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**************************************************AutoColorCorrelogram.arff**************************************************
**************************************************RandomForest**************************************************
Time taken to build model: 29.85 seconds
Time taken to test model on training data: 0.49 seconds
=== Error on training data ===
Correctly Classified Instances 2940 93.9898 %
Incorrectly Classified Instances 188 6.0102 %
Kappa statistic 0.939
Mean absolute error 0.0086
Root mean squared error 0.0489
Relative absolute error 29.5385 %
Root relative squared error 40.6018 %
Total Number of Instances 3128
=== Detailed Accuracy By Class ===
TP Rate FP Rate Precision Recall F-Measure MCC ROC Area PRC Area Class
1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 030
1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 031
1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 032
1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 033
1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 034
1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 035
0,500 0,000 1,000 0,500 0,667 0,704 0,985 0,642 036
1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 037
1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 038
1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 039
1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 040
1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 041
0,957 0,000 1,000 0,957 0,978 0,978 0,997 0,964 042
1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 043
0,978 0,000 1,000 0,978 0,989 0,989 0,998 0,981 044
1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 001
1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 045
1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 002
1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 046
0,630 0,003 0,784 0,630 0,699 0,699 0,984 0,676 003
1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 047
1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 004
1,000 0,003 0,836 1,000 0,911 0,913 0,999 0,952 048
1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 005
1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 049
1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 006
1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 007
1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 008
1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 009
1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 050
1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 051
0,978 0,000 1,000 0,978 0,989 0,989 0,999 0,985 052
0,217 0,000 1,000 0,217 0,357 0,464 0,977 0,389 053
1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 010
1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 054
1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 011
1,000 0,001 0,958 1,000 0,979 0,979 1,000 0,999 055
0,304 0,000 1,000 0,304 0,467 0,549 0,979 0,464 012
1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 056
0,609 0,028 0,248 0,609 0,352 0,375 0,977 0,391 013
1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 057
1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 014
1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 058
1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 015
1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 059
1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 016
1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 017
1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 018
1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 019
1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 060
0,696 0,027 0,278 0,696 0,398 0,428 0,978 0,461 061
1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 062
0,935 0,000 1,000 0,935 0,966 0,966 0,997 0,947 063
1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 020
0,804 0,000 1,000 0,804 0,892 0,896 0,994 0,851 064
1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 021
1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 065
1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 022
0,761 0,000 0,972 0,761 0,854 0,858 0,992 0,838 066
1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 023
0,609 0,000 1,000 0,609 0,757 0,778 0,991 0,735 067
1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 024
1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 068
0,978 0,000 1,000 0,978 0,989 0,989 1,000 0,998 025
0,978 0,000 1,000 0,978 0,989 0,989 1,000 0,997 026
1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 027
1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 028
0,978 0,000 1,000 0,978 0,989 0,989 0,999 0,985 029
Weighted Avg. 0,940 0,001 0,972 0,940 0,944 0,949 0,998 0,945
=== Confusion Matrix ===
a b c d e f g h i j k l m n o p q r s t u v w x y z aa ab ac ad ae af ag ah ai aj ak al am an ao ap aq ar as at au av aw ax ay az ba bb bc bd be bf bg bh bi bj bk bl bm bn bo bp <-- classified as
46 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | a = 030
0 46 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | b = 031
0 0 46 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | c = 032
0 0 0 46 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | d = 033
0 0 0 0 46 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | e = 034
0 0 0 0 0 46 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | f = 035
0 0 0 0 0 0 23 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 4 0 0 0 0 0 0 0 0 0 0 15 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | g = 036
0 0 0 0 0 0 0 46 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | h = 037
0 0 0 0 0 0 0 0 46 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | i = 038
0 0 0 0 0 0 0 0 0 46 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | j = 039
0 0 0 0 0 0 0 0 0 0 46 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | k = 040
0 0 0 0 0 0 0 0 0 0 0 46 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | l = 041
0 0 0 0 0 0 0 0 0 0 0 0 44 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | m = 042
0 0 0 0 0 0 0 0 0 0 0 0 0 46 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | n = 043
0 0 0 0 0 0 0 0 0 0 0 0 0 0 45 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | o = 044
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 46 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | p = 001
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 46 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | q = 045
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 46 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | r = 002
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 46 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | s = 046
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 29 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 6 0 0 0 0 0 0 0 0 0 0 9 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 | t = 003
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 46 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | u = 047
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 46 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | v = 004
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 46 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | w = 048
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 46 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | x = 005
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 46 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | y = 049
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 46 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | z = 006
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 46 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | aa = 007
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 46 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | ab = 008
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 46 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | ac = 009
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 46 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | ad = 050
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 46 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | ae = 051
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 45 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | af = 052
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 10 0 0 0 0 0 0 18 0 0 0 0 0 0 0 0 0 0 17 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | ag = 053
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 46 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | ah = 010
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 46 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | ai = 054
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 46 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | aj = 011
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 46 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | ak = 055
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 14 0 14 0 0 0 0 0 0 0 0 0 0 18 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | al = 012
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 46 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | am = 056
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 28 0 0 0 0 0 0 0 0 0 0 18 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | an = 013
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 46 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | ao = 057
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 46 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | ap = 014
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 46 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | aq = 058
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 46 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | ar = 015
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 46 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | as = 059
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 46 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | at = 016
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 46 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | au = 017
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 46 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | av = 018
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 46 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | aw = 019
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 46 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | ax = 060
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 12 0 0 0 0 0 0 0 0 0 0 32 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | ay = 061
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 46 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | az = 062
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 43 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | ba = 063
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 46 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | bb = 020
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 9 0 0 0 0 0 0 0 0 0 0 0 0 0 0 37 0 0 0 0 0 0 0 0 0 0 0 0 0 | bc = 064
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 46 0 0 0 0 0 0 0 0 0 0 0 0 | bd = 021
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 46 0 0 0 0 0 0 0 0 0 0 0 | be = 065
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 46 0 0 0 0 0 0 0 0 0 0 | bf = 022
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 6 0 0 0 0 0 0 0 35 0 0 0 0 0 0 0 0 0 | bg = 066
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 46 0 0 0 0 0 0 0 0 | bh = 023
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 15 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 28 0 0 0 0 0 0 0 | bi = 067
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 46 0 0 0 0 0 0 | bj = 024
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 46 0 0 0 0 0 | bk = 068
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 45 0 0 0 0 | bl = 025
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 45 0 0 0 | bm = 026
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 46 0 0 | bn = 027
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 46 0 | bo = 028
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 45 | bp = 029
=== Stratified cross-validation ===
Correctly Classified Instances 1288 41.1765 %
Incorrectly Classified Instances 1840 58.8235 %
Kappa statistic 0.403
Mean absolute error 0.0202
Root mean squared error 0.1067
Relative absolute error 69.5981 %
Root relative squared error 88.6045 %
Total Number of Instances 3128
=== Detailed Accuracy By Class ===
TP Rate FP Rate Precision Recall F-Measure MCC ROC Area PRC Area Class
0,239 0,007 0,324 0,239 0,275 0,269 0,820 0,257 030
0,370 0,011 0,327 0,370 0,347 0,337 0,833 0,294 031
0,543 0,008 0,500 0,543 0,521 0,514 0,875 0,543 032
0,696 0,005 0,681 0,696 0,688 0,684 0,951 0,721 033
0,478 0,011 0,400 0,478 0,436 0,428 0,884 0,412 034
0,609 0,008 0,519 0,609 0,560 0,555 0,881 0,555 035
0,022 0,006 0,050 0,022 0,030 0,024 0,773 0,060 036
0,326 0,010 0,326 0,326 0,326 0,316 0,771 0,183 037
0,457 0,007 0,488 0,457 0,472 0,465 0,793 0,466 038
0,370 0,008 0,395 0,370 0,382 0,373 0,802 0,324 039
0,261 0,010 0,279 0,261 0,270 0,259 0,826 0,184 040
0,522 0,008 0,500 0,522 0,511 0,503 0,876 0,565 041
0,261 0,009 0,293 0,261 0,276 0,266 0,753 0,194 042
0,543 0,009 0,481 0,543 0,510 0,503 0,882 0,496 043
0,109 0,013 0,114 0,109 0,111 0,098 0,692 0,066 044
0,543 0,005 0,641 0,543 0,588 0,585 0,907 0,632 001
0,261 0,010 0,279 0,261 0,270 0,259 0,801 0,195 045
0,565 0,005 0,634 0,565 0,598 0,593 0,865 0,600 002
0,522 0,011 0,421 0,522 0,466 0,460 0,901 0,503 046
0,261 0,009 0,300 0,261 0,279 0,270 0,844 0,140 003
0,543 0,010 0,455 0,543 0,495 0,489 0,890 0,427 047
0,457 0,010 0,404 0,457 0,429 0,420 0,826 0,324 004
0,239 0,015 0,193 0,239 0,214 0,202 0,704 0,079 048
0,587 0,010 0,474 0,587 0,524 0,519 0,852 0,540 005
0,370 0,008 0,415 0,370 0,391 0,383 0,878 0,422 049
0,587 0,003 0,750 0,587 0,659 0,659 0,953 0,725 006
0,587 0,006 0,600 0,587 0,593 0,587 0,890 0,590 007
0,370 0,012 0,321 0,370 0,343 0,334 0,862 0,316 008
0,630 0,003 0,744 0,630 0,682 0,680 0,856 0,645 009
0,478 0,007 0,500 0,478 0,489 0,482 0,802 0,378 050
0,565 0,006 0,591 0,565 0,578 0,572 0,891 0,597 051
0,152 0,009 0,194 0,152 0,171 0,161 0,813 0,142 052
0,130 0,021 0,085 0,130 0,103 0,088 0,857 0,089 053
0,609 0,004 0,683 0,609 0,644 0,640 0,934 0,703 010
0,717 0,004 0,717 0,717 0,717 0,713 0,958 0,747 054
0,500 0,008 0,479 0,500 0,489 0,482 0,859 0,411 011
0,630 0,005 0,659 0,630 0,644 0,639 0,959 0,658 055
0,152 0,017 0,121 0,152 0,135 0,121 0,832 0,124 012
0,478 0,008 0,478 0,478 0,478 0,470 0,904 0,564 056
0,152 0,027 0,079 0,152 0,104 0,091 0,859 0,093 013
0,630 0,007 0,580 0,630 0,604 0,599 0,958 0,674 057
0,565 0,003 0,743 0,565 0,642 0,643 0,892 0,646 014
0,370 0,010 0,354 0,370 0,362 0,352 0,766 0,309 058
0,391 0,008 0,409 0,391 0,400 0,391 0,869 0,311 015
0,630 0,009 0,500 0,630 0,558 0,554 0,883 0,607 059
0,609 0,009 0,509 0,609 0,554 0,549 0,947 0,605 016
0,478 0,004 0,629 0,478 0,543 0,542 0,902 0,476 017
0,543 0,005 0,610 0,543 0,575 0,570 0,861 0,576 018
0,522 0,007 0,522 0,522 0,522 0,515 0,796 0,444 019
0,500 0,008 0,489 0,500 0,495 0,487 0,857 0,521 060
0,065 0,010 0,086 0,065 0,074 0,063 0,852 0,120 061
0,413 0,011 0,358 0,413 0,384 0,375 0,875 0,414 062
0,130 0,012 0,140 0,130 0,135 0,122 0,777 0,121 063
0,239 0,010 0,256 0,239 0,247 0,236 0,793 0,155 020
0,152 0,009 0,200 0,152 0,173 0,164 0,748 0,087 064
0,543 0,009 0,481 0,543 0,510 0,503 0,887 0,583 021
0,391 0,009 0,383 0,391 0,387 0,378 0,809 0,292 065
0,478 0,006 0,537 0,478 0,506 0,500 0,822 0,503 022
0,435 0,006 0,500 0,435 0,465 0,459 0,910 0,431 066
0,435 0,010 0,400 0,435 0,417 0,408 0,866 0,350 023
0,109 0,008 0,172 0,109 0,133 0,127 0,827 0,113 067
0,239 0,009 0,275 0,239 0,256 0,246 0,737 0,137 024
0,457 0,006 0,512 0,457 0,483 0,476 0,886 0,503 068
0,565 0,008 0,520 0,565 0,542 0,535 0,897 0,527 025
0,413 0,009 0,413 0,413 0,413 0,404 0,937 0,324 026
0,457 0,008 0,457 0,457 0,457 0,448 0,890 0,434 027
0,283 0,010 0,295 0,283 0,289 0,279 0,832 0,267 028
0,065 0,012 0,075 0,065 0,070 0,057 0,645 0,040 029
Weighted Avg. 0,412 0,009 0,416 0,412 0,412 0,404 0,850 0,390
=== Confusion Matrix ===
a b c d e f g h i j k l m n o p q r s t u v w x y z aa ab ac ad ae af ag ah ai aj ak al am an ao ap aq ar as at au av aw ax ay az ba bb bc bd be bf bg bh bi bj bk bl bm bn bo bp <-- classified as
11 3 0 0 0 0 0 2 1 2 3 0 0 0 1 0 1 0 0 1 0 4 0 0 1 0 0 0 0 1 0 0 0 0 0 2 0 0 0 0 0 0 1 0 0 0 0 0 3 0 1 0 0 5 0 0 2 0 0 0 0 0 0 0 0 0 1 0 | a = 030
2 17 0 0 0 0 0 0 1 1 2 0 2 0 1 0 3 0 1 1 0 1 0 0 1 0 0 0 0 1 0 0 0 0 0 0 0 1 0 0 0 0 2 0 0 0 0 0 0 0 1 0 0 2 0 1 0 0 2 1 0 1 0 0 0 0 1 0 | b = 031
0 1 25 0 1 0 0 0 0 0 0 0 0 0 0 0 0 2 1 0 1 0 0 1 2 0 0 0 0 1 1 1 0 0 0 0 0 0 2 0 0 0 0 0 1 0 0 0 0 3 0 1 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 1 | c = 032
0 0 0 32 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 1 0 0 0 0 0 0 2 0 1 1 0 0 0 0 0 0 0 0 0 5 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 | d = 033
0 0 2 0 22 0 0 0 0 1 0 0 0 0 0 1 0 0 3 0 2 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 3 0 1 0 0 0 3 0 0 0 1 0 1 0 0 0 0 0 2 1 0 1 0 | e = 034
0 0 0 0 0 28 2 0 0 0 0 1 1 0 0 0 0 0 0 0 0 0 0 0 1 0 0 1 0 1 0 0 0 0 0 0 0 0 1 0 0 0 0 3 0 0 0 0 1 0 0 0 0 0 0 0 1 0 0 3 0 0 0 0 1 1 0 0 | f = 035
0 1 0 0 0 0 1 0 1 1 1 0 2 0 1 0 0 0 0 3 0 1 2 0 1 0 0 0 0 0 0 3 2 0 0 0 0 7 0 7 0 0 0 0 0 0 0 0 1 0 4 0 1 0 0 0 0 0 1 0 1 1 1 0 0 1 1 0 | g = 036
0 0 0 0 0 0 0 15 3 0 6 0 2 1 1 0 1 0 0 0 0 4 3 0 1 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 0 3 0 0 0 0 0 0 0 0 0 2 1 | h = 037
0 0 0 0 0 0 2 1 21 4 0 0 1 1 0 0 1 0 1 0 0 0 1 0 2 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 3 1 | i = 038
3 2 0 0 1 0 1 0 2 17 0 0 0 1 0 0 0 0 1 0 0 0 2 0 1 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 2 0 0 0 0 0 3 0 1 0 1 1 0 1 1 0 0 0 0 1 0 0 0 0 0 1 | j = 039
1 1 0 0 0 0 1 9 0 0 12 0 0 1 3 0 1 0 0 0 0 0 1 0 0 0 0 0 0 1 0 0 1 0 0 2 0 2 0 0 0 0 2 0 0 0 0 0 1 0 0 0 0 2 0 0 0 0 1 0 0 1 0 0 1 0 0 2 | k = 040
0 1 0 1 0 1 0 0 0 0 0 24 0 1 0 0 0 0 2 0 0 0 0 1 1 0 2 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 2 0 0 0 0 0 0 1 1 0 1 0 0 1 0 1 0 0 1 | l = 041
0 2 0 0 0 0 2 1 0 1 0 0 12 1 0 0 4 0 1 1 0 1 1 0 0 0 0 0 0 0 0 0 3 0 0 0 0 1 0 3 0 0 0 0 0 0 0 0 0 0 1 0 1 1 1 0 2 0 2 0 1 2 0 0 0 0 1 0 | m = 042
0 0 1 0 1 0 0 1 0 1 0 0 0 25 0 0 0 0 2 0 0 1 0 1 0 0 0 0 0 7 0 0 0 0 0 1 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 1 1 | n = 043
1 2 0 0 0 0 0 1 0 0 2 0 0 0 5 0 4 0 0 1 0 0 2 0 0 0 0 0 0 0 0 1 3 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 1 0 2 1 5 1 1 0 0 0 2 7 0 1 0 0 0 1 | o = 044
0 0 0 0 1 2 0 0 0 0 0 0 0 0 0 25 0 1 0 0 0 0 0 1 0 0 2 1 1 0 0 0 0 6 1 0 0 0 1 0 0 0 0 0 0 1 0 0 0 0 0 2 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 | p = 001
2 4 0 0 0 0 0 0 3 1 1 0 3 0 4 0 12 0 0 2 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 6 0 0 0 0 0 0 0 0 0 0 1 0 0 2 | q = 045
0 0 2 0 2 0 0 0 0 0 0 0 0 0 0 2 0 26 0 0 1 0 0 1 1 3 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 0 1 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 | r = 002
0 0 1 1 0 0 0 0 1 1 0 2 0 1 0 0 0 0 24 0 0 0 0 0 0 0 0 3 0 0 1 0 0 0 0 0 1 0 0 0 2 0 0 0 0 0 0 0 2 2 0 0 0 0 0 0 0 0 0 1 0 0 3 0 0 0 0 0 | s = 046
2 1 0 0 0 0 0 0 0 0 0 0 2 0 1 0 1 0 0 12 0 0 1 0 0 0 0 0 0 0 0 3 4 0 0 0 0 5 0 5 0 0 0 0 0 0 0 0 0 0 2 0 1 1 2 0 0 0 2 0 1 0 0 0 0 0 0 0 | t = 003
0 0 0 2 2 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 25 0 0 0 0 0 0 1 0 0 0 0 0 0 1 0 1 0 3 0 1 0 0 0 2 2 1 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 | u = 047
0 1 0 0 1 0 1 3 1 0 0 0 1 1 0 0 1 0 0 0 0 21 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 4 0 0 0 0 0 0 0 0 0 0 1 1 1 1 0 1 0 1 0 0 0 0 1 1 1 | v = 004
0 1 0 0 0 0 1 1 1 0 2 0 1 1 2 0 1 0 0 0 0 0 11 0 1 0 0 0 1 0 1 2 1 0 0 1 0 1 0 0 1 0 2 0 0 0 0 0 0 0 0 0 1 1 1 2 0 0 0 2 2 0 0 1 0 1 0 2 | w = 048
0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 1 0 1 0 0 27 0 1 1 2 0 0 0 0 0 1 0 0 1 0 1 0 0 0 1 1 0 0 0 0 0 0 0 3 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0 2 | x = 005
1 1 0 0 0 3 0 1 1 1 0 1 0 0 0 0 0 0 3 0 0 0 1 0 17 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 5 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 1 0 0 4 1 1 | y = 049
0 0 0 0 0 1 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 1 0 27 2 0 0 0 0 0 0 0 0 0 0 0 2 0 0 1 0 1 3 0 0 1 0 1 0 2 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1 | z = 006
0 0 1 0 0 0 0 0 0 0 0 1 0 1 0 1 0 0 0 0 1 0 0 2 0 1 27 1 0 0 1 0 0 0 0 0 0 0 2 0 0 1 0 0 1 0 0 4 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 | aa = 007
0 0 1 1 1 1 0 0 0 0 0 0 0 0 0 1 0 1 1 0 1 0 0 2 0 0 0 17 0 1 2 1 0 0 0 0 0 0 1 0 1 0 0 1 2 0 0 0 0 0 0 8 0 0 0 0 0 1 0 1 0 0 0 0 0 0 0 0 | ab = 008
0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 2 0 1 2 0 0 1 1 29 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 0 0 4 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 | ac = 009
1 1 1 0 2 0 0 1 0 0 1 2 0 4 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 22 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 3 0 0 0 0 0 0 0 0 0 0 0 1 1 0 0 2 | ad = 050
0 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 1 2 0 1 0 0 0 0 0 0 2 0 0 26 0 0 0 2 0 2 0 2 0 0 0 0 0 2 0 0 0 0 1 0 1 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 | ae = 051
0 1 0 0 1 0 3 0 0 0 0 0 1 0 1 0 1 0 1 3 0 1 4 0 1 0 0 1 0 2 0 7 0 0 0 1 0 2 0 1 0 0 0 0 0 0 0 0 0 0 1 1 2 0 0 2 0 0 2 0 2 0 0 0 0 0 4 0 | af = 052
0 0 0 0 0 0 0 0 0 0 1 0 0 0 2 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 1 6 0 0 0 0 8 0 20 0 0 0 0 0 0 0 0 0 0 2 0 1 0 1 0 0 0 2 0 0 0 0 0 0 0 0 1 | ag = 053
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 6 0 0 0 0 0 0 0 1 0 0 0 1 0 0 0 0 0 28 0 0 0 0 1 0 0 1 1 1 0 0 0 2 0 1 0 0 0 0 0 0 0 2 0 0 0 0 0 1 0 0 0 0 | ah = 010
0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 3 0 0 0 0 0 0 0 0 0 2 0 0 0 33 0 4 0 1 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | ai = 054
0 2 0 0 0 0 0 2 1 1 1 0 1 2 1 0 0 0 1 0 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 23 0 0 0 0 0 0 2 0 0 0 1 0 1 0 0 0 0 1 0 1 1 0 0 0 0 1 0 0 0 0 0 1 | aj = 011
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 5 0 29 0 0 0 1 0 0 0 1 0 0 0 0 2 0 0 0 0 0 0 0 1 0 0 0 0 0 2 0 0 0 0 | ak = 055
0 1 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 1 0 0 1 0 0 0 0 0 0 0 0 1 7 0 0 0 0 7 0 16 0 0 0 0 0 0 0 0 2 0 4 0 0 0 0 2 0 0 1 0 1 0 0 0 0 0 1 0 | al = 012
0 0 1 0 1 1 0 0 0 0 0 0 0 0 0 1 0 1 0 0 2 0 0 1 0 1 0 1 0 0 3 0 0 1 0 0 1 0 22 0 0 0 0 0 5 1 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 1 0 0 0 0 | am = 056
0 0 0 0 0 0 0 0 0 0 1 0 3 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 15 0 0 0 0 9 0 7 0 0 0 0 0 0 0 0 0 0 6 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 | an = 013
0 0 1 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 29 0 0 0 2 4 0 0 0 1 0 0 0 0 0 0 0 0 0 2 0 0 0 0 1 0 0 0 | ao = 057
0 0 2 0 0 2 0 0 0 0 0 0 0 0 0 0 0 2 0 0 2 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 26 0 4 0 0 0 0 0 1 0 0 0 0 0 0 0 1 0 1 0 0 0 0 0 4 0 0 | ap = 014
0 1 1 0 0 0 0 1 0 2 2 0 0 1 0 0 0 0 0 0 0 4 3 1 1 0 0 0 0 0 0 1 0 0 0 4 0 0 0 0 0 0 17 0 0 0 0 0 0 0 0 0 0 2 1 0 2 0 0 0 0 0 0 0 0 0 1 1 | aq = 058
0 0 1 0 0 2 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 2 0 1 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 2 0 18 0 0 3 1 0 1 0 0 0 0 0 0 0 0 0 2 0 0 4 0 0 7 0 0 | ar = 015
0 0 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 2 0 0 2 0 0 0 0 0 0 0 2 0 1 0 0 0 29 2 0 0 0 1 0 0 0 0 0 0 0 0 0 1 0 0 0 2 0 0 0 0 | as = 059
0 0 0 1 0 0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 1 0 2 0 0 0 1 28 0 0 0 0 0 1 0 0 0 0 0 0 0 2 0 0 1 0 2 0 0 0 | at = 016
0 0 2 0 1 2 0 0 0 0 0 0 0 0 1 0 0 1 0 0 2 0 0 0 3 0 0 1 0 0 0 0 0 0 0 1 0 0 0 0 0 1 0 2 0 0 22 0 0 1 0 0 0 0 0 0 0 0 0 1 0 0 1 0 0 4 0 0 | au = 017
0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 1 0 1 0 0 0 0 0 0 0 1 3 2 2 0 0 0 0 1 1 0 0 0 0 0 0 0 0 0 1 0 0 25 0 1 0 0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 1 0 | av = 018
2 2 1 0 0 2 0 0 1 2 1 0 1 1 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 24 0 0 0 0 1 0 0 3 0 0 0 0 0 1 0 0 0 1 0 | aw = 019
0 0 1 0 1 0 0 0 0 0 0 3 0 0 0 0 0 1 1 0 1 0 0 1 0 0 0 0 0 0 1 0 0 1 0 0 2 0 1 0 1 0 0 0 1 0 0 0 0 23 0 1 0 0 0 0 1 1 0 1 0 0 0 2 0 0 1 0 | ax = 060
1 1 0 0 0 0 1 0 0 1 0 0 1 0 1 0 0 0 0 2 0 0 1 0 0 0 0 0 0 0 0 0 7 0 0 0 0 8 0 15 0 0 0 0 0 0 0 0 0 0 3 0 0 0 1 1 0 0 1 0 1 0 0 0 0 0 0 0 | ay = 061
0 0 1 1 3 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 2 0 0 0 9 1 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0 2 1 0 0 0 0 0 19 0 0 0 0 0 0 0 2 0 0 1 1 0 0 0 0 | az = 062
0 0 0 0 0 0 1 0 0 1 0 0 2 0 3 0 0 0 0 2 0 0 1 0 0 0 0 0 0 1 0 2 3 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 1 0 6 0 2 2 3 0 1 0 3 7 0 0 0 0 1 2 | ba = 063
6 2 0 0 0 0 0 2 2 2 3 0 0 1 1 0 7 0 0 0 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 1 0 0 0 0 11 0 0 1 0 1 1 0 0 0 0 0 0 1 0 | bb = 020
0 0 0 0 0 0 0 1 0 0 0 0 1 0 3 0 0 0 0 2 0 1 2 0 0 0 0 0 0 0 0 2 7 0 0 0 0 1 0 3 0 0 1 0 0 0 0 0 1 0 1 0 4 0 7 2 0 0 0 0 2 3 0 0 1 0 0 1 | bc = 064
0 0 0 0 1 0 0 0 0 0 0 0 0 1 1 0 1 0 1 0 0 1 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 2 25 1 0 0 0 2 1 0 0 0 0 2 1 | bd = 021
1 0 0 0 1 1 0 1 0 1 1 0 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 1 0 0 0 1 0 0 2 0 0 0 0 0 2 1 1 0 3 1 0 1 18 0 0 0 0 1 1 0 0 0 0 3 | be = 065
0 0 2 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 4 2 3 0 0 0 0 1 3 0 1 0 1 0 0 0 0 0 0 0 0 3 0 1 0 1 0 0 0 0 0 22 0 0 0 0 0 1 0 0 0 0 | bf = 022
0 1 0 0 0 0 3 0 0 0 0 0 0 0 1 0 0 0 0 7 0 0 1 0 0 0 0 0 0 0 0 1 1 0 0 0 0 1 0 3 0 0 0 0 0 0 0 0 0 0 3 0 2 1 0 0 0 0 20 0 1 0 0 0 0 0 0 0 | bg = 066
0 0 0 2 2 2 0 0 0 1 0 1 0 0 0 0 0 1 1 0 1 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 1 3 0 0 0 0 0 3 0 0 0 0 0 0 0 20 0 0 1 2 1 0 1 0 | bh = 023
0 0 0 0 0 0 0 0 0 0 0 0 1 0 2 0 0 0 0 1 0 1 6 0 0 0 0 0 0 0 0 2 10 0 0 0 0 0 0 5 0 0 0 0 0 0 0 0 0 0 0 0 5 0 1 1 0 0 1 0 5 1 0 0 0 0 2 2 | bi = 067
0 0 0 0 0 0 1 1 0 0 0 0 1 0 5 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 1 0 0 1 0 0 0 0 0 0 9 0 4 2 1 0 2 0 1 11 0 0 2 0 1 0 | bj = 024
0 0 0 0 1 2 0 0 1 0 0 2 0 2 0 0 0 0 0 0 0 1 1 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 5 0 1 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 21 3 1 1 0 0 | bk = 068
0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 1 0 0 0 0 0 1 0 0 1 0 2 0 1 0 0 0 1 1 0 0 0 0 0 1 0 0 0 0 0 0 0 2 0 0 2 26 5 0 0 0 | bl = 025
0 0 0 0 2 1 0 0 0 0 1 1 0 1 0 0 1 0 0 0 2 0 2 0 0 0 0 0 0 1 0 0 0 0 0 0 1 0 0 0 2 0 0 0 0 2 0 0 0 0 0 0 0 0 1 0 0 1 0 1 0 1 0 3 19 0 0 3 | bm = 026
0 0 0 0 1 3 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 1 1 0 3 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 3 0 6 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 1 0 0 21 0 0 | bn = 027
0 2 0 0 2 0 0 0 1 0 0 0 1 3 1 0 0 0 0 0 0 2 0 0 0 0 0 0 0 1 0 2 0 0 0 0 0 2 0 0 2 0 0 0 0 0 0 0 1 0 0 0 1 1 1 5 2 0 0 0 2 0 0 0 0 0 13 1 | bo = 028
0 0 0 0 0 0 0 2 1 1 1 1 0 0 1 0 1 0 0 0 0 2 4 4 1 1 0 0 0 2 0 0 1 1 0 1 0 0 0 0 0 0 1 0 0 0 0 0 1 0 1 0 2 1 3 1 2 0 0 1 1 1 0 0 2 0 1 3 | bp = 029
**************************************************SMO**************************************************
Time taken to build model: 7.78 seconds
Time taken to test model on training data: 0.56 seconds
=== Error on training data ===
Correctly Classified Instances 196 6.266 %
Incorrectly Classified Instances 2932 93.734 %
Kappa statistic 0.0487
Mean absolute error 0.0287
Root mean squared error 0.1197
Relative absolute error 99.1761 %
Root relative squared error 99.4138 %
Total Number of Instances 3128
=== Detailed Accuracy By Class ===
TP Rate FP Rate Precision Recall F-Measure MCC ROC Area PRC Area Class
0,000 0,000 0,000 0,000 0,000 0,000 0,756 0,047 030
0,000 0,000 0,000 0,000 0,000 0,000 0,793 0,070 031
0,000 0,000 0,000 0,000 0,000 0,000 0,697 0,045 032
0,000 0,000 0,000 0,000 0,000 0,000 0,948 0,152 033
0,217 0,068 0,045 0,217 0,075 0,070 0,830 0,046 034
0,196 0,014 0,176 0,196 0,186 0,173 0,763 0,082 035
0,000 0,000 0,000 0,000 0,000 0,000 0,846 0,073 036
0,000 0,000 0,000 0,000 0,000 0,000 0,675 0,033 037
0,000 0,000 0,000 0,000 0,000 0,000 0,714 0,048 038
0,043 0,004 0,143 0,043 0,067 0,071 0,702 0,039 039
0,000 0,000 0,000 0,000 0,000 0,000 0,675 0,033 040
0,000 0,000 0,000 0,000 0,000 0,000 0,681 0,029 041
0,000 0,000 0,000 0,000 0,000 0,000 0,734 0,038 042
0,000 0,000 0,000 0,000 0,000 0,000 0,787 0,044 043
0,065 0,024 0,038 0,065 0,048 0,032 0,679 0,027 044
0,000 0,004 0,000 0,000 0,000 -0,007 0,772 0,049 001
0,000 0,029 0,000 0,000 0,000 -0,021 0,780 0,079 045
0,000 0,000 0,000 0,000 0,000 0,000 0,777 0,044 002
0,000 0,000 0,000 0,000 0,000 0,000 0,692 0,028 046
0,000 0,000 0,000 0,000 0,000 0,000 0,858 0,080 003
0,087 0,005 0,200 0,087 0,121 0,123 0,915 0,093 047
0,000 0,000 0,000 0,000 0,000 0,000 0,677 0,032 004
0,000 0,000 0,000 0,000 0,000 0,000 0,692 0,036 048
0,000 0,000 0,000 0,000 0,000 0,000 0,618 0,021 005
0,000 0,000 0,000 0,000 0,000 0,000 0,716 0,040 049
0,674 0,071 0,124 0,674 0,209 0,267 0,928 0,112 006
0,000 0,001 0,000 0,000 0,000 -0,003 0,723 0,027 007
0,065 0,024 0,038 0,065 0,048 0,032 0,855 0,049 008
0,043 0,028 0,023 0,043 0,030 0,012 0,757 0,036 009
0,000 0,000 0,000 0,000 0,000 0,000 0,782 0,034 050
0,261 0,029 0,120 0,261 0,164 0,159 0,924 0,102 051
0,000 0,000 0,000 0,000 0,000 0,000 0,850 0,050 052
0,000 0,016 0,000 0,000 0,000 -0,015 0,801 0,050 053
0,022 0,001 0,333 0,022 0,041 0,082 0,815 0,139 010
0,087 0,003 0,333 0,087 0,138 0,164 0,948 0,188 054
0,000 0,011 0,000 0,000 0,000 -0,013 0,689 0,031 011
0,000 0,000 0,000 0,000 0,000 0,000 0,885 0,069 055
0,000 0,018 0,000 0,000 0,000 -0,016 0,814 0,061 012
0,000 0,000 0,000 0,000 0,000 0,000 0,780 0,031 056
0,000 0,000 0,000 0,000 0,000 0,000 0,873 0,083 013
0,000 0,000 0,000 0,000 0,000 0,000 0,907 0,082 057
0,022 0,019 0,016 0,022 0,019 0,002 0,727 0,033 014
0,000 0,000 0,000 0,000 0,000 0,000 0,716 0,041 058
0,000 0,002 0,000 0,000 0,000 -0,006 0,716 0,034 015
0,000 0,000 0,000 0,000 0,000 0,000 0,813 0,041 059
0,630 0,070 0,119 0,630 0,200 0,252 0,942 0,115 016
0,000 0,001 0,000 0,000 0,000 -0,004 0,750 0,048 017
0,022 0,010 0,030 0,022 0,025 0,013 0,772 0,041 018
0,000 0,000 0,000 0,000 0,000 0,000 0,736 0,061 019
0,000 0,000 0,000 0,000 0,000 0,000 0,691 0,027 060
0,000 0,000 0,000 0,000 0,000 0,000 0,870 0,079 061
0,000 0,000 0,000 0,000 0,000 0,000 0,855 0,062 062
0,000 0,000 0,000 0,000 0,000 -0,002 0,731 0,030 063
0,000 0,000 0,000 0,000 0,000 0,000 0,728 0,046 020
0,609 0,207 0,042 0,609 0,079 0,118 0,796 0,039 064
0,478 0,097 0,068 0,478 0,120 0,151 0,865 0,061 021
0,152 0,033 0,065 0,152 0,091 0,079 0,704 0,032 065
0,000 0,000 0,000 0,000 0,000 0,000 0,745 0,038 022
0,478 0,044 0,138 0,478 0,215 0,238 0,902 0,108 066
0,000 0,000 0,000 0,000 0,000 -0,002 0,833 0,044 023
0,000 0,000 0,000 0,000 0,000 -0,002 0,765 0,039 067
0,065 0,044 0,022 0,065 0,032 0,012 0,773 0,044 024
0,000 0,000 0,000 0,000 0,000 0,000 0,651 0,027 068
0,000 0,000 0,000 0,000 0,000 -0,002 0,856 0,064 025
0,000 0,000 0,000 0,000 0,000 0,000 0,923 0,101 026
0,000 0,000 0,000 0,000 0,000 0,000 0,710 0,049 027
0,000 0,000 0,000 0,000 0,000 0,000 0,774 0,052 028
0,043 0,074 0,009 0,043 0,014 -0,014 0,658 0,028 029
Weighted Avg. 0,063 0,014 0,031 0,063 0,028 0,029 0,781 0,056
=== Confusion Matrix ===
a b c d e f g h i j k l m n o p q r s t u v w x y z aa ab ac ad ae af ag ah ai aj ak al am an ao ap aq ar as at au av aw ax ay az ba bb bc bd be bf bg bh bi bj bk bl bm bn bo bp <-- classified as
0 0 0 0 2 0 0 0 0 0 0 0 0 0 4 0 12 0 0 0 0 0 0 0 0 5 0 0 0 0 0 0 6 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 13 1 1 0 0 0 1 0 0 0 0 0 0 0 | a = 030
0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 1 0 0 0 0 17 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 18 1 0 0 1 0 0 1 0 0 0 0 0 0 | b = 031
0 0 0 0 8 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 2 0 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 6 1 0 0 0 0 18 0 0 0 0 0 5 | c = 032
0 0 0 0 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 24 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 18 | d = 033
0 0 0 0 10 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 4 0 0 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 10 0 0 0 0 0 0 0 0 0 5 0 0 0 0 0 0 0 0 0 0 0 10 | e = 034
0 0 0 0 3 9 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 0 0 13 0 0 2 0 1 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 4 1 2 0 0 0 0 4 0 0 0 0 0 2 | f = 035
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 1 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 19 1 0 0 21 0 0 2 0 0 0 0 0 0 | g = 036
0 0 0 0 2 2 0 0 0 0 0 0 0 0 0 0 4 0 0 0 0 0 0 0 0 5 0 1 2 0 1 0 3 0 0 0 0 0 0 0 0 4 0 0 0 0 1 0 0 0 0 0 0 0 14 3 1 0 0 0 0 3 0 0 0 0 0 0 | h = 037
0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 10 0 0 0 0 0 0 0 0 0 0 2 2 0 1 0 4 0 0 0 0 0 0 0 0 4 0 0 0 0 0 0 0 0 0 0 0 0 14 2 2 0 0 0 0 3 0 0 0 0 0 1 | i = 038
0 0 0 0 0 4 0 0 0 2 0 0 0 0 3 0 0 0 0 0 0 0 0 0 0 8 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0 4 0 0 0 1 1 0 0 0 0 0 0 0 11 4 2 0 0 0 0 2 0 0 0 0 0 2 | j = 039
0 0 0 0 2 3 0 0 0 0 0 0 0 0 0 0 4 0 0 0 0 0 0 0 0 2 0 1 2 0 0 0 4 0 0 0 0 0 0 0 0 5 0 0 0 1 1 0 0 0 0 0 0 0 15 2 1 0 0 0 0 2 0 0 0 0 0 1 | k = 040
0 0 0 0 7 0 0 0 0 0 0 0 0 0 9 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 3 5 0 0 0 0 7 0 0 0 0 0 10 | l = 041
0 0 0 0 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 4 0 0 1 0 0 0 0 0 0 0 0 6 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 17 0 0 0 12 0 0 1 0 0 0 0 0 2 | m = 042
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 20 21 0 0 0 0 0 1 0 0 0 0 0 1 | n = 043
0 0 0 0 1 0 0 0 0 0 0 0 0 0 3 0 1 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 1 0 1 0 0 0 0 0 0 0 0 23 9 1 0 0 0 0 0 0 0 0 0 0 1 | o = 044
0 0 0 0 4 0 0 0 0 0 0 0 0 0 5 0 0 0 0 0 0 0 0 0 0 9 0 4 1 0 4 0 0 2 0 5 0 0 0 0 0 0 0 0 0 1 0 2 0 0 0 0 0 0 1 2 3 0 0 0 0 3 0 0 0 0 0 0 | p = 001
0 0 0 0 0 1 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 2 0 0 2 0 0 0 0 0 0 0 0 18 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 18 0 0 0 0 0 0 1 0 0 0 0 0 2 | q = 045
0 0 0 0 9 4 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 7 0 3 2 0 0 0 0 0 0 4 0 0 0 0 0 0 0 0 0 1 0 3 0 0 0 0 0 0 1 1 6 0 0 0 0 3 0 0 0 0 0 1 | r = 002
0 0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 1 2 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 1 0 0 0 0 0 0 0 10 5 0 0 0 0 12 0 0 0 0 0 8 | s = 046
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 21 2 0 0 21 0 0 0 0 0 0 0 0 0 | t = 003
0 0 0 0 13 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 4 0 0 0 0 0 0 10 0 0 5 0 0 0 0 0 0 0 0 0 0 0 0 0 0 13 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 | u = 047
0 0 0 0 1 4 0 0 0 1 0 0 0 0 1 0 3 0 0 0 0 0 0 0 0 5 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 4 0 1 0 0 0 0 0 0 0 0 0 0 12 4 4 0 0 0 0 2 0 0 0 0 0 2 | v = 004
0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 5 0 0 0 0 0 0 0 0 13 21 1 0 0 0 0 2 0 0 0 0 0 1 | w = 048
0 0 0 0 2 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 1 0 5 0 0 5 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 19 6 0 0 0 0 0 1 0 0 0 0 0 4 | x = 005
0 0 0 0 1 1 0 0 0 0 0 0 0 0 1 0 14 0 0 0 0 0 0 0 0 6 0 0 1 0 0 0 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 10 1 3 0 0 0 0 3 0 0 0 0 0 1 | y = 049
0 0 0 0 3 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 31 0 3 5 0 1 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | z = 006
0 0 0 0 6 0 0 0 0 0 0 0 0 0 4 0 0 0 0 0 0 0 0 0 0 6 0 1 0 0 5 0 0 0 0 3 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 2 9 0 0 0 0 6 0 0 0 0 0 3 | aa = 007
0 0 0 0 7 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0 11 0 3 0 0 6 0 0 0 0 0 0 0 0 0 0 0 0 0 0 5 0 4 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 7 | ab = 008
0 0 0 0 7 1 0 0 0 2 0 0 0 0 3 2 0 0 0 0 0 0 0 0 0 9 0 1 2 0 2 0 0 0 0 4 0 0 0 0 0 0 0 0 0 1 0 1 0 0 0 0 0 0 1 1 5 0 0 0 0 3 0 0 0 0 0 1 | ac = 009
0 0 0 0 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 20 11 0 0 0 0 0 2 0 0 0 0 0 8 | ad = 050
0 0 0 0 22 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 12 0 0 0 0 0 0 0 0 0 0 0 0 0 0 9 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 | ae = 051
0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 22 16 0 0 0 0 0 0 0 0 0 0 0 6 | af = 052
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 21 2 0 0 20 0 0 0 0 0 0 0 0 0 | ag = 053
0 0 0 0 1 0 0 0 0 0 0 0 0 0 4 1 0 0 0 0 0 0 0 0 0 16 0 5 4 0 1 0 0 1 1 3 0 0 0 0 0 0 0 0 0 1 0 1 0 0 0 0 0 0 2 2 3 0 0 0 0 0 0 0 0 0 0 0 | ah = 010
0 0 0 0 13 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 8 0 0 11 0 0 0 4 0 0 0 0 0 0 0 0 0 0 8 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 | ai = 054
0 0 0 0 0 6 0 0 0 2 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 7 0 3 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 13 4 2 0 0 0 0 2 0 0 0 0 0 3 | aj = 011
0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 19 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 20 | ak = 055
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 19 1 0 0 21 0 0 0 0 0 0 0 0 1 | al = 012
0 0 0 0 12 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 4 0 0 7 0 1 0 0 0 2 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 11 0 0 0 0 0 0 0 0 0 0 5 | am = 056
0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 21 2 0 0 20 0 0 0 0 0 0 0 0 0 | an = 013
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 23 0 0 0 0 0 0 0 0 0 20 0 0 0 0 0 0 0 0 0 0 0 2 | ao = 057
0 0 0 0 1 2 0 0 0 0 0 0 0 0 1 0 13 0 0 0 0 0 0 0 0 4 0 1 2 0 0 0 5 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 9 0 2 0 0 0 0 4 0 0 0 0 0 1 | ap = 014
0 0 0 0 0 7 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 9 0 1 2 0 0 0 0 0 0 1 0 0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 0 0 10 5 3 0 0 0 0 2 0 0 0 0 0 2 | aq = 058
0 0 0 0 2 1 0 0 0 0 0 0 0 0 1 0 6 0 0 0 0 0 0 0 0 4 0 2 2 0 0 0 6 0 0 0 0 0 0 0 0 6 0 0 0 1 0 1 0 0 0 0 0 0 9 0 1 0 0 0 0 4 0 0 0 0 0 0 | ar = 015
0 0 0 0 8 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 2 0 0 0 0 3 0 1 11 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 4 0 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 7 | as = 059
0 0 0 0 7 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 9 0 0 0 0 0 0 0 0 0 0 0 0 0 0 29 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | at = 016
0 0 0 0 2 0 0 0 0 1 0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 2 1 3 3 0 1 0 4 0 0 1 0 0 0 0 0 11 0 0 0 0 0 1 0 0 0 0 1 0 6 0 2 0 0 0 0 4 0 0 0 0 0 0 | au = 017
0 0 0 0 6 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 13 0 1 0 0 1 0 0 0 2 7 0 0 0 0 0 0 0 0 0 1 0 1 0 0 0 0 0 0 0 1 7 0 0 0 0 4 0 0 0 0 0 1 | av = 018
0 0 0 0 2 0 0 0 0 0 0 0 0 0 2 0 4 0 0 0 0 0 0 0 0 1 0 0 3 0 0 0 4 0 0 1 0 0 0 0 0 10 0 0 0 0 0 1 0 0 0 0 0 0 12 2 2 0 0 0 0 0 0 0 0 0 0 2 | aw = 019
0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 1 0 1 1 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 1 0 0 0 0 0 0 0 3 1 0 0 0 0 17 0 0 0 0 0 13 | ax = 060
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 22 1 0 0 21 0 0 0 0 0 0 0 0 0 | ay = 061
0 0 0 0 8 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 0 6 1 2 7 0 5 0 0 0 0 0 0 0 0 0 0 0 0 0 0 5 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 6 | az = 062
0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 5 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 23 14 0 0 0 0 0 0 0 0 0 0 0 1 | ba = 063
0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 5 0 0 0 0 0 0 0 0 1 0 1 1 0 0 0 3 0 0 0 0 10 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 15 1 1 0 0 1 0 1 0 0 0 0 0 3 | bb = 020
0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 28 13 0 0 0 0 0 0 0 0 0 0 0 2 | bc = 064
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 21 22 0 0 0 0 0 0 0 0 0 0 0 2 | bd = 021
0 0 0 0 4 3 0 0 0 3 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 4 0 1 1 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1 0 1 0 0 0 0 0 0 12 4 7 0 0 0 0 0 0 0 0 0 0 2 | be = 065
0 0 0 0 7 0 0 0 0 0 0 0 0 0 9 0 0 0 0 0 1 0 0 0 0 0 0 4 1 0 2 0 0 0 3 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 2 8 0 0 0 0 4 0 0 0 0 0 4 | bf = 022
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 22 1 0 0 22 0 0 1 0 0 0 0 0 0 | bg = 066
0 0 0 0 6 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 14 0 0 0 0 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 7 0 4 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 9 | bh = 023
0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 24 15 0 0 0 0 0 0 0 0 0 0 0 1 | bi = 067
0 0 0 0 2 0 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 0 0 1 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 20 11 0 0 0 0 0 3 0 0 0 0 0 2 | bj = 024
0 0 0 0 1 2 0 0 0 1 0 0 0 0 3 0 0 0 0 0 0 0 0 0 0 5 0 1 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 15 3 3 0 0 0 0 3 0 0 0 0 0 6 | bk = 068
0 0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 22 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 20 | bl = 025
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 23 0 0 0 0 0 0 0 0 0 21 0 0 0 0 0 0 0 0 0 0 0 2 | bm = 026
0 0 0 0 2 0 0 0 0 1 0 0 0 0 1 0 7 0 0 0 0 0 0 0 0 1 0 0 1 0 0 0 5 0 0 0 0 0 0 0 0 6 0 0 0 1 0 1 0 0 0 0 0 0 12 1 1 0 0 0 0 4 0 0 0 0 0 2 | bn = 027
0 0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 21 11 0 0 0 0 0 0 0 0 0 0 0 9 | bo = 028
0 0 0 0 1 0 0 0 0 0 0 0 0 0 3 0 0 0 0 0 1 0 0 0 0 4 0 2 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 4 0 0 0 0 0 0 0 0 2 20 2 0 0 0 0 4 0 0 0 0 0 2 | bp = 029
=== Stratified cross-validation ===
Correctly Classified Instances 122 3.9003 %
Incorrectly Classified Instances 3006 96.0997 %
Kappa statistic 0.0247
Mean absolute error 0.0288
Root mean squared error 0.1198
Relative absolute error 99.2625 %
Root relative squared error 99.5009 %
Total Number of Instances 3128
=== Detailed Accuracy By Class ===
TP Rate FP Rate Precision Recall F-Measure MCC ROC Area PRC Area Class
0,000 0,001 0,000 0,000 0,000 -0,004 0,690 0,029 030
0,022 0,017 0,019 0,022 0,020 0,004 0,740 0,040 031
0,000 0,000 0,000 0,000 0,000 0,000 0,599 0,026 032
0,000 0,000 0,000 0,000 0,000 0,000 0,937 0,124 033
0,217 0,068 0,045 0,217 0,075 0,070 0,817 0,042 034
0,109 0,013 0,109 0,109 0,109 0,095 0,713 0,066 035
0,087 0,031 0,040 0,087 0,054 0,038 0,803 0,048 036
0,000 0,000 0,000 0,000 0,000 0,000 0,623 0,024 037
0,000 0,000 0,000 0,000 0,000 0,000 0,664 0,035 038
0,000 0,007 0,000 0,000 0,000 -0,010 0,641 0,027 039
0,000 0,000 0,000 0,000 0,000 0,000 0,615 0,027 040
0,000 0,000 0,000 0,000 0,000 0,000 0,596 0,025 041
0,000 0,000 0,000 0,000 0,000 0,000 0,718 0,038 042
0,000 0,021 0,000 0,000 0,000 -0,018 0,714 0,030 043
0,022 0,038 0,008 0,022 0,012 -0,010 0,645 0,024 044
0,000 0,013 0,000 0,000 0,000 -0,014 0,716 0,032 001
0,000 0,003 0,000 0,000 0,000 -0,006 0,735 0,036 045
0,000 0,000 0,000 0,000 0,000 -0,002 0,732 0,034 002
0,000 0,001 0,000 0,000 0,000 -0,003 0,642 0,021 046
0,043 0,017 0,037 0,043 0,040 0,025 0,812 0,053 003
0,022 0,004 0,071 0,022 0,033 0,032 0,906 0,080 047
0,000 0,000 0,000 0,000 0,000 0,000 0,611 0,022 004
0,043 0,022 0,029 0,043 0,034 0,017 0,651 0,031 048
0,000 0,000 0,000 0,000 0,000 -0,002 0,502 0,015 005
0,000 0,004 0,000 0,000 0,000 -0,007 0,693 0,030 049
0,500 0,058 0,114 0,500 0,186 0,217 0,922 0,110 006
0,000 0,004 0,000 0,000 0,000 -0,008 0,646 0,022 007
0,022 0,024 0,013 0,022 0,017 -0,002 0,836 0,046 008
0,022 0,017 0,019 0,022 0,020 0,005 0,718 0,031 009
0,000 0,000 0,000 0,000 0,000 -0,002 0,672 0,021 050
0,130 0,029 0,064 0,130 0,086 0,072 0,906 0,076 051
0,000 0,008 0,000 0,000 0,000 -0,011 0,761 0,033 052
0,000 0,004 0,000 0,000 0,000 -0,008 0,755 0,035 053
0,000 0,006 0,000 0,000 0,000 -0,010 0,763 0,042 010
0,043 0,006 0,100 0,043 0,061 0,057 0,919 0,120 054
0,000 0,006 0,000 0,000 0,000 -0,010 0,641 0,026 011
0,000 0,000 0,000 0,000 0,000 0,000 0,864 0,080 055
0,065 0,011 0,079 0,065 0,071 0,059 0,766 0,048 012
0,000 0,000 0,000 0,000 0,000 -0,002 0,747 0,029 056
0,000 0,001 0,000 0,000 0,000 -0,004 0,792 0,048 013
0,000 0,028 0,000 0,000 0,000 -0,021 0,874 0,056 057
0,000 0,011 0,000 0,000 0,000 -0,013 0,684 0,034 014
0,022 0,001 0,333 0,022 0,041 0,082 0,669 0,044 058
0,000 0,005 0,000 0,000 0,000 -0,009 0,680 0,030 015
0,000 0,000 0,000 0,000 0,000 -0,002 0,794 0,034 059
0,522 0,075 0,094 0,522 0,160 0,197 0,937 0,104 016
0,000 0,005 0,000 0,000 0,000 -0,009 0,702 0,039 017
0,000 0,005 0,000 0,000 0,000 -0,008 0,730 0,034 018
0,000 0,000 0,000 0,000 0,000 0,000 0,650 0,054 019
0,000 0,000 0,000 0,000 0,000 0,000 0,640 0,020 060
0,022 0,014 0,023 0,022 0,022 0,008 0,824 0,053 061
0,000 0,000 0,000 0,000 0,000 -0,002 0,827 0,042 062
0,000 0,019 0,000 0,000 0,000 -0,017 0,668 0,022 063
0,000 0,000 0,000 0,000 0,000 0,000 0,673 0,029 020
0,478 0,169 0,041 0,478 0,075 0,098 0,764 0,035 064
0,043 0,020 0,031 0,043 0,036 0,020 0,775 0,042 021
0,000 0,020 0,000 0,000 0,000 -0,017 0,669 0,027 065
0,000 0,000 0,000 0,000 0,000 0,000 0,622 0,023 022
0,022 0,010 0,031 0,022 0,026 0,014 0,838 0,052 066
0,000 0,013 0,000 0,000 0,000 -0,014 0,819 0,040 023
0,022 0,008 0,037 0,022 0,027 0,017 0,692 0,026 067
0,043 0,055 0,012 0,043 0,018 -0,006 0,714 0,029 024
0,065 0,009 0,097 0,065 0,078 0,068 0,617 0,025 068
0,000 0,004 0,000 0,000 0,000 -0,008 0,875 0,062 025
0,043 0,034 0,019 0,043 0,026 0,006 0,882 0,058 026
0,000 0,000 0,000 0,000 0,000 0,000 0,605 0,040 027
0,000 0,001 0,000 0,000 0,000 -0,004 0,671 0,023 028
0,022 0,034 0,009 0,022 0,013 -0,008 0,661 0,028 029
Weighted Avg. 0,039 0,014 0,022 0,039 0,020 0,014 0,732 0,042
=== Confusion Matrix ===
a b c d e f g h i j k l m n o p q r s t u v w x y z aa ab ac ad ae af ag ah ai aj ak al am an ao ap aq ar as at au av aw ax ay az ba bb bc bd be bf bg bh bi bj bk bl bm bn bo bp <-- classified as
0 7 0 0 2 0 3 0 0 0 0 0 0 0 4 0 1 0 0 1 0 0 0 0 0 4 0 1 0 0 0 0 0 0 0 0 0 0 0 2 1 1 0 0 0 0 0 0 0 0 3 0 2 0 9 0 0 0 1 0 0 4 0 0 0 0 0 0 | a = 030
0 1 0 0 1 0 7 0 0 0 0 0 0 1 2 0 0 0 0 4 0 0 0 0 0 2 0 0 0 0 0 0 2 0 0 0 0 2 0 0 0 0 0 0 0 0 0 2 0 0 4 0 2 0 13 0 0 0 1 0 1 1 0 0 0 0 0 0 | b = 031
0 0 0 0 9 0 0 0 0 0 0 0 0 0 8 1 0 0 0 0 0 0 1 0 0 1 0 0 1 0 2 1 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 1 0 4 1 0 0 0 0 0 5 1 0 2 0 1 4 | c = 032
0 0 0 0 7 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 5 0 0 0 0 24 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 3 0 0 4 | d = 033
0 0 0 0 10 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 1 0 2 0 0 1 0 5 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 9 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 1 5 0 1 5 | e = 034
0 0 0 0 3 5 0 0 0 0 0 0 0 0 3 2 0 0 0 0 0 0 2 0 0 13 0 1 0 0 1 0 0 0 1 0 0 0 0 0 0 1 1 1 0 0 2 0 0 0 0 0 2 0 4 0 2 0 0 0 1 1 0 0 0 0 0 0 | f = 035
0 0 0 0 0 0 4 0 0 0 0 0 0 0 1 0 0 0 0 8 0 0 0 0 0 1 0 0 1 0 0 0 1 0 0 0 0 4 0 0 0 0 0 0 0 0 0 0 0 0 3 0 2 0 16 1 0 0 2 0 0 2 0 0 0 0 0 0 | g = 036
0 3 0 0 2 2 1 0 0 0 0 0 0 1 1 0 2 0 0 0 0 0 1 0 1 5 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0 1 0 2 0 1 1 0 0 0 1 0 0 0 12 0 1 0 0 1 1 3 0 0 1 0 0 0 | h = 037
0 4 0 0 0 0 5 0 0 0 0 0 0 0 0 1 0 0 0 1 0 0 0 0 0 0 0 2 0 0 1 1 0 0 0 0 0 0 0 1 1 2 0 2 0 0 1 1 0 0 1 0 2 0 11 0 1 0 1 0 1 4 1 0 0 0 0 1 | i = 038
0 0 0 0 0 2 0 0 0 0 0 0 0 1 5 0 0 0 0 0 0 0 0 0 2 7 0 2 1 0 0 0 0 1 0 1 0 0 0 0 0 1 0 1 0 1 2 0 0 0 0 0 3 0 3 2 0 0 0 0 1 6 1 0 1 0 0 2 | j = 039
0 4 0 0 1 3 3 0 0 0 0 0 0 1 1 0 0 0 0 0 0 0 0 0 1 2 0 0 2 0 0 0 0 0 0 0 0 0 0 0 1 4 0 1 0 1 1 0 0 0 0 0 2 0 11 0 0 0 0 2 1 3 0 0 1 0 0 0 | k = 040
0 0 0 0 7 0 0 0 0 0 0 0 0 2 6 0 0 0 0 0 0 0 3 0 0 1 0 1 0 0 1 0 0 0 0 0 0 0 0 0 2 0 0 0 0 2 0 0 0 0 0 0 1 0 5 0 0 0 0 0 0 9 0 1 2 0 0 3 | l = 041
0 0 0 0 1 0 6 0 0 0 0 0 0 1 3 1 0 0 0 3 0 0 0 0 1 2 0 1 0 0 0 0 2 1 0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 11 0 0 0 2 0 1 4 0 0 0 0 0 1 | m = 042
0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 0 3 0 0 0 0 0 0 0 1 3 0 0 0 0 0 0 0 0 6 0 0 0 0 1 0 0 0 0 0 0 1 0 13 3 0 0 0 0 2 2 0 1 4 0 0 3 | n = 043
0 0 0 0 2 0 0 0 0 0 0 0 0 1 1 0 0 0 0 0 0 0 1 0 0 3 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 3 0 1 0 1 0 0 0 0 0 0 0 0 18 4 1 0 0 0 2 5 0 0 1 0 0 1 | o = 044
0 0 0 0 2 2 0 0 0 2 0 0 0 0 4 0 0 0 0 0 0 0 1 0 0 8 0 2 2 0 2 0 0 3 3 1 0 0 0 0 0 0 0 0 0 2 0 1 0 0 0 0 0 0 3 1 1 0 0 1 0 4 1 0 0 0 0 0 | p = 001
0 0 0 0 0 1 8 0 0 0 0 0 0 1 2 0 0 0 0 3 0 0 0 0 0 1 0 1 2 0 0 0 3 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 4 0 1 0 13 0 0 0 1 0 1 3 0 0 0 0 0 0 | q = 045
0 0 0 0 7 4 0 0 0 1 0 0 0 0 1 1 0 0 0 0 0 0 0 0 0 5 1 3 2 0 0 0 0 0 1 4 0 0 1 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 2 0 5 0 0 2 0 1 2 0 1 0 0 1 | r = 002
0 0 0 0 2 0 0 0 0 0 0 0 0 1 2 0 0 0 0 0 1 0 2 0 0 1 0 1 3 0 0 0 0 0 0 0 0 0 0 0 5 0 0 0 0 3 0 0 0 0 0 0 2 0 4 2 1 0 0 1 0 7 0 0 4 0 0 4 | s = 046
0 0 0 0 0 0 8 0 0 0 0 0 0 0 1 0 0 0 0 2 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 5 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 17 1 0 0 4 0 1 2 0 0 1 0 0 0 | t = 003
0 0 0 0 13 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 5 0 0 7 0 0 0 2 0 0 0 0 0 0 0 0 0 0 14 0 0 0 0 0 0 0 0 0 0 0 0 0 4 0 0 0 0 0 0 0 0 | u = 047
0 1 0 0 0 2 0 0 0 1 0 0 0 1 0 0 0 0 0 0 0 0 1 0 2 4 2 1 1 0 0 0 1 0 0 0 0 0 0 0 1 2 0 3 0 0 1 0 0 0 0 0 1 0 10 2 1 0 0 0 2 2 2 1 0 0 0 1 | v = 004
0 0 0 0 0 0 0 0 0 0 0 0 0 1 2 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 1 3 0 0 0 0 0 0 0 0 4 0 0 0 0 5 0 0 0 0 0 0 2 0 9 4 2 0 0 0 2 1 0 0 4 0 0 4 | w = 048
0 0 0 0 3 0 0 0 0 0 0 0 0 2 5 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 4 0 0 0 0 0 0 0 0 0 3 0 0 0 0 1 0 0 0 0 0 0 4 0 9 1 0 0 0 3 0 4 0 0 2 0 0 2 | x = 005
0 5 0 0 1 1 4 0 0 0 0 0 0 1 3 0 0 0 0 2 0 0 0 0 0 5 0 1 1 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 1 0 0 0 3 0 1 0 5 0 2 0 2 0 2 3 1 0 0 0 0 1 | y = 049
0 0 0 0 2 0 0 0 0 2 0 0 0 0 0 2 0 1 0 0 0 0 0 0 0 23 0 7 3 0 1 0 0 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 1 0 0 0 0 0 0 0 0 | z = 006
0 0 0 0 6 0 0 0 0 1 0 0 0 0 3 0 0 0 0 0 1 0 0 0 0 3 0 4 0 0 3 0 0 0 1 2 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 3 0 4 0 4 0 0 0 0 2 3 0 2 0 0 2 | aa = 007
0 0 0 0 9 0 0 0 0 0 0 0 0 2 0 3 0 0 0 0 1 0 1 0 0 10 0 1 0 0 6 0 0 2 0 0 0 0 0 0 1 0 0 0 1 5 0 1 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 1 0 0 1 | ab = 008
0 0 0 0 8 1 0 0 0 3 0 0 0 0 2 2 0 0 0 0 0 0 0 0 0 8 1 0 1 0 1 0 0 1 0 2 0 0 0 0 1 0 0 0 0 1 0 1 0 0 0 0 0 0 3 0 2 0 0 1 0 4 2 0 1 0 0 0 | ac = 009
0 0 0 0 3 0 0 0 0 0 0 0 0 3 3 0 0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 6 0 0 0 0 1 0 0 0 0 0 0 0 0 12 3 0 0 0 0 2 5 0 2 0 0 0 3 | ad = 050
0 0 0 0 23 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 6 0 0 0 2 0 0 0 0 0 0 0 0 0 0 12 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 | ae = 051
0 0 0 0 1 0 0 0 0 0 0 0 0 4 3 0 0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0 0 0 0 0 19 2 0 0 0 0 0 0 0 0 7 0 0 5 | af = 052
0 0 0 0 0 0 6 0 0 0 0 0 0 1 0 1 0 0 0 5 0 0 0 0 0 2 0 0 0 0 0 1 0 0 0 0 0 5 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 17 0 0 0 4 0 1 3 0 0 0 0 0 0 | ag = 053
0 0 0 0 1 1 0 0 0 3 0 0 0 0 3 2 0 0 0 0 0 0 0 0 0 12 1 7 3 0 1 0 0 0 2 0 0 0 0 0 2 0 0 0 0 1 0 0 0 0 0 0 1 0 3 0 1 0 0 0 0 0 2 0 0 0 0 0 | ah = 010
0 0 0 0 10 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 4 0 0 12 0 0 0 2 0 0 0 0 0 0 0 0 0 0 10 0 0 0 0 0 0 0 0 0 0 0 0 0 6 0 0 0 0 0 0 0 1 | ai = 054
0 0 0 0 1 5 0 0 0 2 0 0 0 1 2 0 0 0 0 0 0 0 0 0 0 6 0 1 1 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 1 0 11 0 2 0 0 3 0 3 1 0 1 0 0 3 | aj = 011
0 0 0 0 2 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 2 0 6 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 2 0 0 0 0 20 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 3 0 1 4 | ak = 055
0 0 0 0 0 0 6 0 0 0 0 0 0 1 0 0 0 0 0 6 0 0 0 0 0 1 0 0 2 0 0 0 0 0 0 0 0 3 0 0 0 1 0 0 0 0 0 0 0 0 4 0 0 0 17 0 0 0 2 0 0 2 0 0 0 0 0 1 | al = 012
0 0 0 0 12 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 1 0 2 0 0 3 0 1 4 0 2 0 0 0 1 0 0 0 0 0 1 0 0 0 0 3 0 0 0 0 0 0 0 0 0 0 12 0 0 0 0 0 1 1 1 0 0 0 | am = 056
0 0 0 0 0 1 6 0 0 0 0 0 0 0 0 1 0 0 0 6 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 5 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 17 0 0 0 1 0 1 3 0 0 1 0 0 0 | an = 013
0 0 0 0 0 0 0 0 0 0 0 0 0 5 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 23 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 6 0 0 5 | ao = 057
0 6 0 0 2 2 7 0 0 0 0 0 0 0 2 1 0 0 0 1 0 0 0 1 0 4 0 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 0 0 0 1 0 8 0 1 0 3 0 0 4 0 0 0 0 0 0 | ap = 014
0 0 0 0 0 7 0 0 0 0 0 0 0 0 3 1 0 0 1 0 0 0 1 0 0 7 0 1 2 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 2 1 0 0 0 0 1 0 6 0 1 0 0 0 0 3 3 0 3 0 1 1 | aq = 058
0 6 0 0 2 1 3 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 4 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 4 0 0 0 1 1 0 0 0 2 0 3 0 4 0 2 0 2 0 0 7 1 0 0 0 0 0 | ar = 015
0 0 0 0 9 0 0 0 0 0 0 0 0 1 0 7 0 0 0 0 1 0 1 0 0 2 1 2 4 0 2 0 0 1 0 0 0 0 0 0 1 0 0 0 0 5 0 1 0 0 0 0 0 0 0 0 3 0 0 1 0 0 0 0 3 0 0 1 | as = 059
0 0 0 0 7 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 11 0 0 0 0 0 0 0 0 0 0 0 0 0 0 24 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 | at = 016
1 4 0 0 2 1 2 0 0 1 0 0 0 0 3 1 2 0 0 0 0 0 0 0 2 1 0 2 2 0 1 0 0 1 0 0 0 0 0 0 0 6 0 1 0 0 0 1 0 0 0 0 1 0 5 0 1 0 0 2 0 3 0 0 0 0 0 0 | au = 017
0 0 0 0 4 2 0 0 0 2 0 0 0 0 3 0 0 0 0 0 1 0 0 0 0 12 0 3 0 0 2 0 0 1 2 1 0 0 0 0 1 0 1 0 0 1 0 0 0 0 0 0 0 0 1 1 4 0 0 0 0 4 0 0 0 0 0 0 | av = 018
2 1 0 0 1 0 3 0 0 1 0 0 0 0 2 1 2 0 0 0 0 0 0 0 1 1 0 0 1 0 0 0 0 1 0 0 0 0 0 0 2 4 0 1 0 0 3 0 0 0 1 0 1 0 5 1 3 0 0 1 0 6 0 0 0 0 0 1 | aw = 019
0 0 0 0 4 0 0 0 0 0 0 0 0 3 3 0 0 0 0 0 1 0 0 0 0 1 0 0 1 0 2 0 0 1 0 0 0 0 0 0 3 0 0 0 0 2 0 0 0 0 0 0 5 0 4 1 1 0 0 1 0 5 0 0 4 0 0 4 | ax = 060
0 0 0 0 0 0 6 0 0 0 0 0 0 0 0 0 0 0 0 7 0 0 1 0 0 1 0 0 0 0 0 0 1 0 0 0 0 4 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 20 0 0 0 3 0 0 2 0 0 0 0 0 0 | ay = 061
0 0 0 0 7 0 0 0 0 0 0 0 0 0 0 6 0 0 0 0 0 0 1 0 0 4 2 1 6 0 5 0 0 1 0 0 0 0 0 0 2 0 0 0 0 6 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 | az = 062
0 0 0 0 1 0 0 0 0 0 0 0 0 3 0 1 0 0 0 0 0 0 2 0 0 3 1 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 1 0 0 22 2 0 0 0 0 0 1 0 0 3 0 0 4 | ba = 063
0 6 0 0 1 0 4 0 0 0 0 0 0 0 3 0 0 0 0 2 0 0 0 0 0 1 0 0 0 0 0 0 2 0 0 0 0 0 0 0 1 0 0 0 0 0 0 1 0 0 3 0 2 0 13 2 1 0 1 1 0 1 0 0 1 0 0 0 | bb = 020
0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 2 0 0 0 0 1 0 0 0 1 0 0 0 0 0 0 0 0 3 0 0 0 0 1 0 0 0 0 0 0 0 0 22 3 0 0 0 0 1 6 0 0 3 0 0 2 | bc = 064
0 0 0 0 1 0 0 0 0 0 0 0 0 3 4 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 6 0 0 0 0 1 0 0 0 0 0 0 0 0 15 2 0 0 0 0 1 1 0 0 7 0 0 2 | bd = 021
0 0 0 0 3 1 0 0 0 3 0 0 0 2 2 0 0 0 0 0 0 0 1 0 0 3 0 1 1 0 0 0 0 0 0 4 0 0 0 0 1 0 0 0 0 1 0 1 0 0 0 0 1 0 9 0 0 0 0 1 0 4 4 0 1 0 0 2 | be = 065
0 0 0 0 6 0 0 0 0 0 0 0 0 1 5 1 0 0 0 0 0 0 1 0 0 0 0 1 0 0 6 0 0 0 2 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 2 0 2 0 2 0 0 2 0 8 2 0 1 0 0 2 | bf = 022
0 0 0 0 0 0 9 0 0 0 0 0 0 1 1 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 5 0 0 0 0 0 0 0 0 0 0 0 0 4 0 1 0 19 0 0 0 1 0 0 2 0 0 0 0 0 0 | bg = 066
0 0 0 0 7 0 0 0 0 0 0 0 0 2 0 1 0 0 0 0 0 0 0 0 0 10 0 2 1 0 3 0 0 4 0 0 0 0 0 0 2 0 0 0 0 8 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 3 0 0 2 | bh = 023
0 0 0 0 1 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 1 0 0 3 0 0 0 0 0 1 0 0 0 0 0 0 0 0 2 0 0 0 0 1 0 0 0 0 0 0 0 0 22 2 0 0 0 1 1 1 0 0 6 0 0 3 | bi = 067
0 0 0 0 2 0 0 0 0 0 0 0 0 1 3 0 0 0 0 0 0 0 1 0 0 1 0 0 1 0 0 2 0 0 0 0 0 0 0 0 2 0 0 0 0 1 0 0 0 0 0 0 1 0 20 0 2 0 0 0 0 2 0 0 4 0 0 3 | bj = 024
0 0 0 0 1 2 0 0 0 0 0 0 0 2 3 0 0 0 0 0 0 0 0 0 0 4 0 1 0 0 0 0 0 0 0 1 0 0 0 0 2 0 0 0 0 1 0 0 0 0 0 0 2 0 13 1 1 0 0 1 0 4 3 0 2 0 0 2 | bk = 068
0 0 0 0 3 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 7 0 0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 0 3 0 0 0 0 20 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 2 0 0 6 | bl = 025
0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 7 0 0 0 0 23 0 0 0 0 0 0 0 0 0 7 0 0 0 0 0 0 0 0 2 0 0 1 | bm = 026
0 6 0 0 2 0 0 0 0 0 0 0 0 0 6 0 1 0 0 1 0 0 0 0 1 1 1 0 1 0 0 0 0 0 0 2 0 0 0 1 1 3 0 2 0 1 1 0 0 0 1 0 3 0 5 1 0 0 1 0 0 3 0 0 0 0 0 1 | bn = 027
0 0 0 0 3 0 0 0 0 0 0 0 0 1 0 0 0 0 1 0 0 0 2 0 0 1 0 0 0 1 0 1 0 0 0 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0 0 0 0 0 18 5 0 0 0 0 1 2 0 0 2 0 0 6 | bo = 028
0 0 0 0 0 0 0 0 0 0 0 0 0 2 2 0 0 0 0 0 0 0 6 0 0 3 0 2 1 0 1 2 0 0 0 0 0 0 0 0 3 0 0 0 0 4 0 1 0 0 0 0 0 0 4 5 1 0 0 0 0 4 0 1 3 0 0 1 | bp = 029
**************************************************BIC.arff**************************************************
**************************************************RandomForest**************************************************
Time taken to build model: 5.98 seconds
Time taken to test model on training data: 0.34 seconds
=== Error on training data ===
Correctly Classified Instances 2813 89.9297 %
Incorrectly Classified Instances 315 10.0703 %
Kappa statistic 0.8978
Mean absolute error 0.0089
Root mean squared error 0.0518
Relative absolute error 30.6063 %
Root relative squared error 43.0733 %
Total Number of Instances 3128
=== Detailed Accuracy By Class ===
TP Rate FP Rate Precision Recall F-Measure MCC ROC Area PRC Area Class
0,978 0,000 1,000 0,978 0,989 0,989 0,997 0,980 030
0,978 0,000 1,000 0,978 0,989 0,989 0,997 0,980 031
0,957 0,000 1,000 0,957 0,978 0,978 0,995 0,960 032
0,870 0,000 0,976 0,870 0,920 0,920 0,992 0,886 033
0,826 0,000 1,000 0,826 0,905 0,908 0,988 0,846 034
0,957 0,000 1,000 0,957 0,978 0,978 0,994 0,960 035
0,935 0,000 0,977 0,935 0,956 0,955 0,995 0,946 036
0,978 0,000 1,000 0,978 0,989 0,989 0,997 0,980 037
0,957 0,000 1,000 0,957 0,978 0,978 0,997 0,978 038
0,935 0,000 1,000 0,935 0,966 0,966 0,993 0,941 039
0,935 0,000 1,000 0,935 0,966 0,966 0,994 0,941 040
0,913 0,000 1,000 0,913 0,955 0,955 0,992 0,922 041
0,978 0,000 1,000 0,978 0,989 0,989 0,997 0,980 042
0,913 0,000 1,000 0,913 0,955 0,955 0,991 0,921 043
0,978 0,000 1,000 0,978 0,989 0,989 0,996 0,980 044
0,957 0,000 1,000 0,957 0,978 0,978 0,994 0,960 001
0,978 0,000 1,000 0,978 0,989 0,989 0,997 0,980 045
0,978 0,000 1,000 0,978 0,989 0,989 0,997 0,980 002
0,957 0,000 1,000 0,957 0,978 0,978 0,994 0,960 046
0,935 0,001 0,956 0,935 0,945 0,944 0,995 0,959 003
0,891 0,000 1,000 0,891 0,943 0,943 0,989 0,902 047
0,978 0,000 0,978 0,978 0,978 0,978 0,997 0,979 004
0,957 0,079 0,152 0,957 0,263 0,365 0,974 0,525 048
0,848 0,000 1,000 0,848 0,918 0,920 0,988 0,864 005
0,978 0,000 1,000 0,978 0,989 0,989 0,997 0,980 049
0,978 0,000 1,000 0,978 0,989 0,989 0,998 0,980 006
0,957 0,000 1,000 0,957 0,978 0,978 0,994 0,960 007
0,913 0,000 1,000 0,913 0,955 0,955 0,991 0,921 008
0,978 0,000 1,000 0,978 0,989 0,989 0,997 0,980 009
0,891 0,000 1,000 0,891 0,943 0,943 0,993 0,921 050
0,957 0,000 1,000 0,957 0,978 0,978 0,995 0,960 051
0,870 0,000 1,000 0,870 0,930 0,932 0,989 0,883 052
0,674 0,002 0,816 0,674 0,738 0,738 0,992 0,678 053
0,957 0,000 1,000 0,957 0,978 0,978 0,995 0,960 010
0,978 0,000 1,000 0,978 0,989 0,989 0,998 0,980 054
0,957 0,000 1,000 0,957 0,978 0,978 0,994 0,960 011
0,957 0,000 1,000 0,957 0,978 0,978 0,997 0,961 055
0,761 0,000 1,000 0,761 0,864 0,871 0,993 0,844 012
0,978 0,000 1,000 0,978 0,989 0,989 0,998 0,980 056
0,870 0,015 0,460 0,870 0,602 0,625 0,993 0,735 013
0,804 0,000 1,000 0,804 0,892 0,896 0,989 0,847 057
0,978 0,000 1,000 0,978 0,989 0,989 0,997 0,980 014
0,957 0,000 1,000 0,957 0,978 0,978 0,993 0,959 058
0,978 0,000 1,000 0,978 0,989 0,989 0,997 0,980 015
0,957 0,000 1,000 0,957 0,978 0,978 0,995 0,960 059
0,522 0,000 1,000 0,522 0,686 0,720 0,981 0,639 016
0,978 0,000 1,000 0,978 0,989 0,989 0,997 0,980 017
0,978 0,000 1,000 0,978 0,989 0,989 0,997 0,980 018
0,957 0,000 1,000 0,957 0,978 0,978 0,994 0,960 019
0,957 0,000 1,000 0,957 0,978 0,978 0,994 0,960 060
0,761 0,000 1,000 0,761 0,864 0,871 0,993 0,853 061
0,935 0,002 0,896 0,935 0,915 0,914 0,994 0,937 062
0,891 0,000 1,000 0,891 0,943 0,943 0,990 0,921 063
0,978 0,000 1,000 0,978 0,989 0,989 0,997 0,980 020
0,804 0,000 1,000 0,804 0,892 0,896 0,986 0,835 064
0,891 0,000 1,000 0,891 0,943 0,943 0,989 0,902 021
0,935 0,000 1,000 0,935 0,966 0,966 0,994 0,941 065
0,957 0,000 1,000 0,957 0,978 0,978 0,995 0,960 022
0,957 0,000 1,000 0,957 0,978 0,978 0,998 0,980 066
0,761 0,000 1,000 0,761 0,864 0,871 0,986 0,802 023
0,609 0,000 1,000 0,609 0,757 0,778 0,983 0,713 067
0,978 0,000 1,000 0,978 0,989 0,989 0,996 0,980 024
0,978 0,000 1,000 0,978 0,989 0,989 0,997 0,980 068
0,500 0,001 0,885 0,500 0,639 0,662 0,977 0,570 025
0,435 0,000 1,000 0,435 0,606 0,657 0,975 0,533 026
0,978 0,000 1,000 0,978 0,989 0,989 0,997 0,980 027
0,957 0,000 1,000 0,957 0,978 0,978 0,993 0,960 028
0,565 0,001 0,897 0,565 0,693 0,709 0,978 0,632 029
Weighted Avg. 0,899 0,002 0,970 0,899 0,923 0,927 0,993 0,907
=== Confusion Matrix ===
a b c d e f g h i j k l m n o p q r s t u v w x y z aa ab ac ad ae af ag ah ai aj ak al am an ao ap aq ar as at au av aw ax ay az ba bb bc bd be bf bg bh bi bj bk bl bm bn bo bp <-- classified as
45 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | a = 030
0 45 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | b = 031
0 0 44 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | c = 032
0 0 0 40 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 6 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | d = 033
0 0 0 0 38 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 8 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | e = 034
0 0 0 0 0 44 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | f = 035
0 0 0 0 0 0 43 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | g = 036
0 0 0 0 0 0 0 45 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | h = 037
0 0 0 0 0 0 0 0 44 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 | i = 038
0 0 0 0 0 0 0 0 0 43 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | j = 039
0 0 0 0 0 0 0 0 0 0 43 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | k = 040
0 0 0 0 0 0 0 0 0 0 0 42 0 0 0 0 0 0 0 0 0 0 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | l = 041
0 0 0 0 0 0 0 0 0 0 0 0 45 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | m = 042
0 0 0 0 0 0 0 0 0 0 0 0 0 42 0 0 0 0 0 0 0 0 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | n = 043
0 0 0 0 0 0 0 0 0 0 0 0 0 0 45 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | o = 044
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 44 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | p = 001
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 45 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | q = 045
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 45 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | r = 002
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 44 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | s = 046
0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 43 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | t = 003
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 41 0 5 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | u = 047
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 45 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | v = 004
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 44 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 | w = 048
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 7 39 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | x = 005
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 45 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | y = 049
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 45 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | z = 006
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 44 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | aa = 007
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 4 0 0 0 0 42 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | ab = 008
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 45 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | ac = 009
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 4 0 0 0 0 0 0 41 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 | ad = 050
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 44 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | ae = 051
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 6 0 0 0 0 0 0 0 0 40 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | af = 052
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 31 0 0 0 0 0 0 13 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | ag = 053
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 44 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | ah = 010
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 45 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | ai = 054
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 44 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | aj = 011
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 44 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | ak = 055
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 35 0 9 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | al = 012
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 45 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | am = 056
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 4 0 0 0 0 0 0 40 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | an = 013
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 8 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 37 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 | ao = 057
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 45 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | ap = 014
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 44 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | aq = 058
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 45 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | ar = 015
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 44 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | as = 059
0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 19 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 24 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 | at = 016
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 45 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | au = 017
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 45 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | av = 018
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 44 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | aw = 019
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 44 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | ax = 060
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 8 0 0 0 0 0 0 0 0 0 0 35 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | ay = 061
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 43 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | az = 062
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 41 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | ba = 063
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 45 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | bb = 020
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 6 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 37 0 0 0 0 0 0 0 0 0 0 0 0 0 | bc = 064
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 5 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 41 0 0 0 0 0 0 0 0 0 0 0 0 | bd = 021
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 43 0 0 0 0 0 0 0 0 0 0 0 | be = 065
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 44 0 0 0 0 0 0 0 0 0 0 | bf = 022
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 44 0 0 0 0 0 0 0 0 0 | bg = 066
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 10 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 35 0 0 0 0 0 0 0 0 | bh = 023
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 7 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 10 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 28 0 0 0 0 0 0 0 | bi = 067
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 45 0 0 0 0 0 0 | bj = 024
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 45 0 0 0 0 0 | bk = 068
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 23 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 23 0 0 0 0 | bl = 025
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 25 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 20 0 0 0 | bm = 026
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 45 0 0 | bn = 027
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 44 0 | bo = 028
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 19 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 26 | bp = 029
=== Stratified cross-validation ===
Correctly Classified Instances 1490 47.6343 %
Incorrectly Classified Instances 1638 52.3657 %
Kappa statistic 0.4685
Mean absolute error 0.019
Root mean squared error 0.0985
Relative absolute error 65.4047 %
Root relative squared error 81.8501 %
Total Number of Instances 3128
=== Detailed Accuracy By Class ===
TP Rate FP Rate Precision Recall F-Measure MCC ROC Area PRC Area Class
0,652 0,002 0,811 0,652 0,723 0,724 0,902 0,730 030
0,500 0,003 0,719 0,500 0,590 0,595 0,849 0,563 031
0,652 0,007 0,588 0,652 0,619 0,613 0,943 0,669 032
0,609 0,006 0,622 0,609 0,615 0,610 0,937 0,674 033
0,413 0,009 0,396 0,413 0,404 0,395 0,887 0,393 034
0,522 0,011 0,421 0,522 0,466 0,460 0,872 0,505 035
0,217 0,009 0,270 0,217 0,241 0,232 0,836 0,270 036
0,457 0,007 0,488 0,457 0,472 0,465 0,780 0,434 037
0,478 0,005 0,595 0,478 0,530 0,527 0,795 0,483 038
0,478 0,005 0,579 0,478 0,524 0,520 0,801 0,481 039
0,413 0,007 0,463 0,413 0,437 0,430 0,885 0,482 040
0,435 0,005 0,588 0,435 0,500 0,499 0,875 0,520 041
0,413 0,009 0,404 0,413 0,409 0,400 0,777 0,366 042
0,348 0,006 0,471 0,348 0,400 0,397 0,827 0,389 043
0,261 0,006 0,375 0,261 0,308 0,304 0,763 0,269 044
0,478 0,007 0,512 0,478 0,494 0,487 0,872 0,547 001
0,674 0,003 0,756 0,674 0,713 0,710 0,850 0,679 045
0,717 0,004 0,750 0,717 0,733 0,730 0,926 0,753 002
0,500 0,010 0,426 0,500 0,460 0,453 0,885 0,455 046
0,370 0,008 0,395 0,370 0,382 0,373 0,852 0,327 003
0,478 0,009 0,431 0,478 0,454 0,446 0,835 0,358 047
0,478 0,007 0,489 0,478 0,484 0,476 0,829 0,477 004
0,304 0,033 0,120 0,304 0,172 0,172 0,855 0,124 048
0,413 0,006 0,514 0,413 0,458 0,453 0,856 0,426 005
0,500 0,006 0,548 0,500 0,523 0,516 0,874 0,552 049
0,761 0,003 0,778 0,761 0,769 0,766 0,947 0,840 006
0,674 0,006 0,608 0,674 0,639 0,634 0,909 0,693 007
0,435 0,008 0,444 0,435 0,440 0,431 0,876 0,496 008
0,587 0,006 0,600 0,587 0,593 0,587 0,917 0,627 009
0,457 0,006 0,538 0,457 0,494 0,489 0,874 0,515 050
0,565 0,008 0,520 0,565 0,542 0,535 0,865 0,583 051
0,304 0,006 0,438 0,304 0,359 0,357 0,716 0,316 052
0,413 0,009 0,404 0,413 0,409 0,400 0,919 0,363 053
0,630 0,005 0,674 0,630 0,652 0,647 0,934 0,722 010
0,652 0,005 0,667 0,652 0,659 0,654 0,928 0,713 054
0,500 0,007 0,500 0,500 0,500 0,493 0,908 0,581 011
0,783 0,003 0,818 0,783 0,800 0,797 0,931 0,762 055
0,217 0,008 0,278 0,217 0,244 0,236 0,802 0,185 012
0,739 0,003 0,773 0,739 0,756 0,752 0,945 0,775 056
0,457 0,018 0,280 0,457 0,347 0,345 0,890 0,288 013
0,391 0,006 0,500 0,391 0,439 0,435 0,901 0,479 057
0,543 0,005 0,625 0,543 0,581 0,577 0,880 0,618 014
0,435 0,007 0,488 0,435 0,460 0,453 0,769 0,460 058
0,478 0,005 0,579 0,478 0,524 0,520 0,862 0,544 015
0,609 0,008 0,528 0,609 0,566 0,560 0,930 0,624 059
0,478 0,006 0,564 0,478 0,518 0,513 0,973 0,484 016
0,674 0,006 0,608 0,674 0,639 0,634 0,928 0,713 017
0,522 0,006 0,585 0,522 0,552 0,546 0,873 0,606 018
0,522 0,006 0,571 0,522 0,545 0,540 0,860 0,597 019
0,500 0,008 0,469 0,500 0,484 0,477 0,878 0,561 060
0,152 0,007 0,250 0,152 0,189 0,186 0,822 0,187 061
0,478 0,007 0,500 0,478 0,489 0,482 0,929 0,537 062
0,435 0,010 0,400 0,435 0,417 0,408 0,837 0,286 063
0,457 0,008 0,467 0,457 0,462 0,454 0,809 0,461 020
0,261 0,006 0,400 0,261 0,316 0,315 0,803 0,254 064
0,391 0,011 0,340 0,391 0,364 0,354 0,825 0,304 021
0,457 0,005 0,568 0,457 0,506 0,503 0,866 0,529 065
0,609 0,006 0,609 0,609 0,609 0,603 0,945 0,681 022
0,717 0,003 0,805 0,717 0,759 0,757 0,919 0,733 066
0,500 0,007 0,523 0,500 0,511 0,504 0,886 0,447 023
0,217 0,006 0,345 0,217 0,267 0,265 0,816 0,244 067
0,413 0,010 0,380 0,413 0,396 0,387 0,805 0,370 024
0,478 0,006 0,537 0,478 0,506 0,500 0,803 0,498 068
0,152 0,006 0,292 0,152 0,200 0,202 0,881 0,148 025
0,435 0,057 0,102 0,435 0,165 0,187 0,901 0,239 026
0,652 0,006 0,612 0,652 0,632 0,626 0,926 0,708 027
0,348 0,010 0,340 0,348 0,344 0,334 0,765 0,384 028
0,152 0,006 0,269 0,152 0,194 0,194 0,852 0,140 029
Weighted Avg. 0,476 0,008 0,504 0,476 0,484 0,480 0,867 0,489
=== Confusion Matrix ===
a b c d e f g h i j k l m n o p q r s t u v w x y z aa ab ac ad ae af ag ah ai aj ak al am an ao ap aq ar as at au av aw ax ay az ba bb bc bd be bf bg bh bi bj bk bl bm bn bo bp <-- classified as
30 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 5 0 0 0 0 2 0 0 2 0 0 0 0 0 1 0 1 0 1 0 | a = 030
0 23 0 0 0 0 1 2 1 0 1 0 1 0 1 0 2 0 0 0 0 0 1 0 1 0 1 0 1 0 0 0 0 1 0 0 0 0 0 0 0 0 1 0 0 0 0 1 3 0 0 0 0 1 0 1 0 0 0 0 0 1 0 0 0 0 1 0 | b = 031
0 0 30 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 1 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 2 0 0 0 0 0 0 0 2 0 1 1 0 1 0 3 0 0 0 | c = 032
0 0 0 28 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 2 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 1 2 0 1 0 0 0 2 0 0 1 0 0 0 0 0 0 0 0 1 4 0 0 0 | d = 033
0 0 1 0 19 0 0 0 0 0 0 0 0 0 1 2 0 0 2 0 1 0 3 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 5 0 0 0 0 0 2 0 0 0 1 0 0 0 0 6 0 0 1 | e = 034
0 0 0 0 0 24 2 0 1 1 0 0 0 0 0 0 0 0 2 0 1 0 1 0 1 0 0 2 1 0 0 0 0 0 1 0 0 0 0 0 0 0 0 2 0 0 0 2 0 0 0 0 0 0 1 0 0 0 0 0 0 0 2 0 1 0 1 0 | f = 035
0 1 0 0 0 0 10 0 0 1 0 0 1 0 1 0 0 0 0 4 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 4 0 2 0 0 0 1 0 0 1 0 0 0 6 0 1 1 0 2 1 0 1 0 0 3 1 0 1 0 1 0 | g = 036
0 1 0 0 0 0 0 21 0 0 7 0 0 0 0 0 0 0 1 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 0 0 0 0 0 2 0 0 3 0 0 0 1 0 0 0 0 1 1 0 3 | h = 037
0 1 0 0 1 2 0 0 22 0 0 0 0 0 1 0 0 0 0 0 2 2 0 1 1 0 0 0 0 0 0 0 0 0 0 2 0 1 0 0 0 1 0 1 0 0 1 0 0 0 0 0 0 2 0 1 0 0 0 0 0 0 1 0 1 0 0 2 | i = 038
0 0 1 0 1 2 1 1 0 22 1 1 1 0 0 0 0 0 0 0 0 0 0 0 1 0 1 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 3 0 1 0 0 1 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 3 0 0 0 | j = 039
0 0 0 0 0 0 2 5 0 0 19 0 0 0 0 0 1 0 0 0 0 2 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 2 0 0 0 1 0 1 2 0 0 0 2 0 0 0 3 0 0 2 0 0 1 | k = 040
0 0 1 0 0 0 0 0 0 1 0 20 0 0 0 0 0 0 0 0 3 0 1 0 0 0 1 2 1 1 0 1 0 0 0 1 0 0 0 0 0 0 1 1 0 0 0 0 0 2 0 0 1 0 0 1 0 0 0 2 0 0 0 1 3 0 1 0 | l = 041
0 1 0 0 0 0 1 0 0 0 0 0 19 1 3 0 0 1 0 2 0 1 1 0 0 1 0 0 0 0 0 0 1 2 0 1 0 3 0 1 0 0 0 0 0 0 0 1 1 0 0 0 0 0 0 1 1 0 0 0 0 2 0 0 0 0 0 1 | m = 042
0 0 0 0 0 0 0 1 0 0 0 0 0 16 0 0 0 0 1 0 1 0 1 0 0 0 0 2 1 2 0 1 0 1 1 0 1 0 1 0 0 0 0 0 1 0 1 0 0 1 0 0 0 0 0 0 0 0 0 2 0 0 0 0 6 1 3 1 | n = 043
0 0 0 0 1 0 1 0 1 0 0 0 2 0 12 0 0 0 0 1 0 0 2 0 1 0 1 0 0 0 1 0 0 0 0 0 0 0 0 0 1 0 0 0 1 1 0 0 0 1 0 0 3 1 2 1 0 1 1 0 2 1 0 1 1 3 0 2 | o = 044
1 0 0 0 1 0 0 0 0 0 0 1 0 0 0 22 0 2 0 0 1 0 0 1 0 1 0 1 0 0 0 0 0 6 0 0 0 0 0 0 0 1 0 0 1 0 0 0 0 1 0 0 0 0 0 0 3 0 0 0 0 0 0 0 2 0 1 0 | p = 001
1 0 0 0 0 1 0 0 1 0 0 0 0 0 0 0 31 0 1 0 0 2 0 1 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 1 0 0 0 1 0 0 0 1 0 0 1 0 0 0 0 0 0 0 0 0 0 2 1 0 0 | q = 045
0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 3 0 33 0 0 0 0 0 0 0 2 1 0 0 0 0 0 0 0 1 0 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 1 0 0 1 0 0 0 0 0 0 0 1 0 0 0 | r = 002
0 0 2 0 2 1 0 0 0 0 0 0 0 0 0 0 0 0 23 0 4 0 0 0 0 0 0 0 0 0 0 1 0 0 1 0 0 0 0 0 0 0 0 0 1 0 0 1 0 2 0 0 0 0 0 0 0 0 0 0 0 1 0 4 3 0 0 0 | s = 046
0 0 0 0 0 0 4 0 0 0 0 0 2 0 0 0 0 0 0 17 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 5 0 1 0 0 0 0 0 0 0 0 0 0 4 0 3 1 3 2 0 0 2 0 0 0 0 0 1 0 0 0 | t = 003
0 0 1 1 1 0 0 0 1 0 0 2 0 0 0 0 0 0 0 0 22 0 1 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 1 0 0 0 0 0 0 0 2 0 1 0 0 0 1 0 1 0 1 4 0 3 0 | u = 047
0 0 0 1 0 0 0 1 2 0 0 0 1 0 1 0 0 0 0 0 0 22 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 2 0 1 1 0 1 0 1 0 0 0 0 2 0 1 0 0 0 3 2 0 0 0 0 1 | v = 004
0 0 0 0 0 0 0 0 0 1 1 0 0 0 0 0 0 0 0 0 0 0 14 0 0 0 0 0 0 3 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 2 0 0 1 0 0 1 0 0 0 0 0 16 1 1 2 | w = 048
0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 1 0 1 0 0 0 0 4 19 1 0 0 0 1 0 0 0 0 0 1 0 0 1 0 0 1 1 1 0 4 1 0 0 0 0 0 0 0 1 2 0 0 0 0 0 0 0 0 0 4 0 1 0 | x = 005
0 0 0 0 0 3 0 0 0 1 0 0 0 0 0 0 0 0 2 0 0 0 0 0 23 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 3 2 0 0 0 1 0 0 0 1 0 3 0 0 0 0 0 0 0 1 2 0 1 0 0 0 | y = 049
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 2 0 0 0 0 0 0 0 35 1 0 0 0 0 0 0 2 1 0 0 0 0 0 0 0 0 0 1 0 0 1 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 | z = 006
0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 1 0 0 0 1 0 0 1 31 0 1 1 4 0 0 0 0 0 0 0 0 0 0 1 0 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 | aa = 007
0 0 1 1 0 1 0 0 0 0 0 1 0 0 0 0 0 0 1 0 4 0 1 0 0 0 0 20 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0 0 0 0 0 0 2 0 0 0 1 0 3 1 1 5 0 1 0 | ab = 008
0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 1 1 0 2 0 27 0 0 0 0 0 0 0 0 0 0 0 0 1 0 2 1 0 0 2 0 0 0 2 0 0 1 0 1 0 0 0 0 0 0 0 1 0 2 0 | ac = 009
0 0 0 0 0 0 0 0 0 3 1 1 0 0 0 0 0 0 0 0 0 1 3 0 0 0 1 0 0 21 0 3 0 0 0 0 0 1 0 0 0 0 0 0 0 1 0 0 0 0 0 0 2 0 0 0 0 0 0 1 1 0 0 0 4 2 0 0 | ad = 050
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 2 1 0 0 26 1 0 0 4 0 0 0 0 0 1 0 2 0 0 0 0 1 1 0 0 2 0 0 0 0 0 0 0 0 0 1 0 0 3 0 0 0 | ae = 051
0 0 1 0 0 0 1 0 0 0 0 1 0 1 0 0 0 0 1 0 1 0 4 0 0 0 1 4 0 0 1 14 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 3 0 0 1 0 1 2 0 0 4 2 2 0 | af = 052
0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 2 0 0 1 0 0 0 0 0 0 0 0 0 19 0 0 0 0 2 0 15 0 0 0 0 0 0 0 0 0 0 1 0 1 0 1 1 0 0 0 1 0 0 0 0 1 0 0 0 | ag = 053
0 0 0 0 1 0 0 0 0 0 0 0 2 0 0 5 0 1 0 0 0 0 1 0 0 1 0 0 0 0 0 0 0 29 1 0 1 0 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 1 0 0 0 | ah = 010
0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 1 0 0 0 3 0 0 0 30 0 0 0 3 0 0 0 1 0 2 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 1 | ai = 054
0 0 1 0 0 0 1 1 1 1 0 2 1 1 0 0 1 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 23 0 0 0 0 0 0 0 0 0 0 4 0 0 0 0 0 0 0 0 0 0 1 0 0 0 1 1 0 2 1 1 0 | aj = 011
0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 36 0 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 | ak = 055
0 0 0 0 0 0 2 0 2 0 0 0 3 0 1 0 0 0 0 3 0 0 1 1 0 0 0 0 0 1 0 0 4 0 0 0 0 10 0 13 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 1 1 0 1 0 0 0 0 0 0 0 | al = 012
0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 1 0 0 0 0 0 0 0 0 1 0 4 0 34 0 2 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 | am = 056
0 0 0 0 0 0 0 0 0 0 3 0 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 10 0 0 1 0 3 0 21 0 0 0 0 0 0 0 0 0 0 1 1 0 0 0 2 0 1 0 0 1 0 0 0 0 0 0 0 | an = 013
0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 1 0 0 0 0 0 0 3 0 0 0 1 0 1 0 1 0 18 0 0 0 1 0 0 0 0 0 0 3 2 0 0 0 0 0 0 1 1 0 0 0 6 0 3 1 | ao = 057
0 0 0 0 0 4 0 0 1 0 0 0 0 0 0 0 0 1 1 0 0 1 0 3 3 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0 25 0 0 0 0 0 2 0 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 | ap = 014
0 1 0 0 0 2 0 0 1 2 1 2 1 0 1 0 0 0 1 0 0 1 0 1 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 20 1 0 0 1 0 0 0 0 0 0 2 0 0 0 0 0 0 1 0 0 0 2 0 3 0 | aq = 058
0 0 0 0 0 6 1 0 1 1 0 1 1 0 0 0 0 0 1 1 0 0 0 2 1 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 22 0 0 0 1 0 1 0 1 0 1 0 0 0 0 0 0 0 0 0 0 1 0 0 1 | ar = 015
0 0 1 0 0 1 0 0 0 0 0 0 0 2 1 0 0 0 1 0 1 0 2 0 0 1 1 0 1 0 1 1 0 0 0 0 0 0 0 0 3 0 0 0 28 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 | as = 059
0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 7 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 22 0 0 0 0 0 1 0 0 1 0 0 0 0 0 0 0 0 0 12 0 0 0 | at = 016
0 0 1 0 0 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 0 0 31 0 0 2 0 0 0 0 0 1 0 2 0 0 0 0 0 0 0 3 0 0 | au = 017
0 0 0 0 0 3 0 0 0 1 0 0 1 0 0 1 0 0 1 0 1 0 1 1 1 1 0 0 2 0 2 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 0 24 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 | av = 018
3 1 0 0 0 0 1 0 1 1 0 0 1 0 0 0 0 0 0 0 0 1 0 0 0 0 2 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 24 0 0 0 0 0 1 0 2 0 0 0 0 0 2 0 2 0 1 0 | aw = 019
0 0 1 1 7 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 1 0 0 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 23 0 0 0 0 0 0 1 2 0 1 0 1 0 2 1 0 0 0 | ax = 060
0 0 0 0 0 0 6 0 0 0 0 0 1 0 0 0 2 0 0 2 0 1 0 0 0 0 0 1 0 0 0 0 4 0 0 0 0 4 0 7 0 1 0 0 0 0 0 0 0 0 7 0 5 0 0 2 0 0 1 0 1 0 0 0 1 0 0 0 | ay = 061
0 0 0 2 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 1 0 0 0 0 0 1 0 3 0 0 0 0 0 0 0 0 0 4 0 0 0 0 4 0 1 0 0 0 22 0 0 0 0 0 0 0 0 2 0 0 0 2 0 1 0 | az = 062
0 0 0 0 0 0 0 0 0 0 1 1 0 0 0 0 0 0 0 2 0 0 3 0 0 0 0 0 0 3 0 1 1 0 0 0 0 1 0 0 1 0 0 0 0 0 0 0 0 0 2 0 20 0 2 2 0 0 0 0 0 0 1 0 3 1 0 1 | ba = 063
0 0 0 0 0 1 1 0 0 1 2 0 1 0 2 0 1 0 1 0 1 1 1 0 3 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 1 0 0 0 0 1 0 1 0 0 21 0 1 0 0 0 0 0 1 0 0 0 0 0 0 | bb = 020
0 0 0 3 1 0 0 0 0 0 0 0 0 1 1 0 0 0 1 2 0 0 1 2 0 0 0 1 1 0 0 0 2 0 0 0 0 0 0 2 0 0 0 0 0 2 0 0 1 0 0 0 4 0 12 0 0 1 0 0 3 0 0 0 5 0 0 0 | bc = 064
0 1 0 0 2 0 0 3 0 0 0 0 0 1 0 1 0 0 0 2 1 0 1 0 0 0 0 1 0 0 0 2 0 0 0 4 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 18 0 0 0 0 0 1 1 0 4 0 0 0 | bd = 021
2 1 0 0 0 1 0 0 0 0 0 0 2 0 0 2 0 2 0 0 0 0 2 0 0 1 2 0 1 0 0 0 0 0 0 1 1 0 0 0 0 0 0 0 0 0 0 0 2 1 0 0 0 0 0 0 21 0 0 0 0 0 0 1 1 0 2 0 | be = 065
0 0 4 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 1 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 2 0 0 2 0 0 0 0 2 0 0 28 0 0 0 2 0 1 1 0 0 0 | bf = 022
0 0 0 0 0 0 1 0 0 0 0 0 1 0 2 0 0 0 0 4 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 33 0 0 0 0 0 0 1 0 0 | bg = 066
0 0 0 0 2 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 1 0 2 0 0 0 0 1 0 0 0 0 1 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 23 1 1 1 0 9 1 0 0 | bh = 023
0 0 2 0 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 1 0 0 3 0 0 0 0 0 0 1 1 1 2 0 0 0 0 0 0 8 1 0 1 0 2 0 0 0 0 0 0 1 0 0 1 0 0 2 0 1 10 0 0 2 4 0 0 0 | bi = 067
0 0 0 0 1 0 1 0 0 1 0 0 1 1 1 0 0 0 1 0 2 1 0 0 1 0 0 2 0 0 0 2 0 0 0 2 0 0 0 0 0 0 0 0 0 0 1 0 0 3 0 0 0 0 0 1 0 2 0 1 0 19 0 1 1 0 0 0 | bj = 024
0 0 2 0 0 1 0 0 0 0 0 0 1 0 1 0 1 0 0 0 0 2 0 0 1 0 0 2 0 0 0 1 0 0 0 1 0 0 0 0 0 0 2 2 0 0 0 0 1 0 0 0 1 0 0 1 0 0 0 3 0 0 22 0 1 0 0 0 | bk = 068
0 0 1 1 0 0 0 0 0 0 0 0 0 0 1 0 0 0 6 0 0 0 11 0 0 0 0 0 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 2 2 0 7 12 0 0 0 | bl = 025
0 0 0 0 3 0 0 1 0 0 0 0 0 3 0 0 0 0 0 0 0 0 14 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1 0 0 0 1 0 0 0 1 20 0 0 0 | bm = 026
0 0 0 0 0 1 0 2 0 0 2 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 2 0 0 0 1 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 1 0 0 30 0 1 | bn = 027
0 0 0 0 1 1 0 0 0 0 0 1 0 6 0 1 1 0 0 0 0 1 1 1 0 0 0 1 2 0 3 0 0 0 0 1 0 0 0 0 1 1 1 0 2 0 0 0 0 1 0 0 0 0 0 0 1 0 0 1 0 0 0 0 1 0 16 0 | bo = 028
0 0 0 1 1 0 0 4 0 0 1 0 1 0 0 0 0 0 0 0 0 0 7 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 1 0 0 0 1 0 0 1 2 0 0 0 1 0 0 0 0 0 1 0 14 1 0 7 | bp = 029
**************************************************SMO**************************************************
Time taken to build model: 4.01 seconds
Time taken to test model on training data: 0.79 seconds
=== Error on training data ===
Correctly Classified Instances 344 10.9974 %
Incorrectly Classified Instances 2784 89.0026 %
Kappa statistic 0.0967
Mean absolute error 0.0287
Root mean squared error 0.1196
Relative absolute error 99.1442 %
Root relative squared error 99.3882 %
Total Number of Instances 3128
=== Detailed Accuracy By Class ===
TP Rate FP Rate Precision Recall F-Measure MCC ROC Area PRC Area Class
0,000 0,004 0,000 0,000 0,000 -0,007 0,807 0,079 030
0,087 0,001 0,667 0,087 0,154 0,237 0,826 0,129 031
0,413 0,032 0,161 0,413 0,232 0,241 0,848 0,123 032
0,174 0,024 0,096 0,174 0,124 0,112 0,866 0,060 033
0,043 0,006 0,091 0,043 0,059 0,053 0,826 0,053 034
0,000 0,010 0,000 0,000 0,000 -0,012 0,745 0,054 035
0,130 0,007 0,214 0,130 0,162 0,158 0,873 0,121 036
0,000 0,000 0,000 0,000 0,000 0,000 0,753 0,069 037
0,152 0,028 0,076 0,152 0,101 0,089 0,728 0,051 038
0,000 0,003 0,000 0,000 0,000 -0,006 0,660 0,048 039
0,087 0,016 0,074 0,087 0,080 0,065 0,722 0,056 040
0,087 0,011 0,108 0,087 0,096 0,085 0,771 0,051 041
0,000 0,005 0,000 0,000 0,000 -0,008 0,754 0,080 042
0,000 0,000 0,000 0,000 0,000 0,000 0,670 0,025 043
0,000 0,000 0,000 0,000 0,000 0,000 0,594 0,023 044
0,022 0,000 1,000 0,022 0,043 0,146 0,697 0,071 001
0,000 0,000 0,000 0,000 0,000 0,000 0,796 0,088 045
0,000 0,002 0,000 0,000 0,000 -0,005 0,700 0,116 002
0,000 0,010 0,000 0,000 0,000 -0,012 0,811 0,043 046
0,000 0,000 0,000 0,000 0,000 0,000 0,861 0,087 003
0,239 0,042 0,079 0,239 0,118 0,115 0,831 0,055 047
0,000 0,000 0,000 0,000 0,000 0,000 0,648 0,040 004
0,000 0,000 0,000 0,000 0,000 0,000 0,785 0,038 048
0,109 0,026 0,060 0,109 0,077 0,062 0,746 0,058 005
0,087 0,005 0,222 0,087 0,125 0,131 0,771 0,068 049
0,000 0,000 0,000 0,000 0,000 0,000 0,784 0,228 006
0,000 0,003 0,000 0,000 0,000 -0,006 0,789 0,038 007
0,022 0,014 0,022 0,022 0,022 0,008 0,796 0,043 008
0,239 0,011 0,244 0,239 0,242 0,231 0,732 0,115 009
0,065 0,013 0,071 0,065 0,068 0,055 0,657 0,036 050
0,043 0,019 0,033 0,043 0,038 0,022 0,844 0,059 051
0,000 0,000 0,000 0,000 0,000 0,000 0,700 0,028 052
0,457 0,040 0,145 0,457 0,220 0,238 0,864 0,107 053
0,000 0,000 0,000 0,000 0,000 0,000 0,728 0,126 010
0,022 0,000 1,000 0,022 0,043 0,146 0,862 0,130 054
0,196 0,011 0,209 0,196 0,202 0,191 0,759 0,127 011
0,435 0,037 0,150 0,435 0,223 0,238 0,870 0,114 055
0,065 0,003 0,273 0,065 0,105 0,127 0,840 0,102 012
0,043 0,006 0,105 0,043 0,062 0,059 0,765 0,034 056
0,043 0,001 0,500 0,043 0,080 0,144 0,851 0,135 013
0,304 0,057 0,074 0,304 0,119 0,125 0,844 0,063 057
0,217 0,001 0,714 0,217 0,333 0,390 0,791 0,233 014
0,000 0,001 0,000 0,000 0,000 -0,004 0,668 0,049 058
0,239 0,006 0,367 0,239 0,289 0,288 0,770 0,135 015
0,000 0,000 0,000 0,000 0,000 0,000 0,720 0,033 059
1,000 0,154 0,088 1,000 0,162 0,273 0,923 0,088 016
0,304 0,008 0,359 0,304 0,329 0,321 0,917 0,278 017
0,000 0,002 0,000 0,000 0,000 -0,006 0,779 0,059 018
0,000 0,000 0,000 0,000 0,000 0,000 0,719 0,062 019
0,000 0,026 0,000 0,000 0,000 -0,020 0,794 0,051 060
0,000 0,000 0,000 0,000 0,000 0,000 0,897 0,148 061
0,000 0,005 0,000 0,000 0,000 -0,008 0,754 0,030 062
0,000 0,038 0,000 0,000 0,000 -0,024 0,659 0,027 063
0,000 0,002 0,000 0,000 0,000 -0,005 0,750 0,099 020
0,478 0,113 0,059 0,478 0,106 0,136 0,772 0,044 064
0,000 0,000 0,000 0,000 0,000 0,000 0,739 0,036 021
0,196 0,003 0,500 0,196 0,281 0,307 0,709 0,190 065
0,283 0,000 1,000 0,283 0,441 0,529 0,886 0,407 022
0,326 0,012 0,288 0,326 0,306 0,296 0,887 0,150 066
0,391 0,029 0,167 0,391 0,234 0,239 0,846 0,092 023
0,000 0,000 0,000 0,000 0,000 0,000 0,809 0,060 067
0,087 0,003 0,286 0,087 0,133 0,151 0,613 0,079 024
0,022 0,003 0,091 0,022 0,035 0,038 0,689 0,086 068
0,000 0,000 0,000 0,000 0,000 0,000 0,838 0,052 025
0,152 0,033 0,064 0,152 0,090 0,078 0,892 0,065 026
0,217 0,013 0,196 0,217 0,206 0,194 0,833 0,104 027
0,000 0,000 0,000 0,000 0,000 0,000 0,708 0,028 028
0,000 0,006 0,000 0,000 0,000 -0,010 0,780 0,061 029
Weighted Avg. 0,110 0,013 0,145 0,110 0,084 0,091 0,778 0,087
=== Confusion Matrix ===
a b c d e f g h i j k l m n o p q r s t u v w x y z aa ab ac ad ae af ag ah ai aj ak al am an ao ap aq ar as at au av aw ax ay az ba bb bc bd be bf bg bh bi bj bk bl bm bn bo bp <-- classified as
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 3 2 0 0 2 0 1 0 0 19 0 0 1 0 0 0 0 0 0 0 0 0 2 0 0 0 1 0 0 1 0 12 0 0 0 0 0 0 0 0 0 1 0 0 0 | a = 030
0 4 0 0 0 0 4 0 1 0 0 0 1 0 0 0 0 0 0 0 1 0 0 1 0 0 0 1 0 0 0 0 9 0 0 0 0 2 2 1 0 0 0 0 0 1 0 0 0 0 0 0 2 0 15 0 0 0 0 1 0 0 0 0 0 0 0 0 | b = 031
0 0 19 3 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 7 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 4 0 0 0 5 0 0 0 0 4 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 | c = 032
0 0 0 8 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 24 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 11 0 0 0 | d = 033
0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 6 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 4 0 0 0 4 0 0 0 0 24 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 4 | e = 034
0 0 1 0 0 0 0 0 0 0 18 1 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 3 0 5 0 0 0 0 0 0 1 0 0 0 1 0 0 0 0 2 0 0 0 6 0 0 3 0 0 0 0 0 0 0 0 1 0 0 1 0 0 0 | f = 035
0 0 1 0 0 0 6 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 4 0 0 0 0 1 0 0 0 0 0 0 0 1 0 0 0 1 0 0 2 0 14 0 0 0 12 1 0 1 1 0 0 0 0 0 | g = 036
0 0 2 1 2 0 0 0 4 0 3 1 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0 3 4 0 0 0 0 0 5 0 2 0 0 0 1 7 0 0 0 0 0 7 0 0 | h = 037
4 0 1 0 0 0 0 0 7 0 0 0 3 0 0 0 0 0 0 0 3 0 0 1 3 0 0 0 0 3 0 0 0 0 0 2 1 0 0 0 0 0 0 0 0 3 0 0 0 3 0 0 4 1 5 0 0 0 0 1 0 0 1 0 0 0 0 0 | i = 038
0 0 1 0 0 5 0 0 10 0 3 0 0 0 0 0 0 0 0 0 2 0 0 4 0 0 0 1 0 1 0 0 0 0 0 0 3 0 0 0 2 0 0 0 0 5 0 0 0 2 0 0 3 0 4 0 0 0 0 0 0 0 0 0 0 0 0 0 | j = 039
0 0 3 1 0 0 0 0 7 0 4 2 0 0 0 0 0 0 0 0 2 0 0 1 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0 3 0 0 0 0 0 0 6 0 3 0 0 0 0 4 0 0 0 0 0 7 0 0 | k = 040
0 0 3 2 0 0 0 0 0 0 0 4 0 0 0 0 0 0 0 0 5 0 0 0 0 0 0 1 0 0 2 0 0 0 0 0 3 0 0 0 2 0 0 0 0 7 11 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 | l = 041
0 0 1 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1 0 3 0 0 3 0 0 0 0 0 0 1 0 19 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 0 0 2 0 10 0 0 0 0 1 0 1 0 0 0 0 0 0 | m = 042
0 0 1 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 1 1 0 0 0 0 0 0 0 0 0 7 0 0 0 0 12 0 0 0 0 0 0 4 0 11 0 0 0 0 2 0 0 0 0 3 0 0 0 | n = 043
0 0 0 2 0 0 0 0 3 0 0 0 1 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 3 0 0 3 2 0 0 0 1 0 0 0 0 6 3 0 0 0 0 0 1 0 12 0 0 0 0 3 0 1 0 0 2 0 0 2 | o = 044
0 0 0 0 0 8 0 0 4 0 0 0 0 0 0 1 0 1 7 0 1 0 0 0 0 0 0 1 1 0 2 0 0 0 0 0 6 0 0 0 1 0 0 0 0 4 0 0 0 0 0 2 4 0 0 0 2 0 0 0 0 1 0 0 0 0 0 0 | p = 001
0 0 3 0 0 0 0 0 0 0 2 1 1 0 0 0 0 0 0 0 1 0 0 1 0 0 0 0 0 1 0 0 17 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 0 0 1 1 13 0 0 0 0 0 0 0 0 0 1 0 0 0 | q = 045
0 0 0 0 0 0 0 0 4 1 0 0 0 0 0 0 0 0 6 0 5 0 0 0 3 0 0 0 0 0 3 0 0 0 0 0 3 0 2 0 1 0 3 0 0 2 0 0 0 0 0 1 4 0 0 0 7 0 0 0 0 0 0 0 1 0 0 0 | r = 002
0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 7 0 0 0 1 0 5 0 0 0 0 0 0 0 0 0 0 11 0 0 0 0 6 0 0 0 8 0 0 0 0 0 0 0 0 0 0 0 0 0 0 4 0 0 0 | s = 046
0 0 0 1 0 0 3 0 0 0 0 2 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 7 0 0 0 0 2 0 0 0 0 0 0 0 1 0 0 0 0 0 0 1 0 18 0 0 0 10 0 0 0 0 0 0 0 0 0 | t = 003
0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 11 0 0 0 0 0 0 7 0 0 2 0 0 0 0 0 1 0 0 0 7 0 0 0 0 11 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 5 0 0 0 | u = 047
0 0 2 0 3 0 0 0 5 0 4 0 0 0 0 0 0 0 0 0 0 0 0 2 1 0 0 0 0 2 0 0 0 0 0 4 3 0 0 0 0 0 0 0 0 4 0 0 0 0 0 0 3 1 5 0 0 0 0 3 0 0 0 0 1 3 0 0 | v = 004
0 0 4 1 1 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 4 0 0 0 0 28 0 0 0 0 0 0 0 0 0 0 0 0 0 5 0 0 0 0 0 0 0 1 | w = 048
0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 5 0 0 0 0 0 0 2 0 0 0 0 0 2 0 0 0 2 0 0 0 0 10 0 0 0 0 0 0 17 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 | x = 005
0 0 1 0 0 0 0 0 8 0 2 0 0 0 0 0 0 0 0 0 0 0 0 2 4 0 0 3 0 2 2 0 0 0 0 0 0 0 0 0 0 0 0 6 0 1 0 0 0 4 0 0 8 1 1 0 0 0 0 0 0 0 1 0 0 0 0 0 | y = 049
0 0 0 0 0 4 0 0 0 0 5 0 0 0 0 0 0 0 7 0 2 0 0 1 0 0 4 0 1 0 2 0 0 0 0 0 1 0 2 0 0 4 0 8 0 1 0 0 0 0 0 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | z = 006
0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 5 0 0 7 0 0 0 2 15 0 2 0 0 0 0 0 6 0 0 0 3 0 0 0 0 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 | aa = 007
0 0 17 2 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 1 0 0 0 6 0 0 0 0 11 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 5 0 0 0 | ab = 008
0 0 0 0 0 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 4 0 0 3 0 0 0 4 11 0 4 0 0 0 0 0 1 0 0 0 2 0 0 0 0 2 0 0 0 7 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 | ac = 009
0 0 2 1 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 3 3 0 0 0 0 0 0 2 0 0 0 5 0 0 0 0 11 0 0 0 0 0 0 10 0 0 0 0 0 0 2 0 0 0 0 3 0 0 0 | ad = 050
0 0 0 6 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 18 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 1 0 0 0 9 0 0 0 0 6 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 4 0 0 0 | ae = 051
0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 2 0 0 0 0 0 4 0 0 0 3 0 0 0 0 10 0 0 0 0 0 0 0 0 18 0 0 0 0 2 0 0 0 0 5 0 0 0 | af = 052
1 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 21 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 1 0 17 0 0 0 0 0 0 0 0 0 1 0 0 0 | ag = 053
0 0 0 0 0 3 0 0 10 0 0 0 0 0 0 0 0 5 3 0 2 0 0 5 0 0 0 0 0 0 6 0 0 0 0 0 2 0 0 0 1 0 0 0 0 3 0 0 0 0 0 2 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | ah = 010
0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 13 0 0 0 0 0 0 0 0 0 2 0 0 0 1 0 8 0 0 0 11 0 0 0 0 2 0 0 0 0 0 5 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 | ai = 054
0 0 7 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 2 0 0 0 0 9 0 0 0 0 4 0 0 0 0 4 6 0 0 0 0 0 0 0 4 0 0 0 0 6 0 0 0 0 0 3 0 0 | aj = 011
0 0 0 18 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 20 0 0 0 1 0 0 0 0 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 | ak = 055
0 0 3 0 0 0 7 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 10 0 0 0 0 3 0 1 1 0 0 0 0 1 0 0 0 0 0 0 1 0 16 0 0 0 0 1 0 0 0 0 0 0 0 0 | al = 012
0 0 0 1 0 0 0 0 0 0 0 8 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 3 0 2 0 0 0 0 0 10 0 2 0 7 0 0 0 0 2 0 3 0 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 | am = 056
0 2 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 14 0 0 0 0 3 0 2 1 0 0 0 0 2 0 0 0 0 0 0 0 0 18 0 0 0 0 2 0 0 0 0 0 0 0 1 | an = 013
0 0 0 5 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 14 0 0 0 0 24 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 | ao = 057
0 0 1 0 0 0 0 0 4 0 2 0 0 0 0 0 0 0 0 0 1 0 0 5 0 0 1 1 1 3 0 0 0 0 0 0 0 0 3 0 0 10 0 5 0 1 0 0 0 0 0 0 7 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 | ap = 014
0 0 2 0 0 4 0 0 10 0 4 1 0 0 0 0 0 0 0 0 2 0 0 5 0 0 0 1 0 0 1 0 0 0 0 0 3 0 0 0 2 0 0 0 0 3 0 0 0 2 0 0 1 0 4 0 0 0 0 0 0 0 0 0 1 0 0 0 | aq = 058
0 0 1 0 0 1 0 0 7 0 2 1 0 0 0 0 0 0 0 0 2 0 0 5 0 0 0 1 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 11 0 1 0 0 0 5 0 0 6 0 0 0 0 0 0 0 0 0 1 0 0 0 0 1 | ar = 015
0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 3 3 0 0 0 0 0 0 0 0 1 0 4 0 13 0 0 0 0 4 0 0 0 11 0 0 0 0 0 0 0 0 0 0 0 0 0 0 4 0 0 0 | as = 059
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 46 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | at = 016
0 0 8 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 14 0 0 0 0 0 0 0 0 0 0 0 0 6 0 0 0 0 0 8 0 0 | au = 017
0 0 0 1 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 5 0 0 1 0 0 0 4 9 2 4 0 0 0 0 0 1 0 1 0 1 0 0 0 0 1 1 0 0 5 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 7 0 0 | av = 018
4 0 1 0 0 1 0 0 0 0 0 2 7 0 0 0 0 0 1 0 2 0 0 3 5 0 0 0 0 0 2 0 0 0 0 0 0 0 1 0 1 0 0 0 0 2 0 0 0 2 0 0 4 2 4 0 0 0 0 0 0 0 2 0 0 0 0 0 | aw = 019
0 0 12 0 0 0 0 0 0 0 0 7 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 7 0 0 0 8 0 0 0 0 4 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 3 0 0 1 | ax = 060
0 0 0 0 0 0 5 0 0 0 0 1 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 4 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 2 0 19 0 0 0 13 0 0 0 0 0 0 0 0 0 | ay = 061
0 0 0 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 1 0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 16 0 0 0 13 0 0 0 0 0 0 0 0 0 0 0 0 0 0 4 0 0 0 | az = 062
0 0 1 3 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 4 0 0 0 0 8 0 0 0 0 0 0 0 0 21 0 0 0 0 5 0 0 0 0 1 0 0 2 | ba = 063
2 0 1 0 0 0 0 0 1 0 1 0 2 0 0 0 0 0 0 0 1 0 0 2 0 0 0 1 0 0 1 0 14 0 0 0 0 0 0 0 1 0 0 0 0 2 0 0 0 2 0 0 4 0 8 0 0 0 0 1 0 0 1 0 1 0 0 0 | bb = 020
0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 3 0 0 0 3 0 0 0 0 13 0 0 0 0 0 0 1 0 22 0 0 0 0 0 0 0 0 0 0 0 0 1 | bc = 064
0 0 1 3 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 6 0 0 0 0 12 0 0 0 0 0 0 1 0 16 0 0 0 0 1 0 0 0 0 4 0 0 0 | bd = 021
0 0 0 1 0 0 0 0 0 7 0 0 0 0 0 0 0 0 2 0 4 0 0 2 0 0 0 0 0 0 2 0 0 0 0 0 1 0 0 0 4 0 0 0 0 4 0 0 0 3 0 0 0 0 6 0 9 0 1 0 0 0 0 0 0 0 0 0 | be = 065
0 0 8 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 5 0 0 0 2 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 13 0 5 0 0 0 0 2 0 0 2 | bf = 022
0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 4 0 0 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 18 0 0 0 15 1 0 1 1 0 0 0 0 0 | bg = 066
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 21 0 0 0 0 0 0 0 0 0 0 0 0 0 18 0 0 0 0 3 0 0 1 | bh = 023
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 5 0 0 0 2 0 0 0 0 14 0 0 0 0 0 0 0 0 22 0 0 0 0 0 0 0 0 0 2 0 0 0 | bi = 067
0 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 4 3 0 0 0 2 0 0 0 0 5 0 0 0 0 0 0 0 0 12 0 0 0 0 4 0 4 2 0 5 0 0 1 | bj = 024
0 0 2 1 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 1 0 2 0 0 0 0 0 12 2 0 0 0 3 0 0 0 0 3 0 0 0 1 0 0 0 0 4 0 0 0 0 2 0 3 1 0 1 2 0 0 | bk = 068
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 7 0 0 0 11 0 0 0 0 26 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 | bl = 025
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 39 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 7 0 0 0 | bm = 026
0 0 4 0 0 0 0 0 5 0 3 0 0 0 0 0 0 0 0 0 0 0 0 4 0 0 0 0 0 2 0 0 0 0 0 3 1 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 1 0 0 0 0 0 0 7 0 1 0 0 2 10 0 2 | bn = 027
0 0 0 1 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 1 0 1 4 0 0 0 0 0 3 0 0 0 3 0 0 0 0 9 0 0 0 0 0 0 2 0 16 0 0 0 0 0 0 0 0 0 4 0 0 0 | bo = 028
0 0 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 5 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 1 0 0 0 0 25 0 0 0 0 0 0 0 0 0 0 0 0 0 12 0 0 0 0 0 0 0 0 | bp = 029
=== Stratified cross-validation ===
Correctly Classified Instances 256 8.1841 %
Incorrectly Classified Instances 2872 91.8159 %
Kappa statistic 0.0681
Mean absolute error 0.0287
Root mean squared error 0.1197
Relative absolute error 99.2008 %
Root relative squared error 99.4449 %
Total Number of Instances 3128
=== Detailed Accuracy By Class ===
TP Rate FP Rate Precision Recall F-Measure MCC ROC Area PRC Area Class
0,000 0,001 0,000 0,000 0,000 -0,004 0,767 0,063 030
0,087 0,003 0,333 0,087 0,138 0,164 0,802 0,112 031
0,304 0,028 0,140 0,304 0,192 0,189 0,818 0,093 032
0,022 0,032 0,010 0,022 0,014 -0,007 0,825 0,041 033
0,000 0,006 0,000 0,000 0,000 -0,010 0,812 0,049 034
0,000 0,008 0,000 0,000 0,000 -0,011 0,714 0,042 035
0,065 0,006 0,143 0,065 0,090 0,088 0,850 0,102 036
0,000 0,003 0,000 0,000 0,000 -0,006 0,719 0,052 037
0,065 0,016 0,059 0,065 0,062 0,047 0,691 0,042 038
0,000 0,002 0,000 0,000 0,000 -0,006 0,586 0,033 039
0,022 0,011 0,029 0,022 0,025 0,013 0,692 0,051 040
0,043 0,016 0,040 0,043 0,042 0,027 0,756 0,042 041
0,022 0,008 0,040 0,022 0,028 0,019 0,730 0,064 042
0,000 0,001 0,000 0,000 0,000 -0,003 0,566 0,017 043
0,000 0,000 0,000 0,000 0,000 0,000 0,513 0,017 044
0,000 0,000 0,000 0,000 0,000 -0,002 0,639 0,043 001
0,000 0,005 0,000 0,000 0,000 -0,008 0,753 0,055 045
0,022 0,001 0,250 0,022 0,040 0,070 0,650 0,064 002
0,043 0,012 0,053 0,043 0,048 0,035 0,733 0,034 046
0,000 0,000 0,000 0,000 0,000 0,000 0,836 0,069 003
0,261 0,036 0,097 0,261 0,141 0,139 0,820 0,056 047
0,000 0,000 0,000 0,000 0,000 0,000 0,596 0,027 004
0,000 0,001 0,000 0,000 0,000 -0,004 0,692 0,023 048
0,109 0,030 0,051 0,109 0,069 0,054 0,694 0,041 005
0,109 0,018 0,082 0,109 0,093 0,079 0,737 0,055 049
0,000 0,000 0,000 0,000 0,000 0,000 0,771 0,164 006
0,000 0,004 0,000 0,000 0,000 -0,008 0,714 0,027 007
0,022 0,013 0,024 0,022 0,023 0,009 0,762 0,037 008
0,087 0,010 0,111 0,087 0,098 0,086 0,693 0,065 009
0,043 0,011 0,057 0,043 0,049 0,038 0,626 0,031 050
0,043 0,013 0,049 0,043 0,046 0,033 0,838 0,064 051
0,000 0,001 0,000 0,000 0,000 -0,004 0,659 0,025 052
0,435 0,035 0,157 0,435 0,231 0,244 0,834 0,105 053
0,000 0,000 0,000 0,000 0,000 0,000 0,682 0,040 010
0,174 0,004 0,400 0,174 0,242 0,257 0,848 0,156 054
0,152 0,010 0,179 0,152 0,165 0,154 0,710 0,111 011
0,109 0,020 0,076 0,109 0,089 0,074 0,842 0,047 055
0,043 0,004 0,154 0,043 0,068 0,075 0,812 0,077 012
0,022 0,006 0,050 0,022 0,030 0,024 0,707 0,028 056
0,022 0,001 0,200 0,022 0,039 0,062 0,808 0,070 013
0,239 0,078 0,044 0,239 0,074 0,071 0,825 0,042 057
0,217 0,003 0,556 0,217 0,313 0,342 0,761 0,195 014
0,000 0,002 0,000 0,000 0,000 -0,006 0,605 0,032 058
0,109 0,006 0,200 0,109 0,141 0,138 0,757 0,105 015
0,000 0,001 0,000 0,000 0,000 -0,004 0,719 0,029 059
0,348 0,082 0,060 0,348 0,102 0,114 0,878 0,058 016
0,413 0,020 0,238 0,413 0,302 0,300 0,907 0,187 017
0,022 0,003 0,091 0,022 0,035 0,038 0,749 0,058 018
0,000 0,004 0,000 0,000 0,000 -0,007 0,689 0,042 019
0,000 0,020 0,000 0,000 0,000 -0,017 0,756 0,041 060
0,043 0,025 0,025 0,043 0,032 0,014 0,863 0,072 061
0,000 0,003 0,000 0,000 0,000 -0,007 0,701 0,024 062
0,000 0,036 0,000 0,000 0,000 -0,024 0,579 0,021 063
0,000 0,005 0,000 0,000 0,000 -0,008 0,694 0,055 020
0,174 0,057 0,044 0,174 0,070 0,060 0,739 0,039 064
0,000 0,000 0,000 0,000 0,000 0,000 0,684 0,027 021
0,174 0,005 0,348 0,174 0,232 0,238 0,678 0,164 065
0,217 0,000 1,000 0,217 0,357 0,464 0,862 0,260 022
0,239 0,011 0,244 0,239 0,242 0,231 0,867 0,138 066
0,391 0,030 0,162 0,391 0,229 0,235 0,829 0,091 023
0,130 0,027 0,068 0,130 0,090 0,076 0,785 0,048 067
0,000 0,003 0,000 0,000 0,000 -0,007 0,548 0,062 024
0,022 0,006 0,050 0,022 0,030 0,024 0,648 0,074 068
0,196 0,070 0,040 0,196 0,066 0,059 0,832 0,042 025
0,174 0,047 0,053 0,174 0,081 0,071 0,859 0,051 026
0,130 0,008 0,194 0,130 0,156 0,149 0,805 0,085 027
0,000 0,001 0,000 0,000 0,000 -0,004 0,648 0,023 028
0,000 0,003 0,000 0,000 0,000 -0,007 0,802 0,058 029
Weighted Avg. 0,082 0,014 0,091 0,082 0,068 0,065 0,741 0,066
=== Confusion Matrix ===
a b c d e f g h i j k l m n o p q r s t u v w x y z aa ab ac ad ae af ag ah ai aj ak al am an ao ap aq ar as at au av aw ax ay az ba bb bc bd be bf bg bh bi bj bk bl bm bn bo bp <-- classified as
0 0 0 0 0 0 0 0 0 0 0 0 4 0 0 0 0 0 0 0 1 0 0 4 1 0 0 2 0 0 0 0 15 0 0 1 0 0 0 0 2 0 0 0 0 0 0 0 1 1 1 0 2 0 9 0 0 0 0 0 1 0 0 0 1 0 0 0 | a = 030
0 4 0 0 0 0 3 0 1 0 0 0 2 0 0 0 1 0 1 0 1 0 0 2 0 0 0 1 0 0 0 0 7 0 0 0 0 2 1 1 0 0 0 0 0 0 0 0 0 0 1 0 4 1 9 0 0 0 0 1 2 0 0 0 1 0 0 0 | b = 031
0 0 14 3 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 5 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 6 0 0 0 0 1 3 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 4 1 2 0 0 | c = 032
0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 12 0 0 0 0 15 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 10 8 0 0 0 | d = 033
0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 7 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 2 0 0 0 5 0 0 0 0 11 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 8 5 0 0 2 | e = 034
0 0 1 1 0 0 0 1 0 0 10 4 0 0 0 0 0 0 0 0 3 0 0 2 6 0 1 2 1 3 1 0 0 0 0 0 1 0 0 0 0 0 0 1 0 3 0 0 0 2 0 0 2 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 | f = 035
0 0 2 0 0 0 3 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 4 0 0 0 0 4 0 0 0 0 0 0 0 1 0 0 0 0 5 0 3 0 7 0 0 0 10 0 3 1 1 0 0 0 0 0 | g = 036
0 0 1 1 2 0 0 0 5 0 0 1 0 0 0 0 0 0 0 0 0 0 0 1 1 0 1 0 0 2 0 0 0 0 0 1 0 0 0 0 1 0 0 1 0 2 6 0 0 0 1 0 3 0 1 0 0 0 1 6 0 0 0 0 1 6 0 1 | h = 037
0 0 1 0 0 0 0 0 3 0 0 2 1 0 0 0 5 0 0 0 3 0 0 2 4 0 0 0 1 1 0 1 0 0 0 2 1 0 0 0 1 0 0 0 0 0 0 0 0 2 1 0 5 5 1 0 0 0 0 0 1 0 1 1 1 0 0 0 | i = 038
0 0 1 3 0 1 0 0 4 0 3 0 0 0 0 0 0 0 0 0 2 0 0 3 6 0 1 1 0 1 0 0 0 0 0 0 0 0 0 0 3 0 1 1 0 2 0 0 0 2 1 0 3 0 2 0 0 0 0 0 1 0 2 1 1 0 0 0 | j = 039
0 0 3 1 0 0 0 1 3 0 1 0 0 0 0 0 0 0 0 0 2 0 0 1 6 0 0 0 0 2 0 0 0 0 0 1 0 0 0 0 1 0 0 1 0 1 0 0 0 1 0 0 6 0 1 0 0 0 0 4 1 0 0 2 0 6 1 0 | k = 040
0 0 1 2 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 1 1 0 3 0 0 0 0 2 2 0 0 0 3 0 0 0 0 3 10 4 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 5 2 0 0 0 | l = 041
0 0 1 1 0 0 0 0 0 0 0 0 1 1 0 0 0 0 1 0 2 0 0 2 1 0 0 0 0 0 0 1 18 0 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 7 0 1 0 0 1 3 0 0 0 1 0 0 0 | m = 042
0 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 1 1 0 0 0 0 0 0 0 0 0 9 0 0 0 0 6 1 0 0 0 4 0 4 0 5 0 0 0 0 2 2 0 0 8 0 0 0 0 | n = 043
1 0 1 1 0 0 0 0 1 0 0 0 1 0 0 0 0 0 0 0 0 0 0 1 1 0 0 0 0 0 0 0 2 0 0 3 0 0 0 0 7 0 0 0 0 4 3 0 0 0 3 0 2 1 6 0 0 0 0 2 2 1 0 1 0 0 0 2 | o = 044
0 0 0 0 0 4 0 0 2 0 0 0 0 0 0 0 0 0 5 0 1 0 0 1 2 0 0 1 2 0 1 0 0 0 1 0 3 0 2 0 3 0 1 0 0 4 0 0 2 0 0 2 0 0 4 0 2 0 0 0 0 1 1 1 0 0 0 0 | p = 001
0 0 3 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 1 0 0 2 1 0 0 0 0 1 0 0 15 0 0 1 0 0 0 1 0 0 0 0 0 0 0 0 0 1 2 0 1 1 7 0 0 0 0 0 3 0 0 1 2 1 0 0 | q = 045
0 0 0 0 0 3 0 0 2 1 0 0 0 0 0 0 0 1 2 0 3 0 0 0 1 0 0 0 0 0 2 0 0 0 2 0 3 0 6 0 2 0 1 0 0 1 0 0 3 0 0 1 4 0 0 0 6 0 0 0 0 0 0 2 0 0 0 0 | r = 002
0 0 0 3 0 0 0 0 0 0 0 3 0 0 0 0 0 0 2 0 0 0 0 8 0 0 0 2 2 2 0 0 0 0 0 0 0 0 0 0 8 0 0 0 0 4 0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 6 3 0 0 0 | s = 046
0 1 0 1 0 0 2 0 0 0 0 0 1 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 5 0 0 0 0 2 0 1 1 0 0 0 0 0 0 0 0 2 8 0 4 0 4 0 0 0 7 0 6 0 0 0 0 0 0 0 | t = 003
0 0 0 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 12 0 0 0 0 0 0 4 0 0 4 0 0 0 0 0 0 0 0 0 7 0 0 0 0 8 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 5 2 0 0 0 | u = 047
0 0 1 0 0 0 0 1 3 0 2 1 0 0 0 0 0 0 0 0 3 0 0 3 5 0 1 0 1 1 0 0 0 0 0 2 0 0 0 0 3 0 0 0 0 1 3 0 0 0 1 0 0 2 4 0 0 0 0 4 0 0 0 4 0 0 0 0 | v = 004
0 0 5 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 0 0 0 0 0 0 0 0 0 9 0 0 0 0 12 0 0 0 0 0 0 0 0 0 0 0 0 0 5 0 0 0 9 2 0 0 0 | w = 048
0 0 0 3 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 3 0 0 5 0 0 0 0 0 1 2 0 0 0 0 0 0 0 0 0 4 0 0 0 0 4 0 0 0 0 0 0 14 0 0 0 0 0 0 0 0 0 0 4 4 0 1 0 | x = 005
0 2 1 1 0 1 0 0 5 0 2 1 0 0 0 0 0 0 0 0 0 0 0 5 5 0 1 3 0 2 1 0 0 0 0 0 0 0 0 0 0 1 0 4 0 1 0 0 0 2 1 0 4 2 1 0 0 0 0 0 0 0 0 0 0 0 0 0 | y = 049
0 0 0 0 0 6 0 0 1 0 4 3 0 0 0 0 0 0 6 0 1 0 0 1 0 0 1 0 2 0 0 0 0 0 2 0 1 0 2 0 1 4 0 6 3 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 | z = 006
0 0 0 1 0 3 0 0 0 0 0 0 0 0 0 1 0 2 0 0 3 0 0 7 0 0 0 3 8 0 1 0 0 0 1 0 5 0 0 0 3 0 0 0 0 2 0 1 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 4 0 0 0 0 | aa = 007
0 0 12 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 2 0 0 0 0 1 0 0 1 0 0 0 0 0 1 0 0 0 10 0 0 0 0 4 0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 4 6 0 0 0 | ab = 008
0 0 1 0 0 7 0 2 0 0 0 0 0 0 0 0 0 0 0 0 4 0 0 1 0 0 0 3 4 1 2 0 0 0 0 0 1 0 0 0 1 0 0 0 0 1 0 1 0 6 0 0 2 0 0 0 0 0 0 0 0 0 3 3 2 1 0 0 | ac = 009
0 0 2 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 4 0 0 1 0 2 2 1 0 0 0 0 0 1 0 0 0 4 0 0 0 0 6 1 0 0 0 0 0 8 0 0 0 0 0 0 2 0 0 0 6 5 0 0 0 | ad = 050
0 0 0 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 15 0 0 0 0 0 0 0 0 0 2 0 0 0 1 0 2 0 0 0 4 0 0 0 0 9 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 6 3 0 0 0 | ae = 051
0 0 1 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 3 0 0 0 5 0 0 0 0 8 0 0 0 0 3 0 2 0 11 0 0 0 0 2 2 0 0 1 4 0 0 0 | af = 052
0 0 2 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 20 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 1 0 3 1 6 0 0 0 0 0 8 0 0 2 1 0 0 0 | ag = 053
0 0 0 0 0 1 0 0 4 2 0 0 0 0 0 0 0 1 3 0 1 0 0 5 1 0 0 0 0 0 4 1 0 0 3 0 2 0 2 0 1 0 2 0 0 0 0 0 4 0 0 1 1 0 1 0 3 0 0 0 0 0 0 0 3 0 0 0 | ah = 010
0 0 0 7 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 6 0 0 0 0 0 0 2 0 0 1 0 0 0 8 0 3 0 0 0 4 0 0 0 1 5 0 0 0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 5 1 0 0 0 | ai = 054
0 0 6 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 7 0 0 0 0 2 0 0 0 0 1 11 0 0 0 0 0 0 0 3 0 0 0 0 6 1 0 0 3 1 1 0 0 | aj = 011
0 0 0 12 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 5 0 0 0 11 0 0 0 0 6 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 10 2 0 0 0 | ak = 055
0 2 3 0 0 0 6 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 2 1 0 0 0 0 0 0 0 9 0 0 0 0 2 0 1 2 0 0 0 0 0 0 0 0 0 4 0 1 0 5 0 0 0 0 1 6 0 0 0 0 0 0 0 | al = 012
0 0 0 2 0 0 0 0 0 0 0 8 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 2 3 0 2 0 0 0 0 0 3 0 1 0 5 0 0 0 0 4 0 3 0 4 0 0 0 0 0 0 0 0 0 0 0 0 0 7 1 0 0 0 | am = 056
0 3 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 14 0 0 0 0 2 0 1 0 0 0 0 0 2 0 0 0 0 5 0 4 0 6 0 0 0 0 2 3 0 0 0 1 1 0 1 | an = 013
0 0 0 5 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 11 0 0 0 0 14 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 10 6 0 0 0 | ao = 057
0 0 0 0 0 0 0 0 3 0 1 0 0 0 0 0 0 0 0 0 1 0 1 5 4 0 1 2 1 5 0 0 0 0 0 0 0 0 2 0 1 10 0 4 0 0 0 0 0 0 1 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 | ap = 014
0 0 2 2 0 0 0 1 5 0 6 1 0 0 0 0 0 0 0 0 3 0 0 5 2 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 1 0 0 1 0 0 0 0 1 2 0 0 2 0 3 0 0 0 0 0 0 0 2 4 2 0 0 0 | aq = 058
0 0 1 0 0 0 0 1 2 0 1 2 0 0 0 0 0 0 0 0 2 0 0 4 9 0 0 0 0 1 0 0 0 0 1 0 0 0 0 0 0 3 0 5 0 0 0 0 0 4 1 0 4 0 0 0 0 0 0 0 0 0 1 1 1 0 1 1 | ar = 015
0 0 0 4 0 0 0 0 0 0 0 4 0 0 0 0 0 0 8 0 1 0 0 0 0 0 1 3 0 0 0 0 0 0 0 0 1 0 2 0 7 0 0 0 0 5 0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 4 3 0 0 0 | as = 059
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 10 0 0 0 0 16 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 10 10 0 0 0 | at = 016
0 0 9 0 1 0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 1 1 0 0 0 0 0 1 1 0 0 0 0 0 0 0 0 0 19 0 0 0 0 0 0 0 0 0 0 0 0 6 0 0 0 0 1 2 0 0 | au = 017
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 5 0 0 4 0 0 0 4 6 0 3 0 0 0 0 1 1 0 0 0 3 0 0 0 0 1 5 1 0 6 0 0 0 0 0 0 0 0 0 0 0 0 1 1 0 4 0 0 | av = 018
1 0 1 0 0 0 0 0 2 0 1 0 5 0 0 0 7 0 1 0 3 0 0 4 1 0 0 0 0 1 0 0 0 0 0 0 1 0 0 0 1 0 0 0 0 0 0 0 0 3 1 1 1 2 4 0 0 0 0 0 1 0 2 0 2 0 0 0 | aw = 019
0 0 9 2 0 0 0 0 0 0 0 8 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 4 0 0 0 7 0 0 0 0 2 2 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 4 4 0 0 0 | ax = 060
0 0 0 0 0 0 4 0 0 0 0 1 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 1 0 0 4 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 2 0 5 0 7 0 0 0 12 0 7 0 0 0 1 0 0 0 | ay = 061
0 0 0 2 0 0 0 0 0 0 0 2 0 0 0 0 0 0 7 0 2 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 1 0 3 0 0 0 0 10 0 0 0 8 0 0 0 0 0 0 0 0 0 0 0 0 0 5 4 0 0 0 | az = 062
0 0 1 2 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 6 0 0 0 0 3 0 0 0 0 7 0 0 0 11 0 0 0 0 6 3 0 0 2 3 0 0 0 | ba = 063
1 0 1 0 0 0 0 1 0 0 1 1 5 0 0 0 2 0 0 0 2 0 0 4 1 0 0 0 0 0 0 0 10 0 0 0 0 0 0 0 2 0 0 0 0 1 0 0 0 2 2 0 2 0 3 0 0 0 0 1 3 0 0 1 0 0 0 0 | bb = 020
0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1 1 0 0 0 0 1 0 0 0 5 0 0 0 0 7 0 0 0 0 3 0 4 0 8 0 0 0 0 1 7 0 0 2 3 0 0 0 | bc = 064
0 0 1 5 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 4 0 0 0 0 3 1 0 0 0 2 0 3 0 8 0 0 0 0 1 4 0 0 8 5 0 0 0 | bd = 021
0 0 0 2 0 0 0 0 1 4 0 0 0 0 0 0 0 0 2 0 3 0 0 2 0 0 0 1 0 0 1 0 0 0 0 0 1 0 1 0 4 0 2 0 0 1 0 0 0 2 1 0 0 0 3 0 8 0 3 0 1 0 0 1 2 0 0 0 | be = 065
0 0 4 1 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 5 0 0 0 0 1 7 0 0 0 0 0 0 0 0 0 0 10 0 6 0 0 0 3 1 0 0 1 | bf = 022
0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 4 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 6 0 1 0 10 0 0 0 11 1 5 2 0 0 1 0 0 0 | bg = 066
0 0 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 4 0 0 0 0 11 0 0 0 0 0 0 0 0 0 0 0 0 0 18 0 0 0 4 5 0 0 0 | bh = 023
0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 4 0 0 0 0 8 0 0 0 0 3 0 2 0 11 0 0 0 0 0 6 0 0 4 3 0 0 0 | bi = 067
0 0 1 1 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 2 0 0 0 3 0 0 0 0 2 0 0 0 0 2 0 1 0 6 0 3 0 1 4 2 0 4 6 2 0 0 0 | bj = 024
0 0 3 3 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 1 0 0 1 0 1 2 0 0 0 0 0 9 0 0 0 0 1 0 0 0 0 2 4 0 0 0 0 0 2 0 2 0 0 0 0 2 0 3 1 2 2 1 0 0 | bk = 068
0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 6 0 0 0 8 0 0 0 0 12 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 9 9 0 0 0 | bl = 025
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 10 0 0 0 0 18 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 10 8 0 0 0 | bm = 026
0 0 3 0 1 0 0 0 4 0 2 0 0 0 0 0 0 0 0 0 0 0 0 4 2 0 1 0 0 1 0 0 0 0 0 3 1 0 0 0 0 0 0 1 0 1 4 1 0 0 0 0 0 0 0 0 0 0 0 7 0 1 0 1 1 6 0 1 | bn = 027
0 0 0 3 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 1 0 0 2 0 0 0 1 0 1 0 0 0 0 0 0 2 0 0 0 7 0 0 0 0 4 0 0 0 0 6 0 0 0 7 0 0 0 0 0 4 0 0 4 3 0 0 0 | bo = 028
0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 4 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 5 0 0 0 0 13 0 0 0 0 0 0 0 0 0 0 0 0 0 12 0 0 0 5 5 0 0 0 | bp = 029
**************************************************CEDD.arff**************************************************
**************************************************RandomForest**************************************************
Time taken to build model: 7.02 seconds
Time taken to test model on training data: 0.3 seconds
=== Error on training data ===
Correctly Classified Instances 2414 77.1739 %
Incorrectly Classified Instances 714 22.8261 %
Kappa statistic 0.7683
Mean absolute error 0.0103
Root mean squared error 0.0665
Relative absolute error 35.3838 %
Root relative squared error 55.2453 %
Total Number of Instances 3128
=== Detailed Accuracy By Class ===
TP Rate FP Rate Precision Recall F-Measure MCC ROC Area PRC Area Class
1,000 0,003 0,852 1,000 0,920 0,922 1,000 0,986 030
0,957 0,000 0,978 0,957 0,967 0,967 0,999 0,980 031
0,848 0,007 0,639 0,848 0,729 0,732 0,995 0,677 032
1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 033
0,457 0,000 1,000 0,457 0,627 0,673 0,993 0,740 034
0,609 0,003 0,778 0,609 0,683 0,684 0,991 0,731 035
0,587 0,001 0,900 0,587 0,711 0,724 0,992 0,790 036
0,848 0,002 0,867 0,848 0,857 0,855 0,998 0,892 037
0,739 0,004 0,739 0,739 0,739 0,735 0,996 0,844 038
0,761 0,002 0,854 0,761 0,805 0,803 0,998 0,879 039
0,609 0,003 0,778 0,609 0,683 0,684 0,995 0,799 040
1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 041
0,848 0,003 0,830 0,848 0,839 0,836 0,997 0,927 042
0,870 0,000 1,000 0,870 0,930 0,932 1,000 0,973 043
0,913 0,002 0,857 0,913 0,884 0,883 0,997 0,933 044
0,674 0,001 0,886 0,674 0,765 0,770 0,997 0,862 001
0,935 0,001 0,915 0,935 0,925 0,924 1,000 0,973 045
0,783 0,002 0,857 0,783 0,818 0,816 0,998 0,892 002
0,848 0,007 0,629 0,848 0,722 0,726 0,997 0,781 046
0,587 0,004 0,675 0,587 0,628 0,624 0,986 0,617 003
0,957 0,005 0,746 0,957 0,838 0,842 0,998 0,889 047
0,891 0,002 0,891 0,891 0,891 0,890 1,000 0,966 004
0,283 0,002 0,650 0,283 0,394 0,423 0,978 0,393 048
0,783 0,009 0,571 0,783 0,661 0,663 0,995 0,682 005
0,478 0,000 1,000 0,478 0,647 0,689 0,988 0,692 049
0,761 0,003 0,814 0,761 0,787 0,784 0,997 0,862 006
0,739 0,001 0,944 0,739 0,829 0,833 0,999 0,920 007
0,891 0,009 0,586 0,891 0,707 0,718 0,996 0,777 008
0,804 0,002 0,841 0,804 0,822 0,820 0,997 0,857 009
0,957 0,001 0,936 0,957 0,946 0,945 1,000 0,990 050
0,913 0,001 0,913 0,913 0,913 0,912 0,999 0,934 051
0,978 0,000 0,978 0,978 0,978 0,978 1,000 0,997 052
0,348 0,006 0,485 0,348 0,405 0,403 0,981 0,358 053
0,761 0,003 0,795 0,761 0,778 0,775 0,998 0,877 010
1,000 0,002 0,902 1,000 0,948 0,949 1,000 0,975 054
0,761 0,006 0,660 0,761 0,707 0,704 0,992 0,789 011
0,674 0,000 1,000 0,674 0,805 0,819 0,999 0,891 055
0,391 0,001 0,900 0,391 0,545 0,590 0,987 0,659 012
0,935 0,001 0,956 0,935 0,945 0,944 0,999 0,963 056
0,152 0,003 0,467 0,152 0,230 0,261 0,975 0,303 013
1,000 0,001 0,939 1,000 0,968 0,968 0,999 0,938 057
0,478 0,000 0,957 0,478 0,638 0,673 0,987 0,668 014
0,674 0,003 0,795 0,674 0,729 0,728 0,996 0,824 058
0,522 0,001 0,923 0,522 0,667 0,691 0,991 0,734 015
0,978 0,003 0,849 0,978 0,909 0,910 0,999 0,896 059
1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 016
0,674 0,000 1,000 0,674 0,805 0,819 0,998 0,902 017
0,739 0,009 0,548 0,739 0,630 0,630 0,994 0,745 018
0,804 0,001 0,925 0,804 0,860 0,861 0,997 0,897 019
0,717 0,006 0,647 0,717 0,680 0,676 0,994 0,676 060
0,217 0,001 0,833 0,217 0,345 0,422 0,983 0,476 061
0,696 0,003 0,762 0,696 0,727 0,724 0,997 0,815 062
0,848 0,002 0,886 0,848 0,867 0,865 0,999 0,923 063
0,761 0,002 0,854 0,761 0,805 0,803 0,999 0,915 020
0,978 0,045 0,243 0,978 0,390 0,476 0,983 0,427 064
0,913 0,000 0,977 0,913 0,944 0,944 1,000 0,991 021
1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 065
0,870 0,004 0,784 0,870 0,825 0,823 0,997 0,792 022
0,478 0,010 0,423 0,478 0,449 0,441 0,983 0,383 066
0,957 0,004 0,786 0,957 0,863 0,865 0,999 0,908 023
0,717 0,004 0,717 0,717 0,717 0,713 0,992 0,619 067
0,739 0,012 0,479 0,739 0,581 0,588 0,994 0,705 024
0,913 0,004 0,778 0,913 0,840 0,840 0,999 0,938 068
0,826 0,001 0,927 0,826 0,874 0,873 0,999 0,945 025
1,000 0,001 0,958 1,000 0,979 0,979 1,000 0,980 026
0,717 0,002 0,868 0,717 0,786 0,786 0,997 0,865 027
0,957 0,013 0,524 0,957 0,677 0,703 0,995 0,690 028
0,978 0,002 0,882 0,978 0,928 0,928 1,000 0,987 029
Weighted Avg. 0,772 0,003 0,814 0,772 0,772 0,779 0,995 0,819
=== Confusion Matrix ===
a b c d e f g h i j k l m n o p q r s t u v w x y z aa ab ac ad ae af ag ah ai aj ak al am an ao ap aq ar as at au av aw ax ay az ba bb bc bd be bf bg bh bi bj bk bl bm bn bo bp <-- classified as
46 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | a = 030
0 44 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 | b = 031
0 0 39 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 2 0 3 0 0 0 0 0 0 0 0 | c = 032
0 0 0 46 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | d = 033
0 0 5 0 21 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 11 0 0 0 0 0 0 0 3 0 0 0 0 0 2 0 0 0 0 | e = 034
0 0 0 0 0 28 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 4 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 7 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 0 0 0 2 0 | f = 035
0 0 0 0 0 0 27 1 2 0 0 0 0 0 0 0 0 0 0 1 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 1 0 1 0 7 0 0 0 1 0 0 0 0 0 0 0 0 2 | g = 036
0 0 0 0 0 0 0 39 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 2 0 0 | h = 037
0 0 0 0 0 0 0 0 34 0 2 0 1 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 7 0 0 0 0 0 0 | i = 038
0 0 0 0 0 0 0 0 0 35 0 0 0 0 0 0 0 0 8 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 0 0 0 0 0 | j = 039
0 0 1 0 0 2 0 2 2 0 28 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 6 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 1 0 0 | k = 040
0 0 0 0 0 0 0 0 0 0 0 46 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | l = 041
0 0 0 0 0 0 0 0 1 0 0 0 39 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 0 0 0 0 0 0 1 0 0 0 0 0 1 | m = 042
0 0 0 0 0 0 0 0 0 0 0 0 0 40 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 0 | n = 043
0 0 0 0 0 0 0 0 0 0 0 0 0 0 42 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 | o = 044
3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 31 0 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 6 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 | p = 001
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 43 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | q = 045
1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 36 0 0 0 0 0 2 0 4 0 0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | r = 002
0 0 0 0 0 0 0 0 0 4 0 0 0 0 0 0 0 0 39 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 | s = 046
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 27 0 1 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 8 0 0 0 2 0 4 0 0 0 0 0 0 2 | t = 003
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 44 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | u = 047
0 1 0 0 0 0 0 0 0 0 0 0 1 0 0 0 1 0 0 0 0 41 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | v = 004
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 13 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 26 0 0 0 0 0 6 0 0 0 0 0 0 0 | w = 048
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 36 0 0 1 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 5 0 | x = 005
0 0 0 0 0 2 0 0 2 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 22 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 4 0 0 0 0 0 0 0 0 0 0 0 0 0 6 0 0 0 0 3 0 | y = 049
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 35 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 6 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | z = 006
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 8 0 0 34 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | aa = 007
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 41 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | ab = 008
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 1 37 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 7 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | ac = 009
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 44 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 1 0 0 0 | ad = 050
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 0 42 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | ae = 051
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 45 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 | af = 052
0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 16 0 0 0 0 0 0 5 0 0 0 0 0 0 0 0 0 0 0 0 0 0 23 0 0 0 1 0 0 0 0 0 0 0 0 0 | ag = 053
2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 4 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 35 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 | ah = 010
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 46 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | ai = 054
0 0 3 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 35 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 2 0 0 | aj = 011
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 31 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 15 0 | ak = 055
0 0 0 0 0 0 3 0 0 0 0 0 1 0 1 0 0 0 0 9 0 0 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 18 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 10 0 0 0 1 0 1 0 0 0 0 0 0 0 | al = 012
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 43 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 | am = 056
0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 8 0 0 0 0 0 0 7 0 0 0 0 0 0 0 0 0 0 0 0 0 0 23 0 0 0 6 0 0 0 0 0 0 0 0 0 | an = 013
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 46 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | ao = 057
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 4 0 2 0 7 3 0 1 0 0 0 1 2 0 0 0 0 0 22 0 1 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 1 0 | ap = 014
0 0 0 0 0 0 0 0 0 1 1 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 31 0 0 0 0 0 0 0 0 1 0 1 0 0 0 0 0 0 0 3 3 0 0 0 3 0 | aq = 058
0 0 0 0 0 2 0 0 3 0 0 0 0 0 0 0 0 0 0 0 1 0 0 1 0 0 0 0 1 0 0 0 0 0 0 2 0 0 0 0 0 1 0 24 0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 5 0 1 0 0 2 0 | ar = 015
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 45 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | as = 059
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 46 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | at = 016
0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 31 1 0 2 0 0 0 0 0 0 0 0 0 9 0 0 0 0 0 0 0 0 | au = 017
0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 7 1 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 34 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | av = 018
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 37 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 3 0 | aw = 019
0 0 6 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 33 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | ax = 060
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 10 0 1 0 13 0 0 0 16 0 0 0 0 0 0 0 0 0 | ay = 061
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 7 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 32 0 0 0 0 0 0 0 0 0 5 0 0 0 0 1 0 | az = 062
0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 39 0 0 0 0 0 0 0 1 0 0 0 0 0 0 1 | ba = 063
0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 3 0 6 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 35 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | bb = 020
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 45 0 0 0 0 0 0 0 0 0 0 0 0 0 | bc = 064
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 0 42 0 0 1 0 0 0 0 0 0 0 0 0 | bd = 021
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 46 0 0 0 0 0 0 0 0 0 0 0 | be = 065
0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 40 0 0 0 0 0 0 0 0 0 0 | bf = 022
0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 18 0 0 0 22 0 0 0 0 0 0 0 0 0 | bg = 066
0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 44 0 0 0 0 0 0 0 0 | bh = 023
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 8 0 0 0 2 0 33 0 0 0 0 0 0 0 | bi = 067
0 0 0 0 0 1 0 0 1 1 0 0 0 0 0 0 0 0 8 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 34 0 0 0 0 0 0 | bj = 024
0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 42 0 0 0 1 0 | bk = 068
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 6 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 38 0 0 0 0 | bl = 025
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 46 0 0 0 | bm = 026
0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 2 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 5 0 0 0 0 0 0 0 33 0 0 | bn = 027
2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 44 0 | bo = 028
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 45 | bp = 029
=== Stratified cross-validation ===
Correctly Classified Instances 1888 60.3581 %
Incorrectly Classified Instances 1240 39.6419 %
Kappa statistic 0.5977
Mean absolute error 0.0151
Root mean squared error 0.0882
Relative absolute error 51.9655 %
Root relative squared error 73.2675 %
Total Number of Instances 3128
=== Detailed Accuracy By Class ===
TP Rate FP Rate Precision Recall F-Measure MCC ROC Area PRC Area Class
0,826 0,003 0,826 0,826 0,826 0,823 0,988 0,932 030
0,870 0,001 0,909 0,870 0,889 0,887 0,951 0,869 031
0,565 0,009 0,473 0,565 0,515 0,509 0,964 0,377 032
0,891 0,003 0,837 0,891 0,863 0,861 0,999 0,945 033
0,217 0,005 0,400 0,217 0,282 0,287 0,928 0,317 034
0,457 0,006 0,553 0,457 0,500 0,496 0,925 0,572 035
0,413 0,003 0,679 0,413 0,514 0,524 0,872 0,497 036
0,609 0,005 0,667 0,609 0,636 0,632 0,956 0,569 037
0,522 0,008 0,480 0,522 0,500 0,493 0,914 0,522 038
0,587 0,002 0,794 0,587 0,675 0,679 0,957 0,678 039
0,413 0,006 0,500 0,413 0,452 0,447 0,875 0,455 040
0,913 0,001 0,933 0,913 0,923 0,922 0,999 0,969 041
0,543 0,006 0,595 0,543 0,568 0,563 0,954 0,587 042
0,739 0,002 0,850 0,739 0,791 0,790 0,940 0,811 043
0,783 0,004 0,766 0,783 0,774 0,771 0,982 0,870 044
0,304 0,007 0,378 0,304 0,337 0,331 0,901 0,283 001
0,783 0,002 0,837 0,783 0,809 0,807 0,951 0,736 045
0,609 0,005 0,651 0,609 0,629 0,624 0,926 0,691 002
0,761 0,011 0,507 0,761 0,609 0,615 0,970 0,540 046
0,391 0,008 0,429 0,391 0,409 0,401 0,934 0,274 003
0,696 0,007 0,582 0,696 0,634 0,630 0,953 0,579 047
0,717 0,005 0,702 0,717 0,710 0,705 0,972 0,738 004
0,152 0,004 0,368 0,152 0,215 0,230 0,959 0,252 048
0,413 0,011 0,365 0,413 0,388 0,379 0,961 0,346 005
0,435 0,001 0,833 0,435 0,571 0,598 0,891 0,494 049
0,609 0,004 0,683 0,609 0,644 0,640 0,947 0,693 006
0,478 0,007 0,500 0,478 0,489 0,482 0,952 0,596 007
0,674 0,014 0,425 0,674 0,521 0,526 0,964 0,493 008
0,696 0,004 0,711 0,696 0,703 0,699 0,961 0,692 009
0,870 0,002 0,870 0,870 0,870 0,868 0,976 0,907 050
0,717 0,004 0,733 0,717 0,725 0,721 0,981 0,662 051
0,739 0,002 0,872 0,739 0,800 0,800 0,953 0,837 052
0,109 0,006 0,200 0,109 0,141 0,138 0,959 0,229 053
0,457 0,009 0,420 0,457 0,437 0,429 0,976 0,488 010
0,826 0,003 0,826 0,826 0,826 0,823 0,976 0,877 054
0,565 0,007 0,531 0,565 0,547 0,541 0,875 0,541 011
0,543 0,005 0,641 0,543 0,588 0,585 0,982 0,739 055
0,283 0,005 0,464 0,283 0,351 0,355 0,905 0,421 012
0,696 0,003 0,800 0,696 0,744 0,742 0,972 0,819 056
0,087 0,006 0,190 0,087 0,119 0,120 0,944 0,198 013
0,891 0,004 0,774 0,891 0,828 0,828 0,998 0,825 057
0,391 0,001 0,818 0,391 0,529 0,562 0,862 0,467 014
0,543 0,006 0,568 0,543 0,556 0,549 0,909 0,500 058
0,391 0,004 0,621 0,391 0,480 0,487 0,887 0,464 015
0,848 0,006 0,696 0,848 0,765 0,765 0,963 0,615 059
1,000 0,001 0,920 1,000 0,958 0,959 1,000 0,993 016
0,609 0,001 0,875 0,609 0,718 0,727 0,972 0,794 017
0,522 0,010 0,444 0,522 0,480 0,473 0,928 0,553 018
0,696 0,003 0,762 0,696 0,727 0,724 0,920 0,702 019
0,609 0,007 0,549 0,609 0,577 0,571 0,952 0,412 060
0,152 0,006 0,292 0,152 0,200 0,202 0,899 0,247 061
0,478 0,011 0,400 0,478 0,436 0,428 0,963 0,471 062
0,761 0,006 0,673 0,761 0,714 0,711 0,973 0,720 063
0,478 0,003 0,710 0,478 0,571 0,578 0,957 0,669 020
0,891 0,046 0,225 0,891 0,360 0,435 0,967 0,339 064
0,783 0,004 0,766 0,783 0,774 0,771 0,975 0,865 021
0,957 0,002 0,898 0,957 0,926 0,926 0,989 0,976 065
0,587 0,007 0,551 0,587 0,568 0,562 0,945 0,516 022
0,239 0,009 0,282 0,239 0,259 0,250 0,944 0,261 066
0,739 0,007 0,607 0,739 0,667 0,665 0,961 0,701 023
0,739 0,006 0,654 0,739 0,694 0,690 0,978 0,540 067
0,522 0,012 0,393 0,522 0,449 0,444 0,926 0,377 024
0,674 0,007 0,574 0,674 0,620 0,616 0,970 0,616 068
0,674 0,006 0,633 0,674 0,653 0,648 0,989 0,532 025
0,848 0,004 0,750 0,848 0,796 0,794 0,998 0,827 026
0,478 0,003 0,710 0,478 0,571 0,578 0,967 0,627 027
0,783 0,014 0,462 0,783 0,581 0,594 0,958 0,492 028
0,804 0,004 0,755 0,804 0,779 0,776 0,996 0,813 029
Weighted Avg. 0,604 0,006 0,620 0,604 0,599 0,600 0,951 0,603
=== Confusion Matrix ===
a b c d e f g h i j k l m n o p q r s t u v w x y z aa ab ac ad ae af ag ah ai aj ak al am an ao ap aq ar as at au av aw ax ay az ba bb bc bd be bf bg bh bi bj bk bl bm bn bo bp <-- classified as
38 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 0 | a = 030
0 40 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 2 | b = 031
0 0 26 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 2 0 0 0 0 0 0 0 7 0 7 0 0 0 1 0 0 0 0 | c = 032
0 0 0 41 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 0 1 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | d = 033
0 0 6 0 10 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 13 0 0 0 0 0 0 0 6 0 1 0 0 0 4 0 0 0 0 | e = 034
0 0 0 0 0 21 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 1 2 0 2 4 0 0 0 0 0 0 0 2 1 0 0 0 0 0 0 0 0 0 0 7 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 0 0 0 2 0 | f = 035
0 0 0 0 0 0 19 1 3 0 0 0 0 0 0 0 0 0 0 3 0 2 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 3 0 1 0 0 0 0 0 0 0 0 0 0 1 0 1 0 7 0 0 0 0 0 0 1 1 0 0 0 0 2 | g = 036
0 0 0 0 0 0 0 28 2 0 4 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 1 0 0 0 0 4 0 0 1 2 0 0 | h = 037
0 0 0 0 0 0 0 2 24 0 3 0 2 0 0 0 0 0 0 0 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 3 0 0 0 0 0 0 0 1 0 0 0 1 0 0 0 0 0 6 0 0 0 0 0 0 | i = 038
0 0 0 0 0 0 0 0 0 27 0 0 0 0 0 0 0 0 11 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 2 0 0 0 0 0 | j = 039
0 0 1 0 2 2 0 3 5 0 19 0 1 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 6 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 3 0 0 0 1 0 0 | k = 040
0 0 0 0 0 0 0 0 0 0 0 42 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | l = 041
0 0 0 0 0 0 0 0 1 0 1 0 25 0 1 0 1 0 0 0 0 1 1 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 8 1 1 2 0 0 0 0 0 1 1 0 0 0 0 0 | m = 042
0 0 0 0 0 0 0 0 0 0 0 0 0 34 0 0 0 0 2 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 2 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 5 0 0 0 0 0 | n = 043
0 0 0 0 0 0 0 0 0 0 0 0 0 0 36 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 3 0 0 0 0 0 0 0 0 0 | o = 044
3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 14 0 6 0 0 0 0 0 1 0 1 0 0 0 0 0 0 0 16 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 | p = 001
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 36 0 0 0 0 2 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 3 1 0 0 0 0 0 0 0 0 0 0 0 0 0 | q = 045
1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 28 0 0 0 0 0 1 0 4 1 0 0 0 0 0 0 6 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 | r = 002
0 0 0 0 0 0 0 0 0 3 0 0 0 2 0 0 0 0 35 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 1 0 0 0 0 0 0 0 2 0 0 0 0 0 2 0 0 0 0 0 | s = 046
0 0 0 0 0 0 3 0 0 0 0 0 0 0 1 0 0 0 0 18 0 1 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 1 0 1 0 8 0 0 0 1 0 4 0 0 0 0 0 0 4 | t = 003
0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 32 0 0 0 0 0 1 2 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 5 0 0 0 0 | u = 047
0 3 0 0 0 0 0 0 1 0 0 0 1 0 0 0 2 0 0 1 0 33 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 1 | v = 004
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 7 0 0 0 0 0 0 0 0 1 1 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 26 0 0 0 0 0 9 0 0 0 0 0 0 0 | w = 048
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 19 0 1 8 0 0 1 2 0 0 0 1 0 0 0 0 0 0 0 2 0 1 0 0 0 0 0 0 5 0 0 0 0 0 0 0 0 0 0 0 0 0 0 5 0 | x = 005
0 0 0 0 1 2 0 0 3 0 1 0 0 0 0 0 0 0 1 0 0 0 0 0 20 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 0 0 0 4 0 0 0 1 0 0 0 0 0 0 0 0 0 5 0 0 0 0 3 0 | y = 049
0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 1 0 28 0 0 0 0 1 0 0 0 2 0 0 0 0 0 0 0 0 0 7 0 0 5 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | z = 006
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 1 0 0 9 0 0 22 1 0 0 0 0 0 3 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 8 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | aa = 007
0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 0 2 31 2 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 2 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | ab = 008
0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 32 0 1 0 0 0 0 1 1 0 0 0 0 0 0 0 0 0 0 7 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | ac = 009
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 40 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 1 0 0 0 0 2 2 0 0 | ad = 050
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 1 0 0 1 2 1 0 33 0 0 0 0 0 0 0 0 0 0 0 0 0 4 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | ae = 051
0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 34 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 2 0 0 0 0 0 0 0 0 7 0 0 0 | af = 052
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 1 0 0 0 0 0 0 0 0 0 5 0 0 0 0 1 0 12 0 0 0 0 0 0 0 0 0 0 2 0 0 0 23 0 0 0 0 0 0 0 0 0 0 0 0 0 | ag = 053
2 0 0 1 0 0 0 0 0 0 0 0 0 0 0 11 0 5 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 21 1 0 1 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 | ah = 010
0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 2 0 1 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1 38 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | ai = 054
0 0 3 0 0 1 0 1 0 0 1 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 2 1 0 0 0 0 0 0 26 0 1 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 1 0 0 0 1 0 0 1 4 0 0 | aj = 011
0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 1 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 25 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 16 0 | ak = 055
0 0 0 0 0 0 4 0 0 0 1 0 1 0 1 0 0 0 0 10 0 0 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 13 0 0 0 0 0 0 0 0 0 0 0 0 1 0 1 0 10 0 0 0 1 0 1 0 0 0 0 0 0 0 | al = 012
0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 0 1 0 32 0 0 0 0 0 0 0 0 0 0 0 0 7 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 | am = 056
0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 11 0 0 0 0 1 0 4 0 0 0 0 0 0 0 0 0 0 2 0 0 0 23 0 0 0 3 0 0 0 0 0 0 0 0 0 | an = 013
0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 41 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 2 1 0 0 0 | ao = 057
0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 3 0 3 0 7 3 0 1 0 0 0 1 2 0 0 0 0 0 18 0 2 0 0 0 1 0 0 0 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 1 0 | ap = 014
0 0 0 0 0 0 0 0 2 1 0 0 1 0 0 0 0 0 0 0 0 1 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 25 0 0 0 0 0 0 0 0 1 0 1 0 0 0 0 0 0 0 3 4 0 0 0 3 0 | aq = 058
0 0 0 0 0 2 0 0 3 0 0 0 0 0 0 0 0 0 1 0 2 0 0 1 1 0 0 0 1 0 0 0 0 0 0 2 0 0 0 0 0 3 0 18 0 0 0 3 0 0 0 2 0 0 0 0 0 0 0 0 0 3 0 2 0 0 2 0 | ar = 015
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 1 0 1 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 39 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | as = 059
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 46 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | at = 016
0 0 3 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 28 0 0 2 0 0 0 0 0 0 0 1 0 9 0 0 0 0 0 0 0 0 | au = 017
0 0 0 1 0 5 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 1 0 8 2 0 2 0 0 0 0 0 0 0 0 0 0 0 0 1 1 0 0 24 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | av = 018
1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 3 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 32 0 0 0 0 1 0 0 1 0 0 0 0 0 1 0 0 0 3 0 | aw = 019
0 0 6 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 4 0 0 0 0 0 0 3 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 28 0 0 0 0 0 0 0 0 0 1 0 0 0 2 0 0 0 0 | ax = 060
0 1 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 4 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 7 0 2 0 13 0 0 0 14 0 0 0 0 0 0 0 0 0 | ay = 061
0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 7 0 0 3 3 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 22 0 0 0 0 0 0 0 0 0 5 0 2 0 0 1 0 | az = 062
0 0 0 0 0 0 1 0 0 0 0 0 4 0 1 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 35 0 0 2 0 0 0 0 1 0 0 0 0 0 0 0 | ba = 063
0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 3 0 6 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 1 0 0 0 0 0 5 0 0 0 0 22 0 0 0 0 0 0 0 0 0 0 0 0 0 1 | bb = 020
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 41 0 0 0 3 0 0 0 0 0 0 0 0 0 | bc = 064
0 0 0 0 0 0 0 1 1 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 36 0 0 1 0 0 0 0 0 1 0 0 1 | bd = 021
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 44 0 0 0 0 0 1 0 0 0 0 0 | be = 065
0 0 7 0 4 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 27 0 2 0 0 0 0 0 0 0 0 | bf = 022
0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 1 0 2 0 0 0 0 0 0 0 0 0 0 8 0 0 0 18 0 0 0 11 0 2 0 0 0 0 0 0 0 | bg = 066
0 0 2 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 3 0 0 1 0 0 0 0 0 0 0 2 0 34 0 0 0 0 0 0 0 0 | bh = 023
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 8 0 0 0 2 0 34 0 0 0 0 0 0 0 | bi = 067
0 0 0 0 0 0 0 0 5 2 1 0 0 0 0 0 0 0 8 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 2 0 0 0 1 0 0 0 0 0 24 0 0 0 0 0 0 | bj = 024
0 0 0 0 0 0 0 0 0 1 0 0 1 2 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 2 0 0 0 5 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 31 0 0 0 1 0 | bk = 068
0 0 1 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 7 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 1 0 0 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 31 0 0 0 0 | bl = 025
0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 39 0 0 1 | bm = 026
0 0 0 0 0 0 0 6 0 0 1 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 5 0 0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 5 0 0 0 1 0 0 0 22 0 0 | bn = 027
1 0 0 0 0 1 0 0 0 0 0 0 0 1 0 1 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 36 0 | bo = 028
0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 1 0 0 0 0 0 0 0 0 0 0 0 37 | bp = 029
**************************************************SMO**************************************************
Time taken to build model: 3.94 seconds
Time taken to test model on training data: 0.96 seconds
=== Error on training data ===
Correctly Classified Instances 1563 49.968 %
Incorrectly Classified Instances 1565 50.032 %
Kappa statistic 0.4922
Mean absolute error 0.0286
Root mean squared error 0.119
Relative absolute error 98.6306 %
Root relative squared error 98.8738 %
Total Number of Instances 3128
=== Detailed Accuracy By Class ===
TP Rate FP Rate Precision Recall F-Measure MCC ROC Area PRC Area Class
0,826 0,000 1,000 0,826 0,905 0,908 0,996 0,914 030
0,457 0,000 1,000 0,457 0,627 0,673 0,925 0,592 031
0,717 0,021 0,337 0,717 0,458 0,481 0,967 0,308 032
0,870 0,008 0,625 0,870 0,727 0,733 0,995 0,609 033
0,261 0,007 0,353 0,261 0,300 0,295 0,945 0,192 034
0,391 0,004 0,581 0,391 0,468 0,470 0,910 0,314 035
0,391 0,002 0,750 0,391 0,514 0,537 0,866 0,336 036
0,196 0,002 0,643 0,196 0,300 0,350 0,949 0,279 037
0,391 0,004 0,600 0,391 0,474 0,478 0,878 0,326 038
0,500 0,002 0,821 0,500 0,622 0,637 0,978 0,583 039
0,152 0,001 0,778 0,152 0,255 0,341 0,893 0,274 040
0,935 0,002 0,860 0,935 0,896 0,895 0,997 0,831 041
0,326 0,002 0,750 0,326 0,455 0,490 0,943 0,381 042
0,826 0,011 0,528 0,826 0,644 0,654 0,985 0,506 043
0,565 0,004 0,684 0,565 0,619 0,617 0,984 0,512 044
0,304 0,009 0,341 0,304 0,322 0,313 0,977 0,306 001
0,413 0,004 0,633 0,413 0,500 0,506 0,912 0,384 045
0,370 0,000 0,944 0,370 0,531 0,588 0,980 0,551 002
0,500 0,005 0,590 0,500 0,541 0,537 0,986 0,430 046
0,000 0,000 0,000 0,000 0,000 0,000 0,921 0,130 003
0,413 0,003 0,679 0,413 0,514 0,524 0,945 0,361 047
0,587 0,007 0,540 0,587 0,563 0,556 0,930 0,439 004
0,196 0,004 0,450 0,196 0,273 0,290 0,968 0,225 048
0,696 0,035 0,230 0,696 0,346 0,386 0,944 0,191 005
0,391 0,000 1,000 0,391 0,563 0,623 0,845 0,456 049
0,435 0,000 0,952 0,435 0,597 0,640 0,962 0,534 006
0,435 0,002 0,800 0,435 0,563 0,586 0,976 0,485 007
0,239 0,002 0,611 0,239 0,344 0,377 0,953 0,256 008
0,739 0,018 0,386 0,739 0,507 0,525 0,961 0,324 009
0,630 0,002 0,829 0,630 0,716 0,719 0,991 0,655 050
0,435 0,010 0,392 0,435 0,412 0,404 0,959 0,255 051
0,652 0,002 0,811 0,652 0,723 0,724 0,992 0,658 052
0,391 0,011 0,340 0,391 0,364 0,354 0,960 0,200 053
0,283 0,004 0,542 0,283 0,371 0,385 0,972 0,329 010
0,457 0,001 0,913 0,457 0,609 0,642 0,994 0,686 054
0,478 0,017 0,301 0,478 0,370 0,368 0,922 0,272 011
0,478 0,007 0,500 0,478 0,489 0,482 0,980 0,412 055
0,000 0,000 0,000 0,000 0,000 0,000 0,913 0,158 012
0,739 0,002 0,829 0,739 0,782 0,780 0,996 0,729 056
0,000 0,000 0,000 0,000 0,000 0,000 0,950 0,146 013
0,500 0,003 0,697 0,500 0,582 0,585 0,991 0,573 057
0,370 0,000 0,944 0,370 0,531 0,588 0,910 0,422 014
0,391 0,002 0,783 0,391 0,522 0,549 0,921 0,362 058
0,370 0,001 0,895 0,370 0,523 0,572 0,928 0,418 015
0,696 0,015 0,405 0,696 0,512 0,522 0,984 0,380 059
1,000 0,001 0,939 1,000 0,968 0,968 1,000 0,939 016
0,435 0,000 1,000 0,435 0,606 0,657 0,980 0,714 017
0,283 0,006 0,419 0,283 0,338 0,336 0,962 0,249 018
0,370 0,000 1,000 0,370 0,540 0,605 0,915 0,454 019
0,630 0,032 0,228 0,630 0,335 0,365 0,950 0,183 060
0,000 0,000 0,000 0,000 0,000 0,000 0,926 0,159 061
0,196 0,002 0,600 0,196 0,295 0,338 0,965 0,279 062
0,870 0,010 0,556 0,870 0,678 0,690 0,990 0,550 063
0,609 0,001 0,903 0,609 0,727 0,738 0,941 0,604 020
0,891 0,050 0,211 0,891 0,342 0,420 0,962 0,187 064
0,652 0,007 0,577 0,652 0,612 0,607 0,982 0,459 021
0,957 0,004 0,800 0,957 0,871 0,873 0,997 0,783 065
0,739 0,019 0,362 0,739 0,486 0,507 0,968 0,307 022
0,413 0,020 0,232 0,413 0,297 0,296 0,948 0,164 066
0,261 0,005 0,444 0,261 0,329 0,333 0,988 0,476 023
0,804 0,008 0,597 0,804 0,685 0,688 0,988 0,514 067
0,674 0,041 0,197 0,674 0,305 0,349 0,943 0,165 024
0,283 0,004 0,520 0,283 0,366 0,377 0,953 0,322 068
0,457 0,006 0,512 0,457 0,483 0,476 0,978 0,360 025
0,913 0,009 0,609 0,913 0,730 0,741 0,995 0,601 026
0,413 0,003 0,704 0,413 0,521 0,534 0,957 0,401 027
0,891 0,030 0,311 0,891 0,461 0,516 0,975 0,292 028
0,848 0,017 0,433 0,848 0,574 0,599 0,986 0,403 029
Weighted Avg. 0,500 0,007 0,585 0,500 0,492 0,510 0,957 0,415
=== Confusion Matrix ===
a b c d e f g h i j k l m n o p q r s t u v w x y z aa ab ac ad ae af ag ah ai aj ak al am an ao ap aq ar as at au av aw ax ay az ba bb bc bd be bf bg bh bi bj bk bl bm bn bo bp <-- classified as
38 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 6 1 | a = 030
0 21 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 3 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 1 0 0 0 0 0 2 0 3 0 0 0 4 7 | b = 031
0 0 33 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 7 0 4 0 0 0 0 0 0 0 0 | c = 032
0 0 0 40 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 5 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | d = 033
0 0 4 0 12 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 1 0 0 0 14 0 0 0 0 0 0 0 6 0 0 0 0 0 2 0 0 0 0 | e = 034
0 0 0 0 0 18 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 1 0 11 0 0 0 0 0 0 3 1 0 0 0 0 0 0 0 0 0 0 0 0 4 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 2 0 | f = 035
0 0 0 0 0 0 18 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 4 0 0 6 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 7 0 0 0 0 0 0 2 0 0 3 0 0 5 | g = 036
0 0 0 0 0 0 0 9 6 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 4 0 1 0 0 0 5 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 1 0 0 0 15 0 0 0 3 0 0 | h = 037
0 0 0 0 0 0 0 0 18 0 0 0 0 0 0 0 0 0 0 0 0 0 0 5 0 0 0 0 0 0 0 0 0 0 0 4 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 0 13 0 0 0 0 1 1 | i = 038
0 0 0 0 0 0 0 0 0 23 0 0 0 2 0 0 0 0 6 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 10 2 0 0 0 0 0 | j = 039
0 0 0 0 0 0 0 1 5 0 7 3 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 2 0 0 0 6 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 1 0 0 0 12 0 0 0 5 0 1 | k = 040
0 0 0 0 0 0 0 0 0 0 0 43 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 | l = 041
0 0 0 0 0 0 0 0 0 0 0 0 15 0 3 0 4 0 0 0 0 4 1 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 8 0 1 5 0 0 0 0 0 1 0 0 0 0 0 3 | m = 042
0 0 0 0 0 0 0 0 0 0 0 0 0 38 0 0 0 0 1 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 4 0 0 0 0 0 1 | n = 043
0 0 0 0 0 0 0 0 0 0 0 0 0 0 26 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 5 0 10 0 0 0 0 0 0 0 0 0 0 0 0 0 | o = 044
0 0 0 4 0 0 0 0 0 0 0 0 0 0 0 14 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 10 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 14 0 | p = 001
0 0 0 0 0 0 0 0 0 0 0 0 1 0 5 0 19 0 0 0 0 5 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 4 0 1 0 1 0 0 0 0 8 1 0 0 0 0 0 | q = 045
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 12 0 17 0 0 0 0 0 6 0 0 2 0 0 0 0 0 0 1 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 6 0 | r = 002
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 23 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 5 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 17 0 0 0 0 0 0 | s = 046
0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 8 0 0 0 15 0 5 0 0 0 0 0 0 8 | t = 003
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 19 0 0 0 0 0 0 1 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 9 0 12 0 1 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 | u = 047
0 0 0 0 0 0 0 0 0 0 1 0 0 4 0 0 3 0 0 0 0 27 0 0 0 0 0 0 0 1 0 0 0 0 0 5 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 2 0 0 0 0 1 | v = 004
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 9 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 27 0 0 0 0 0 10 0 0 0 0 0 0 0 | w = 048
0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 32 0 0 0 0 0 0 3 0 0 0 0 0 1 0 0 0 0 0 0 0 2 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 5 0 | x = 005
0 0 0 0 0 2 0 0 0 0 1 1 0 1 0 0 0 0 0 0 0 0 0 3 18 0 1 0 6 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 5 0 0 0 0 3 0 | y = 049
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 1 0 0 0 0 0 6 0 20 0 0 3 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 13 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | z = 006
0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 17 0 0 20 1 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 1 0 0 1 0 | aa = 007
0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 1 0 0 0 11 2 0 8 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 20 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 | ab = 008
0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 4 34 0 0 0 0 0 0 4 0 0 0 0 0 0 0 0 0 0 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | ac = 009
0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 29 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 1 0 7 0 2 0 0 0 0 5 0 0 0 | ad = 050
0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 20 0 0 0 0 0 0 0 0 0 0 0 0 0 5 1 0 3 0 14 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | ae = 051
0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 30 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 12 0 0 0 | af = 052
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 18 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 23 0 0 0 4 0 0 0 0 0 0 0 0 0 | ag = 053
0 0 0 5 0 0 0 0 0 0 0 0 0 0 0 13 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 13 0 0 1 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 11 0 | ah = 010
0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 1 0 0 0 0 0 0 1 0 0 0 21 0 0 0 0 0 0 0 0 0 19 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | ai = 054
0 0 2 0 0 5 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 22 0 0 0 0 0 0 0 0 0 0 0 3 0 4 0 0 0 0 0 0 0 1 0 0 0 6 0 0 1 0 0 0 | aj = 011
0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 22 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 21 0 | ak = 055
0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 1 11 0 0 0 15 0 2 2 0 0 2 0 0 4 | al = 012
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 2 0 34 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 1 0 5 0 0 0 0 | am = 056
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 11 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 23 0 0 0 11 0 0 0 0 0 0 0 0 0 | an = 013
0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 23 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 21 0 0 0 0 0 0 1 0 0 0 | ao = 057
0 0 0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 7 0 0 0 0 4 0 0 0 0 0 0 2 0 0 0 0 0 17 0 2 1 0 0 0 0 8 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 | ap = 014
0 0 0 0 0 0 0 0 0 1 0 0 0 7 0 0 0 0 1 0 0 3 0 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 18 0 0 0 0 0 0 0 0 0 0 1 0 1 0 0 0 0 0 5 0 0 0 0 3 0 | aq = 058
0 0 0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 6 0 0 0 0 8 0 0 0 0 0 0 6 1 0 0 0 0 1 0 17 0 0 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 | ar = 015
0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 13 0 0 0 0 0 0 0 0 0 0 0 0 0 32 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | as = 059
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 46 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | at = 016
0 0 17 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 20 0 0 0 0 0 0 0 0 0 0 0 0 7 0 0 0 0 0 0 0 0 | au = 017
0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 17 0 4 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 13 0 9 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | av = 018
0 0 0 0 0 0 0 0 1 0 0 0 0 2 0 0 0 0 0 0 0 0 0 7 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 17 0 0 0 0 0 0 0 7 0 0 0 0 0 3 0 0 0 7 1 | aw = 019
0 0 11 0 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 29 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 | ax = 060
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 13 0 0 0 18 0 1 0 0 0 1 0 0 6 | ay = 061
0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 23 0 0 1 1 0 0 0 0 0 0 0 0 1 0 2 0 0 0 0 0 0 0 0 0 0 0 0 9 0 0 0 0 0 0 0 0 0 0 0 5 0 0 1 0 | az = 062
0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 40 0 0 0 0 0 0 0 1 0 0 0 0 0 0 3 | ba = 063
0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 2 0 6 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 28 0 1 0 0 0 0 0 4 1 0 0 0 1 1 | bb = 020
0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 41 0 0 0 0 0 0 0 0 0 0 0 0 0 | bc = 064
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 30 0 0 0 0 1 3 0 0 0 0 0 7 | bd = 021
0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 44 0 0 0 0 0 0 0 0 0 0 0 | be = 065
0 0 2 0 4 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 34 0 2 0 0 0 0 0 0 0 0 | bf = 022
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 20 0 0 0 19 0 3 0 0 0 0 0 0 0 | bg = 066
0 0 29 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 12 0 0 0 0 0 0 0 0 | bh = 023
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 8 0 0 0 0 0 37 0 0 0 0 0 0 0 | bi = 067
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 6 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 4 0 0 0 0 0 31 0 0 1 0 0 0 | bj = 024
0 0 0 0 0 0 0 0 0 3 0 0 0 15 0 0 0 0 1 0 0 2 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 4 13 0 0 0 2 1 | bk = 068
0 0 0 0 8 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 6 0 1 0 0 0 0 0 5 0 0 0 0 0 21 0 0 0 0 | bl = 025
0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 42 0 0 0 | bm = 026
0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 9 0 0 0 11 0 0 1 19 0 0 | bn = 027
0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 41 0 | bo = 028
0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 1 0 0 0 0 0 0 0 0 0 0 0 39 | bp = 029
=== Stratified cross-validation ===
Correctly Classified Instances 1410 45.0767 %
Incorrectly Classified Instances 1718 54.9233 %
Kappa statistic 0.4426
Mean absolute error 0.0286
Root mean squared error 0.1191
Relative absolute error 98.6582 %
Root relative squared error 98.9015 %
Total Number of Instances 3128
=== Detailed Accuracy By Class ===
TP Rate FP Rate Precision Recall F-Measure MCC ROC Area PRC Area Class
0,804 0,000 1,000 0,804 0,892 0,896 0,994 0,910 030
0,457 0,000 1,000 0,457 0,627 0,673 0,916 0,571 031
0,761 0,054 0,173 0,761 0,282 0,346 0,947 0,157 032
0,826 0,011 0,521 0,826 0,639 0,650 0,992 0,536 033
0,174 0,006 0,286 0,174 0,216 0,214 0,929 0,144 034
0,391 0,007 0,439 0,391 0,414 0,406 0,893 0,290 035
0,348 0,002 0,727 0,348 0,471 0,498 0,845 0,281 036
0,174 0,001 0,727 0,174 0,281 0,352 0,942 0,346 037
0,348 0,006 0,485 0,348 0,405 0,403 0,857 0,254 038
0,457 0,004 0,618 0,457 0,525 0,525 0,971 0,428 039
0,130 0,002 0,462 0,130 0,203 0,240 0,859 0,174 040
0,935 0,002 0,860 0,935 0,896 0,895 0,986 0,824 041
0,304 0,002 0,700 0,304 0,424 0,457 0,935 0,366 042
0,804 0,012 0,493 0,804 0,612 0,623 0,981 0,493 043
0,457 0,004 0,636 0,457 0,532 0,533 0,980 0,434 044
0,283 0,007 0,361 0,283 0,317 0,311 0,965 0,287 001
0,391 0,004 0,621 0,391 0,480 0,487 0,898 0,350 045
0,391 0,000 0,947 0,391 0,554 0,606 0,971 0,520 002
0,391 0,007 0,439 0,391 0,414 0,406 0,974 0,323 046
0,022 0,002 0,143 0,022 0,038 0,050 0,907 0,088 003
0,391 0,010 0,375 0,391 0,383 0,374 0,932 0,226 047
0,565 0,007 0,553 0,565 0,559 0,553 0,913 0,428 004
0,196 0,004 0,409 0,196 0,265 0,276 0,967 0,214 048
0,522 0,029 0,211 0,522 0,300 0,316 0,918 0,161 005
0,391 0,000 0,947 0,391 0,554 0,606 0,831 0,433 049
0,435 0,001 0,909 0,435 0,588 0,625 0,954 0,515 006
0,457 0,003 0,677 0,457 0,545 0,551 0,962 0,437 007
0,217 0,003 0,556 0,217 0,313 0,342 0,954 0,252 008
0,652 0,017 0,361 0,652 0,465 0,476 0,951 0,315 009
0,630 0,003 0,784 0,630 0,699 0,699 0,988 0,629 050
0,413 0,009 0,404 0,413 0,409 0,400 0,954 0,243 051
0,630 0,002 0,829 0,630 0,716 0,719 0,986 0,640 052
0,370 0,013 0,304 0,370 0,333 0,324 0,953 0,183 053
0,261 0,003 0,545 0,261 0,353 0,371 0,964 0,309 010
0,370 0,001 0,810 0,370 0,507 0,543 0,985 0,563 054
0,304 0,010 0,304 0,304 0,304 0,294 0,893 0,189 011
0,478 0,006 0,524 0,478 0,500 0,493 0,967 0,379 055
0,043 0,000 1,000 0,043 0,083 0,207 0,903 0,117 012
0,739 0,006 0,630 0,739 0,680 0,677 0,991 0,562 056
0,000 0,000 0,000 0,000 0,000 0,000 0,943 0,131 013
0,522 0,004 0,686 0,522 0,593 0,593 0,986 0,539 057
0,348 0,002 0,727 0,348 0,471 0,498 0,894 0,329 014
0,326 0,002 0,714 0,326 0,448 0,478 0,914 0,308 058
0,261 0,001 0,857 0,261 0,400 0,469 0,903 0,335 015
0,630 0,018 0,345 0,630 0,446 0,456 0,980 0,369 059
1,000 0,001 0,920 1,000 0,958 0,959 0,999 0,920 016
0,457 0,001 0,913 0,457 0,609 0,642 0,974 0,640 017
0,304 0,021 0,175 0,304 0,222 0,216 0,949 0,199 018
0,283 0,001 0,867 0,283 0,426 0,491 0,898 0,353 019
0,174 0,013 0,163 0,174 0,168 0,156 0,943 0,150 060
0,043 0,009 0,065 0,043 0,052 0,041 0,908 0,115 061
0,174 0,003 0,471 0,174 0,254 0,280 0,946 0,225 062
0,848 0,011 0,542 0,848 0,661 0,672 0,988 0,509 063
0,543 0,001 0,893 0,543 0,676 0,693 0,933 0,576 020
0,761 0,045 0,201 0,761 0,318 0,376 0,959 0,180 064
0,717 0,007 0,589 0,717 0,647 0,644 0,981 0,497 021
0,957 0,004 0,772 0,957 0,854 0,857 0,982 0,747 065
0,130 0,006 0,231 0,130 0,167 0,164 0,949 0,230 022
0,174 0,012 0,178 0,174 0,176 0,164 0,943 0,134 066
0,283 0,005 0,448 0,283 0,347 0,348 0,984 0,401 023
0,826 0,014 0,463 0,826 0,594 0,612 0,986 0,412 067
0,543 0,042 0,161 0,543 0,249 0,278 0,927 0,137 024
0,283 0,003 0,565 0,283 0,377 0,394 0,943 0,301 068
0,261 0,005 0,462 0,261 0,333 0,340 0,965 0,261 025
0,870 0,009 0,597 0,870 0,708 0,716 0,993 0,553 026
0,283 0,003 0,619 0,283 0,388 0,413 0,942 0,331 027
0,891 0,034 0,283 0,891 0,429 0,491 0,969 0,267 028
0,848 0,017 0,433 0,848 0,574 0,599 0,983 0,398 029
Weighted Avg. 0,451 0,008 0,546 0,451 0,446 0,463 0,947 0,369
=== Confusion Matrix ===
a b c d e f g h i j k l m n o p q r s t u v w x y z aa ab ac ad ae af ag ah ai aj ak al am an ao ap aq ar as at au av aw ax ay az ba bb bc bd be bf bg bh bi bj bk bl bm bn bo bp <-- classified as
37 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 6 1 | a = 030
0 21 0 0 0 0 0 0 0 0 0 0 1 2 0 0 0 0 0 0 0 2 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 1 0 0 0 0 0 2 1 1 0 0 0 3 7 | b = 031
0 0 35 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 4 0 5 0 0 0 0 0 0 0 0 | c = 032
0 0 0 38 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 5 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | d = 033
0 0 19 0 8 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 6 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 1 0 0 0 4 0 0 0 0 0 0 0 1 0 0 0 0 0 2 0 0 0 0 | e = 034
0 0 0 0 0 18 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 3 0 0 1 0 9 0 0 0 0 0 0 2 1 0 0 0 0 0 0 0 0 0 0 6 0 1 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 2 0 | f = 035
0 0 0 0 0 0 16 0 0 0 0 0 0 0 0 0 0 0 0 2 0 1 0 0 0 0 0 0 0 0 0 0 4 0 0 6 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 6 0 0 0 0 0 1 2 0 0 3 0 0 5 | g = 036
0 0 1 0 0 0 0 8 7 1 1 0 0 1 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 5 0 1 0 0 0 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 13 0 0 0 2 0 0 | h = 037
0 0 0 0 0 2 0 0 16 1 0 0 0 0 0 0 0 0 0 0 0 0 0 4 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 1 0 0 0 0 0 2 0 0 0 0 0 0 3 0 0 0 0 0 12 0 0 0 0 2 1 | i = 038
0 0 0 0 0 0 0 0 0 21 0 0 0 4 0 0 0 0 6 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 11 0 0 0 0 0 0 | j = 039
0 0 1 0 0 2 0 0 5 1 6 3 0 0 0 0 0 0 0 0 0 0 0 1 1 0 0 0 1 0 0 3 0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 10 0 0 0 6 1 1 | k = 040
0 0 0 0 0 0 0 0 0 0 0 43 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | l = 041
0 0 0 0 0 0 0 0 0 0 0 0 14 0 3 0 5 0 0 0 0 4 1 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 7 0 1 5 0 0 0 0 0 1 0 0 0 0 0 4 | m = 042
0 0 0 0 0 0 0 0 0 0 0 0 0 37 0 0 0 0 3 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 0 1 | n = 043
0 0 0 0 0 0 0 0 0 0 0 0 0 0 21 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 8 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 5 0 11 0 0 0 0 0 0 0 0 0 0 0 0 0 | o = 044
0 0 0 4 0 0 0 0 0 0 0 0 0 0 0 13 0 0 0 0 0 0 0 3 0 0 1 0 0 0 0 0 0 9 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 14 0 | p = 001
0 0 0 0 0 0 0 0 0 1 0 0 1 0 4 0 18 0 0 0 0 5 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 5 0 0 1 1 0 0 0 1 7 1 0 0 0 0 0 | q = 045
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 10 0 18 0 0 0 0 0 6 0 0 2 0 0 0 0 0 0 1 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 6 0 | r = 002
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 18 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 5 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 21 1 0 0 0 0 0 | s = 046
0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 1 0 1 0 0 0 0 0 0 0 0 0 0 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 7 0 2 0 8 0 0 0 7 0 5 0 0 0 0 0 0 8 | t = 003
0 0 7 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 18 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 6 0 8 0 1 0 0 0 0 0 0 0 0 0 0 0 4 0 0 0 0 | u = 047
0 0 0 0 0 0 0 0 0 0 0 0 0 4 0 0 3 0 0 0 0 26 0 1 0 0 0 0 0 1 0 0 0 0 0 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 2 2 0 0 0 0 0 | v = 004
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 9 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 25 0 0 0 0 0 12 0 0 0 0 0 0 0 | w = 048
0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 24 0 0 1 0 0 0 2 0 0 0 0 0 1 0 1 0 0 0 0 0 1 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 11 0 | x = 005
0 0 0 0 0 2 0 0 0 0 1 1 0 1 0 0 0 0 1 0 0 0 0 5 18 0 1 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 5 0 1 0 0 0 0 0 0 0 0 0 0 0 4 0 0 0 0 3 0 | y = 049
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 5 0 20 1 0 2 0 1 0 0 0 1 0 0 0 0 0 0 0 0 0 12 0 0 2 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | z = 006
0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 13 0 0 21 1 0 0 0 0 0 0 0 0 1 0 3 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 | aa = 007
0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 0 1 10 1 0 8 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 13 0 6 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | ab = 008
0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 4 30 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 1 6 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | ac = 009
0 0 6 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 29 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 1 0 1 0 3 0 0 0 0 5 0 0 0 | ad = 050
0 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 0 19 0 0 0 0 0 0 0 0 0 0 0 0 0 7 1 0 9 0 5 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | ae = 051
0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 29 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 12 0 0 0 | af = 052
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 17 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 19 0 0 0 4 0 4 0 0 0 0 0 0 0 | ag = 053
0 0 0 5 0 0 0 0 0 0 0 0 0 0 0 12 0 0 0 0 0 0 0 2 0 0 1 0 0 0 0 0 0 12 1 0 1 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 11 0 | ah = 010
0 0 0 7 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 1 0 0 0 0 0 0 1 0 0 0 17 0 0 0 0 0 0 0 0 0 17 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | ai = 054
0 0 4 0 0 8 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 4 0 0 0 0 0 0 14 0 0 0 0 0 0 0 0 0 0 1 3 0 2 0 0 0 0 0 0 0 1 0 0 0 6 0 0 1 0 0 0 | aj = 011
0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 22 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 21 0 | ak = 055
0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 4 0 0 0 0 0 0 0 0 0 0 0 0 4 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 3 0 2 1 10 0 0 0 6 0 3 2 0 0 2 0 0 4 | al = 012
0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 1 0 34 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 0 1 0 2 0 0 1 0 | am = 056
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 11 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 7 0 0 0 20 0 0 0 4 0 3 0 0 0 0 0 0 0 | an = 013
0 0 14 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 24 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 7 0 0 0 0 0 0 1 0 0 0 | ao = 057
0 0 0 0 0 4 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 7 0 1 0 0 4 0 0 0 0 0 0 0 0 0 0 0 0 16 0 2 3 0 0 5 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 | ap = 014
0 0 0 0 0 0 0 0 0 2 0 0 0 8 0 0 0 0 1 0 0 2 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 15 0 0 0 0 0 0 0 0 0 0 1 0 1 0 0 0 0 0 5 2 0 0 0 3 0 | aq = 058
0 0 0 0 0 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 6 0 0 0 0 7 0 0 0 0 0 0 2 1 0 0 0 0 6 0 12 1 0 0 3 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 | ar = 015
0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 13 0 0 0 0 0 0 0 0 0 0 0 0 0 29 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | as = 059
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 46 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | at = 016
0 0 17 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 21 0 0 0 0 0 0 0 0 0 0 0 0 6 0 0 0 0 0 0 0 0 | au = 017
0 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 19 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 5 0 0 14 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | av = 018
0 0 0 0 0 0 0 0 5 1 0 0 0 2 0 0 0 0 0 0 0 0 0 6 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 13 0 0 0 0 0 0 0 7 0 0 0 0 0 2 0 0 0 8 1 | aw = 019
0 0 29 0 3 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 2 0 8 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 | ax = 060
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 2 0 13 0 0 0 16 0 1 0 0 0 1 0 0 6 | ay = 061
0 0 0 5 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 12 0 0 1 0 0 0 0 0 0 0 0 0 0 0 10 0 1 0 0 0 0 0 0 0 0 0 0 8 0 0 0 0 0 0 0 0 0 0 0 4 0 0 4 0 | az = 062
0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 39 0 0 0 0 0 0 0 1 0 0 0 0 0 0 4 | ba = 063
0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 2 0 3 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 25 0 1 0 0 0 0 0 9 1 0 0 0 1 1 | bb = 020
0 0 0 0 0 0 0 0 0 0 0 0 3 0 1 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 35 0 0 0 0 0 5 0 0 0 0 0 0 0 | bc = 064
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 33 0 0 0 0 1 3 0 0 0 0 0 6 | bd = 021
0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 44 0 0 0 0 0 0 0 0 0 0 0 | be = 065
0 0 30 0 4 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 6 0 2 0 0 0 0 0 0 0 0 | bf = 022
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 11 0 0 0 18 0 0 0 8 0 5 0 0 0 0 0 0 0 | bg = 066
0 0 29 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 13 0 0 0 0 0 0 0 0 | bh = 023
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 7 0 0 0 0 0 38 0 0 0 0 0 0 0 | bi = 067
0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 5 0 0 1 0 5 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 4 0 0 0 0 0 25 0 0 1 0 0 0 | bj = 024
0 0 0 0 0 0 0 0 0 4 0 0 0 13 0 0 0 0 1 0 0 2 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 4 13 0 0 0 2 1 | bk = 068
0 0 2 2 9 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 9 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 1 0 5 0 1 0 0 0 0 0 3 0 0 0 0 0 12 0 0 0 0 | bl = 025
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 40 0 0 0 | bm = 026
0 0 6 0 0 0 0 2 0 0 5 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 11 0 0 1 13 0 0 | bn = 027
0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 41 0 | bo = 028
0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 1 0 0 0 0 0 0 0 0 0 0 0 39 | bp = 029
**************************************************FCTH.arff**************************************************
**************************************************RandomForest**************************************************
Time taken to build model: 8.59 seconds
Time taken to test model on training data: 0.3 seconds
=== Error on training data ===
Correctly Classified Instances 1200 38.3632 %
Incorrectly Classified Instances 1928 61.6368 %
Kappa statistic 0.3744
Mean absolute error 0.0204
Root mean squared error 0.1003
Relative absolute error 70.3068 %
Root relative squared error 83.3068 %
Total Number of Instances 3128
=== Detailed Accuracy By Class ===
TP Rate FP Rate Precision Recall F-Measure MCC ROC Area PRC Area Class
0,457 0,052 0,115 0,457 0,184 0,208 0,895 0,081 030
0,217 0,004 0,455 0,217 0,294 0,308 0,894 0,190 031
0,696 0,002 0,821 0,696 0,753 0,752 0,992 0,714 032
0,826 0,006 0,691 0,826 0,752 0,752 0,997 0,800 033
0,761 0,007 0,625 0,761 0,686 0,685 0,993 0,703 034
0,239 0,002 0,611 0,239 0,344 0,377 0,966 0,442 035
0,087 0,000 1,000 0,087 0,160 0,293 0,923 0,239 036
0,000 0,000 0,000 0,000 0,000 0,000 0,891 0,083 037
0,043 0,000 1,000 0,043 0,083 0,207 0,896 0,149 038
0,217 0,002 0,588 0,217 0,317 0,352 0,909 0,235 039
0,000 0,000 0,000 0,000 0,000 0,000 0,881 0,073 040
0,891 0,002 0,854 0,891 0,872 0,871 0,998 0,930 041
0,000 0,000 0,000 0,000 0,000 0,000 0,888 0,075 042
0,043 0,003 0,167 0,043 0,069 0,078 0,883 0,068 043
0,000 0,000 0,000 0,000 0,000 0,000 0,870 0,070 044
0,326 0,012 0,288 0,326 0,306 0,296 0,982 0,411 001
0,174 0,007 0,258 0,174 0,208 0,202 0,891 0,106 045
0,478 0,004 0,629 0,478 0,543 0,542 0,982 0,583 002
0,543 0,010 0,455 0,543 0,495 0,489 0,979 0,426 046
0,000 0,000 0,000 0,000 0,000 0,000 0,892 0,118 003
0,543 0,005 0,641 0,543 0,588 0,585 0,992 0,703 047
0,087 0,003 0,333 0,087 0,138 0,164 0,878 0,089 004
0,065 0,003 0,231 0,065 0,102 0,116 0,886 0,085 048
0,630 0,028 0,250 0,630 0,358 0,384 0,975 0,343 005
0,391 0,002 0,750 0,391 0,514 0,537 0,966 0,448 049
0,630 0,004 0,690 0,630 0,659 0,655 0,993 0,777 006
0,587 0,003 0,750 0,587 0,659 0,659 0,988 0,672 007
0,348 0,007 0,432 0,348 0,386 0,380 0,979 0,460 008
0,391 0,001 0,900 0,391 0,545 0,590 0,981 0,602 009
0,761 0,002 0,875 0,761 0,814 0,813 0,982 0,763 050
0,739 0,007 0,607 0,739 0,667 0,665 0,995 0,760 051
0,087 0,000 1,000 0,087 0,160 0,293 0,887 0,143 052
0,000 0,000 0,000 0,000 0,000 0,000 0,888 0,095 053
0,391 0,004 0,600 0,391 0,474 0,478 0,977 0,463 010
0,739 0,004 0,739 0,739 0,739 0,735 0,996 0,809 054
0,326 0,014 0,254 0,326 0,286 0,276 0,927 0,238 011
0,848 0,007 0,639 0,848 0,729 0,732 0,996 0,695 055
0,043 0,001 0,500 0,043 0,080 0,144 0,886 0,118 012
0,522 0,004 0,649 0,522 0,578 0,576 0,990 0,655 056
0,087 0,002 0,364 0,087 0,140 0,172 0,875 0,120 013
0,239 0,003 0,550 0,239 0,333 0,357 0,978 0,457 057
0,413 0,000 1,000 0,413 0,585 0,640 0,984 0,636 014
0,413 0,032 0,160 0,413 0,230 0,239 0,957 0,318 058
0,435 0,005 0,571 0,435 0,494 0,492 0,973 0,585 015
0,522 0,006 0,545 0,522 0,533 0,527 0,989 0,607 059
0,978 0,000 0,978 0,978 0,978 0,978 1,000 0,997 016
0,652 0,000 1,000 0,652 0,789 0,805 0,992 0,794 017
0,804 0,010 0,536 0,804 0,643 0,651 0,992 0,765 018
0,435 0,008 0,435 0,435 0,435 0,426 0,960 0,292 019
0,304 0,002 0,700 0,304 0,424 0,457 0,987 0,532 060
0,000 0,000 0,000 0,000 0,000 0,000 0,903 0,138 061
0,261 0,005 0,462 0,261 0,333 0,340 0,978 0,384 062
0,087 0,007 0,160 0,087 0,113 0,108 0,890 0,082 063
0,000 0,000 0,000 0,000 0,000 0,000 0,890 0,079 020
0,065 0,003 0,231 0,065 0,102 0,116 0,886 0,088 064
0,000 0,000 0,000 0,000 0,000 0,000 0,882 0,066 021
0,196 0,002 0,563 0,196 0,290 0,326 0,915 0,254 065
0,870 0,008 0,606 0,870 0,714 0,721 0,997 0,872 022
0,391 0,019 0,234 0,391 0,293 0,289 0,913 0,146 066
0,826 0,003 0,826 0,826 0,826 0,823 0,998 0,889 023
0,978 0,236 0,058 0,978 0,110 0,207 0,879 0,058 067
0,174 0,007 0,276 0,174 0,213 0,210 0,895 0,121 024
0,391 0,005 0,563 0,391 0,462 0,463 0,954 0,384 068
0,630 0,008 0,537 0,630 0,580 0,575 0,993 0,599 025
0,957 0,024 0,373 0,957 0,537 0,589 0,991 0,615 026
0,413 0,002 0,760 0,413 0,535 0,556 0,980 0,566 027
0,174 0,008 0,250 0,174 0,205 0,199 0,902 0,116 028
0,261 0,007 0,364 0,261 0,304 0,299 0,906 0,169 029
Weighted Avg. 0,384 0,009 0,478 0,384 0,379 0,394 0,944 0,399
=== Confusion Matrix ===
a b c d e f g h i j k l m n o p q r s t u v w x y z aa ab ac ad ae af ag ah ai aj ak al am an ao ap aq ar as at au av aw ax ay az ba bb bc bd be bf bg bh bi bj bk bl bm bn bo bp <-- classified as
21 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 23 1 0 0 0 0 0 0 | a = 030
7 10 0 0 0 0 0 0 0 0 0 0 0 0 0 0 5 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 20 0 0 0 2 0 1 1 | b = 031
0 0 32 0 1 0 0 0 0 0 0 1 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 1 0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 3 0 1 0 0 0 0 1 0 0 0 | c = 032
0 0 0 38 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 6 1 0 0 0 | d = 033
0 0 0 0 35 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 2 0 0 3 0 1 0 1 0 0 0 0 0 0 0 1 0 0 0 0 2 0 0 0 | e = 034
0 0 0 0 0 11 0 0 0 0 0 0 0 0 0 2 0 9 3 0 0 0 0 6 0 0 0 1 0 0 0 0 0 0 0 4 0 0 0 0 0 0 6 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 1 2 0 0 | f = 035
3 0 0 0 0 0 4 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 4 0 0 0 0 0 16 0 12 2 0 0 2 0 0 0 | g = 036
18 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 15 1 0 0 5 0 2 0 | h = 037
10 0 0 0 0 0 0 0 2 4 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 11 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 12 1 0 0 1 0 1 0 | i = 038
1 0 0 0 0 0 0 0 0 10 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 7 0 0 0 0 0 0 0 0 0 1 0 2 0 3 0 0 0 17 0 3 0 1 0 0 0 | j = 039
17 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 9 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 14 1 0 0 2 0 1 0 | k = 040
0 0 0 0 0 0 0 0 0 0 0 41 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 0 0 0 | l = 041
19 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 1 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 23 1 0 0 0 0 0 0 | m = 042
0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 40 0 0 0 1 0 0 3 | n = 043
10 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 27 4 0 0 1 0 0 0 | o = 044
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 15 0 0 4 0 0 0 0 1 0 0 0 2 0 0 1 0 0 9 0 0 1 0 5 0 1 0 0 1 1 0 0 0 0 0 0 3 0 0 0 0 0 0 0 1 0 0 0 0 1 0 0 0 | p = 001
13 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 8 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 23 0 0 0 0 0 0 0 | q = 045
0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 1 0 22 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 4 0 0 0 0 1 0 6 3 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 2 1 0 0 0 | r = 002
0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 25 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 8 0 1 0 0 0 7 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 1 0 0 1 | s = 046
4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 3 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 14 0 21 0 0 0 0 0 2 0 | t = 003
0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 25 0 0 0 0 0 0 2 0 0 10 0 0 0 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 4 1 0 0 0 | u = 047
14 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 25 0 0 0 1 0 0 0 | v = 004
0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 35 0 0 0 5 0 0 2 | w = 048
0 0 0 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0 1 0 1 0 0 29 0 4 1 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 1 2 0 0 | x = 005
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 18 0 0 1 0 0 0 0 0 0 0 5 0 0 0 0 1 0 10 1 0 0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 1 0 1 | y = 049
0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 3 0 0 0 0 0 0 0 2 0 29 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 8 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 | z = 006
0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 3 0 2 27 2 2 0 0 0 0 0 0 0 1 0 0 0 1 0 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 1 0 0 0 | aa = 007
0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 3 0 0 16 0 0 0 16 0 0 3 0 0 0 0 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 0 0 0 | ab = 008
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 1 0 0 0 0 7 0 4 3 1 18 0 1 0 0 0 0 2 0 0 0 0 0 0 0 2 2 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 1 0 0 0 | ac = 009
0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 35 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 4 0 0 0 5 0 0 0 | ad = 050
0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 4 0 0 0 0 0 0 2 0 0 34 0 0 0 0 0 0 0 1 0 1 0 0 0 1 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | ae = 051
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 40 0 0 0 1 0 0 0 | af = 052
12 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 5 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 23 0 0 0 0 0 0 0 | ag = 053
0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 7 0 0 3 0 0 0 0 6 0 0 0 3 0 0 1 0 0 18 0 2 0 0 1 0 0 0 0 1 1 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 | ah = 010
0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 34 0 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 1 0 0 1 | ai = 054
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 15 0 0 0 0 0 0 9 0 0 0 0 0 8 0 0 0 0 0 0 0 0 0 0 0 11 0 0 0 2 0 0 0 | aj = 011
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 4 0 39 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 | ak = 055
4 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 8 0 23 0 0 0 0 0 0 1 | al = 012
0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 2 0 0 0 0 0 0 1 0 0 3 0 0 0 0 0 1 0 24 0 0 0 0 0 1 0 0 0 0 0 0 2 0 0 0 0 0 0 0 2 0 0 0 4 1 1 0 0 | am = 056
6 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 5 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 23 0 0 0 0 0 0 0 | an = 013
0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 1 0 0 15 0 1 0 0 0 0 0 0 0 0 4 0 1 0 1 0 11 0 0 2 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 3 0 0 0 | ao = 057
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 2 0 0 0 1 3 0 0 0 0 0 0 1 0 0 3 0 3 0 0 1 0 0 19 0 1 2 0 0 6 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 | ap = 014
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 4 0 0 0 0 0 0 19 0 0 0 0 0 11 0 0 0 0 0 0 0 0 0 0 0 7 0 3 0 0 0 0 1 | aq = 058
0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 1 0 0 1 0 0 0 0 2 6 0 1 0 0 2 0 0 0 0 0 4 0 0 0 0 0 0 4 20 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 1 1 0 0 0 0 0 0 0 | ar = 015
0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 2 0 0 1 0 0 0 0 1 0 0 1 2 0 0 0 0 0 0 1 0 1 0 1 0 0 0 0 0 24 0 0 5 0 0 0 1 0 0 0 0 0 3 0 0 0 0 0 1 1 0 0 0 | as = 059
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 45 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | at = 016
0 0 0 0 2 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 4 0 0 0 0 0 0 1 0 0 0 30 5 0 0 0 0 0 0 0 0 0 1 0 1 0 0 0 0 0 0 0 0 | au = 017
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 5 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 37 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 | av = 018
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 4 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 14 0 0 0 0 0 20 0 0 0 0 0 0 0 0 0 0 0 6 0 0 0 0 0 0 0 | aw = 019
0 0 6 0 11 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 1 0 0 0 0 1 1 0 0 0 0 1 0 0 0 2 0 0 5 0 14 0 1 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 | ax = 060
3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 18 0 18 2 0 0 0 0 3 0 | ay = 061
0 0 0 0 1 1 0 0 0 0 0 0 0 0 0 4 0 0 0 0 3 0 0 14 0 1 0 1 0 0 1 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 12 0 0 0 0 0 0 0 1 0 0 2 3 1 0 0 0 | az = 062
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 4 0 0 0 0 0 0 0 35 0 0 0 1 0 6 0 | ba = 063
19 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 23 0 0 0 0 0 0 0 | bb = 020
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 3 0 0 0 0 0 32 4 0 0 1 0 2 1 | bc = 064
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 41 0 0 0 1 0 0 2 | bd = 021
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 3 0 9 0 0 0 22 2 5 0 1 0 1 2 | be = 065
0 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 40 0 0 0 0 0 0 1 0 0 0 | bf = 022
1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 18 0 18 2 0 0 0 0 1 0 | bg = 066
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 5 0 38 0 0 0 0 1 0 0 0 | bh = 023
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 45 0 0 0 1 0 0 0 | bi = 067
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 2 0 0 0 0 0 27 8 0 0 4 0 4 0 | bj = 024
0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 6 0 0 0 0 0 2 0 0 1 0 0 0 0 4 0 0 0 7 0 18 0 1 0 0 1 | bk = 068
0 0 0 10 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 2 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 29 2 0 0 0 | bl = 025
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 44 0 0 0 | bm = 026
0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 4 4 0 0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 5 0 0 0 0 0 0 3 3 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 1 19 0 0 | bn = 027
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 4 0 0 0 0 0 0 0 28 0 0 0 1 0 8 3 | bo = 028
0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 28 0 0 0 5 0 0 12 | bp = 029
=== Stratified cross-validation ===
Correctly Classified Instances 944 30.179 %
Incorrectly Classified Instances 2184 69.821 %
Kappa statistic 0.2914
Mean absolute error 0.0221
Root mean squared error 0.1077
Relative absolute error 76.1682 %
Root relative squared error 89.443 %
Total Number of Instances 3128
=== Detailed Accuracy By Class ===
TP Rate FP Rate Precision Recall F-Measure MCC ROC Area PRC Area Class
0,413 0,048 0,114 0,413 0,178 0,195 0,854 0,067 030
0,196 0,004 0,409 0,196 0,265 0,276 0,846 0,144 031
0,630 0,004 0,707 0,630 0,667 0,663 0,886 0,503 032
0,739 0,007 0,618 0,739 0,673 0,671 0,973 0,681 033
0,565 0,010 0,464 0,565 0,510 0,504 0,917 0,477 034
0,196 0,003 0,474 0,196 0,277 0,298 0,882 0,311 035
0,065 0,004 0,214 0,065 0,100 0,111 0,880 0,182 036
0,000 0,000 0,000 0,000 0,000 0,000 0,851 0,071 037
0,043 0,000 1,000 0,043 0,083 0,207 0,811 0,122 038
0,217 0,002 0,588 0,217 0,317 0,352 0,827 0,169 039
0,000 0,000 0,000 0,000 0,000 0,000 0,791 0,054 040
0,761 0,003 0,778 0,761 0,769 0,766 0,942 0,841 041
0,000 0,000 0,000 0,000 0,000 0,000 0,825 0,057 042
0,000 0,003 0,000 0,000 0,000 -0,007 0,851 0,056 043
0,000 0,001 0,000 0,000 0,000 -0,004 0,812 0,049 044
0,174 0,012 0,182 0,174 0,178 0,166 0,833 0,200 001
0,065 0,006 0,136 0,065 0,088 0,085 0,846 0,077 045
0,348 0,007 0,421 0,348 0,381 0,374 0,918 0,424 002
0,500 0,012 0,390 0,500 0,438 0,432 0,904 0,271 046
0,000 0,002 0,000 0,000 0,000 -0,006 0,846 0,086 003
0,391 0,009 0,383 0,391 0,387 0,378 0,906 0,519 047
0,000 0,002 0,000 0,000 0,000 -0,005 0,826 0,072 004
0,000 0,004 0,000 0,000 0,000 -0,007 0,855 0,068 048
0,587 0,030 0,225 0,587 0,325 0,349 0,887 0,191 005
0,348 0,002 0,727 0,348 0,471 0,498 0,844 0,347 049
0,500 0,005 0,605 0,500 0,548 0,544 0,938 0,620 006
0,391 0,008 0,409 0,391 0,400 0,391 0,838 0,388 007
0,152 0,004 0,350 0,152 0,212 0,223 0,895 0,214 008
0,348 0,004 0,593 0,348 0,438 0,448 0,914 0,478 009
0,609 0,002 0,848 0,609 0,709 0,715 0,926 0,619 050
0,587 0,009 0,482 0,587 0,529 0,524 0,913 0,595 051
0,065 0,000 0,750 0,065 0,120 0,219 0,854 0,104 052
0,000 0,001 0,000 0,000 0,000 -0,004 0,839 0,060 053
0,239 0,006 0,367 0,239 0,289 0,288 0,858 0,211 010
0,630 0,005 0,644 0,630 0,637 0,632 0,948 0,674 054
0,152 0,011 0,167 0,152 0,159 0,147 0,872 0,184 011
0,761 0,007 0,603 0,761 0,673 0,672 0,928 0,510 055
0,000 0,001 0,000 0,000 0,000 -0,004 0,819 0,051 012
0,413 0,005 0,543 0,413 0,469 0,467 0,871 0,482 056
0,022 0,003 0,111 0,022 0,036 0,043 0,792 0,066 013
0,087 0,005 0,211 0,087 0,123 0,127 0,882 0,160 057
0,478 0,006 0,564 0,478 0,518 0,513 0,909 0,546 014
0,196 0,025 0,103 0,196 0,135 0,125 0,917 0,222 058
0,348 0,003 0,615 0,348 0,444 0,457 0,884 0,490 015
0,413 0,015 0,297 0,413 0,345 0,339 0,908 0,339 059
0,913 0,002 0,875 0,913 0,894 0,892 0,989 0,943 016
0,543 0,000 0,962 0,543 0,694 0,720 0,918 0,663 017
0,609 0,007 0,560 0,609 0,583 0,577 0,942 0,635 018
0,435 0,019 0,256 0,435 0,323 0,321 0,892 0,206 019
0,152 0,007 0,233 0,152 0,184 0,179 0,863 0,225 060
0,109 0,010 0,143 0,109 0,123 0,113 0,834 0,100 061
0,109 0,012 0,116 0,109 0,112 0,100 0,862 0,146 062
0,000 0,003 0,000 0,000 0,000 -0,007 0,867 0,070 063
0,022 0,006 0,053 0,022 0,031 0,025 0,849 0,061 020
0,000 0,002 0,000 0,000 0,000 -0,006 0,825 0,060 064
0,022 0,023 0,014 0,022 0,017 -0,001 0,859 0,056 021
0,152 0,005 0,318 0,152 0,206 0,212 0,858 0,179 065
0,652 0,005 0,682 0,652 0,667 0,662 0,928 0,711 022
0,109 0,012 0,119 0,109 0,114 0,101 0,818 0,098 066
0,630 0,006 0,617 0,630 0,624 0,618 0,928 0,680 023
0,870 0,215 0,057 0,870 0,107 0,189 0,861 0,051 067
0,174 0,007 0,276 0,174 0,213 0,210 0,863 0,100 024
0,326 0,007 0,417 0,326 0,366 0,360 0,850 0,226 068
0,522 0,008 0,480 0,522 0,500 0,493 0,954 0,425 025
0,870 0,025 0,345 0,870 0,494 0,538 0,949 0,448 026
0,348 0,009 0,372 0,348 0,360 0,351 0,941 0,398 027
0,174 0,010 0,200 0,174 0,186 0,175 0,866 0,094 028
0,152 0,007 0,250 0,152 0,189 0,186 0,882 0,129 029
Weighted Avg. 0,302 0,010 0,345 0,302 0,292 0,297 0,878 0,290
=== Confusion Matrix ===
a b c d e f g h i j k l m n o p q r s t u v w x y z aa ab ac ad ae af ag ah ai aj ak al am an ao ap aq ar as at au av aw ax ay az ba bb bc bd be bf bg bh bi bj bk bl bm bn bo bp <-- classified as
19 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 2 0 0 0 0 21 1 0 0 0 0 0 0 | a = 030
6 9 0 0 0 0 0 0 0 0 0 0 0 0 0 0 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 1 0 0 0 0 19 0 0 0 2 0 1 1 | b = 031
0 0 29 0 1 0 0 0 0 0 0 1 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 1 0 0 0 4 0 0 0 0 1 0 1 0 0 0 0 0 3 0 2 0 0 0 0 1 0 0 0 | c = 032
0 0 0 34 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 1 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 6 1 0 0 0 | d = 033
0 0 0 0 26 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 1 0 0 1 0 0 0 0 0 0 0 0 0 1 0 0 0 1 1 0 0 2 0 0 2 0 3 0 2 0 0 0 0 0 0 0 2 0 0 0 0 2 0 0 0 | e = 034
0 0 0 0 0 9 0 0 0 0 0 0 0 0 0 1 0 9 3 0 1 0 0 6 0 0 0 0 0 0 0 0 0 0 0 4 0 0 0 0 0 0 3 0 0 0 0 0 3 0 0 1 0 0 0 0 0 0 0 0 0 0 1 0 1 4 0 0 | f = 035
3 0 0 0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 1 0 0 0 0 0 0 0 6 0 3 0 0 2 0 0 10 0 10 2 0 0 2 0 1 0 | g = 036
17 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 2 0 0 0 0 1 0 2 0 0 0 0 13 1 0 0 5 0 2 0 | h = 037
8 0 0 0 0 0 0 0 2 4 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 9 0 0 0 0 0 4 0 0 0 0 2 0 0 0 0 0 0 12 1 0 0 1 0 1 0 | i = 038
1 0 0 0 0 0 0 0 0 10 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 7 0 0 0 0 0 0 0 0 0 1 0 0 0 5 0 0 0 17 0 3 0 1 0 0 0 | j = 039
15 0 0 0 0 0 1 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 6 0 0 0 0 0 3 0 0 0 0 2 0 1 0 0 0 0 13 1 0 0 2 0 1 0 | k = 040
0 0 1 0 0 0 0 0 0 0 0 35 0 0 0 0 0 0 1 0 1 0 0 0 0 0 0 1 0 0 0 0 0 0 3 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 1 0 0 0 | l = 041
18 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 1 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 2 0 0 0 0 21 1 0 0 0 0 0 0 | m = 042
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 4 0 0 0 0 36 0 0 0 1 0 0 3 | n = 043
10 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 2 4 0 0 0 0 23 4 0 0 1 0 0 0 | o = 044
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 8 0 0 4 0 0 0 0 1 0 0 1 1 0 0 3 0 0 11 0 0 1 0 4 0 0 1 0 1 1 0 0 0 0 1 0 5 0 0 0 0 0 0 0 2 0 0 0 0 1 0 0 0 | p = 001
10 1 0 0 0 0 0 0 0 0 0 0 0 1 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 3 1 1 0 0 0 0 22 0 0 0 0 0 0 0 | q = 045
0 0 0 0 0 4 0 0 0 0 0 0 0 0 0 3 0 16 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 4 0 0 0 0 0 0 5 2 0 0 0 0 1 1 0 1 0 0 0 0 0 0 0 0 0 0 0 2 1 4 0 0 | r = 002
0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 23 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 8 0 1 0 0 0 6 0 1 0 0 0 1 0 0 0 0 0 0 1 0 0 0 0 0 0 0 1 1 0 0 1 | s = 046
3 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 3 0 0 0 0 0 0 0 0 0 0 7 0 0 1 0 1 0 0 7 0 20 0 0 0 0 0 2 0 | t = 003
0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 18 0 0 0 0 0 1 3 0 0 10 0 0 0 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 5 0 0 0 0 0 0 0 0 0 0 1 3 1 0 0 0 | u = 047
13 0 0 0 0 0 1 0 0 0 0 0 0 1 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 2 0 0 0 0 23 0 0 0 1 0 0 0 | v = 004
0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 7 0 0 0 0 30 0 0 0 5 0 1 2 | w = 048
0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 1 0 0 27 0 4 2 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 2 0 1 0 0 0 1 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 1 2 0 0 | x = 005
0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 16 0 0 0 0 0 1 0 0 0 0 4 0 0 0 0 0 0 7 1 0 0 0 0 6 1 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 3 0 1 | y = 049
0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 2 0 0 0 0 0 0 0 4 0 23 1 0 3 0 0 0 0 0 0 0 0 0 0 0 1 1 0 0 1 0 0 7 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 | z = 006
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 6 0 3 18 0 3 0 2 0 0 1 0 0 1 0 0 0 1 0 0 0 5 0 0 1 0 2 0 1 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 | aa = 007
0 0 0 4 0 0 0 0 0 0 0 1 0 0 0 1 0 0 0 0 3 0 0 16 0 0 1 7 1 0 4 0 0 0 0 0 1 0 1 0 0 0 0 0 2 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 1 1 0 0 0 | ab = 008
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 0 0 0 0 7 0 4 4 1 16 0 1 0 0 1 0 1 0 0 0 0 0 0 0 1 5 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 1 1 0 0 | ac = 009
0 0 0 0 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 28 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 3 0 0 0 0 0 0 0 0 0 1 4 0 0 0 5 0 0 0 | ad = 050
0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 8 0 0 0 0 0 2 1 0 0 27 0 0 0 0 0 0 0 1 0 1 0 0 0 1 1 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | ae = 051
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 38 0 0 0 2 0 0 0 | af = 052
12 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 4 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 23 0 0 0 0 0 0 0 | ag = 053
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 10 0 0 3 0 1 0 0 6 0 0 0 0 1 0 2 0 0 11 0 1 0 0 1 0 0 3 0 1 1 0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 1 1 0 0 | ah = 010
0 0 0 0 0 0 0 0 0 0 0 4 0 0 0 0 0 0 0 0 2 0 0 0 0 1 0 0 0 0 1 0 0 0 29 0 4 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 1 0 0 1 | ai = 054
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 7 0 0 0 0 0 0 7 0 0 0 0 0 10 0 0 0 0 0 0 0 0 0 0 0 11 0 3 0 2 5 0 0 | aj = 011
0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 4 0 35 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 | ak = 055
4 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 3 0 0 5 0 20 0 0 0 0 0 0 1 | al = 012
0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 5 0 0 0 0 3 0 0 0 0 0 0 1 0 0 2 0 0 0 0 0 1 0 19 0 0 0 0 0 3 0 0 0 0 0 0 3 0 0 0 0 0 0 0 2 0 0 0 4 1 1 0 0 | am = 056
6 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 4 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 1 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 4 0 0 2 0 20 0 0 0 0 0 0 0 | an = 013
0 0 0 3 1 0 0 0 0 0 0 0 0 0 0 1 0 2 0 0 2 0 0 15 0 0 0 0 0 0 0 0 0 0 5 0 1 0 1 0 4 0 0 0 0 3 0 0 0 1 0 2 0 0 0 0 0 0 0 0 0 0 0 1 4 0 0 0 | ao = 057
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 1 2 0 0 0 1 3 0 0 1 0 0 0 1 0 0 3 0 2 0 0 1 0 0 22 0 0 3 0 0 2 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 | ap = 014
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 5 0 0 0 0 0 0 9 0 0 0 0 0 20 0 0 0 0 0 0 0 0 0 0 0 7 0 3 0 0 0 0 1 | aq = 058
0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 1 0 3 1 0 0 0 0 2 6 0 2 0 0 1 0 0 0 0 0 2 0 0 1 0 0 0 1 16 1 0 0 0 3 1 0 0 0 0 0 0 0 1 0 0 1 0 0 0 0 2 0 0 | ar = 015
0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 2 0 0 1 0 0 0 0 1 0 0 6 1 1 0 1 0 0 1 1 0 1 0 1 0 0 2 0 0 19 1 0 2 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 0 0 0 | as = 059
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 42 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 | at = 016
0 0 0 0 2 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 2 0 0 0 0 0 4 1 0 1 0 25 4 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 2 0 0 | au = 017
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 5 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 2 0 1 28 0 2 0 1 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 | av = 018
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 4 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 13 0 0 0 0 0 20 0 0 0 0 0 0 1 0 0 0 0 5 0 1 0 0 0 0 0 | aw = 019
0 0 7 0 13 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 1 0 0 0 0 0 1 0 0 1 0 0 0 0 0 0 0 0 0 0 1 2 0 0 5 0 0 4 0 7 0 0 0 0 0 0 0 1 0 0 0 0 0 0 1 1 0 0 | ax = 060
3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 5 0 0 0 0 1 0 0 13 0 17 2 0 0 0 0 4 0 | ay = 061
0 0 0 0 2 1 0 0 0 0 0 0 0 0 0 6 0 0 0 0 4 0 0 14 0 0 0 1 0 0 1 0 0 2 1 0 0 0 1 0 0 0 0 0 0 0 0 0 0 1 0 5 0 0 0 0 0 0 0 2 0 0 2 2 1 0 0 0 | az = 062
0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 5 0 0 0 0 30 0 0 0 1 0 8 0 | ba = 063
18 0 0 0 0 0 1 0 0 0 0 0 0 1 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 2 0 0 0 0 21 0 0 0 0 0 0 0 | bb = 020
0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 4 3 0 0 0 28 4 0 0 1 0 2 1 | bc = 064
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 40 0 0 0 1 0 0 2 | bd = 021
0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 2 7 0 0 0 20 2 7 0 1 0 1 2 | be = 065
0 0 3 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 2 0 0 0 0 0 0 0 30 0 5 0 0 0 0 1 0 0 0 | bf = 022
1 1 0 0 0 0 1 0 0 0 0 0 0 0 0 0 2 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 13 0 0 0 0 1 0 0 5 0 17 2 0 0 0 0 2 0 | bg = 066
0 0 1 0 2 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 1 0 1 0 0 0 0 0 7 0 29 0 0 0 0 1 0 0 0 | bh = 023
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 5 0 0 0 0 40 0 0 0 1 0 0 0 | bi = 067
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 1 3 1 0 0 0 24 8 0 0 4 0 4 0 | bj = 024
0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 5 0 0 0 0 0 4 0 0 1 0 0 0 1 6 0 0 0 6 0 15 0 1 0 0 1 | bk = 068
0 0 0 10 0 0 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 1 0 2 0 0 0 2 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 24 2 0 0 0 | bl = 025
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 1 0 0 0 0 1 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 40 0 0 0 | bm = 026
0 0 0 0 0 4 0 0 0 0 0 0 0 0 0 0 0 4 4 0 0 0 0 3 0 0 0 0 1 0 0 0 0 0 0 5 0 0 1 0 0 0 3 2 1 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 1 16 0 0 | bn = 027
0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 5 0 0 0 0 24 0 0 0 1 0 8 3 | bo = 028
0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 2 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 25 0 0 0 5 0 2 7 | bp = 029
**************************************************SMO**************************************************
Time taken to build model: 3.88 seconds
Time taken to test model on training data: 0.69 seconds
=== Error on training data ===
Correctly Classified Instances 662 21.1637 %
Incorrectly Classified Instances 2466 78.8363 %
Kappa statistic 0.1999
Mean absolute error 0.0286
Root mean squared error 0.1193
Relative absolute error 98.858 %
Root relative squared error 99.104 %
Total Number of Instances 3128
=== Detailed Accuracy By Class ===
TP Rate FP Rate Precision Recall F-Measure MCC ROC Area PRC Area Class
0,000 0,000 0,000 0,000 0,000 0,000 0,820 0,066 030
0,065 0,002 0,375 0,065 0,111 0,152 0,831 0,129 031
0,500 0,011 0,411 0,500 0,451 0,444 0,942 0,295 032
0,565 0,021 0,286 0,565 0,380 0,390 0,975 0,270 033
0,543 0,012 0,410 0,543 0,467 0,463 0,946 0,352 034
0,348 0,010 0,348 0,348 0,348 0,338 0,890 0,197 035
0,000 0,005 0,000 0,000 0,000 -0,008 0,822 0,090 036
0,000 0,000 0,000 0,000 0,000 0,000 0,806 0,052 037
0,000 0,000 0,000 0,000 0,000 0,000 0,720 0,038 038
0,000 0,001 0,000 0,000 0,000 -0,004 0,778 0,038 039
0,000 0,000 0,000 0,000 0,000 0,000 0,785 0,051 040
0,826 0,007 0,633 0,826 0,717 0,719 0,972 0,547 041
0,000 0,000 0,000 0,000 0,000 0,000 0,822 0,059 042
0,913 0,279 0,047 0,913 0,089 0,169 0,851 0,052 043
0,000 0,000 0,000 0,000 0,000 0,000 0,839 0,054 044
0,000 0,002 0,000 0,000 0,000 -0,006 0,868 0,143 001
0,478 0,071 0,092 0,478 0,154 0,184 0,817 0,056 045
0,022 0,000 0,500 0,022 0,042 0,102 0,892 0,233 002
0,630 0,022 0,296 0,630 0,403 0,420 0,945 0,187 046
0,000 0,000 0,000 0,000 0,000 0,000 0,847 0,097 003
0,326 0,010 0,326 0,326 0,326 0,316 0,951 0,182 047
0,000 0,000 0,000 0,000 0,000 0,000 0,845 0,055 004
0,000 0,000 0,000 0,000 0,000 0,000 0,867 0,061 048
0,630 0,085 0,100 0,630 0,172 0,226 0,864 0,092 005
0,370 0,002 0,739 0,370 0,493 0,518 0,884 0,344 049
0,391 0,000 1,000 0,391 0,563 0,623 0,946 0,561 006
0,130 0,001 0,750 0,130 0,222 0,309 0,918 0,300 007
0,087 0,012 0,095 0,087 0,091 0,078 0,912 0,097 008
0,196 0,003 0,529 0,196 0,286 0,316 0,895 0,227 009
0,565 0,052 0,140 0,565 0,224 0,261 0,859 0,115 050
0,196 0,013 0,180 0,196 0,187 0,175 0,935 0,146 051
0,000 0,000 0,000 0,000 0,000 0,000 0,847 0,047 052
0,000 0,000 0,000 0,000 0,000 0,000 0,820 0,072 053
0,391 0,013 0,316 0,391 0,350 0,341 0,860 0,160 010
0,239 0,007 0,333 0,239 0,278 0,273 0,965 0,324 054
0,000 0,001 0,000 0,000 0,000 -0,003 0,811 0,083 011
0,478 0,016 0,310 0,478 0,376 0,374 0,971 0,274 055
0,000 0,000 0,000 0,000 0,000 0,000 0,829 0,080 012
0,000 0,000 0,000 0,000 0,000 -0,002 0,915 0,125 056
0,000 0,000 0,000 0,000 0,000 0,000 0,829 0,060 013
0,000 0,000 0,000 0,000 0,000 -0,002 0,903 0,117 057
0,239 0,001 0,846 0,239 0,373 0,446 0,893 0,345 014
0,000 0,002 0,000 0,000 0,000 -0,006 0,885 0,140 058
0,261 0,006 0,400 0,261 0,316 0,315 0,863 0,242 015
0,022 0,007 0,045 0,022 0,029 0,021 0,911 0,110 059
0,913 0,006 0,677 0,913 0,778 0,783 0,995 0,680 016
0,457 0,002 0,750 0,457 0,568 0,581 0,911 0,422 017
0,761 0,017 0,402 0,761 0,526 0,545 0,946 0,321 018
0,457 0,027 0,202 0,457 0,280 0,288 0,863 0,142 019
0,087 0,003 0,333 0,087 0,138 0,164 0,933 0,207 060
0,000 0,000 0,000 0,000 0,000 0,000 0,845 0,117 061
0,000 0,000 0,000 0,000 0,000 -0,002 0,901 0,079 062
0,000 0,000 0,000 0,000 0,000 0,000 0,841 0,045 063
0,000 0,004 0,000 0,000 0,000 -0,008 0,816 0,058 020
0,000 0,000 0,000 0,000 0,000 0,000 0,841 0,054 064
0,000 0,000 0,000 0,000 0,000 0,000 0,862 0,055 021
0,000 0,000 0,000 0,000 0,000 0,000 0,825 0,074 065
0,674 0,004 0,705 0,674 0,689 0,685 0,968 0,546 022
0,391 0,024 0,196 0,391 0,261 0,262 0,855 0,108 066
0,696 0,002 0,842 0,696 0,762 0,762 0,970 0,655 023
0,000 0,005 0,000 0,000 0,000 -0,008 0,863 0,053 067
0,109 0,004 0,313 0,109 0,161 0,177 0,861 0,086 024
0,000 0,000 0,000 0,000 0,000 0,000 0,873 0,081 068
0,000 0,000 0,000 0,000 0,000 0,000 0,951 0,201 025
0,435 0,029 0,182 0,435 0,256 0,265 0,931 0,143 026
0,000 0,000 0,000 0,000 0,000 0,000 0,909 0,332 027
0,000 0,000 0,000 0,000 0,000 0,000 0,862 0,072 028
0,000 0,000 0,000 0,000 0,000 0,000 0,877 0,066 029
Weighted Avg. 0,212 0,012 0,207 0,212 0,174 0,183 0,880 0,176
=== Confusion Matrix ===
a b c d e f g h i j k l m n o p q r s t u v w x y z aa ab ac ad ae af ag ah ai aj ak al am an ao ap aq ar as at au av aw ax ay az ba bb bc bd be bf bg bh bi bj bk bl bm bn bo bp <-- classified as
0 0 0 0 0 0 0 0 0 0 0 0 0 23 0 0 21 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 1 0 0 0 | a = 030
0 3 0 0 0 0 7 0 0 0 0 0 0 23 0 0 12 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 | b = 031
0 0 23 0 1 0 0 0 0 0 0 1 0 0 0 0 0 0 1 0 0 0 0 6 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 8 0 3 0 0 0 0 1 0 0 0 | c = 032
0 0 0 26 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 14 0 0 0 0 0 0 0 0 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 | d = 033
0 0 0 1 25 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 0 1 2 0 0 0 0 0 3 0 0 0 0 0 0 0 0 3 0 3 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 | e = 034
0 0 0 0 0 16 0 0 0 0 0 0 0 1 0 0 0 1 3 0 0 0 0 10 0 0 0 0 0 10 0 0 0 0 0 0 0 0 0 0 0 0 0 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 | f = 035
0 0 0 0 0 0 0 0 0 0 0 0 0 19 0 0 4 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 18 0 0 2 0 0 0 0 0 0 | g = 036
0 0 0 0 0 0 0 0 0 0 0 0 0 22 0 0 18 0 0 0 0 0 0 0 0 0 0 0 0 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 1 0 0 0 | h = 037
0 0 0 0 0 0 0 0 0 0 0 0 0 13 0 0 13 0 0 0 0 0 0 0 0 0 0 0 0 11 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 6 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 1 0 0 0 | i = 038
0 0 0 0 0 0 0 0 0 0 0 0 0 20 0 0 4 0 0 0 0 0 0 0 0 0 0 0 0 7 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 14 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 | j = 039
0 0 0 0 0 0 0 0 0 0 0 0 0 17 0 0 17 0 0 0 0 0 0 0 0 0 0 0 0 9 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 1 0 0 0 | k = 040
0 0 0 4 0 0 0 0 0 0 0 38 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 | l = 041
0 0 0 0 0 0 0 0 0 0 0 0 0 23 0 0 21 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 1 0 0 0 | m = 042
0 0 0 0 0 0 0 0 0 0 0 0 0 42 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 3 0 0 0 | n = 043
0 0 0 0 0 0 0 0 0 0 0 0 0 27 0 0 14 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 2 0 0 1 0 0 0 | o = 044
0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 6 0 3 0 0 12 0 0 0 3 0 0 1 0 0 18 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 | p = 001
0 0 0 0 0 0 0 0 0 0 0 0 0 23 0 0 22 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 | q = 045
0 0 0 0 0 20 0 0 0 0 0 0 0 0 0 0 0 1 3 0 1 0 0 7 0 0 0 0 0 10 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 | r = 002
0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 29 0 0 0 0 0 0 0 0 0 0 7 0 0 0 0 1 0 6 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 | s = 046
0 0 0 0 0 0 0 0 0 0 0 0 0 24 0 0 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 18 0 0 0 0 0 0 0 0 0 | t = 003
0 0 0 8 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 15 0 0 11 0 0 0 2 0 0 7 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 | u = 047
0 0 0 0 0 0 0 0 0 0 0 0 0 27 0 0 18 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 | v = 004
0 0 0 0 0 0 0 0 0 0 0 0 0 35 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 9 0 0 0 | w = 048
0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 29 0 0 0 0 0 4 4 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 | x = 005
0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 1 0 0 0 0 6 17 0 0 0 0 14 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 5 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | y = 049
0 0 1 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 9 0 18 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 2 0 0 14 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | z = 006
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 14 0 0 6 0 7 0 3 0 0 4 0 0 0 0 0 0 0 0 0 0 5 1 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 | aa = 007
0 0 0 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 2 0 0 22 0 0 0 4 0 0 4 0 0 0 0 0 3 0 0 0 0 0 0 0 2 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 | ab = 008
0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 15 0 0 2 0 9 2 0 0 0 7 0 0 0 0 0 0 0 0 0 0 2 0 0 6 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 | ac = 009
0 0 2 0 6 0 0 0 0 0 0 0 0 8 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 26 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 | ad = 050
0 0 0 6 6 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 8 0 0 12 0 0 0 0 0 0 9 0 0 0 1 0 0 0 0 0 0 0 0 0 2 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 | ae = 051
0 0 0 0 0 0 0 0 0 0 0 0 0 43 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 | af = 052
0 2 0 0 0 0 2 0 0 0 0 0 0 23 0 0 17 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 | ag = 053
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 1 0 0 14 0 0 0 1 0 2 2 0 0 18 0 0 0 0 0 0 0 0 0 0 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 | ah = 010
0 0 0 0 0 0 0 0 0 0 0 16 0 0 0 0 0 0 2 0 1 0 0 0 0 0 0 2 0 0 0 0 0 0 11 0 11 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 1 0 0 0 | ai = 054
0 0 0 0 0 0 0 0 0 0 0 0 0 12 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 14 0 0 0 0 0 0 0 0 0 0 0 0 4 0 0 0 0 0 14 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 | aj = 011
0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 20 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 22 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 | ak = 055
0 1 0 0 0 0 2 0 0 0 0 0 0 24 0 0 7 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 12 0 0 0 0 0 0 0 0 0 | al = 012
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 5 0 0 1 0 4 0 0 13 0 0 0 3 0 0 7 0 0 6 3 0 2 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 | am = 056
0 1 0 0 0 0 3 0 0 0 0 0 0 23 0 0 11 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 7 0 0 0 0 0 1 0 0 0 | an = 013
0 0 0 4 1 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 2 0 0 19 0 0 0 1 0 0 1 0 0 0 2 0 8 0 0 0 0 0 0 0 0 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 | ao = 057
0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 1 0 0 2 0 0 0 0 11 0 0 0 0 0 3 0 0 0 3 0 0 0 0 0 0 0 11 0 0 0 0 7 6 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 | ap = 014
0 0 0 0 0 0 0 0 0 0 0 0 0 10 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 16 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 18 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 | aq = 058
0 0 0 0 2 4 0 0 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0 9 6 0 0 0 0 9 1 0 0 0 0 0 0 0 0 0 0 0 0 12 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 | ar = 015
0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 20 0 0 0 3 0 0 4 0 0 0 2 0 2 0 0 0 0 0 0 0 1 6 0 5 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 | as = 059
0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 42 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 | at = 016
0 0 3 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 1 5 0 0 0 1 0 0 0 0 0 0 0 2 0 0 0 0 21 6 0 0 0 0 0 0 0 0 0 1 0 2 0 0 0 0 1 0 0 0 | au = 017
0 0 2 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 6 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 35 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 | av = 018
0 0 0 0 0 0 0 0 0 0 0 0 0 6 0 0 0 0 4 0 0 0 0 0 0 0 0 0 0 13 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 21 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 | aw = 019
0 0 14 0 12 0 0 0 0 0 0 2 0 0 0 0 0 0 1 0 0 0 0 3 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 1 0 5 0 4 0 0 0 0 0 0 0 1 0 0 0 0 0 0 1 0 0 0 | ax = 060
0 0 0 0 0 0 0 0 0 0 0 0 0 22 0 0 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 18 0 0 1 0 0 0 0 0 0 | ay = 061
0 0 0 9 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 4 0 0 22 0 0 0 0 0 0 2 0 0 0 2 0 3 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 | az = 062
0 0 0 0 0 0 0 0 0 0 0 0 0 45 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 | ba = 063
0 0 0 0 0 0 0 0 0 0 0 0 0 24 0 0 21 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 | bb = 020
0 0 0 0 0 0 0 0 0 0 0 0 0 37 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 1 3 0 0 1 0 0 0 | bc = 064
0 0 0 0 0 0 0 0 0 0 0 0 0 43 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 | bd = 021
0 0 0 0 0 0 0 0 0 2 0 0 0 25 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 11 0 0 0 0 2 0 0 0 0 0 0 2 0 0 0 1 0 0 0 | be = 065
0 0 7 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 31 0 1 0 0 0 0 1 0 0 0 | bf = 022
0 1 0 0 0 0 0 0 0 0 0 0 0 21 0 0 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 18 0 0 1 0 0 0 0 0 0 | bg = 066
0 0 4 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 1 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 3 0 32 0 0 0 0 1 0 0 0 | bh = 023
0 0 0 0 0 0 0 0 0 0 0 0 0 45 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 | bi = 067
0 0 0 0 0 0 0 0 0 0 0 0 0 35 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 0 5 0 0 1 0 0 0 | bj = 024
0 0 0 0 0 0 0 0 0 2 0 0 0 16 0 0 0 0 3 0 0 0 0 0 0 0 0 0 0 6 0 0 0 0 0 0 1 0 0 0 0 0 2 0 0 0 0 0 14 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 | bk = 068
0 0 0 19 0 0 0 0 0 0 0 1 0 0 0 0 0 0 2 0 2 0 0 0 0 0 0 9 0 0 0 0 0 0 7 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 | bl = 025
0 0 0 4 0 0 0 0 0 0 0 0 0 21 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 20 0 0 0 | bm = 026
0 0 0 0 0 6 0 0 0 0 0 0 0 0 0 1 0 0 4 0 0 0 0 12 0 0 0 0 0 8 0 0 0 0 0 0 0 0 0 0 0 0 0 14 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 | bn = 027
0 0 0 0 0 0 0 0 0 0 0 0 0 42 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 3 0 0 0 | bo = 028
0 0 0 0 0 0 0 0 0 0 0 0 0 31 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 6 0 0 0 9 0 0 0 | bp = 029
=== Stratified cross-validation ===
Correctly Classified Instances 604 19.3095 %
Incorrectly Classified Instances 2524 80.6905 %
Kappa statistic 0.1811
Mean absolute error 0.0287
Root mean squared error 0.1193
Relative absolute error 98.89 %
Root relative squared error 99.1358 %
Total Number of Instances 3128
=== Detailed Accuracy By Class ===
TP Rate FP Rate Precision Recall F-Measure MCC ROC Area PRC Area Class
0,152 0,035 0,061 0,152 0,088 0,075 0,809 0,053 030
0,043 0,002 0,250 0,043 0,074 0,099 0,811 0,085 031
0,500 0,012 0,383 0,500 0,434 0,428 0,923 0,277 032
0,630 0,022 0,299 0,630 0,406 0,422 0,974 0,280 033
0,196 0,005 0,360 0,196 0,254 0,257 0,932 0,263 034
0,304 0,009 0,333 0,304 0,318 0,309 0,860 0,190 035
0,043 0,011 0,057 0,043 0,049 0,038 0,822 0,079 036
0,000 0,000 0,000 0,000 0,000 0,000 0,777 0,041 037
0,000 0,010 0,000 0,000 0,000 -0,012 0,712 0,035 038
0,000 0,000 0,000 0,000 0,000 -0,002 0,742 0,034 039
0,000 0,000 0,000 0,000 0,000 0,000 0,732 0,036 040
0,826 0,009 0,585 0,826 0,685 0,690 0,959 0,539 041
0,087 0,017 0,071 0,087 0,078 0,064 0,805 0,055 042
0,109 0,026 0,058 0,109 0,076 0,061 0,842 0,048 043
0,000 0,000 0,000 0,000 0,000 0,000 0,821 0,050 044
0,043 0,002 0,222 0,043 0,073 0,093 0,854 0,114 001
0,065 0,018 0,052 0,065 0,058 0,042 0,798 0,047 045
0,065 0,001 0,500 0,065 0,115 0,177 0,884 0,200 002
0,630 0,030 0,238 0,630 0,345 0,373 0,941 0,181 046
0,000 0,000 0,000 0,000 0,000 -0,002 0,821 0,082 003
0,283 0,011 0,271 0,283 0,277 0,266 0,939 0,168 047
0,000 0,000 0,000 0,000 0,000 0,000 0,808 0,044 004
0,000 0,000 0,000 0,000 0,000 -0,002 0,844 0,062 048
0,630 0,095 0,090 0,630 0,158 0,212 0,847 0,084 005
0,348 0,004 0,552 0,348 0,427 0,432 0,874 0,283 049
0,391 0,000 1,000 0,391 0,563 0,623 0,931 0,537 006
0,065 0,000 0,750 0,065 0,120 0,219 0,892 0,252 007
0,022 0,006 0,048 0,022 0,030 0,022 0,896 0,073 008
0,152 0,005 0,318 0,152 0,206 0,212 0,881 0,132 009
0,565 0,044 0,160 0,565 0,250 0,283 0,854 0,124 050
0,174 0,014 0,154 0,174 0,163 0,150 0,926 0,131 051
0,283 0,112 0,036 0,283 0,065 0,065 0,837 0,044 052
0,000 0,002 0,000 0,000 0,000 -0,005 0,784 0,047 053
0,239 0,013 0,212 0,239 0,224 0,213 0,847 0,113 010
0,174 0,006 0,286 0,174 0,216 0,214 0,949 0,239 054
0,022 0,001 0,250 0,022 0,040 0,070 0,801 0,073 011
0,478 0,017 0,297 0,478 0,367 0,365 0,962 0,233 055
0,000 0,000 0,000 0,000 0,000 0,000 0,811 0,069 012
0,000 0,000 0,000 0,000 0,000 -0,002 0,892 0,088 056
0,000 0,000 0,000 0,000 0,000 0,000 0,798 0,057 013
0,000 0,000 0,000 0,000 0,000 0,000 0,887 0,093 057