Class rule rule(c4.5):
1
1 Rule 3:
cecha6 > 61
cecha10 <= 57
cecha14 <= 55
2 Rule 14:
cecha6 <= 63
cecha8 <= 57
cecha14 > 55
3 Rule 19:
cecha2 > 52
cecha5 <= 58
cecha8 <= 57
cecha14 > 55
2
4 Rule 55:
cecha7 > 67
cecha8 <= 67
cecha10 <= 68
3
5 Rule 20:
cecha5 <= 58
cecha6 > 62
cecha7 <= 61
cecha8 > 59
cecha12 <= 69
5
7 Rule 31:
cecha5 > 57 cecha5 <= 63
cecha7 <= 63
cecha8 <= 68
cecha9 > 54
cecha10 > 64
cecha11 > 59
8 Rule 34:
cecha3 > 69
cecha5 > 57
cecha7 <= 63
cecha8 <= 69
cecha10 > 63
9 Rule 43:
cecha5 > 58
cecha6 <= 76
cecha7 <= 66
cecha8 > 68 cecha8 <= 73
cecha10 <= 77
cecha14 > 54
10 Rule 39:
cecha6 <= 79
cecha7 <= 68
cecha8 <= 69
cecha9 > 58
cecha11 > 67
11 Rule 23:
cecha5 <= 58
cecha8 <= 69
cecha12 > 69
cecha14 > 55
6
12 Rule 47:
cecha5 > 58 cecha5 <= 59
cecha6 > 76
cecha8 > 68
cecha14 > 55
13 Rule 24:
cecha5 <= 59
cecha8 > 69 cecha8 <= 72
cecha12 > 69 cecha12 <= 79
7
14 Rule 51:
cecha5 > 63
cecha7 <= 67
cecha8 > 68
cecha9 <= 55
cecha13 <= 57
15 Rule 58:
cecha5 > 62 cecha5 <= 68
cecha7 > 68
cecha10 > 68 cecha10 <= 76
16 Rule 49:
cecha5 > 59
cecha6 > 76
cecha7 <= 67
cecha8 <= 75
cecha10 > 74 cecha10 <= 77
8
17 Rule 48:
cecha5 > 59 cecha5 <= 63
cecha6 > 76
cecha8 > 68 cecha8 <= 75
cecha10 <= 74
18 Rule 41:
cecha7 > 63 cecha7 <= 68
cecha8 <= 68
cecha12 > 80
19 Rule 25:
cecha5 <= 57
cecha8 <= 71
cecha12 > 79
9
20 Rule 26:
cecha5 <= 58
cecha8 > 72
cecha12 > 69
cecha14 > 55
21 Rule 50:
cecha7 <= 67
cecha8 > 75
cecha10 <= 77
cecha14 > 55
10
23 Rule 13:
cecha12 > 82
cecha14 <= 55
24 Rule 8:
cecha7 <= 62
cecha10 > 78
cecha14 <= 55
25 Rule 6:
cecha8 > 63
cecha13 <= 47
cecha14 <= 54
26 Rule 4:
cecha3 <= 63
cecha10 > 58
cecha13 <= 47
27 Rule 2:
cecha1 > 55
cecha6 <= 61
cecha10 <= 58
11
28 Rule 7:
cecha6 <= 63
cecha7 <= 63
cecha10 > 58
cecha13 > 47
cecha14 <= 54
29 Rule 5:
cecha3 > 63
cecha8 <= 63
cecha10 > 58 cecha10 <= 77
cecha14 <= 55
12
30 Rule 22:
cecha5 <= 58
cecha7 > 62
cecha8 > 66
cecha12 <= 69
31 Rule 12:
cecha7 > 63
cecha12 <= 82
cecha13 > 54
cecha14 <= 55
32 Rule 45:
cecha5 > 58
cecha6 <= 72
cecha8 > 72
cecha10 <= 76
13
33 Rule 62:
cecha9 <= 69
cecha10 > 77
cecha13 > 59
cecha14 > 60
34 Rule 17:
cecha6 <= 62
cecha8 > 57
cecha14 > 58
14
35 Rule 1:
cecha1 <= 55
cecha6 <= 61
cecha10 <= 58
cecha14 <= 55
36 Rule 15:
cecha6 <= 63
cecha8 > 57 cecha8 <= 65
cecha14 > 54 cecha14 <= 59
rule_1 753 13 0 27 100,00%
rule_2 751 22 2 18 91,67%
rule_3 752 23 1 17 95,83%
rule_4 725 68 0 0 100,00%
rule_5 762 27 3 1 90,00%
rule_6 793 0 0 0 usunięta
rule_7 689 60 2 42 96,77%
rule_8 687 64 4 38 94,12%
rule_9 691 13 0 89 100,00%
rule_10 688 26 3 76 89,66%
rule_11 691 5 0 97 100,00%
rule_12 769 10 1 13 90,91%
rule_13 769 16 1 7 94,12%
rule_14 754 17 0 22 100,00%
rule_15 754 7 0 32 100,00%
rule_16 752 14 2 25 87,50%
rule_17 748 29 1 15 96,67%
rule_18 749 3 0 41 100,00%
rule_19 749 2 0 42 100,00%
rule_20 769 18 1 5 94,74%
rule_21 769 17 1 6 94,44%
rule_22 764 12 0 17 nieistotna
rule_23 764 14 0 15 100,00%
rule_24 764 6 0 23 100,00%
rule_25 764 4 0 25 100,00%
rule_26 763 5 1 24 83,33%
rule_27 764 2 0 27 100,00%
rule_28 765 19 1 8 95,00%
rule_29 765 18 1 9 94,74%
rule_30 764 20 0 9 100,00%
rule_31 764 17 0 12 100,00%
rule_32 764 6 0 23 100,00%
rule_33 631 144 2 16 98,63%
rule_34 633 16 0 144 100,00%
rule_35 761 27 0 5 100,00%
rule_36 761 7 0 25 100,00%
razem 34 reguły z 145 parametrami
classified 751/793 (94.70%)
error 25/793 ( 3.15%)
missed(default class4) 17/793 ( 2.14%)
w podejściu ogólnym daje to 42 błędy 5.30%
w podejściu sekwencyjnym 40 błędów 5.04%
klasy trzeba ułożyć 1,..,3,..,9,.. domyślnie tak je ułożyłem 1,2,3..... OK
1 reguła dla klasy 10 oczywiście nieistotna!!