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Table 3 Overall prediction accuracy of ECemble method.

From: Application of a hierarchical enzyme classification method reveals the role of gut microbiome in human metabolism

EC Level

Number of

Sequences

Correctly

Predicted*

% Overall

Accuracy

Classes

Model(s)

Average # of features per model

Level-0

(Enzymes)

193240

(64948)

188866

(62674)

97.74

(96.50)

2

1

14241

Level-1

62674

62167

99.19

6

1

5045

Level-2

62167

61721

99.28

51

6

811

Level-3

61721

60931

98.72

169

51

95

Level-4

60931

60199

98.80

1921

169

30

  1. *Correctly predicted: Instances predicted by at least 2 of top 3 classifiers. Level-0 represents the model to predict if a protein sequence is an enzyme or not. Level 1-Level 4 represents corresponding levels of the EC number hierarchy.