | 28 | Fact | − 1 | 1 | 1 | − 1 | − 1 | 48.71 | 52.34 | − 3.62 | 16.3 | 17.55 | − 1.25 |
47 | 29 | Center | 0 | 0 | 0 | 0 | 0 | 47.18 | 47.02 | 0.16 | 47.9 | 48.71 | − 0.81 |
35 | 30 | Axial | 0 | − 1 | 0 | 0 | 0 | 53.10 | 57.90 | − 4.80 | 66.5 | 67.22 | − 0.72 |
24 | 31 | Fact | 1 | 1 | 1 | − 1 | 1 | 18.19 | 16.97 | 1.22 | 14.5 | 13.04 | 1.46 |
18 | 32 | Fact | 1 | − 1 | − 1 | − 1 | 1 | 50.35 | 49.09 | 1.26 | 33.74 | 33.87 | − 0.13 |
50 | 33 | Center | 0 | 0 | 0 | 0 | 0 | 48.86 | 47.02 | 1.83 | 46.8 | 48.71 | − 1.91 |
49 | 34 | Center | 0 | 0 | 0 | 0 | 0 | 52.30 | 47.02 | 5.28 | 57.42 | 58.12 | − 0.70 |
42 | 35 | Axial | 0 | 0 | 0 | 0 | 1 | 41.14 | 44.88 | − 3.74 | 85.22 | 85.35 | − 0.13 |
10 | 36 | Fact | 1 | − 1 | − 1 | 1 | − 1 | 100.00 | 100.39 | − 0.39 | 73.29 | 73.66 | − 0.37 |
12 | 37 | Fact | 1 | 1 | − 1 | 1 | − 1 | 72.09 | 72.81 | − 0.72 | 58.27 | 57.62 | 0.65 |
41 | 38 | Axial | 0 | 0 | 0 | 0 | − 1 | 44.28 | 42.09 | 2.20 | 32.43 | 32.12 | 0.31 |
4 | 39 | Fact | 1 | 1 | − 1 | − 1 | − 1 | 29.79 | 28.21 | 1.58 | 20.37 | 21.49 | − 1.12 |
19 | 40 | Fact | − 1 | 1 | − 1 | − 1 | 1 | 57.35 | 56.34 | 1.01 | 74.1 | 72.92 | 1.18 |
11 | 41 | Fact | − 1 | 1 | − 1 | 1 | − 1 | 49.30 | 50.51 | − 1.21 | 46.97 | 48.71 | − 1.74 |
45 | 42 | Center | 0 | 0 | 0 | 0 | 0 | 47.67 | 47.02 | 0.64 | 63.2 | 63.72 | − 0.52 |
14 | 43 | Fact | 1 | − 1 | 1 | 1 | − 1 | 63.47 | 63.40 | 0.07 | 18.82 | 18.95 | − 0.13 |
1 | 44 | Fact | − 1 | − 1 | − 1 | − 1 | − 1 | 41.68 | 40.23 | 1.45 | 33.9 | 34.89 | − 0.99 |
22 | 45 | Fact | 1 | − 1 | 1 | − 1 | 1 | 40.76 | 39.72 | 1.04 | 29.3 | 30.42 | − 1.12 |
33 | 46 | Axial | − 1 | 0 | 0 | 0 | 0 | 45.85 | 46.14 | − 0.29 | 28.3 | 29.20 | − 0.90 |
21 | 47 | Fact | − 1 | − 1 | 1 | − 1 | 1 | 59.24 | 59.45 | − 0.21 | 67.71 | 67.74 | − 0.03 |
31 | 48 | Fact | − 1 | 1 | 1 | 1 | 1 | 24.73 | 24.58 | 0.15 | 65.14 | 65.72 | − 0.58 |
28 | 49 | Fact | 1 | 1 | − 1 | 1 | 1 | 65.04 | 65.20 | − 0.16 | 50.5 | 48.71 | 1.79 |
46 | 50 | Center | 0 | 0 | 0 | 0 | 0 | 47.81 | 47.02 | 0.78 | 50.1 | 48.71 | 1.39 |
Variable | Variable code | Coded and actual levels | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
− 1 | 0 | 1 | |||||||||||
Initial pH level | X1 | 4 | 7 | 10 | |||||||||
Algal biomass (g/L) | X2 | 1 | 3 | 5 | |||||||||
Congo red concentration (mg/L) | X3 | 100 | 150 | 200 | |||||||||
Cobalt concentration (mg/L) | X4 | 40 | 120 | 200 | |||||||||
Incubation time (min) | X5 | 20 | 40 | 60 | |||||||||