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. 2020 Sep 29;10:16021. doi: 10.1038/s41598-020-73031-1

Table 1.

FCCCD matrix mean actual and predicted values of simultaneous biosorption of Congo red and Pb2+ by using Ulva lactuca biomass.

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