Table 1 Mean of experimental and predicted values of simultaneous biosorption of Congo red and cobalt by E. intestinalis using FCCCD matrix.

From: Bioprocess development for biosorption of cobalt ions and Congo red from aquatic mixture using Enteromorpha intestinalis biomass as sustainable biosorbent

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