Table 8  PART rules generated by decision trees using C4.5a
#b  Rules discovered by C4.5 Decision Tree  Type  Conf  Supp  Corresponding rulesc
5  AVGASA > 68.73025 AND nAtom > 60 AND LCS > 2.61 AND Strand ≤ 32.857 AND SCOPClass = 7  ENZ  1  0.03  35, 5, 3, 36
38  sRatio ≤ 29.411765 AND HH > 0.277096 AND SCOPClass = 2 AND Strand > 16.949 AND Strand > 21.324 AND nSSE > 10  ENZ  1  0.02  40, 39
4  Loop > 50.299 AND nAtom > 60 AND Helix ≤ 33.636 AND AVGASA ≤ 41.137133  ENZ  0.99  0.07  35, 6
27  inPro ≤ 2.016077 AND Helix > 48.485 AND LCS > 1.727 AND Strand ≤ 8.571 AND SCOPClass = 1 AND AVGASA ≤ 53.133  nonENZ  1  0.02  8, 10
40  SCOPClass = 1 AND Strand ≤ 2.26  nonENZ  1  0.01  15
1  nAtom > 189 AND Loop ≤ 66.316 AND nSSE > 13 AND Helix ≤ 19.481 AND sRatio ≤ 80.833 AND inPro > -1.570 AND LCS > 3.714 AND Loop ≤ 46.7  HET  1  0.05  20, 21
3  nAtom > 212 AND Strand ≤ 10.738 AND nSSE > 13 AND inPro > -1.476973 AND nAtom > 384  HET  1  0.05  20, 18, 19
34  SCOPClass = 3 AND Helix > 18.421  HOM  1  0.02  25
15  HH > 0.433 AND AVGASA > 55.984 AND nAA ≤ 34  HOM  1  0.01  27
a: A total of 44 rules produced by a decision tree using C4.5 algorithm in WEKA machine learning library;
b#: PART rule identifier;
cCorresponding rules: Association rule identifiers (Tables 6, 7 and 8) corresponding to a PART rule.