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Last active Nov 18, 2019

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Resultados de Classificadores em Diversos Extratores
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**************************************************AutoColorCorrelogram.arff**************************************************
**************************************************J48**************************************************
Time taken to build model: 9.35 seconds
Time taken to test model on training data: 0.58 seconds
=== Error on training data ===
Correctly Classified Instances 2728 87.2123 %
Incorrectly Classified Instances 400 12.7877 %
Kappa statistic 0.8702
Mean absolute error 0.0046
Root mean squared error 0.0479
Relative absolute error 15.8212 %
Root relative squared error 39.7758 %
Total Number of Instances 3128
=== Detailed Accuracy By Class ===
TP Rate FP Rate Precision Recall F-Measure MCC ROC Area PRC Area Class
0,957 0,005 0,746 0,957 0,838 0,842 0,999 0,922 030
0,913 0,004 0,792 0,913 0,848 0,848 0,999 0,938 031
0,957 0,006 0,710 0,957 0,815 0,821 0,999 0,929 032
0,978 0,002 0,882 0,978 0,928 0,928 1,000 0,982 033
0,891 0,004 0,788 0,891 0,837 0,836 0,999 0,921 034
1,000 0,004 0,780 1,000 0,876 0,881 0,999 0,956 035
0,761 0,004 0,745 0,761 0,753 0,749 0,998 0,865 036
0,935 0,004 0,768 0,935 0,843 0,845 0,999 0,937 037
0,891 0,002 0,854 0,891 0,872 0,871 0,999 0,942 038
0,848 0,003 0,796 0,848 0,821 0,819 0,998 0,902 039
0,913 0,003 0,808 0,913 0,857 0,857 0,999 0,938 040
0,935 0,002 0,878 0,935 0,905 0,904 0,999 0,965 041
0,913 0,003 0,808 0,913 0,857 0,857 0,999 0,916 042
0,957 0,003 0,846 0,957 0,898 0,898 1,000 0,959 043
0,848 0,002 0,886 0,848 0,867 0,865 0,999 0,955 044
0,957 0,003 0,846 0,957 0,898 0,898 1,000 0,962 001
0,826 0,002 0,884 0,826 0,854 0,852 0,999 0,937 045
0,891 0,003 0,837 0,891 0,863 0,861 0,999 0,935 002
0,935 0,001 0,915 0,935 0,925 0,924 1,000 0,982 046
0,891 0,004 0,774 0,891 0,828 0,828 0,999 0,908 003
0,957 0,001 0,917 0,957 0,936 0,935 1,000 0,986 047
0,848 0,002 0,886 0,848 0,867 0,865 0,999 0,949 004
0,935 0,003 0,811 0,935 0,869 0,869 0,999 0,945 048
0,913 0,004 0,792 0,913 0,848 0,848 0,999 0,938 005
0,891 0,002 0,854 0,891 0,872 0,871 0,999 0,947 049
0,935 0,000 0,977 0,935 0,956 0,955 1,000 0,994 006
0,870 0,000 1,000 0,870 0,930 0,932 1,000 0,976 007
0,891 0,002 0,891 0,891 0,891 0,890 1,000 0,966 008
0,826 0,004 0,760 0,826 0,792 0,789 0,998 0,893 009
0,804 0,002 0,881 0,804 0,841 0,840 0,999 0,898 050
0,957 0,001 0,936 0,957 0,946 0,945 1,000 0,984 051
0,870 0,002 0,870 0,870 0,870 0,868 0,999 0,950 052
0,891 0,005 0,745 0,891 0,812 0,812 1,000 0,962 053
0,783 0,001 0,923 0,783 0,847 0,848 0,999 0,943 010
0,957 0,001 0,957 0,957 0,957 0,956 1,000 0,989 054
0,870 0,003 0,833 0,870 0,851 0,849 0,999 0,931 011
0,978 0,001 0,918 0,978 0,947 0,947 1,000 0,955 055
0,761 0,005 0,714 0,761 0,737 0,733 0,998 0,845 012
0,891 0,002 0,891 0,891 0,891 0,890 1,000 0,957 056
0,761 0,000 1,000 0,761 0,864 0,871 0,999 0,947 013
0,913 0,002 0,894 0,913 0,903 0,902 0,999 0,965 057
0,848 0,002 0,867 0,848 0,857 0,855 0,999 0,949 014
0,935 0,002 0,878 0,935 0,905 0,904 0,999 0,946 058
0,804 0,001 0,925 0,804 0,860 0,861 0,999 0,946 015
0,891 0,000 0,976 0,891 0,932 0,932 1,000 0,980 059
0,913 0,001 0,933 0,913 0,923 0,922 1,000 0,977 016
0,848 0,002 0,886 0,848 0,867 0,865 0,999 0,937 017
0,717 0,001 0,917 0,717 0,805 0,809 0,999 0,910 018
0,696 0,000 0,970 0,696 0,810 0,819 0,999 0,914 019
0,870 0,001 0,909 0,870 0,889 0,887 1,000 0,965 060
0,652 0,003 0,789 0,652 0,714 0,714 0,997 0,794 061
0,978 0,001 0,938 0,978 0,957 0,957 1,000 0,991 062
0,804 0,000 1,000 0,804 0,892 0,896 0,999 0,956 063
0,826 0,000 1,000 0,826 0,905 0,908 1,000 0,976 020
0,848 0,001 0,907 0,848 0,876 0,875 0,999 0,955 064
0,870 0,000 1,000 0,870 0,930 0,932 1,000 0,977 021
0,848 0,001 0,951 0,848 0,897 0,897 1,000 0,960 065
0,783 0,002 0,878 0,783 0,828 0,827 0,999 0,890 022
0,761 0,001 0,946 0,761 0,843 0,846 0,999 0,923 066
0,913 0,002 0,875 0,913 0,894 0,892 0,999 0,951 023
0,826 0,001 0,950 0,826 0,884 0,884 0,999 0,953 067
0,891 0,002 0,891 0,891 0,891 0,890 0,999 0,945 024
0,891 0,001 0,932 0,891 0,911 0,910 1,000 0,983 068
0,870 0,001 0,909 0,870 0,889 0,887 0,999 0,955 025
0,804 0,001 0,925 0,804 0,860 0,861 0,999 0,939 026
0,739 0,001 0,944 0,739 0,829 0,833 0,999 0,935 027
0,891 0,001 0,953 0,891 0,921 0,921 1,000 0,976 028
0,891 0,000 0,976 0,891 0,932 0,932 1,000 0,969 029
Weighted Avg. 0,872 0,002 0,880 0,872 0,872 0,872 0,999 0,944
=== 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
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 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 0 0 | a = 030
0 42 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 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 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 0 0 0 0 0 0 0 0 0 0 0 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 | c = 032
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 1 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 1 0 41 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 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 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 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 1 0 0 0 0 4 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 | g = 036
3 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 0 0 0 0 0 0 0 0 0 0 | h = 037
0 0 1 0 0 0 0 0 41 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 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 | i = 038
0 0 1 0 0 0 0 1 0 39 1 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 1 0 0 0 0 0 0 0 0 0 0 | j = 039
0 0 0 0 0 0 0 2 1 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 0 0 0 0 1 0 0 0 0 0 0 | k = 040
0 0 0 0 0 0 0 0 0 0 0 43 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 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 | l = 041
0 1 0 0 0 0 1 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 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 | m = 042
0 0 0 0 0 0 0 0 0 1 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 0 0 0 0 0 0 0 0 0 0 0 1 0 | n = 043
1 0 0 0 0 0 0 0 1 1 1 0 0 0 39 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 2 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 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 0 0 0 0 0 0 0 0 0 0 | p = 001
0 3 0 0 0 0 0 0 1 1 2 0 0 0 0 0 38 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 | q = 045
0 0 1 0 0 2 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 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 1 0 0 | r = 002
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 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 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 | s = 046
0 1 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 41 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 0 1 0 0 0 0 0 0 0 0 0 | t = 003
0 0 0 0 1 0 0 0 0 0 0 1 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 0 0 0 0 0 0 0 0 0 0 0 0 0 | u = 047
1 0 1 0 0 1 0 3 0 1 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 0 0 0 0 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 43 1 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 0 0 0 0 0 0 0 0 0 0 0 | w = 048
0 0 1 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 42 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 1 0 0 0 0 0 0 0 0 | x = 005
1 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 1 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 1 0 0 0 0 0 1 0 0 0 0 0 | y = 049
0 0 0 1 0 1 0 0 0 0 0 1 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 | z = 006
0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 1 0 0 40 0 0 1 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 0 0 0 0 0 0 0 0 0 | aa = 007
0 0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 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 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | ab = 008
0 0 1 0 0 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 1 0 0 0 38 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 1 0 0 0 1 0 0 0 0 | ac = 009
0 0 2 0 0 1 0 0 0 1 1 0 0 0 0 0 0 1 0 0 0 0 0 0 2 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 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 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 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 1 1 0 0 1 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 1 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 1 0 0 0 1 0 3 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 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | ag = 053
1 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 3 0 0 0 0 36 0 0 0 0 0 0 0 0 0 0 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 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 | ai = 054
1 1 1 0 0 0 0 0 1 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 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 | 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 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 | ak = 055
0 0 0 0 0 0 3 0 0 0 0 0 1 0 0 0 1 0 0 2 0 0 1 0 0 0 0 0 0 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 1 0 0 0 0 0 0 0 0 0 | al = 012
0 0 1 0 0 0 0 0 0 1 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 41 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 | am = 056
0 1 0 0 0 0 1 0 0 0 0 0 0 0 1 0 1 0 0 0 0 0 1 0 0 0 0 0 0 0 0 1 5 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 | 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 2 0 0 0 1 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 1 0 0 0 | ao = 057
2 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 0 0 0 0 0 0 0 0 0 0 0 0 39 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 | ap = 014
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 1 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 | aq = 058
0 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 2 0 0 0 0 0 0 0 0 0 1 0 0 2 0 37 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 | ar = 015
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 1 0 1 0 0 0 0 0 0 0 0 0 0 1 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 | as = 059
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 1 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 | at = 016
1 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 1 0 0 0 0 0 3 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 | au = 017
0 0 2 0 0 1 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 2 0 0 0 0 4 1 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 33 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 | av = 018
2 0 0 0 0 0 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 1 0 1 3 0 0 0 1 0 0 0 0 0 0 3 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 1 0 0 0 0 0 | aw = 019
0 0 0 0 2 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 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 | ax = 060
0 0 0 0 0 0 2 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 2 0 0 0 0 7 0 0 0 0 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 | 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 1 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 | az = 062
0 1 0 0 0 0 0 1 0 0 0 0 0 1 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 37 0 0 0 0 0 0 0 2 0 0 0 0 0 1 0 | ba = 063
0 1 0 0 0 0 0 2 1 0 0 0 0 0 0 0 2 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 0 0 0 0 0 0 0 0 0 0 0 38 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 2 0 0 0 0 0 0 1 2 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 0 0 0 0 0 39 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 1 0 0 0 0 1 0 0 0 1 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 40 0 0 0 0 0 0 0 0 0 0 0 1 | bd = 021
1 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 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 39 0 0 0 0 0 0 0 0 0 0 0 | be = 065
0 1 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 1 0 1 0 0 0 0 1 0 0 0 0 0 0 1 0 0 0 1 0 0 0 0 0 0 0 36 0 0 0 0 0 0 0 0 0 0 | bf = 022
0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 4 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 2 0 0 0 0 0 0 0 35 0 0 0 0 0 0 0 0 0 | bg = 066
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 1 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 | bh = 023
0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 1 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 0 0 0 0 0 0 2 0 1 0 0 0 38 0 0 0 0 0 0 0 | bi = 067
1 0 1 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 0 0 0 0 0 0 0 0 0 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 | bj = 024
0 0 0 0 0 2 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 1 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 | bk = 068
0 0 0 1 1 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 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 40 1 0 0 0 | bl = 025
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 1 0 0 0 0 0 0 0 0 1 0 1 0 1 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1 0 0 0 1 37 0 0 0 | bm = 026
0 1 0 0 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 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 3 0 1 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 34 0 0 | bn = 027
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 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 41 0 | 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 2 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 41 | bp = 029
=== Stratified cross-validation ===
Correctly Classified Instances 1856 59.335 %
Incorrectly Classified Instances 1272 40.665 %
Kappa statistic 0.5873
Mean absolute error 0.0124
Root mean squared error 0.0994
Relative absolute error 42.8271 %
Root relative squared error 82.6 %
Total Number of Instances 3128
=== Detailed Accuracy By Class ===
TP Rate FP Rate Precision Recall F-Measure MCC ROC Area PRC Area Class
0,543 0,009 0,481 0,543 0,510 0,503 0,809 0,333 030
0,652 0,006 0,612 0,652 0,632 0,626 0,823 0,487 031
0,565 0,009 0,481 0,565 0,520 0,514 0,800 0,498 032
0,717 0,005 0,673 0,717 0,695 0,690 0,857 0,605 033
0,478 0,016 0,310 0,478 0,376 0,374 0,764 0,277 034
0,587 0,012 0,429 0,587 0,495 0,493 0,799 0,321 035
0,217 0,011 0,222 0,217 0,220 0,208 0,803 0,250 036
0,522 0,008 0,490 0,522 0,505 0,498 0,779 0,377 037
0,413 0,012 0,345 0,413 0,376 0,368 0,807 0,325 038
0,587 0,010 0,466 0,587 0,519 0,515 0,808 0,340 039
0,457 0,008 0,447 0,457 0,452 0,443 0,732 0,310 040
0,804 0,004 0,755 0,804 0,779 0,776 0,923 0,831 041
0,696 0,005 0,696 0,696 0,696 0,691 0,845 0,572 042
0,717 0,008 0,569 0,717 0,635 0,633 0,866 0,491 043
0,565 0,008 0,520 0,565 0,542 0,535 0,843 0,469 044
0,630 0,007 0,580 0,630 0,604 0,599 0,834 0,494 001
0,522 0,009 0,462 0,522 0,490 0,483 0,766 0,388 045
0,500 0,005 0,605 0,500 0,548 0,544 0,758 0,357 002
0,761 0,004 0,761 0,761 0,761 0,757 0,889 0,665 046
0,587 0,006 0,614 0,587 0,600 0,594 0,864 0,470 003
0,674 0,006 0,620 0,674 0,646 0,641 0,866 0,595 047
0,370 0,006 0,472 0,370 0,415 0,410 0,756 0,385 004
0,609 0,007 0,549 0,609 0,577 0,571 0,854 0,509 048
0,609 0,007 0,560 0,609 0,583 0,577 0,801 0,417 005
0,478 0,006 0,564 0,478 0,518 0,513 0,788 0,431 049
0,870 0,001 0,930 0,870 0,899 0,898 0,934 0,871 006
0,674 0,004 0,738 0,674 0,705 0,701 0,888 0,612 007
0,457 0,008 0,467 0,457 0,462 0,454 0,809 0,361 008
0,435 0,006 0,500 0,435 0,465 0,459 0,712 0,319 009
0,717 0,004 0,733 0,717 0,725 0,721 0,856 0,550 050
0,761 0,004 0,729 0,761 0,745 0,741 0,889 0,654 051
0,391 0,010 0,375 0,391 0,383 0,374 0,785 0,284 052
0,783 0,005 0,692 0,783 0,735 0,732 0,945 0,837 053
0,522 0,006 0,585 0,522 0,552 0,546 0,777 0,425 010
0,761 0,003 0,778 0,761 0,769 0,766 0,911 0,692 054
0,500 0,010 0,418 0,500 0,455 0,448 0,786 0,296 011
0,783 0,002 0,857 0,783 0,818 0,816 0,944 0,790 055
0,478 0,011 0,393 0,478 0,431 0,424 0,818 0,335 012
0,609 0,005 0,651 0,609 0,629 0,624 0,845 0,535 056
0,717 0,003 0,805 0,717 0,759 0,757 0,911 0,744 013
0,478 0,007 0,512 0,478 0,494 0,487 0,766 0,337 057
0,565 0,007 0,531 0,565 0,547 0,541 0,789 0,402 014
0,783 0,005 0,706 0,783 0,742 0,739 0,931 0,631 058
0,348 0,005 0,516 0,348 0,416 0,417 0,755 0,308 015
0,783 0,003 0,818 0,783 0,800 0,797 0,921 0,679 059
0,630 0,005 0,674 0,630 0,652 0,647 0,855 0,520 016
0,543 0,007 0,543 0,543 0,543 0,537 0,788 0,379 017
0,348 0,007 0,432 0,348 0,386 0,380 0,732 0,245 018
0,522 0,005 0,632 0,522 0,571 0,568 0,757 0,373 019
0,391 0,006 0,514 0,391 0,444 0,441 0,776 0,307 060
0,391 0,009 0,383 0,391 0,387 0,378 0,794 0,263 061
0,826 0,004 0,745 0,826 0,784 0,781 0,911 0,699 062
0,674 0,003 0,756 0,674 0,713 0,710 0,834 0,635 063
0,587 0,005 0,643 0,587 0,614 0,609 0,897 0,491 020
0,543 0,005 0,625 0,543 0,581 0,577 0,832 0,433 064
0,674 0,004 0,721 0,674 0,697 0,693 0,920 0,648 021
0,674 0,003 0,795 0,674 0,729 0,728 0,845 0,582 065
0,478 0,006 0,524 0,478 0,500 0,493 0,766 0,332 022
0,609 0,004 0,718 0,609 0,659 0,656 0,866 0,636 066
0,565 0,006 0,591 0,565 0,578 0,572 0,832 0,418 023
0,717 0,003 0,767 0,717 0,742 0,738 0,888 0,596 067
0,761 0,006 0,636 0,761 0,693 0,691 0,877 0,575 024
0,674 0,002 0,816 0,674 0,738 0,738 0,846 0,586 068
0,630 0,006 0,617 0,630 0,624 0,618 0,844 0,498 025
0,609 0,003 0,737 0,609 0,667 0,665 0,855 0,619 026
0,587 0,003 0,750 0,587 0,659 0,659 0,812 0,520 027
0,543 0,006 0,581 0,543 0,562 0,556 0,789 0,422 028
0,696 0,005 0,696 0,696 0,696 0,691 0,867 0,576 029
Weighted Avg. 0,593 0,006 0,602 0,593 0,595 0,590 0,832 0,488
=== 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
25 0 0 0 0 0 0 1 3 0 1 0 0 0 1 0 0 0 0 0 0 0 0 1 2 0 0 0 0 0 0 1 0 1 0 2 0 0 0 0 0 1 1 1 0 0 0 0 0 0 0 0 0 3 0 0 0 0 1 0 0 0 0 0 0 1 0 0 | a = 030
0 30 0 0 0 0 1 0 0 0 2 0 5 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 1 0 1 0 0 0 0 0 0 1 0 0 0 0 0 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 | b = 031
0 0 26 0 1 0 0 0 0 1 1 1 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1 1 0 2 0 0 0 0 0 0 2 0 1 0 0 0 0 0 0 1 0 0 0 1 0 0 0 0 0 4 0 0 0 1 0 0 0 1 0 0 | c = 032
0 0 0 33 2 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 3 0 0 0 2 2 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 | d = 033
0 0 1 0 22 1 1 0 0 0 0 1 0 0 0 0 0 0 0 0 1 0 1 1 0 0 1 1 1 0 0 0 0 0 0 0 0 0 1 0 1 0 1 1 0 1 0 0 0 4 0 0 0 0 1 0 0 0 0 0 0 0 0 3 1 0 0 0 | e = 034
1 0 1 0 0 27 0 0 0 0 0 1 0 0 1 0 0 2 0 0 0 1 0 2 1 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 3 0 2 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 | f = 035
1 0 0 0 0 0 10 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 1 0 0 0 0 13 0 0 0 0 0 1 0 0 0 0 0 0 16 0 0 1 0 0 0 0 1 0 0 0 0 0 0 0 0 0 | g = 036
2 0 0 0 0 0 0 24 4 2 1 0 0 0 0 0 1 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 3 0 0 0 0 1 0 0 0 1 0 0 0 3 0 0 0 0 0 0 | h = 037
1 0 1 0 0 0 0 0 19 3 6 0 1 0 0 0 4 0 0 0 0 2 0 0 2 0 0 0 0 0 0 0 0 0 0 2 0 0 1 0 0 0 0 0 0 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 | i = 038
0 0 2 0 0 0 0 0 2 27 2 0 3 0 0 0 0 0 0 0 0 1 1 0 0 0 0 0 0 1 0 2 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 1 0 0 0 2 0 0 | j = 039
0 0 0 0 0 0 0 2 7 1 21 0 0 0 1 0 9 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 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 1 0 0 0 0 0 0 | k = 040
0 0 1 0 0 0 0 0 0 0 0 37 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 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 2 0 0 0 1 | l = 041
0 4 0 0 0 0 2 0 0 4 1 0 32 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 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 | m = 042
0 0 0 0 0 0 0 0 0 0 0 0 0 33 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 1 0 0 0 0 0 0 0 0 0 1 0 1 1 0 0 0 0 2 0 2 0 1 0 2 0 | n = 043
0 0 0 0 0 0 1 0 1 0 0 0 1 0 26 0 2 0 0 1 0 2 2 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 1 1 5 0 0 0 0 0 0 0 0 0 0 0 1 0 | o = 044
0 0 0 1 1 1 0 1 0 0 0 0 0 0 0 29 0 1 0 0 0 0 0 2 0 0 0 1 2 0 0 0 0 5 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 | p = 001
0 3 0 0 0 0 0 1 5 4 2 0 0 0 1 0 24 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 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
0 1 1 0 3 4 0 0 0 0 0 0 0 0 0 1 0 23 0 0 0 0 0 1 2 0 1 1 2 1 0 0 0 0 0 1 0 0 0 0 0 0 1 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 | r = 002
0 0 1 0 0 2 0 0 0 0 0 0 0 0 0 0 0 1 35 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 1 0 2 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 | s = 046
0 0 0 0 0 0 4 0 0 0 0 0 0 0 0 0 0 0 0 27 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 4 0 0 0 0 0 0 0 5 1 0 0 0 0 0 0 0 0 | t = 003
0 0 0 1 1 0 0 0 0 0 0 0 0 0 0 1 0 0 1 0 31 0 0 0 0 0 0 3 0 0 2 0 0 0 0 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 | u = 047
2 0 0 0 0 1 0 6 1 2 0 0 0 0 4 0 0 0 1 0 0 17 0 0 0 0 0 0 0 0 0 0 0 0 0 4 0 0 0 0 0 1 0 1 0 0 1 0 1 0 0 0 0 2 0 0 0 0 0 0 0 2 0 0 0 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 1 28 1 0 0 0 0 0 0 0 0 1 1 0 0 0 1 0 0 1 1 0 0 0 0 0 0 0 0 0 0 1 3 0 0 1 0 1 0 1 0 0 0 2 0 0 1 | w = 048
0 0 1 0 0 1 0 0 0 0 0 0 0 0 0 3 0 1 0 0 0 1 0 28 0 0 0 0 2 0 0 1 0 4 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 1 0 0 0 1 0 0 0 0 | x = 005
4 1 0 0 0 1 0 1 0 0 0 0 0 0 0 0 1 3 0 0 0 0 0 0 22 0 0 0 2 0 0 1 0 0 0 1 0 0 0 0 0 0 2 0 0 0 3 1 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | y = 049
0 0 0 1 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 1 40 0 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 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | z = 006
0 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 1 0 0 0 0 0 31 0 0 3 1 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 0 0 0 0 0 0 0 0 0 0 0 | aa = 007
0 0 0 1 6 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 5 0 0 1 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 4 0 0 0 0 2 0 1 0 0 0 0 0 1 1 0 0 0 0 | ab = 008
1 0 0 0 0 2 0 0 0 0 0 0 0 0 0 4 0 1 0 0 0 0 0 2 0 1 0 0 20 1 0 0 0 1 0 1 0 0 1 0 0 2 0 1 0 0 3 4 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 | ac = 009
0 0 1 0 0 0 0 1 0 0 1 0 0 1 0 0 0 0 0 0 0 0 0 1 1 0 0 1 0 33 0 1 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 1 0 1 0 0 0 1 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 1 0 2 0 0 0 0 0 0 0 0 0 35 0 0 0 4 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 0 0 0 0 0 0 | ae = 051
1 1 1 0 0 0 1 1 1 3 4 0 0 1 0 0 3 0 0 0 0 0 0 0 1 0 2 0 0 1 0 18 0 0 0 0 0 0 1 1 0 0 0 0 0 0 0 1 0 1 0 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 1 | af = 052
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 0 0 0 0 0 0 1 36 0 0 0 0 1 0 4 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 | ag = 053
0 0 1 1 1 1 0 1 1 0 0 0 0 0 0 7 0 0 0 0 1 0 0 2 0 0 0 0 1 0 0 0 0 24 0 1 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 | ah = 010
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 6 0 0 0 35 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 1 0 | ai = 054
2 0 0 0 1 1 0 1 3 0 1 0 0 0 0 0 3 0 0 0 0 3 0 0 0 0 0 0 0 0 0 1 0 0 0 23 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 6 0 0 0 0 0 0 | aj = 011
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 3 0 0 0 4 0 36 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 | ak = 055
0 0 0 0 0 0 10 0 1 0 1 0 0 0 1 0 0 0 0 3 0 0 1 0 0 0 0 0 0 0 0 0 3 0 0 0 0 22 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 | al = 012
0 0 2 1 1 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 1 0 0 0 0 28 0 1 0 0 1 1 1 0 0 0 0 0 0 0 0 0 0 0 6 0 0 0 0 0 0 0 0 0 0 | am = 056
0 1 0 0 0 0 1 0 1 0 0 0 0 0 1 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 5 0 0 0 0 2 0 33 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 | an = 013
0 0 0 1 2 1 0 0 0 0 0 0 0 2 0 0 0 0 0 0 1 0 1 3 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 22 0 0 0 1 3 0 0 0 0 0 1 0 0 0 0 0 0 0 3 0 0 1 1 2 0 0 0 | ao = 057
4 0 0 0 0 4 0 0 0 0 0 0 1 0 0 0 0 2 0 0 0 0 1 1 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 26 0 1 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 1 0 2 0 0 0 1 0 0 | ap = 014
0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 1 0 0 1 0 0 1 0 1 0 0 0 0 0 0 0 0 0 36 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 1 0 0 0 0 0 0 0 | aq = 058
2 0 1 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 0 0 0 0 3 0 0 0 0 0 10 0 16 0 0 6 0 0 0 0 0 0 1 0 0 0 1 0 0 0 0 0 0 0 2 0 0 | ar = 015
0 0 0 1 2 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 2 0 0 1 0 0 0 0 0 0 0 0 2 0 0 0 0 0 36 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 1 4 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 1 0 0 0 5 0 0 0 0 29 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 1 1 0 0 0 | at = 016
0 0 0 0 0 6 0 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 1 0 0 0 0 0 0 2 0 0 0 0 0 5 0 2 0 0 25 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 | au = 017
1 0 2 0 1 1 0 1 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 5 1 0 0 0 3 0 1 0 0 0 0 0 2 0 2 1 0 0 16 0 2 0 0 0 0 0 0 0 3 0 0 0 0 0 0 0 1 0 0 | av = 018
1 0 0 0 0 5 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 1 0 1 2 0 0 0 1 0 0 1 0 0 0 4 0 0 0 0 0 0 1 1 0 0 1 0 24 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 | aw = 019
0 0 0 0 9 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 1 0 0 0 1 1 0 3 0 0 0 1 0 1 0 0 0 0 1 0 3 0 0 1 0 0 0 1 0 18 0 0 0 0 0 0 0 0 0 1 0 0 1 2 0 0 0 0 | ax = 060
0 0 0 0 0 0 10 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 9 0 0 0 0 0 0 0 0 0 0 0 0 18 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 | ay = 061
0 0 0 0 2 0 0 0 0 0 0 1 0 0 0 1 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 0 0 0 0 0 0 38 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | az = 062
0 1 0 0 0 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 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 31 0 2 0 0 0 0 0 2 0 0 0 0 0 2 0 | ba = 063
2 0 0 0 0 0 0 4 1 0 2 0 0 0 1 0 2 0 0 0 0 2 2 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 27 0 0 0 0 0 0 0 1 0 0 0 0 0 0 | bb = 020
0 2 0 0 0 0 1 0 0 0 0 0 1 0 7 0 0 0 1 0 0 0 4 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 2 0 25 0 0 0 0 0 1 0 0 0 0 0 0 0 | bc = 064
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 1 0 0 0 0 0 0 0 0 0 1 0 1 31 0 0 0 0 0 0 0 0 0 0 6 3 | bd = 021
0 0 1 0 1 0 0 0 1 0 0 0 0 1 0 0 1 0 1 0 1 0 0 0 0 0 0 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 0 31 0 0 0 1 0 0 0 0 0 2 0 | be = 065
0 0 6 1 2 0 0 0 1 0 0 0 0 0 0 2 0 1 0 0 1 0 0 0 0 0 1 0 0 0 0 2 0 0 0 0 0 0 2 0 0 0 0 0 1 0 0 3 0 0 0 0 0 0 0 0 0 22 0 1 0 0 0 0 0 0 0 0 | bf = 022
0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 8 0 0 2 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 5 0 0 0 0 0 0 0 28 0 0 0 0 0 0 0 0 0 | bg = 066
0 1 1 1 4 1 0 0 0 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 1 0 0 0 0 0 0 0 0 0 4 0 1 0 0 0 0 0 0 0 0 0 0 0 26 0 0 2 0 1 0 0 0 | bh = 023
1 1 0 0 1 0 0 0 0 0 0 0 1 1 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 0 0 0 0 0 1 0 1 0 1 0 0 0 33 0 0 0 0 0 0 3 | bi = 067
1 1 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 2 1 0 0 0 0 0 0 0 0 3 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 35 0 0 0 0 0 0 | bj = 024
0 0 0 0 0 2 0 0 0 0 0 0 0 2 1 0 0 0 0 0 0 0 0 0 1 0 0 3 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 1 0 0 0 0 0 31 1 0 0 2 0 | bk = 068
0 0 0 1 6 0 0 0 0 0 0 1 0 0 0 0 0 0 1 0 2 0 0 0 0 0 0 2 1 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 29 1 0 0 0 | bl = 025
0 0 0 0 1 0 0 0 0 0 0 0 0 1 0 1 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 0 1 0 0 0 3 0 0 0 0 0 0 0 0 0 2 0 0 0 3 28 0 1 3 | bm = 026
0 1 0 0 0 0 0 0 1 5 1 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 1 0 0 1 1 0 0 0 2 0 0 1 1 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 27 0 0 | bn = 027
0 0 0 0 0 0 0 0 1 0 0 0 0 5 1 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 3 0 0 4 1 0 0 0 2 0 0 0 0 0 25 2 | bo = 028
0 0 1 0 0 0 0 0 0 0 0 1 0 2 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 0 0 0 0 0 0 0 0 0 0 0 0 5 0 0 0 1 0 0 0 0 1 0 0 32 | bp = 029
**************************************************Naive**************************************************
Time taken to build model: 0.93 seconds
Time taken to test model on training data: 36.75 seconds
=== Error on training data ===
Correctly Classified Instances 1349 43.1266 %
Incorrectly Classified Instances 1779 56.8734 %
Kappa statistic 0.4228
Mean absolute error 0.0167
Root mean squared error 0.1281
Relative absolute error 57.7504 %
Root relative squared error 106.4578 %
Total Number of Instances 3128
=== Detailed Accuracy By Class ===
TP Rate FP Rate Precision Recall F-Measure MCC ROC Area PRC Area Class
0,065 0,001 0,429 0,065 0,113 0,163 0,930 0,270 030
0,435 0,001 0,833 0,435 0,571 0,598 0,973 0,642 031
0,196 0,007 0,290 0,196 0,234 0,229 0,947 0,259 032
0,696 0,002 0,865 0,696 0,771 0,773 0,991 0,759 033
0,609 0,030 0,231 0,609 0,335 0,361 0,948 0,182 034
0,087 0,006 0,174 0,087 0,116 0,114 0,908 0,140 035
0,130 0,001 0,667 0,130 0,218 0,291 0,981 0,416 036
0,304 0,015 0,237 0,304 0,267 0,256 0,924 0,158 037
0,043 0,003 0,182 0,043 0,070 0,082 0,888 0,125 038
0,457 0,004 0,618 0,457 0,525 0,525 0,981 0,512 039
0,152 0,007 0,241 0,152 0,187 0,182 0,906 0,176 040
0,783 0,000 1,000 0,783 0,878 0,883 0,907 0,829 041
0,696 0,004 0,711 0,696 0,703 0,699 0,993 0,691 042
0,283 0,003 0,591 0,283 0,382 0,403 0,984 0,632 043
0,348 0,004 0,571 0,348 0,432 0,440 0,960 0,388 044
0,152 0,004 0,368 0,152 0,215 0,230 0,935 0,196 001
0,370 0,005 0,515 0,370 0,430 0,429 0,969 0,383 045
0,109 0,002 0,455 0,109 0,175 0,217 0,934 0,216 002
0,391 0,002 0,783 0,391 0,522 0,549 0,944 0,545 046
0,196 0,001 0,818 0,196 0,316 0,397 0,982 0,469 003
0,435 0,000 0,952 0,435 0,597 0,640 0,990 0,778 047
0,413 0,031 0,167 0,413 0,238 0,246 0,959 0,201 004
0,717 0,057 0,157 0,717 0,258 0,317 0,956 0,185 048
0,130 0,009 0,171 0,130 0,148 0,138 0,912 0,155 005
0,196 0,003 0,529 0,196 0,286 0,316 0,925 0,224 049
0,913 0,000 1,000 0,913 0,955 0,955 0,967 0,936 006
0,370 0,001 0,850 0,370 0,515 0,557 0,991 0,734 007
0,130 0,003 0,375 0,130 0,194 0,215 0,933 0,253 008
0,109 0,002 0,417 0,109 0,172 0,207 0,940 0,240 009
0,761 0,035 0,246 0,761 0,372 0,420 0,984 0,655 050
0,674 0,006 0,620 0,674 0,646 0,641 0,994 0,649 051
0,630 0,013 0,426 0,630 0,509 0,510 0,965 0,369 052
1,000 0,013 0,529 1,000 0,692 0,722 0,993 0,530 053
0,043 0,004 0,133 0,043 0,066 0,068 0,914 0,112 010
0,783 0,000 0,973 0,783 0,867 0,871 0,997 0,893 054
0,065 0,002 0,333 0,065 0,109 0,142 0,938 0,170 011
0,696 0,001 0,941 0,696 0,800 0,807 0,997 0,859 055
0,130 0,001 0,600 0,130 0,214 0,275 0,979 0,407 012
0,326 0,003 0,625 0,326 0,429 0,446 0,964 0,530 056
0,565 0,004 0,684 0,565 0,619 0,617 0,990 0,715 013
0,500 0,005 0,590 0,500 0,541 0,537 0,971 0,471 057
0,217 0,001 0,714 0,217 0,333 0,390 0,951 0,391 014
0,609 0,024 0,272 0,609 0,376 0,394 0,966 0,254 058
0,283 0,003 0,565 0,283 0,377 0,394 0,929 0,355 015
0,783 0,007 0,621 0,783 0,692 0,692 0,989 0,588 059
0,652 0,004 0,714 0,652 0,682 0,678 0,992 0,645 016
0,217 0,002 0,625 0,217 0,323 0,364 0,938 0,369 017
0,217 0,001 0,833 0,217 0,345 0,422 0,940 0,462 018
0,239 0,020 0,149 0,239 0,183 0,173 0,906 0,161 019
0,348 0,005 0,500 0,348 0,410 0,410 0,949 0,334 060
0,348 0,009 0,364 0,348 0,356 0,346 0,982 0,358 061
0,957 0,004 0,786 0,957 0,863 0,865 0,998 0,813 062
0,435 0,007 0,476 0,435 0,455 0,447 0,982 0,497 063
0,130 0,003 0,400 0,130 0,197 0,222 0,921 0,257 020
0,500 0,029 0,207 0,500 0,293 0,307 0,945 0,306 064
0,500 0,008 0,469 0,500 0,484 0,477 0,991 0,575 021
0,935 0,048 0,224 0,935 0,361 0,445 0,973 0,243 065
0,109 0,002 0,417 0,109 0,172 0,207 0,936 0,278 022
0,783 0,021 0,356 0,783 0,490 0,519 0,986 0,368 066
0,457 0,000 1,000 0,457 0,627 0,673 0,897 0,708 023
0,717 0,010 0,524 0,717 0,606 0,606 0,991 0,590 067
0,152 0,014 0,143 0,152 0,147 0,134 0,957 0,165 024
0,109 0,003 0,385 0,109 0,169 0,199 0,930 0,247 068
0,609 0,017 0,354 0,609 0,448 0,454 0,975 0,438 025
0,957 0,026 0,355 0,957 0,518 0,574 0,987 0,369 026
0,565 0,004 0,684 0,565 0,619 0,617 0,944 0,530 027
0,435 0,000 0,952 0,435 0,597 0,640 0,986 0,700 028
0,978 0,008 0,634 0,978 0,769 0,784 0,996 0,626 029
Weighted Avg. 0,431 0,008 0,524 0,431 0,420 0,440 0,959 0,436
=== 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
3 0 1 0 0 0 0 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 10 1 0 0 0 0 0 3 0 0 0 0 0 0 0 1 0 0 0 0 3 0 0 0 2 0 9 0 0 0 0 3 3 0 3 0 0 0 0 0 0 0 0 0 0 0 | a = 030
1 20 0 0 0 0 0 0 0 0 1 0 1 0 0 0 13 0 0 0 0 0 0 0 1 0 0 0 0 2 0 0 1 0 0 0 0 0 0 1 0 0 2 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 | b = 031
0 1 9 0 1 0 0 0 0 0 7 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 3 0 7 0 4 0 3 0 0 2 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 1 2 0 0 0 0 1 0 0 2 0 0 0 | c = 032
0 0 0 32 1 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 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 3 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 3 0 0 0 | d = 033
0 0 0 0 28 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 0 1 0 1 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 1 0 0 0 0 3 0 0 6 0 0 1 | e = 034
0 0 0 0 8 4 0 2 0 0 0 0 0 0 0 1 0 0 0 0 0 3 6 0 1 0 0 0 0 2 0 1 1 0 0 0 0 0 0 0 0 0 3 0 0 0 1 0 6 0 0 0 0 0 0 0 5 1 0 0 0 1 0 0 0 0 0 0 | f = 035
0 0 0 0 0 0 6 0 0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 3 0 0 0 0 2 0 0 0 0 3 0 0 0 0 0 0 0 15 0 0 0 1 0 0 0 11 0 0 0 0 0 0 0 0 0 | g = 036
1 0 0 0 0 0 0 14 0 0 0 0 0 0 0 0 0 0 0 0 0 3 14 2 0 0 0 0 0 3 0 0 1 0 0 0 0 0 0 0 0 1 0 1 0 0 0 0 0 0 0 0 0 0 2 0 3 0 0 0 0 0 1 0 0 0 0 0 | h = 037
0 0 2 0 2 0 0 2 2 0 2 0 0 0 0 0 0 0 0 0 0 2 10 0 1 0 0 0 0 3 0 1 1 0 0 1 0 0 1 1 0 0 5 0 0 0 0 0 6 0 0 0 0 0 0 0 3 0 0 0 0 1 0 0 0 0 0 0 | i = 038
0 0 0 0 0 1 0 0 0 21 0 0 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 5 0 2 0 0 0 0 0 0 0 0 0 0 3 0 3 0 0 0 0 0 0 0 0 0 0 0 9 0 0 0 0 0 0 0 0 0 0 0 | j = 039
0 0 2 0 3 1 0 0 0 0 7 0 0 0 0 0 0 0 0 0 0 1 10 0 0 0 0 0 0 2 0 1 2 0 0 0 0 0 1 0 0 0 3 0 0 0 0 0 6 0 0 0 0 0 0 0 5 0 0 0 0 1 0 0 0 1 0 0 | k = 040
0 0 0 0 2 0 0 0 0 0 0 36 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 1 0 0 0 0 0 1 0 0 2 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 32 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 2 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 8 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 13 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 0 0 0 0 0 1 12 0 4 3 2 0 0 0 1 0 1 2 2 0 0 0 | n = 043
0 0 0 0 0 0 0 0 0 0 0 0 0 0 16 0 0 0 0 0 0 5 5 0 0 0 0 0 1 2 0 0 2 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 10 0 2 0 1 0 0 0 0 0 1 0 0 0 | o = 044
0 0 0 0 11 0 0 0 0 0 0 0 0 0 0 7 0 1 0 0 0 10 5 1 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 1 0 0 0 0 5 0 3 0 0 0 0 0 0 0 0 0 0 0 | p = 001
0 0 2 0 0 0 0 3 0 0 1 0 0 0 0 0 17 0 0 0 0 0 2 0 1 0 0 0 0 1 0 2 2 2 0 0 0 0 1 5 0 0 4 0 0 0 1 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 | q = 045
0 0 1 0 6 4 0 1 0 0 0 0 0 0 0 3 0 5 0 0 0 0 1 2 1 0 0 0 0 1 0 2 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 1 3 1 0 0 0 0 0 0 6 0 0 0 0 4 0 0 1 0 0 0 | r = 002
0 0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 18 0 0 0 0 0 0 0 0 7 0 0 0 0 0 0 0 0 0 0 0 0 1 0 4 0 0 0 0 0 0 0 0 1 0 0 0 1 3 0 0 0 0 0 0 6 2 0 0 0 | s = 046
0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 9 0 0 3 0 0 0 0 0 0 2 0 0 3 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 3 0 0 0 0 0 0 0 24 0 0 0 0 0 0 0 0 0 | t = 003
0 0 0 0 1 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 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 2 0 0 0 0 0 0 17 4 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 19 13 0 0 0 0 0 0 4 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 5 0 0 0 0 2 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 33 0 0 0 0 0 0 1 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 1 1 0 0 0 0 0 0 0 5 0 0 2 | w = 048
0 0 0 0 1 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 8 11 6 0 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 0 1 0 0 1 1 2 0 0 0 0 4 0 3 2 0 0 0 | x = 005
0 0 2 0 2 0 0 1 0 0 0 0 0 0 0 2 1 0 0 0 0 0 2 1 9 0 0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 5 0 0 0 1 0 6 0 0 0 0 0 6 0 2 0 0 0 0 3 0 0 0 0 0 0 | y = 049
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 42 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 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 | z = 006
0 0 0 0 0 0 0 0 0 4 0 0 3 0 0 0 0 1 0 0 0 0 0 0 0 0 17 0 0 3 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 1 0 0 0 0 0 0 0 0 2 0 0 0 | aa = 007
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 6 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 6 0 6 0 0 0 0 2 3 10 5 0 0 0 | ab = 008
0 0 0 0 4 0 0 11 0 0 0 0 0 0 0 0 0 0 0 0 0 3 1 2 0 0 0 0 5 2 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 1 0 5 0 0 0 1 4 0 3 0 0 0 0 0 2 0 0 0 0 0 | ac = 009
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 35 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 0 0 0 0 6 0 0 0 | ad = 050
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 31 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 8 0 0 2 1 0 0 0 | ae = 051
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 5 0 29 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 1 1 1 0 0 1 0 0 0 4 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 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 | ag = 053
0 0 0 0 10 2 0 3 0 0 0 0 0 0 0 1 0 1 0 0 0 10 5 0 0 0 0 0 0 2 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 5 2 0 0 0 1 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 4 0 0 0 36 0 1 0 0 0 0 0 4 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 | ai = 054
0 0 1 0 0 0 0 0 1 0 0 0 0 0 0 3 0 0 0 0 0 11 7 0 0 0 0 0 0 5 0 2 1 0 0 3 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 8 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 1 0 0 0 13 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 0 0 0 0 0 0 0 0 | ak = 055
0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 8 0 0 0 0 0 0 2 0 0 2 0 0 0 0 6 0 2 0 0 3 0 0 0 0 0 0 0 10 0 0 1 0 0 1 0 10 0 0 0 0 0 0 0 0 0 | al = 012
0 0 5 0 1 0 0 0 0 3 2 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 1 0 1 0 0 0 0 0 0 15 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 2 0 0 0 0 0 0 1 11 0 0 | am = 056
0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 2 0 0 0 0 0 0 0 0 2 6 0 0 0 0 0 0 26 0 0 4 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 | an = 013
0 0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 2 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 23 0 0 0 0 1 0 0 0 2 0 0 0 0 3 0 0 0 0 0 0 2 0 2 5 0 0 1 | ao = 057
1 0 0 0 0 0 0 3 0 0 0 0 0 0 4 0 0 0 0 0 0 0 2 3 0 0 0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 10 2 4 0 0 0 0 6 0 0 0 0 3 3 0 2 0 0 0 0 0 0 0 0 0 0 0 | ap = 014
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 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 15 0 0 0 1 0 0 0 0 0 0 0 | aq = 058
0 0 0 0 1 0 0 1 0 0 0 0 0 0 3 0 0 0 0 0 0 0 2 0 0 0 0 0 1 3 0 0 0 0 0 0 0 0 0 0 0 3 2 13 0 0 1 0 6 4 0 0 0 1 3 0 2 0 0 0 0 0 0 0 0 0 0 0 | ar = 015
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 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 36 0 0 0 0 0 0 0 0 0 0 1 1 0 0 0 0 0 0 0 2 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 1 0 0 0 0 0 0 0 0 0 7 0 0 0 0 30 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 4 3 0 0 1 | at = 016
0 1 0 0 0 1 0 4 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 6 3 0 0 0 1 3 0 0 0 0 0 0 0 0 0 0 0 0 3 1 0 0 10 0 7 1 0 0 0 0 2 0 2 0 0 0 0 0 0 0 0 0 0 0 | au = 017
0 0 0 0 5 8 0 1 1 0 0 0 0 0 0 0 0 1 4 0 0 0 1 2 0 0 0 0 1 2 0 3 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 10 0 0 0 0 0 0 0 0 5 0 0 0 0 1 0 0 0 0 0 0 | av = 018
0 0 0 0 3 2 0 2 0 0 0 0 0 0 0 1 1 0 0 0 0 1 9 0 0 0 0 0 0 3 0 1 0 0 0 0 0 0 0 0 0 0 5 0 0 0 0 0 11 0 0 0 0 0 3 0 3 1 0 0 0 0 0 0 0 0 0 0 | aw = 019
0 0 0 0 5 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 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 0 16 0 0 0 0 9 1 1 0 0 0 0 2 0 3 3 0 0 0 | ax = 060
0 0 0 0 0 0 2 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 2 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 16 0 0 0 1 0 1 0 19 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 1 0 0 0 0 0 0 44 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 | az = 062
0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 2 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 0 0 20 0 0 8 3 0 0 0 3 0 0 0 1 0 1 2 | ba = 063
1 0 0 0 0 0 0 5 0 0 0 0 0 0 0 0 0 0 0 0 0 0 14 1 0 0 0 0 0 2 0 0 1 0 0 0 0 1 0 0 0 0 3 1 0 0 0 0 8 0 0 0 0 6 0 0 3 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 2 0 0 0 1 0 0 7 5 0 0 0 0 0 0 3 0 1 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 23 0 1 0 0 0 0 0 0 0 1 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 23 1 0 0 0 5 0 0 0 2 0 0 15 | bd = 021
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 0 0 0 0 0 0 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 1 0 0 0 0 0 0 0 | be = 065
0 2 3 0 1 0 0 0 7 1 6 0 0 0 0 0 0 1 0 0 0 2 0 0 0 0 0 0 0 1 0 4 0 6 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 2 5 0 0 0 0 0 0 2 0 0 0 | bf = 022
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 2 0 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 0 0 0 0 0 0 2 0 36 0 0 0 0 0 0 0 0 0 | bg = 066
0 0 0 5 1 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 1 0 0 0 0 0 0 0 0 0 1 0 7 0 0 0 0 0 1 0 0 0 0 0 0 0 21 1 2 0 0 2 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 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 1 0 0 1 4 3 0 0 0 33 0 0 0 2 0 0 0 | bi = 067
0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 14 7 0 0 0 0 0 0 4 0 3 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 0 0 4 7 1 0 1 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 6 6 0 0 0 0 1 1 4 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 17 0 1 0 0 0 1 0 5 1 1 0 0 0 | bk = 068
0 0 0 0 8 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 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 28 4 0 0 1 | 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 1 44 0 0 1 | bm = 026
0 0 3 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 3 0 2 1 0 0 0 0 0 2 0 0 0 2 0 1 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 26 0 0 | bn = 027
0 0 0 0 0 0 0 0 0 1 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 1 10 0 0 0 2 0 0 0 4 0 0 0 2 0 20 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 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 45 | bp = 029
=== Stratified cross-validation ===
Correctly Classified Instances 1168 37.3402 %
Incorrectly Classified Instances 1960 62.6598 %
Kappa statistic 0.364
Mean absolute error 0.0185
Root mean squared error 0.1348
Relative absolute error 63.6761 %
Root relative squared error 112.0142 %
Total Number of Instances 3128
=== Detailed Accuracy By Class ===
TP Rate FP Rate Precision Recall F-Measure MCC ROC Area PRC Area Class
0,065 0,003 0,231 0,065 0,102 0,116 0,821 0,100 030
0,370 0,003 0,654 0,370 0,472 0,486 0,900 0,470 031
0,174 0,008 0,235 0,174 0,200 0,192 0,869 0,179 032
0,674 0,004 0,738 0,674 0,705 0,701 0,945 0,593 033
0,543 0,036 0,185 0,543 0,276 0,301 0,897 0,150 034
0,043 0,007 0,080 0,043 0,056 0,049 0,816 0,080 035
0,109 0,002 0,455 0,109 0,175 0,217 0,878 0,223 036
0,196 0,012 0,191 0,196 0,194 0,181 0,838 0,088 037
0,022 0,005 0,067 0,022 0,033 0,030 0,814 0,062 038
0,391 0,004 0,581 0,391 0,468 0,470 0,901 0,414 039
0,109 0,007 0,185 0,109 0,137 0,132 0,849 0,120 040
0,739 0,002 0,829 0,739 0,782 0,780 0,866 0,648 041
0,630 0,005 0,674 0,630 0,652 0,647 0,937 0,573 042
0,326 0,003 0,600 0,326 0,423 0,436 0,920 0,493 043
0,304 0,005 0,467 0,304 0,368 0,369 0,898 0,336 044
0,043 0,006 0,091 0,043 0,059 0,053 0,877 0,123 001
0,239 0,006 0,379 0,239 0,293 0,293 0,889 0,237 045
0,065 0,003 0,273 0,065 0,105 0,127 0,837 0,123 002
0,370 0,003 0,630 0,370 0,466 0,477 0,894 0,489 046
0,087 0,001 0,571 0,087 0,151 0,219 0,858 0,203 003
0,370 0,002 0,739 0,370 0,493 0,518 0,949 0,588 047
0,391 0,030 0,165 0,391 0,232 0,237 0,884 0,164 004
0,609 0,049 0,156 0,609 0,249 0,290 0,909 0,155 048
0,087 0,009 0,121 0,087 0,101 0,091 0,852 0,078 005
0,130 0,007 0,222 0,130 0,164 0,161 0,830 0,106 049
0,891 0,001 0,932 0,891 0,911 0,910 0,956 0,852 006
0,326 0,002 0,714 0,326 0,448 0,478 0,932 0,574 007
0,152 0,007 0,241 0,152 0,187 0,182 0,872 0,142 008
0,043 0,003 0,167 0,043 0,069 0,078 0,829 0,109 009
0,630 0,022 0,299 0,630 0,406 0,422 0,940 0,447 050
0,609 0,006 0,583 0,609 0,596 0,590 0,966 0,557 051
0,565 0,015 0,366 0,565 0,444 0,445 0,878 0,330 052
0,870 0,014 0,482 0,870 0,620 0,641 0,979 0,488 053
0,022 0,007 0,045 0,022 0,029 0,021 0,817 0,054 010
0,717 0,002 0,846 0,717 0,776 0,776 0,948 0,724 054
0,043 0,002 0,250 0,043 0,074 0,099 0,845 0,106 011
0,652 0,002 0,811 0,652 0,723 0,724 0,933 0,688 055
0,087 0,002 0,364 0,087 0,140 0,172 0,910 0,256 012
0,304 0,004 0,519 0,304 0,384 0,391 0,892 0,366 056
0,478 0,003 0,688 0,478 0,564 0,568 0,938 0,565 013
0,413 0,007 0,475 0,413 0,442 0,435 0,897 0,339 057
0,152 0,005 0,304 0,152 0,203 0,207 0,851 0,177 014
0,630 0,029 0,244 0,630 0,352 0,378 0,924 0,197 058
0,087 0,005 0,200 0,087 0,121 0,123 0,798 0,102 015
0,739 0,007 0,596 0,739 0,660 0,658 0,940 0,540 059
0,587 0,006 0,614 0,587 0,600 0,594 0,945 0,493 016
0,109 0,003 0,333 0,109 0,164 0,184 0,837 0,137 017
0,152 0,003 0,467 0,152 0,230 0,261 0,869 0,238 018
0,109 0,019 0,079 0,109 0,092 0,077 0,820 0,062 019
0,326 0,007 0,417 0,326 0,366 0,360 0,887 0,242 060
0,239 0,008 0,314 0,239 0,272 0,265 0,913 0,212 061
0,870 0,006 0,702 0,870 0,777 0,778 0,962 0,710 062
0,391 0,007 0,462 0,391 0,424 0,417 0,925 0,362 063
0,152 0,004 0,350 0,152 0,212 0,223 0,845 0,163 020
0,500 0,021 0,261 0,500 0,343 0,349 0,881 0,237 064
0,391 0,008 0,429 0,391 0,409 0,401 0,948 0,378 021
0,783 0,048 0,196 0,783 0,313 0,376 0,931 0,204 065
0,065 0,003 0,250 0,065 0,103 0,121 0,835 0,177 022
0,717 0,023 0,320 0,717 0,443 0,469 0,913 0,286 066
0,391 0,004 0,621 0,391 0,480 0,487 0,816 0,386 023
0,630 0,012 0,439 0,630 0,518 0,518 0,960 0,479 067
0,239 0,023 0,134 0,239 0,172 0,163 0,855 0,126 024
0,130 0,006 0,250 0,130 0,171 0,172 0,851 0,166 068
0,587 0,015 0,365 0,587 0,450 0,453 0,921 0,344 025
0,870 0,027 0,323 0,870 0,471 0,520 0,950 0,333 026
0,522 0,004 0,649 0,522 0,578 0,576 0,889 0,464 027
0,348 0,001 0,800 0,348 0,485 0,523 0,905 0,502 028
0,783 0,010 0,537 0,783 0,637 0,642 0,979 0,530 029
Weighted Avg. 0,373 0,009 0,411 0,373 0,356 0,365 0,891 0,318
=== 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
3 0 1 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 11 1 2 0 0 0 0 2 0 0 1 0 0 0 0 2 0 0 0 1 3 0 0 0 2 0 4 0 0 0 0 5 2 0 4 0 0 0 0 0 0 0 0 0 0 0 | a = 030
2 17 2 0 0 0 0 1 0 0 1 0 1 0 0 0 12 0 0 0 0 1 0 0 1 0 0 0 0 1 0 0 1 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 1 0 0 2 0 0 0 0 0 1 0 0 0 0 0 | b = 031
0 0 8 0 1 0 0 0 3 0 5 0 0 0 0 0 0 0 1 0 0 0 0 2 0 0 0 0 0 2 0 5 0 5 0 2 0 0 2 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 1 3 2 0 0 0 1 0 0 2 0 0 0 | c = 032
0 0 0 31 1 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 2 0 0 0 0 3 0 0 0 0 0 0 0 0 0 0 1 0 0 1 0 0 0 0 4 0 0 0 | d = 033
0 0 0 0 25 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 0 2 0 1 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 3 0 0 0 0 3 0 1 5 0 0 1 | e = 034
0 0 1 0 6 2 0 1 1 0 0 0 0 0 0 2 0 1 0 0 0 1 7 1 1 0 0 1 0 2 0 1 1 0 0 0 0 0 0 0 0 0 4 0 0 0 1 1 5 0 0 0 0 0 0 0 4 1 0 0 0 1 0 0 0 0 0 0 | f = 035
0 0 0 0 0 0 5 0 0 0 0 0 0 0 3 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1 0 0 3 0 0 0 0 2 0 0 0 0 3 0 0 0 0 0 0 0 12 0 0 1 2 0 0 0 11 1 0 1 0 0 0 0 0 0 | g = 036
1 0 0 0 1 1 0 9 0 0 1 0 0 0 0 4 0 0 0 0 0 3 13 0 0 0 0 0 0 2 0 0 1 0 0 0 0 0 0 0 0 1 0 2 0 0 0 0 2 0 0 0 0 0 1 0 4 0 0 0 0 0 0 0 0 0 0 0 | h = 037
0 1 1 0 2 1 0 1 1 0 1 0 0 0 0 0 0 1 0 0 0 2 9 0 2 0 0 0 0 1 0 1 1 0 0 1 0 0 1 1 0 0 5 0 0 0 0 0 5 0 0 0 0 0 0 0 5 0 0 0 0 2 0 0 0 1 0 0 | i = 038
0 0 0 0 0 0 0 0 0 18 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 5 0 5 0 1 0 0 0 0 0 0 0 0 2 0 3 0 0 0 0 0 0 0 0 0 0 0 7 0 0 0 1 2 0 0 0 1 0 0 | j = 039
0 0 1 0 4 0 0 0 0 0 5 0 0 0 0 0 1 1 1 0 0 2 9 0 2 0 0 0 0 1 0 1 2 1 0 0 0 0 1 0 0 0 3 0 0 0 0 0 4 0 0 0 0 0 0 0 5 0 0 0 0 1 0 0 0 1 0 0 | k = 040
0 0 0 0 1 0 0 0 0 0 0 34 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 2 0 0 1 0 0 0 0 0 1 0 0 3 0 0 0 0 1 0 0 0 0 1 0 0 0 | l = 041
0 0 0 0 0 0 0 0 0 2 0 0 29 0 0 0 0 0 0 0 0 1 0 0 1 0 0 0 0 1 0 0 1 0 0 0 0 0 0 0 0 0 2 0 2 0 0 0 0 0 0 0 0 0 0 0 6 0 0 0 1 0 0 0 0 0 0 0 | m = 042
0 0 0 0 0 0 0 0 0 0 0 1 0 15 0 0 0 0 0 0 1 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 0 0 0 0 0 1 9 0 4 2 3 0 0 0 0 1 1 1 2 0 0 0 | n = 043
0 0 0 0 0 0 0 0 0 0 0 2 0 0 14 0 0 0 0 0 0 5 6 0 0 0 1 0 0 0 0 0 2 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1 0 0 0 8 0 2 0 1 0 0 1 1 0 1 0 0 0 | o = 044
0 0 0 0 10 0 0 2 0 0 0 0 0 0 0 2 0 1 0 0 0 5 5 1 0 0 0 2 0 1 0 0 0 1 0 0 0 0 0 0 0 0 1 0 0 0 0 0 1 1 0 0 0 0 4 0 5 0 0 0 0 2 2 0 0 0 0 0 | p = 001
0 4 3 0 0 0 0 3 0 0 1 0 0 0 0 0 11 0 2 0 0 0 2 0 3 0 0 0 0 1 0 2 1 1 0 0 0 0 1 3 0 0 4 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 | q = 045
0 0 2 0 6 4 0 1 0 0 0 0 0 0 0 0 0 3 0 0 1 1 1 1 2 0 0 1 0 1 0 2 0 1 0 1 0 0 0 0 0 0 3 0 0 0 0 1 2 2 0 1 0 0 0 0 6 0 0 0 0 2 1 0 0 0 0 0 | r = 002
0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 17 0 0 0 0 0 0 0 0 4 0 1 0 0 0 0 0 0 0 0 0 0 3 0 4 0 0 0 0 0 0 0 0 1 0 0 0 1 3 0 0 0 0 0 1 7 2 0 0 0 | s = 046
0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 4 0 1 3 0 0 1 0 0 0 1 0 0 3 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 25 2 0 0 0 0 0 0 0 0 | t = 003
0 0 0 0 1 0 0 0 0 0 0 1 0 0 0 0 0 0 1 0 17 0 0 0 0 0 0 2 0 0 1 0 0 0 0 0 0 0 0 0 0 0 1 0 0 1 0 0 0 0 0 1 0 0 0 0 2 0 0 0 0 0 0 15 3 0 0 0 | u = 047
0 0 0 0 3 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 18 5 0 0 0 0 0 0 2 0 2 1 1 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 4 0 0 0 1 6 0 0 0 0 0 0 | v = 004
0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 28 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 3 0 0 5 0 0 3 | w = 048
1 0 0 0 2 0 0 3 0 0 0 0 0 0 0 1 0 0 0 0 0 8 10 4 0 0 0 0 0 1 0 0 0 1 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 1 0 0 0 1 6 0 2 3 0 0 0 | x = 005
0 0 2 0 2 2 0 0 0 1 0 0 0 0 0 4 2 0 0 0 0 1 0 3 6 0 0 1 0 2 0 0 0 0 0 0 0 0 0 0 0 0 5 0 0 0 1 0 5 0 0 0 0 0 2 0 3 0 0 0 0 3 1 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 41 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 1 0 0 0 0 0 0 0 1 1 0 0 0 0 0 0 0 | z = 006
0 0 0 0 2 0 0 0 0 4 0 0 3 0 0 0 0 1 0 0 0 0 0 0 0 0 15 0 0 2 0 0 0 0 0 0 0 0 1 0 0 0 0 0 13 0 0 0 0 0 0 3 0 0 0 1 0 0 0 0 0 0 0 0 1 0 0 0 | aa = 007
0 0 0 0 7 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 7 0 0 0 1 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 1 0 0 2 0 5 0 0 0 0 1 5 9 5 0 0 0 | ab = 008
0 0 0 0 3 1 0 6 0 0 0 0 0 0 0 0 0 0 0 0 0 2 1 4 0 0 0 1 2 2 0 0 0 1 0 0 0 0 0 0 0 0 1 3 0 0 0 1 4 6 0 0 0 1 1 0 3 0 0 1 0 0 2 0 0 0 0 0 | ac = 009
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 29 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 0 0 0 0 0 1 0 0 0 1 1 0 0 0 0 1 0 0 6 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 1 0 0 0 28 0 0 0 2 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 7 0 0 4 0 0 0 0 | ae = 051
0 0 1 0 1 0 0 0 0 1 1 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 3 0 26 0 0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 1 2 1 0 0 0 0 0 0 4 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 1 0 0 0 0 0 0 0 3 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 1 0 0 0 0 0 0 | ag = 053
0 0 0 0 9 1 0 2 0 0 0 0 0 0 0 3 0 1 0 0 0 9 3 0 0 0 0 0 0 1 0 1 0 1 0 0 0 0 0 0 0 0 1 0 0 0 0 0 3 0 0 1 0 0 0 0 5 2 0 0 0 3 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 1 0 0 0 0 1 0 0 0 0 3 0 0 0 33 0 3 0 0 0 0 0 4 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 | ai = 054
0 0 0 0 4 0 0 0 1 0 0 0 0 0 0 3 0 0 0 0 0 8 4 0 0 0 0 0 1 2 0 2 1 1 0 2 0 0 0 1 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 3 1 0 0 0 11 0 0 0 0 0 0 | aj = 011
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 12 0 0 0 2 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 0 0 0 0 0 0 0 0 | ak = 055
0 0 0 0 0 0 0 3 0 0 0 0 1 0 0 0 0 0 0 0 0 0 8 0 0 0 0 0 0 2 0 0 2 0 0 0 0 4 0 1 0 3 3 0 0 0 1 0 0 0 5 0 0 1 1 0 0 0 11 0 0 0 0 0 0 0 0 0 | al = 012
0 1 5 0 1 0 0 0 0 2 2 0 0 0 0 0 0 0 0 0 0 2 0 0 0 1 0 0 0 1 0 1 0 0 0 0 0 0 14 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 1 2 1 0 0 0 0 0 0 1 10 0 0 | am = 056
1 0 1 0 0 0 0 0 0 0 1 0 0 0 0 0 2 0 0 0 0 2 1 0 0 0 0 0 0 0 0 4 6 0 0 0 0 1 0 22 0 0 2 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 1 0 0 1 0 0 0 0 0 0 | an = 013
0 0 0 1 2 0 0 0 0 0 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 19 0 0 0 0 2 0 0 0 3 0 0 0 0 3 0 0 0 0 1 0 0 0 2 8 0 0 1 | ao = 057
1 0 0 0 0 0 0 2 0 0 0 0 0 0 6 0 0 0 0 0 0 0 2 3 1 0 0 0 0 2 0 0 1 0 0 0 0 0 0 0 0 7 4 6 0 0 0 1 3 0 0 0 0 2 2 1 0 0 0 1 0 1 0 0 0 0 0 0 | ap = 014
0 0 0 0 1 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 1 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 12 0 0 0 1 0 0 0 0 0 0 0 | aq = 058
0 0 0 0 0 0 0 1 1 0 0 0 0 0 3 1 0 0 0 0 0 0 2 0 0 0 0 0 1 2 0 0 0 0 0 0 0 0 0 0 0 9 2 4 0 0 3 0 5 4 0 0 0 2 3 0 2 0 0 0 0 1 0 0 0 0 0 0 | ar = 015
0 0 0 0 2 0 0 0 0 0 0 0 4 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 34 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 3 0 0 0 | as = 059
0 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 0 0 0 0 1 0 0 0 0 0 0 0 0 0 9 0 0 0 0 27 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 3 2 0 0 1 | at = 016
1 1 0 0 1 1 0 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 5 3 0 0 0 1 1 0 0 0 1 0 0 0 0 0 0 0 2 3 2 0 0 5 1 7 1 0 0 0 0 2 0 2 0 0 0 0 1 0 0 0 0 0 0 | au = 017
0 0 0 0 5 7 0 1 1 0 0 0 0 0 0 0 0 2 3 0 0 0 1 2 0 0 0 0 3 2 0 3 0 0 0 1 0 0 1 0 0 0 0 1 0 0 0 7 0 0 0 0 0 0 0 0 4 0 0 0 1 1 0 0 0 0 0 0 | av = 018
0 1 0 0 3 4 0 2 1 0 0 0 0 0 0 1 0 0 0 0 0 1 8 0 2 0 0 1 1 1 0 1 0 1 0 0 0 0 0 0 0 0 5 0 0 0 0 0 5 0 0 0 0 0 1 0 5 1 0 0 0 0 1 0 0 0 0 0 | aw = 019
0 0 0 1 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 5 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 15 0 1 0 0 6 1 2 0 0 0 0 1 1 2 3 0 0 0 | ax = 060
0 0 0 0 0 0 5 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 2 0 0 0 0 1 0 0 0 0 1 0 0 0 0 0 0 0 11 0 0 0 1 0 1 0 20 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 1 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 40 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 | az = 062
0 0 0 0 0 0 0 0 0 0 0 0 0 4 0 0 0 0 0 0 0 0 1 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 0 0 18 0 0 7 4 0 0 0 3 0 0 0 1 0 2 3 | ba = 063
3 0 0 0 1 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 1 13 0 0 0 0 0 0 0 0 0 2 0 0 0 0 1 0 0 0 0 2 1 0 0 0 0 8 0 0 0 0 7 0 0 3 0 0 1 0 1 0 0 0 0 0 0 | bb = 020
0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 1 0 0 3 4 0 0 0 0 0 0 2 0 1 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 23 0 1 0 0 0 1 4 0 0 1 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 18 1 0 0 0 5 0 0 0 3 0 2 17 | bd = 021
0 0 0 0 1 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 1 0 0 0 0 0 0 0 5 0 0 0 0 0 0 0 0 0 0 0 0 0 36 0 0 0 1 0 0 0 0 0 0 0 | be = 065
0 1 3 0 1 0 0 0 6 1 8 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 1 0 0 1 0 5 0 5 0 0 0 0 3 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 1 2 3 0 0 0 0 0 0 2 0 0 0 | bf = 022
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 2 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 1 0 0 3 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 33 0 0 1 0 0 0 0 0 0 | bg = 066
0 0 0 8 3 0 0 1 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 0 0 0 0 0 0 1 0 7 0 0 0 0 0 0 0 0 0 0 0 0 0 18 1 0 0 0 2 0 0 2 | bh = 023
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 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 1 3 3 0 0 0 29 4 0 0 2 0 0 0 | bi = 067
0 0 0 0 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 14 5 0 0 0 0 0 0 1 0 3 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 3 11 1 0 1 0 0 0 | bj = 024
0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 5 5 0 0 0 0 2 1 2 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 14 0 2 0 0 0 3 1 6 0 1 0 0 0 | bk = 068
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 2 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 1 0 0 0 0 0 0 27 4 0 0 1 | bl = 025
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 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 40 0 0 1 | bm = 026
0 0 3 0 0 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 1 2 0 0 0 0 0 0 1 0 3 1 0 0 0 0 0 2 0 0 0 2 0 1 0 0 1 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 24 0 0 | bn = 027
0 0 0 0 0 0 0 0 0 0 0 2 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 1 0 0 0 0 1 0 0 0 1 0 0 11 0 0 0 2 0 0 0 4 1 0 0 2 0 16 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 1 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 3 0 0 0 0 1 0 0 0 4 0 0 36 | bp = 029
**************************************************IBK**************************************************
Time taken to build model: 0.43 seconds
Time taken to test model on training data: 7.31 seconds
=== Error on training data ===
Correctly Classified Instances 3124 99.8721 %
Incorrectly Classified Instances 4 0.1279 %
Kappa statistic 0.9987
Mean absolute error 0.0007
Root mean squared error 0.0053
Relative absolute error 2.2727 %
Root relative squared error 4.4094 %
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
0,978 0,000 1,000 0,978 0,989 0,989 1,000 0,998 036
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
1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 042
1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 043
1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 044
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
1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 003
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 0,000 1,000 1,000 1,000 1,000 1,000 1,000 048
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
1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 052
1,000 0,001 0,939 1,000 0,968 0,968 1,000 0,997 053
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 0,000 1,000 1,000 1,000 1,000 1,000 1,000 055
0,978 0,000 1,000 0,978 0,989 0,989 1,000 0,998 012
1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 056
0,978 0,000 1,000 0,978 0,989 0,989 1,000 0,998 013
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
1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 061
1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 062
1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 063
1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 020
1,000 0,000 0,979 1,000 0,989 0,989 1,000 1,000 064
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
1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 066
1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 023
0,978 0,000 1,000 0,978 0,989 0,989 1,000 1,000 067
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
1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 025
1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 026
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
1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 029
Weighted Avg. 0,999 0,000 0,999 0,999 0,999 0,999 1,000 1,000
=== 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 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 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 | 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 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 | 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 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 | 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 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 | 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 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 | 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 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 | 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 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 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 1 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 | 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 0 0 0 0 0 0 0 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 | 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 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 | 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 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 | 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 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 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 | 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 0 0 0 0 0 0 0 0 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 45 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 0 0 0 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 | 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 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 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 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 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 | bp = 029
=== Stratified cross-validation ===
Correctly Classified Instances 1738 55.5627 %
Incorrectly Classified Instances 1390 44.4373 %
Kappa statistic 0.549
Mean absolute error 0.0134
Root mean squared error 0.1129
Relative absolute error 46.3892 %
Root relative squared error 93.7598 %
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 0,008 0,467 0,457 0,462 0,454 0,704 0,230 030
0,457 0,008 0,457 0,457 0,457 0,448 0,746 0,204 031
0,565 0,007 0,531 0,565 0,547 0,541 0,769 0,327 032
0,717 0,006 0,660 0,717 0,688 0,683 0,863 0,479 033
0,522 0,008 0,500 0,522 0,511 0,503 0,773 0,269 034
0,478 0,009 0,431 0,478 0,454 0,446 0,765 0,215 035
0,261 0,012 0,245 0,261 0,253 0,241 0,620 0,079 036
0,435 0,007 0,476 0,435 0,455 0,447 0,717 0,232 037
0,304 0,010 0,304 0,304 0,304 0,294 0,641 0,101 038
0,543 0,005 0,641 0,543 0,588 0,585 0,784 0,395 039
0,348 0,008 0,381 0,348 0,364 0,355 0,671 0,139 040
0,739 0,002 0,829 0,739 0,782 0,780 0,862 0,609 041
0,630 0,006 0,630 0,630 0,630 0,625 0,804 0,404 042
0,565 0,007 0,531 0,565 0,547 0,541 0,800 0,287 043
0,543 0,006 0,556 0,543 0,549 0,543 0,783 0,358 044
0,413 0,011 0,365 0,413 0,388 0,379 0,718 0,179 001
0,348 0,011 0,314 0,348 0,330 0,320 0,669 0,114 045
0,652 0,006 0,625 0,652 0,638 0,633 0,804 0,387 002
0,674 0,004 0,705 0,674 0,689 0,685 0,835 0,455 046
0,348 0,008 0,400 0,348 0,372 0,364 0,714 0,180 003
0,761 0,004 0,745 0,761 0,753 0,749 0,903 0,581 047
0,413 0,008 0,432 0,413 0,422 0,414 0,686 0,187 004
0,370 0,007 0,425 0,370 0,395 0,388 0,688 0,172 048
0,543 0,009 0,463 0,543 0,500 0,494 0,770 0,270 005
0,522 0,006 0,585 0,522 0,552 0,546 0,731 0,303 049
0,870 0,000 1,000 0,870 0,930 0,932 0,948 0,872 006
0,783 0,002 0,878 0,783 0,828 0,827 0,902 0,715 007
0,674 0,004 0,738 0,674 0,705 0,701 0,836 0,509 008
0,543 0,006 0,568 0,543 0,556 0,549 0,750 0,306 009
0,522 0,007 0,522 0,522 0,522 0,515 0,763 0,299 050
0,870 0,003 0,816 0,870 0,842 0,840 0,936 0,694 051
0,543 0,008 0,510 0,543 0,526 0,519 0,771 0,279 052
0,674 0,008 0,554 0,674 0,608 0,604 0,873 0,461 053
0,500 0,008 0,479 0,500 0,489 0,482 0,731 0,237 010
0,826 0,002 0,884 0,826 0,854 0,852 0,908 0,748 054
0,348 0,011 0,327 0,348 0,337 0,327 0,648 0,124 011
0,891 0,002 0,891 0,891 0,891 0,890 0,945 0,818 055
0,261 0,009 0,293 0,261 0,276 0,266 0,632 0,110 012
0,761 0,002 0,833 0,761 0,795 0,793 0,871 0,630 056
0,391 0,008 0,409 0,391 0,400 0,391 0,660 0,172 013
0,587 0,008 0,529 0,587 0,557 0,550 0,799 0,321 057
0,500 0,005 0,605 0,500 0,548 0,544 0,755 0,344 014
0,609 0,005 0,651 0,609 0,629 0,624 0,798 0,404 058
0,413 0,012 0,345 0,413 0,376 0,368 0,717 0,157 015
0,804 0,007 0,638 0,804 0,712 0,712 0,907 0,502 059
0,696 0,003 0,762 0,696 0,727 0,724 0,866 0,562 016
0,435 0,011 0,377 0,435 0,404 0,396 0,694 0,170 017
0,543 0,008 0,510 0,543 0,526 0,519 0,781 0,279 018
0,413 0,007 0,452 0,413 0,432 0,424 0,676 0,193 019
0,609 0,006 0,622 0,609 0,615 0,610 0,809 0,409 060
0,239 0,013 0,216 0,239 0,227 0,215 0,612 0,064 061
0,826 0,001 0,905 0,826 0,864 0,863 0,919 0,746 062
0,522 0,006 0,545 0,522 0,533 0,527 0,752 0,293 063
0,370 0,009 0,378 0,370 0,374 0,364 0,668 0,149 020
0,500 0,010 0,434 0,500 0,465 0,457 0,720 0,229 064
0,543 0,007 0,543 0,543 0,543 0,537 0,772 0,314 021
0,674 0,004 0,738 0,674 0,705 0,701 0,825 0,504 065
0,630 0,006 0,630 0,630 0,630 0,625 0,806 0,400 022
0,565 0,007 0,542 0,565 0,553 0,547 0,791 0,364 066
0,652 0,003 0,769 0,652 0,706 0,704 0,827 0,509 023
0,543 0,007 0,532 0,543 0,538 0,531 0,804 0,329 067
0,391 0,008 0,419 0,391 0,404 0,396 0,721 0,183 024
0,413 0,007 0,452 0,413 0,432 0,424 0,708 0,201 068
0,717 0,005 0,702 0,717 0,710 0,705 0,842 0,515 025
0,522 0,007 0,522 0,522 0,522 0,515 0,752 0,274 026
0,674 0,005 0,689 0,674 0,681 0,677 0,835 0,454 027
0,739 0,003 0,810 0,739 0,773 0,770 0,841 0,623 028
0,587 0,009 0,491 0,587 0,535 0,529 0,798 0,284 029
Weighted Avg. 0,556 0,007 0,562 0,556 0,557 0,552 0,776 0,352
=== 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 1 0 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 3 0 1 0 2 1 2 0 0 4 0 2 0 0 0 0 3 0 0 1 0 0 0 0 0 2 0 0 0 0 0 | a = 030
0 21 0 0 0 1 1 0 2 0 0 0 2 0 0 0 4 0 0 0 0 0 0 2 1 0 0 0 0 1 0 1 0 0 0 0 0 2 0 6 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 | b = 031
0 0 26 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 0 2 0 0 0 4 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 1 1 0 0 | c = 032
0 0 0 33 1 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 0 0 0 0 0 0 0 1 0 0 0 2 2 0 0 0 0 0 0 0 0 1 0 0 0 0 3 0 0 0 0 0 0 0 1 | d = 033
0 0 0 0 24 0 0 0 0 0 0 1 0 0 0 2 0 2 0 0 0 0 1 1 0 0 0 1 0 2 0 0 0 0 0 0 0 0 0 0 1 0 1 0 1 0 0 3 0 1 0 0 1 0 0 0 0 0 0 0 0 0 0 1 3 0 0 0 | e = 034
1 1 0 0 0 22 0 3 0 0 4 1 0 0 0 0 0 3 0 0 0 1 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 1 2 0 0 0 0 0 0 0 0 0 0 0 0 1 2 0 0 0 0 0 | f = 035
1 0 0 0 0 0 12 0 0 0 0 0 0 0 1 0 1 0 0 3 0 0 0 1 0 0 0 0 0 0 0 0 3 0 0 0 0 5 0 1 0 0 0 0 0 0 0 0 0 0 14 0 0 0 0 0 0 0 4 0 0 0 0 0 0 0 0 0 | g = 036
2 0 0 0 0 3 0 20 3 0 1 0 0 0 0 1 1 0 0 0 0 3 0 0 0 0 0 0 1 1 0 0 0 0 0 1 0 1 0 0 0 0 0 4 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0 0 0 1 1 0 0 0 0 0 | h = 037
0 2 0 0 0 1 0 2 14 0 4 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 2 0 0 0 1 0 1 1 1 0 0 3 3 4 1 0 0 0 3 0 0 0 0 0 0 0 0 1 0 0 0 0 0 | i = 038
1 0 0 0 0 0 0 0 0 25 1 0 4 0 0 0 0 0 0 0 0 4 0 0 0 0 0 0 0 2 0 0 2 0 0 0 0 0 0 0 0 0 1 2 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 1 0 0 | j = 039
1 0 0 0 0 6 0 3 6 1 16 0 0 0 1 0 3 0 0 0 0 4 0 0 1 0 0 0 0 0 0 0 0 0 0 1 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 1 0 0 | k = 040
0 0 0 0 0 0 0 0 0 0 1 34 0 0 1 0 0 0 2 0 0 0 2 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 1 0 0 0 0 0 0 0 0 0 0 0 1 1 0 0 0 | l = 041
1 2 0 0 0 0 0 0 0 1 0 0 29 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 1 8 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 1 0 0 0 0 0 0 0 0 0 | m = 042
0 0 1 0 0 0 0 0 0 0 0 0 0 26 0 0 0 0 3 0 1 0 0 0 0 0 0 1 0 0 0 1 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 2 0 1 3 0 0 0 0 0 0 0 0 0 0 3 2 | n = 043
0 0 0 1 0 0 0 0 0 0 0 0 0 0 25 0 0 0 0 0 0 0 3 1 0 0 0 0 0 0 0 1 0 0 0 0 0 2 0 0 0 0 0 0 0 1 0 0 0 0 2 0 2 0 6 0 0 0 0 0 1 0 0 0 0 1 0 0 | o = 044
0 0 0 0 1 0 0 1 0 0 0 0 0 0 0 19 0 2 0 0 0 0 0 1 0 0 0 1 1 0 0 0 1 12 0 1 0 0 0 0 1 0 0 0 0 0 0 2 0 1 0 0 0 0 0 0 0 0 0 0 0 1 0 1 0 0 0 0 | p = 001
0 7 0 0 0 0 1 1 1 0 1 0 0 0 0 0 16 0 0 0 0 0 0 0 5 0 0 0 0 1 0 0 1 0 0 1 0 1 0 3 0 0 1 2 0 0 0 0 0 1 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 2 0 0 | q = 045
0 0 2 0 2 1 0 0 0 0 0 0 0 0 0 2 0 30 1 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 1 1 0 0 0 0 0 0 0 1 0 0 0 0 2 0 0 1 0 0 0 | r = 002
0 0 1 0 1 0 0 0 0 0 0 0 0 5 0 0 0 0 31 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 1 0 0 0 0 2 0 0 0 0 0 0 1 0 0 0 0 0 1 0 1 0 0 0 | s = 046
0 0 0 1 0 0 6 0 0 0 0 0 0 0 0 0 0 0 0 16 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 0 0 0 0 8 0 0 1 1 0 0 0 10 0 0 0 0 0 0 0 0 0 | t = 003
0 0 0 0 1 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 35 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 1 0 1 0 0 0 0 0 0 0 0 1 1 0 0 0 0 0 0 0 1 0 0 2 1 0 0 0 | u = 047
0 0 0 0 0 1 0 2 1 4 3 0 0 0 2 0 0 0 0 0 0 19 1 1 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 2 0 1 0 0 0 0 2 1 0 0 1 0 0 | v = 004
1 0 0 1 1 0 0 0 0 0 0 1 0 1 1 0 0 0 0 1 0 1 17 0 0 0 0 0 0 0 0 0 1 0 0 0 0 1 0 1 4 0 0 0 0 1 0 0 0 0 1 0 0 1 3 1 0 0 1 0 0 0 0 2 1 0 0 3 | w = 048
0 1 1 1 0 0 0 0 0 0 0 0 0 0 1 1 0 0 0 0 0 0 0 25 0 0 0 0 1 1 0 2 0 0 0 0 0 0 0 0 0 1 0 0 1 2 1 1 0 0 0 0 0 1 0 0 0 1 0 0 0 0 3 0 0 0 1 0 | x = 005
0 0 0 0 0 4 0 0 1 0 0 0 1 0 0 1 4 2 0 0 0 0 0 0 24 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 2 1 1 0 0 0 0 3 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 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 40 0 0 1 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 1 0 0 0 0 0 0 0 0 1 0 0 | z = 006
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 36 0 0 1 0 0 0 0 1 0 0 0 0 0 1 0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 1 0 0 | aa = 007
0 0 0 1 3 0 0 0 0 0 0 0 0 0 0 0 0 1 1 0 1 0 0 0 0 0 0 31 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 1 0 0 0 1 0 0 0 1 0 0 2 1 0 0 0 | ab = 008
0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 3 1 2 0 0 0 0 0 1 0 0 0 0 25 0 0 0 0 5 0 0 0 0 0 0 1 1 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 | ac = 009
0 1 0 0 0 0 0 1 0 1 0 0 2 0 0 0 0 0 0 0 0 0 0 3 0 0 1 0 0 24 0 1 1 0 0 0 0 0 0 0 0 0 0 0 2 0 0 1 0 1 0 0 0 1 0 0 0 0 0 1 1 0 0 0 4 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 40 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 1 0 0 0 0 1 0 0 2 | ae = 051
0 0 2 0 0 0 0 0 0 0 0 0 0 1 0 0 1 0 0 2 0 0 0 1 0 0 0 0 0 1 0 25 0 0 0 3 0 0 1 0 1 0 0 0 0 0 0 0 0 1 0 0 0 1 0 1 0 0 0 1 0 2 0 0 0 1 0 1 | af = 052
0 0 0 0 0 0 2 0 0 1 0 0 5 0 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 31 0 0 0 0 0 0 3 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 | ag = 053
0 0 0 0 0 1 0 0 0 0 0 0 1 0 0 13 0 1 0 0 0 0 0 0 0 0 0 0 4 0 0 0 0 23 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 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 1 0 0 0 4 0 0 0 38 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 1 0 0 0 0 | ai = 054
1 0 4 0 1 2 0 1 3 0 0 0 0 0 0 1 0 1 0 0 0 3 0 0 0 0 0 0 0 0 0 1 0 0 0 16 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 1 0 1 0 0 0 1 5 3 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 1 0 0 2 0 0 0 1 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 1 0 0 0 0 0 0 0 | ak = 055
1 2 0 0 0 0 9 0 0 0 0 0 0 0 3 0 1 0 0 2 0 0 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 12 0 4 0 0 0 0 1 0 1 0 0 0 3 0 0 4 0 0 0 0 1 0 0 0 0 0 0 0 0 0 | al = 012
0 0 2 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 1 0 0 0 35 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 2 0 0 | am = 056
0 5 0 0 0 0 1 0 1 0 2 0 0 0 0 0 6 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 5 0 0 0 0 1 0 18 0 0 0 1 0 0 0 0 0 0 2 0 0 1 1 0 0 0 0 0 0 0 0 0 0 1 0 0 | an = 013
0 0 0 1 1 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 2 1 0 0 1 0 0 0 0 2 0 0 0 0 0 0 0 0 27 0 0 0 0 1 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 1 1 2 2 0 0 1 | ao = 057
4 2 0 0 0 0 1 0 1 0 0 0 1 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 23 0 2 0 0 2 0 0 0 0 0 0 3 0 0 1 0 0 0 0 0 1 0 0 0 0 0 | ap = 014
1 0 0 0 0 0 0 0 1 1 1 0 0 0 0 0 0 0 1 0 2 0 0 0 3 0 0 0 0 1 0 0 1 0 0 0 0 0 0 0 0 0 28 0 0 1 0 0 0 0 0 0 1 0 0 0 3 0 0 0 0 1 0 0 0 0 0 0 | aq = 058
1 1 0 0 0 0 0 2 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 1 0 0 0 19 0 0 14 0 2 0 1 0 0 1 0 0 0 1 0 0 0 0 0 0 0 0 0 0 | ar = 015
0 0 0 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 1 0 0 0 0 0 0 0 1 1 0 0 0 0 0 37 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 | as = 059
0 0 0 2 1 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 0 0 0 0 5 0 0 0 0 32 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 1 | at = 016
1 0 0 0 0 0 0 0 2 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 1 0 1 0 14 0 0 20 0 3 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | au = 017
0 0 0 0 2 1 0 1 1 0 0 0 0 0 0 4 0 1 0 0 0 0 0 1 0 0 0 0 6 0 0 0 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 25 0 0 0 0 0 0 0 0 0 1 0 0 0 1 0 0 0 0 0 0 | av = 018
2 0 0 0 0 5 0 0 1 1 1 1 0 0 0 0 2 1 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 1 0 0 4 0 19 1 0 0 0 1 0 0 0 0 0 0 0 0 2 0 0 1 0 0 | aw = 019
0 0 0 0 1 0 0 0 1 0 0 0 0 1 0 0 1 1 2 0 0 0 0 1 0 0 0 0 0 1 0 1 0 0 0 0 0 0 1 0 0 0 0 1 1 0 1 0 1 28 0 0 0 0 0 0 0 1 0 0 0 1 0 0 1 0 0 0 | ax = 060
0 0 1 0 0 0 11 0 0 0 0 0 0 0 1 0 0 0 0 10 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 3 0 0 0 0 0 1 0 0 0 0 0 0 11 0 0 1 1 0 0 0 5 0 0 0 0 0 0 0 0 0 | ay = 061
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 0 0 0 5 0 0 0 0 0 0 38 0 0 0 1 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 5 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 1 0 0 0 0 0 0 0 0 0 24 0 4 3 0 0 0 0 5 0 0 0 0 0 2 0 | ba = 063
2 0 0 0 0 0 1 0 3 0 1 0 0 0 1 0 3 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 4 0 1 0 3 0 2 0 0 2 0 1 0 1 0 0 17 1 0 0 0 0 0 0 0 2 0 0 0 0 0 | bb = 020
0 0 0 1 0 0 1 1 0 0 0 0 0 0 4 0 0 0 0 0 0 0 4 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 1 2 0 0 0 0 0 0 0 1 0 1 0 2 1 23 0 0 0 0 0 2 0 1 0 0 0 0 0 | bc = 064
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 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 4 0 0 25 0 0 0 0 1 0 0 0 1 0 1 8 | bd = 021
1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 0 1 2 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 4 0 0 0 1 0 0 0 0 0 1 0 0 0 31 0 0 0 2 0 0 0 0 0 0 0 | be = 065
0 0 8 0 1 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 0 0 0 0 2 0 0 0 0 1 0 0 0 1 0 0 0 0 0 0 0 0 0 29 0 0 0 0 1 0 0 0 0 0 | bf = 022
0 0 1 0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 6 0 0 1 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 7 0 0 0 0 0 0 0 26 0 0 0 0 0 0 0 0 0 | bg = 066
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 2 0 2 0 0 0 0 0 0 0 1 0 0 0 1 0 0 0 1 0 0 0 0 0 1 0 1 0 30 0 1 0 0 1 0 0 0 | bh = 023
0 0 0 0 0 0 0 1 0 0 0 0 0 1 1 0 0 0 0 0 1 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 3 0 2 2 0 0 0 0 25 2 0 0 0 0 0 6 | bi = 067
0 0 0 0 0 0 0 1 0 2 2 0 0 0 0 1 0 0 0 0 0 2 0 1 0 0 1 0 0 2 0 2 0 0 0 8 0 0 0 0 1 0 1 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 1 18 1 0 0 0 0 0 | bj = 024
2 0 0 0 1 0 0 1 1 0 0 0 0 0 1 1 1 0 0 0 0 3 1 3 1 0 0 0 1 0 0 0 0 1 0 2 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 1 3 0 0 1 0 0 0 1 19 0 0 0 0 0 | bk = 068
0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 3 0 0 0 0 0 0 3 1 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 33 0 0 0 0 | bl = 025
0 0 0 0 4 0 0 0 0 0 0 1 0 1 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 2 1 2 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 1 1 0 2 24 0 1 1 | bm = 026
0 0 0 0 0 2 0 0 1 1 2 0 0 0 1 0 1 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 1 1 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 31 0 0 | bn = 027
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 0 1 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 2 0 0 1 0 0 0 0 0 0 0 0 1 0 34 2 | bo = 028
0 0 0 1 0 0 0 0 0 0 0 0 0 1 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 8 0 0 0 0 4 0 0 0 0 0 0 27 | bp = 029
**************************************************BIC.arff**************************************************
**************************************************J48**************************************************
Time taken to build model: 2.14 seconds
Time taken to test model on training data: 0.21 seconds
=== Error on training data ===
Correctly Classified Instances 2608 83.376 %
Incorrectly Classified Instances 520 16.624 %
Kappa statistic 0.8313
Mean absolute error 0.0061
Root mean squared error 0.0553
Relative absolute error 21.1415 %
Root relative squared error 45.9799 %
Total Number of Instances 3128
=== Detailed Accuracy By Class ===
TP Rate FP Rate Precision Recall F-Measure MCC ROC Area PRC Area Class
0,913 0,005 0,750 0,913 0,824 0,825 0,999 0,924 030
0,891 0,003 0,804 0,891 0,845 0,844 0,999 0,934 031
0,913 0,004 0,764 0,913 0,832 0,832 0,999 0,922 032
0,935 0,005 0,754 0,935 0,835 0,837 0,999 0,924 033
0,891 0,005 0,745 0,891 0,812 0,812 0,998 0,897 034
0,891 0,003 0,820 0,891 0,854 0,853 0,999 0,942 035
0,848 0,003 0,830 0,848 0,839 0,836 0,999 0,911 036
0,870 0,003 0,816 0,870 0,842 0,840 0,999 0,932 037
0,826 0,004 0,776 0,826 0,800 0,797 0,998 0,884 038
0,891 0,004 0,774 0,891 0,828 0,828 0,999 0,927 039
0,804 0,002 0,841 0,804 0,822 0,820 0,999 0,914 040
0,913 0,004 0,764 0,913 0,832 0,832 0,999 0,935 041
0,913 0,005 0,750 0,913 0,824 0,825 0,999 0,902 042
0,913 0,002 0,857 0,913 0,884 0,883 0,999 0,958 043
0,848 0,002 0,848 0,848 0,848 0,846 0,999 0,943 044
0,913 0,004 0,792 0,913 0,848 0,848 0,999 0,932 001
0,848 0,002 0,848 0,848 0,848 0,846 0,999 0,934 045
0,870 0,002 0,889 0,870 0,879 0,877 0,999 0,956 002
0,870 0,003 0,833 0,870 0,851 0,849 0,999 0,906 046
0,870 0,004 0,784 0,870 0,825 0,823 0,999 0,904 003
0,891 0,005 0,745 0,891 0,812 0,812 0,998 0,867 047
0,935 0,004 0,768 0,935 0,843 0,845 0,999 0,941 004
0,913 0,020 0,400 0,913 0,556 0,597 0,993 0,616 048
0,870 0,003 0,800 0,870 0,833 0,831 0,999 0,906 005
0,826 0,001 0,950 0,826 0,884 0,884 1,000 0,963 049
0,935 0,001 0,915 0,935 0,925 0,924 1,000 0,984 006
0,913 0,002 0,857 0,913 0,884 0,883 0,999 0,948 007
0,848 0,001 0,907 0,848 0,876 0,875 0,999 0,959 008
0,804 0,001 0,902 0,804 0,851 0,850 0,999 0,938 009
0,891 0,001 0,911 0,891 0,901 0,900 1,000 0,971 050
0,870 0,001 0,909 0,870 0,889 0,887 1,000 0,966 051
0,804 0,004 0,771 0,804 0,787 0,784 0,998 0,855 052
0,848 0,003 0,830 0,848 0,839 0,836 0,999 0,926 053
0,913 0,002 0,894 0,913 0,903 0,902 0,999 0,948 010
0,935 0,001 0,935 0,935 0,935 0,934 1,000 0,956 054
0,783 0,003 0,800 0,783 0,791 0,788 0,998 0,842 011
0,891 0,001 0,953 0,891 0,921 0,921 1,000 0,966 055
0,696 0,001 0,941 0,696 0,800 0,807 0,998 0,900 012
0,783 0,001 0,900 0,783 0,837 0,837 0,998 0,908 056
0,804 0,002 0,881 0,804 0,841 0,840 0,999 0,912 013
0,826 0,001 0,905 0,826 0,864 0,863 0,998 0,906 057
0,957 0,002 0,880 0,957 0,917 0,916 1,000 0,982 014
0,913 0,002 0,857 0,913 0,884 0,883 0,999 0,945 058
0,870 0,002 0,870 0,870 0,870 0,868 0,999 0,929 015
0,848 0,001 0,907 0,848 0,876 0,875 0,999 0,940 059
0,674 0,005 0,674 0,674 0,674 0,669 0,995 0,760 016
0,848 0,001 0,929 0,848 0,886 0,886 0,999 0,954 017
0,761 0,000 1,000 0,761 0,864 0,871 0,999 0,949 018
0,804 0,002 0,860 0,804 0,831 0,830 0,999 0,928 019
0,826 0,001 0,950 0,826 0,884 0,884 0,999 0,958 060
0,891 0,003 0,837 0,891 0,863 0,861 0,999 0,916 061
0,826 0,001 0,950 0,826 0,884 0,884 0,999 0,954 062
0,848 0,005 0,722 0,848 0,780 0,779 0,998 0,843 063
0,870 0,003 0,833 0,870 0,851 0,849 0,999 0,926 020
0,565 0,000 0,963 0,565 0,712 0,735 0,997 0,827 064
0,696 0,000 0,970 0,696 0,810 0,819 0,999 0,914 021
0,826 0,001 0,927 0,826 0,874 0,873 0,999 0,953 065
0,848 0,000 0,975 0,848 0,907 0,908 1,000 0,974 022
0,761 0,001 0,946 0,761 0,843 0,846 0,999 0,931 066
0,783 0,002 0,837 0,783 0,809 0,807 0,997 0,860 023
0,783 0,002 0,837 0,783 0,809 0,807 0,999 0,888 067
0,696 0,002 0,865 0,696 0,771 0,773 0,998 0,836 024
0,717 0,001 0,917 0,717 0,805 0,809 0,999 0,914 068
0,652 0,002 0,857 0,652 0,741 0,744 0,995 0,758 025
0,500 0,001 0,885 0,500 0,639 0,662 0,994 0,710 026
0,783 0,001 0,923 0,783 0,847 0,848 0,999 0,931 027
0,848 0,001 0,907 0,848 0,876 0,875 0,999 0,957 028
0,696 0,002 0,821 0,696 0,753 0,752 0,996 0,826 029
Weighted Avg. 0,834 0,002 0,850 0,834 0,835 0,836 0,999 0,911
=== 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
42 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 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | a = 030
1 41 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 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 | b = 031
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 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 0 0 0 1 0 0 | c = 032
0 0 0 43 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 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 | d = 033
0 0 0 0 41 0 0 0 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 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 | e = 034
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 1 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 1 0 0 0 1 0 0 | f = 035
0 1 0 0 0 0 39 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 1 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 | g = 036
2 0 1 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 1 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 0 0 0 0 0 0 0 | h = 037
2 0 1 0 0 1 0 0 38 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 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 0 0 0 0 | i = 038
2 0 0 0 0 1 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 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 | j = 039
0 0 1 0 1 0 0 3 1 1 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 1 1 0 0 0 0 0 0 | k = 040
0 0 1 1 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 0 1 0 0 0 1 0 0 0 0 | l = 041
0 0 0 0 0 0 0 1 0 0 1 0 42 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 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 1 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 0 1 0 0 0 0 1 1 | n = 043
0 1 1 1 1 0 0 1 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 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 | o = 044
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 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 0 0 | p = 001
1 2 0 0 0 0 0 0 1 0 1 0 0 0 1 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 1 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 2 0 40 0 0 0 0 0 0 0 0 1 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 0 0 0 0 0 0 0 0 0 0 0 0 | r = 002
0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 1 0 0 40 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 1 0 0 0 1 0 0 0 0 | s = 046
0 0 0 0 0 1 0 0 0 0 0 0 1 0 1 0 0 0 0 40 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 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 | t = 003
0 0 1 2 0 0 0 0 0 0 0 0 0 1 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 1 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 1 0 0 0 0 0 0 1 0 0 0 0 43 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 | v = 004
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 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 1 0 0 0 0 0 | w = 048
1 0 0 0 0 0 0 0 0 1 0 1 0 0 0 1 0 0 0 0 1 0 1 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 0 0 0 0 0 0 0 0 | x = 005
1 1 0 0 0 0 0 0 1 0 1 1 0 0 0 0 0 1 0 0 0 1 0 0 38 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 | y = 049
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 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 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | z = 006
0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 0 0 0 1 1 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 | aa = 007
0 0 0 0 1 0 0 0 0 0 0 0 0 1 0 0 0 0 1 0 0 0 1 0 0 0 0 39 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 0 0 1 0 | ab = 008
0 0 1 0 0 1 0 0 0 0 0 0 0 0 0 0 1 1 0 0 0 0 0 1 0 1 0 1 37 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 1 0 0 0 0 | ac = 009
0 0 0 0 1 0 0 0 1 0 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0 1 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 0 0 0 0 0 | ad = 050
0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 1 0 0 1 0 0 1 40 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 | ae = 051
0 0 0 0 0 0 0 0 0 0 1 0 1 1 0 1 0 0 0 0 0 0 1 0 0 0 1 1 0 0 0 37 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 | af = 052
0 0 0 0 0 0 1 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 39 0 0 0 0 0 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 0 0 0 0 | ag = 053
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 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 1 0 0 0 0 0 0 0 0 0 0 0 | ah = 010
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 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 | ai = 054
0 0 0 0 0 0 0 1 2 1 0 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 2 0 0 0 36 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 0 0 0 | aj = 011
0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 1 0 1 0 0 0 0 0 0 0 0 0 1 0 0 0 1 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 | ak = 055
0 0 0 0 0 0 2 0 0 0 0 0 2 0 0 0 2 0 0 3 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 1 0 32 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 0 0 0 | al = 012
0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 1 0 1 0 0 0 0 1 1 0 0 0 0 0 0 0 2 0 1 0 36 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 | am = 056
0 0 0 0 0 0 0 0 0 1 1 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 37 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 | an = 013
0 0 0 1 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 1 0 0 0 0 0 0 0 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 1 0 0 0 0 | ao = 057
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 44 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 | ap = 014
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 1 0 0 0 0 0 0 0 0 0 42 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 | aq = 058
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 0 0 0 0 0 0 0 0 3 0 40 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | ar = 015
0 0 0 0 1 0 0 0 0 1 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 1 1 0 0 39 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | as = 059
0 0 0 0 2 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 0 0 0 0 0 0 0 0 1 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 | at = 016
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 1 0 0 1 0 0 0 0 0 0 0 1 0 0 39 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 | au = 017
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 1 0 0 0 2 0 1 0 0 2 0 0 0 0 1 0 0 1 0 0 0 0 1 0 1 0 0 0 35 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | av = 018
1 1 0 0 0 0 0 1 2 0 0 1 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 0 1 0 0 0 0 37 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | aw = 019
0 0 2 0 1 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 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 38 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 | ax = 060
0 0 0 0 0 0 1 0 0 1 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 1 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 | ay = 061
0 0 0 1 2 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 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 0 0 0 0 0 38 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | az = 062
0 0 1 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 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 39 0 0 0 0 0 0 1 0 1 0 0 0 0 0 0 | ba = 063
0 2 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 0 1 0 0 0 0 0 1 0 0 0 0 40 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | bb = 020
0 0 0 0 0 0 1 0 0 0 0 0 2 0 1 0 0 0 0 0 1 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 0 0 0 0 0 0 8 0 26 1 0 0 0 0 2 0 0 0 0 0 0 1 | bc = 064
0 0 0 0 1 0 0 0 1 0 0 0 0 0 0 0 0 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 0 0 0 0 0 0 1 0 0 32 0 0 0 2 0 0 0 0 1 0 2 1 | bd = 021
0 0 0 0 0 0 0 0 0 1 0 1 0 0 0 0 0 0 1 0 0 0 0 1 1 0 1 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 38 0 0 0 0 0 0 0 0 0 0 0 | be = 065
0 0 2 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 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 0 0 0 0 1 0 0 0 0 0 0 0 39 0 0 0 0 0 0 0 0 0 0 | bf = 022
0 1 0 0 0 0 3 0 0 0 0 0 2 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 2 0 0 0 0 0 0 0 35 0 0 0 0 0 0 0 0 0 | bg = 066
0 0 0 2 0 0 0 0 0 0 0 0 0 1 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 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 36 0 0 0 0 0 0 0 1 | bh = 023
0 0 0 1 0 0 0 1 0 0 0 1 1 0 1 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 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 0 36 0 0 0 0 0 0 0 | bi = 067
1 0 0 0 1 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 1 2 1 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 1 0 0 0 1 1 1 0 0 0 0 0 0 32 0 0 0 0 0 0 | bj = 024
0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 1 1 0 0 0 1 2 0 0 0 0 0 0 1 1 0 1 0 1 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 0 0 33 0 0 0 0 0 | bk = 068
0 0 0 1 0 0 0 0 0 0 0 2 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 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 30 0 0 0 1 | bl = 025
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 17 0 0 0 0 0 0 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 1 1 0 0 0 23 0 0 1 | bm = 026
1 0 1 0 0 1 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 1 0 0 0 1 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 36 0 0 | bn = 027
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 0 0 0 0 0 0 0 0 0 0 1 0 0 0 1 0 0 0 0 0 1 0 1 0 0 1 0 39 0 | bo = 028
0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 5 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 1 0 0 0 0 3 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 32 | bp = 029
=== Stratified cross-validation ===
Correctly Classified Instances 1718 54.9233 %
Incorrectly Classified Instances 1410 45.0767 %
Kappa statistic 0.5425
Mean absolute error 0.014
Root mean squared error 0.1035
Relative absolute error 48.4636 %
Root relative squared error 85.9972 %
Total Number of Instances 3128
=== Detailed Accuracy By Class ===
TP Rate FP Rate Precision Recall F-Measure MCC ROC Area PRC Area Class
0,543 0,007 0,543 0,543 0,543 0,537 0,800 0,458 030
0,609 0,007 0,560 0,609 0,583 0,577 0,822 0,505 031
0,565 0,005 0,619 0,565 0,591 0,586 0,833 0,517 032
0,630 0,005 0,659 0,630 0,644 0,639 0,820 0,570 033
0,435 0,007 0,465 0,435 0,449 0,442 0,770 0,352 034
0,587 0,010 0,458 0,587 0,514 0,510 0,800 0,437 035
0,413 0,013 0,328 0,413 0,365 0,357 0,773 0,284 036
0,370 0,016 0,258 0,370 0,304 0,296 0,784 0,239 037
0,457 0,007 0,488 0,457 0,472 0,465 0,787 0,349 038
0,587 0,008 0,519 0,587 0,551 0,545 0,799 0,497 039
0,500 0,013 0,365 0,500 0,422 0,417 0,765 0,318 040
0,522 0,007 0,533 0,522 0,527 0,521 0,810 0,511 041
0,522 0,007 0,522 0,522 0,522 0,515 0,777 0,450 042
0,565 0,007 0,531 0,565 0,547 0,541 0,800 0,445 043
0,543 0,010 0,455 0,543 0,495 0,489 0,819 0,396 044
0,522 0,008 0,480 0,522 0,500 0,493 0,809 0,449 001
0,435 0,009 0,426 0,435 0,430 0,422 0,765 0,284 045
0,674 0,006 0,620 0,674 0,646 0,641 0,856 0,584 002
0,565 0,007 0,553 0,565 0,559 0,553 0,779 0,443 046
0,478 0,007 0,500 0,478 0,489 0,482 0,776 0,315 003
0,609 0,011 0,459 0,609 0,523 0,521 0,830 0,396 047
0,478 0,013 0,349 0,478 0,404 0,398 0,763 0,283 004
0,739 0,023 0,324 0,739 0,450 0,479 0,878 0,283 048
0,565 0,012 0,413 0,565 0,477 0,474 0,793 0,287 005
0,522 0,007 0,511 0,522 0,516 0,509 0,798 0,370 049
0,783 0,001 0,900 0,783 0,837 0,837 0,923 0,833 006
0,761 0,007 0,625 0,761 0,686 0,685 0,878 0,598 007
0,478 0,010 0,415 0,478 0,444 0,437 0,743 0,271 008
0,500 0,006 0,535 0,500 0,517 0,510 0,745 0,375 009
0,652 0,006 0,638 0,652 0,645 0,640 0,844 0,518 050
0,717 0,006 0,647 0,717 0,680 0,676 0,888 0,624 051
0,391 0,007 0,439 0,391 0,414 0,406 0,693 0,267 052
0,717 0,008 0,579 0,717 0,641 0,639 0,866 0,647 053
0,609 0,007 0,549 0,609 0,577 0,571 0,843 0,495 010
0,783 0,004 0,750 0,783 0,766 0,763 0,911 0,639 054
0,478 0,008 0,468 0,478 0,473 0,465 0,777 0,371 011
0,674 0,004 0,738 0,674 0,705 0,701 0,834 0,559 055
0,370 0,007 0,425 0,370 0,395 0,388 0,762 0,258 012
0,609 0,003 0,757 0,609 0,675 0,674 0,822 0,519 056
0,565 0,003 0,743 0,565 0,642 0,643 0,854 0,583 013
0,500 0,004 0,639 0,500 0,561 0,560 0,803 0,399 057
0,696 0,004 0,744 0,696 0,719 0,715 0,868 0,659 014
0,587 0,006 0,600 0,587 0,593 0,587 0,822 0,446 058
0,500 0,008 0,489 0,500 0,495 0,487 0,777 0,339 015
0,739 0,004 0,723 0,739 0,731 0,727 0,878 0,594 059
0,500 0,008 0,489 0,500 0,495 0,487 0,881 0,431 016
0,674 0,004 0,721 0,674 0,697 0,693 0,867 0,616 017
0,565 0,005 0,634 0,565 0,598 0,593 0,801 0,514 018
0,435 0,006 0,526 0,435 0,476 0,471 0,765 0,322 019
0,565 0,006 0,605 0,565 0,584 0,579 0,777 0,375 060
0,587 0,007 0,551 0,587 0,568 0,562 0,800 0,476 061
0,717 0,005 0,702 0,717 0,710 0,705 0,878 0,616 062
0,370 0,006 0,486 0,370 0,420 0,416 0,710 0,228 063
0,391 0,004 0,621 0,391 0,480 0,487 0,744 0,400 020
0,348 0,004 0,552 0,348 0,427 0,432 0,760 0,343 064
0,500 0,005 0,605 0,500 0,548 0,544 0,789 0,446 021
0,696 0,004 0,727 0,696 0,711 0,707 0,856 0,592 065
0,609 0,006 0,583 0,609 0,596 0,590 0,843 0,473 022
0,478 0,002 0,759 0,478 0,587 0,598 0,799 0,439 066
0,565 0,006 0,565 0,565 0,565 0,559 0,859 0,509 023
0,543 0,006 0,568 0,543 0,556 0,549 0,810 0,362 067
0,457 0,004 0,636 0,457 0,532 0,533 0,766 0,374 024
0,500 0,003 0,742 0,500 0,597 0,604 0,811 0,480 068
0,457 0,004 0,618 0,457 0,525 0,525 0,835 0,356 025
0,370 0,002 0,708 0,370 0,486 0,507 0,869 0,397 026
0,478 0,002 0,759 0,478 0,587 0,598 0,843 0,470 027
0,478 0,004 0,647 0,478 0,550 0,551 0,777 0,396 028
0,522 0,008 0,490 0,522 0,505 0,498 0,868 0,498 029
Weighted Avg. 0,549 0,007 0,568 0,549 0,552 0,549 0,812 0,443
=== 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
25 1 0 0 0 0 0 3 0 1 0 0 0 0 0 2 2 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 1 0 0 0 0 0 6 0 1 0 0 1 0 0 1 0 0 0 0 0 0 0 0 0 0 0 | a = 030
0 28 0 0 0 0 2 0 2 0 1 0 3 0 0 0 4 0 0 0 0 0 0 1 1 0 1 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 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | b = 031
0 0 26 0 1 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 2 0 0 3 1 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 9 0 0 0 0 0 0 0 0 0 0 | c = 032
0 0 0 29 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 1 0 0 0 0 2 0 1 0 0 0 0 0 0 0 0 0 0 3 0 0 0 1 2 0 0 0 0 0 2 0 0 0 0 0 0 0 2 0 0 0 1 0 0 0 0 | d = 033
0 0 0 0 20 0 0 0 0 0 0 0 0 2 0 0 0 0 3 0 2 0 3 0 0 0 0 2 0 1 0 2 0 0 0 0 0 0 0 0 1 0 0 0 0 2 0 0 0 0 0 0 1 0 0 2 0 0 0 3 0 1 0 0 0 0 1 0 | e = 034
1 0 0 0 1 27 0 0 1 2 2 0 0 0 0 0 1 2 0 0 0 0 0 1 2 0 0 0 2 0 0 0 0 0 0 2 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 | f = 035
0 0 0 0 0 0 19 0 0 0 0 0 0 0 2 0 0 0 0 4 0 0 0 1 1 0 0 2 0 0 0 1 2 0 0 0 0 6 0 0 0 0 0 0 0 0 1 1 0 0 5 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 | g = 036
1 1 0 0 0 2 0 17 1 0 6 0 0 0 2 0 1 0 0 0 0 7 0 0 0 0 1 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 1 0 0 0 1 0 0 0 0 0 1 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0 | h = 037
1 0 0 0 0 2 0 3 21 2 5 0 0 0 0 0 0 0 0 0 0 2 0 1 2 0 1 0 0 0 0 0 0 1 0 1 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 | i = 038
2 0 0 0 0 3 0 0 2 27 0 0 0 1 0 0 0 0 0 0 0 3 0 1 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 0 0 1 0 0 0 0 1 0 1 0 0 0 0 | j = 039
0 0 0 0 0 1 0 7 1 0 23 0 0 0 0 0 0 0 0 0 0 6 0 0 2 0 1 0 0 0 0 0 0 0 0 1 0 1 0 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 0 0 0 0 | k = 040
0 0 1 0 0 0 0 1 0 0 0 24 0 0 0 0 0 0 0 0 2 1 0 4 0 0 0 1 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 1 0 0 1 0 1 0 0 0 0 0 1 0 0 0 1 0 0 0 1 1 0 1 3 | l = 041
1 1 0 0 0 0 1 0 0 0 0 0 24 1 0 0 0 1 0 2 0 2 2 0 0 0 0 0 0 0 0 2 3 2 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 0 2 0 0 0 0 0 0 0 | m = 042
0 1 0 1 1 0 1 0 0 0 0 0 0 26 0 0 0 0 1 0 2 0 0 0 0 0 1 0 0 1 2 1 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 2 0 0 1 1 0 0 0 0 1 1 | n = 043
0 0 0 0 1 0 1 1 0 0 2 0 0 1 25 0 1 0 0 2 1 1 0 0 0 0 0 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 1 0 0 0 0 0 1 0 1 1 1 0 1 0 0 1 | o = 044
0 0 0 0 0 1 0 0 0 0 0 0 1 0 0 24 0 3 0 0 0 0 0 2 0 1 1 0 0 0 1 0 0 10 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 | p = 001
1 4 0 0 0 1 0 1 2 0 3 0 0 0 1 0 20 1 0 0 0 3 0 0 1 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 1 0 0 0 0 2 0 0 0 0 0 0 0 1 0 0 0 0 0 0 | q = 045
0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 3 0 31 0 0 0 0 0 1 0 0 0 0 4 0 1 0 0 2 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 0 0 0 0 0 0 | r = 002
0 1 0 1 0 0 0 0 0 0 0 2 0 1 0 0 0 0 26 0 3 0 0 2 0 0 0 0 0 0 1 1 0 1 1 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 1 0 1 0 1 0 1 0 | s = 046
0 0 0 0 0 0 8 1 0 1 0 0 1 0 0 0 1 0 0 22 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 1 0 3 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 | t = 003
0 0 0 0 1 0 0 0 0 1 0 0 0 1 0 0 0 0 0 0 28 0 1 1 0 0 1 3 0 0 1 1 0 0 0 0 0 0 0 0 2 0 0 0 1 1 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 1 | u = 047
0 0 0 0 0 0 0 5 1 2 3 0 0 0 2 0 1 0 0 0 1 22 0 0 0 0 0 0 0 0 0 0 0 0 0 4 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 2 0 0 0 0 0 0 | v = 004
0 1 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0 0 0 0 0 0 34 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 1 0 0 0 0 0 0 0 1 2 0 0 0 1 0 0 1 | w = 048
0 0 1 0 0 0 0 0 0 1 0 1 0 1 1 0 0 0 1 0 2 1 1 26 1 0 1 0 1 0 2 0 0 1 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 1 0 0 0 0 | x = 005
3 1 0 0 0 2 0 0 1 0 1 0 0 0 0 0 3 0 0 0 0 1 0 0 24 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 2 0 0 0 0 3 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 1 0 0 | y = 049
0 2 0 0 0 0 0 0 0 0 0 0 0 0 1 2 0 1 0 0 0 0 0 0 1 36 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 1 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 1 0 0 0 0 0 1 0 1 0 0 0 0 0 0 0 3 0 0 35 0 0 0 0 2 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 | aa = 007
0 0 1 0 1 1 0 1 0 0 0 2 0 0 0 0 0 2 1 0 4 0 1 2 0 0 0 22 0 1 2 1 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 0 1 0 0 0 0 0 0 | ab = 008
0 1 0 0 0 2 1 0 0 0 0 0 0 0 0 0 1 2 0 0 0 0 0 2 1 0 0 1 23 0 0 0 0 0 0 0 0 0 2 0 0 1 0 0 0 0 1 6 1 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 0 0 0 0 2 0 2 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 1 1 0 30 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 3 0 0 0 0 4 0 1 0 0 0 0 0 0 0 0 | ad = 050
0 0 0 0 1 0 0 0 0 0 0 0 0 1 0 0 0 0 1 0 2 0 0 1 0 0 0 1 0 0 33 0 0 0 0 0 1 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 1 1 0 0 1 | ae = 051
0 0 2 0 1 0 0 2 0 1 0 0 4 0 0 0 1 0 1 0 0 0 1 0 0 0 0 1 0 2 0 18 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 3 0 1 1 0 0 1 0 1 0 0 0 0 0 2 0 0 0 1 | af = 052
0 1 0 0 0 0 2 1 0 1 0 0 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 33 0 0 1 0 0 0 2 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 | ag = 053
0 1 0 0 0 0 0 0 0 0 0 1 1 0 0 9 0 2 0 0 0 0 0 1 0 1 0 0 0 0 0 0 0 28 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 0 | ah = 010
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 3 0 1 0 0 1 0 0 2 0 0 0 0 0 0 0 36 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 | ai = 054
0 0 0 0 1 1 0 6 1 3 3 0 0 1 0 0 1 0 0 0 0 1 0 1 0 0 0 0 1 0 0 1 0 0 0 22 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 1 0 0 | aj = 011
0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 1 0 0 0 0 0 0 0 0 0 4 0 0 0 4 0 31 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 1 0 | ak = 055
0 1 0 0 0 0 6 0 0 0 0 0 3 0 1 0 1 0 0 3 0 0 1 0 0 0 0 0 0 0 0 0 2 0 0 0 0 17 0 1 0 0 1 3 0 0 0 0 0 0 5 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 | al = 012
1 0 0 0 0 0 0 0 0 0 0 1 0 0 0 1 0 1 1 0 0 0 0 1 1 0 2 1 0 0 0 1 0 0 1 0 2 0 28 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 | am = 056
0 0 0 0 0 0 3 0 0 1 0 0 2 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 11 0 0 0 0 1 0 26 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 | an = 013
0 0 0 4 1 0 0 0 0 0 0 1 0 0 0 0 0 0 1 0 0 0 4 0 0 0 0 1 0 0 0 0 0 0 0 0 1 0 0 0 23 0 0 0 2 3 0 0 0 1 0 1 0 0 0 0 0 0 0 1 0 0 0 1 0 0 0 1 | ao = 057
0 0 0 0 0 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 1 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 32 0 5 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 | ap = 014
0 0 0 0 0 3 0 0 2 1 1 0 0 0 0 2 2 0 0 0 0 0 0 1 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 27 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 | aq = 058
0 0 0 0 0 2 1 0 0 1 0 0 0 0 0 0 0 0 0 0 0 1 0 2 2 1 0 1 1 0 0 0 0 0 0 0 0 1 0 0 0 3 0 23 0 0 1 3 0 2 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 | ar = 015
0 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 1 1 0 0 1 0 0 1 0 0 0 0 0 0 0 1 0 0 0 0 0 34 0 0 0 0 2 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | as = 059
0 0 0 2 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 12 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 23 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 2 0 0 0 1 | at = 016
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 1 1 0 0 0 0 0 0 0 0 1 0 0 0 1 0 3 0 0 31 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 2 0 0 2 0 0 | au = 017
0 1 0 0 0 1 0 0 0 0 0 0 0 0 0 2 0 2 0 0 0 0 0 0 3 0 0 0 7 0 0 0 0 1 1 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 1 0 0 1 0 | av = 018
5 0 0 0 0 3 0 0 2 1 0 1 0 0 0 2 2 1 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 0 2 0 0 0 0 20 0 0 0 0 1 0 0 1 1 0 0 0 0 0 0 0 0 0 0 | aw = 019
0 0 1 0 1 0 0 0 0 0 1 2 0 2 0 0 0 0 1 0 3 0 0 0 0 0 0 1 0 0 1 2 0 0 0 1 1 0 0 0 0 1 0 0 0 0 0 0 0 26 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 | ax = 060
0 0 0 0 0 1 5 1 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 3 0 1 0 0 0 0 0 0 0 0 0 0 27 0 0 1 0 0 0 0 2 0 0 0 0 0 0 0 0 0 | ay = 061
0 0 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 1 3 1 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 1 1 0 0 0 0 0 33 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 | az = 062
0 0 0 0 0 0 1 1 0 0 0 0 0 2 6 0 0 0 0 0 0 1 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0 17 0 6 2 0 0 0 1 4 0 1 0 0 0 1 0 | ba = 063
1 1 0 0 0 1 1 2 1 1 1 0 0 0 1 0 5 0 0 1 0 1 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 2 0 0 0 0 2 0 1 0 0 1 1 0 3 0 0 18 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 1 1 0 2 1 0 0 0 0 0 0 4 0 0 0 0 1 0 0 0 0 0 0 0 1 0 1 0 1 0 0 0 0 1 0 0 1 0 0 1 0 3 0 16 1 0 0 0 2 6 1 0 0 0 0 0 1 | bc = 064
0 0 0 0 1 0 0 2 0 0 0 0 0 1 3 0 0 0 0 0 2 0 0 0 0 0 1 1 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 0 2 23 0 0 0 2 0 1 0 0 0 0 3 2 | bd = 021
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 1 0 0 0 0 0 1 0 1 0 0 0 0 0 0 0 5 0 0 0 0 0 2 0 0 1 0 0 0 0 32 0 0 0 0 0 0 0 0 0 0 0 | be = 065
0 0 8 0 0 1 0 1 0 1 2 0 0 0 0 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 0 0 0 0 0 0 1 0 0 1 0 0 0 0 0 0 0 28 0 0 0 0 0 0 0 0 0 0 | bf = 022
0 1 0 0 0 0 5 0 0 0 0 0 3 0 1 0 0 0 0 6 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 2 0 1 0 0 0 0 0 22 0 0 0 0 0 0 0 0 0 | bg = 066
0 0 0 0 0 0 0 1 0 0 0 0 0 0 1 0 0 0 0 0 0 0 5 0 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0 0 4 0 0 0 0 2 0 0 0 0 0 3 0 0 0 1 0 0 0 26 0 0 0 0 0 0 0 1 | bh = 023
0 1 0 0 0 0 0 1 1 2 0 0 1 0 0 0 0 0 2 0 0 0 4 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 2 0 3 1 0 0 0 0 25 0 0 0 1 0 0 1 | bi = 067
1 0 0 0 2 0 0 0 2 2 3 0 0 0 2 0 0 0 0 0 1 2 0 0 0 0 0 1 0 1 0 1 0 0 0 2 0 0 0 0 0 0 0 0 1 0 0 1 1 0 0 0 0 0 0 1 0 0 0 0 0 21 0 0 0 0 0 1 | bj = 024
1 0 0 0 0 1 0 1 0 0 1 1 0 0 1 0 0 0 1 1 1 2 0 0 0 0 0 1 0 1 0 1 1 0 0 0 0 0 0 0 0 2 1 0 0 0 2 0 1 0 0 0 0 0 0 0 1 0 0 0 0 0 23 1 0 0 0 0 | bk = 068
0 0 0 3 1 0 0 0 0 0 0 3 0 1 0 0 0 0 0 0 0 0 7 0 0 0 0 0 0 0 1 0 0 1 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 1 21 1 0 0 2 | bl = 025
0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 17 0 0 0 0 1 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 1 0 0 0 0 0 0 1 0 0 0 0 17 0 0 3 | bm = 026
1 1 1 0 0 3 0 3 0 0 1 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 0 1 0 0 0 1 0 0 0 0 0 1 0 1 0 0 2 0 0 2 0 0 0 0 0 0 0 2 0 1 0 0 0 0 0 22 0 0 | bn = 027
0 0 0 0 3 0 0 1 0 0 2 1 0 1 1 0 0 0 1 0 0 0 0 0 0 0 0 2 0 1 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 1 0 0 1 0 0 0 1 0 0 4 0 0 1 0 0 0 1 0 0 0 22 0 | bo = 028
0 0 0 2 1 0 0 0 0 0 0 0 0 2 1 0 0 0 0 0 1 0 6 1 0 0 0 0 0 0 0 1 0 0 0 0 2 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 1 24 | bp = 029
**************************************************Naive**************************************************
Time taken to build model: 0.5 seconds
Time taken to test model on training data: 6.66 seconds
=== Error on training data ===
Correctly Classified Instances 1008 32.2251 %
Incorrectly Classified Instances 2120 67.7749 %
Kappa statistic 0.3121
Mean absolute error 0.02
Root mean squared error 0.1374
Relative absolute error 69 %
Root relative squared error 114.1452 %
Total Number of Instances 3128
=== Detailed Accuracy By Class ===
TP Rate FP Rate Precision Recall F-Measure MCC ROC Area PRC Area Class
0,261 0,000 0,923 0,261 0,407 0,488 0,898 0,367 030
0,370 0,001 0,850 0,370 0,515 0,557 0,924 0,438 031
0,391 0,001 0,818 0,391 0,529 0,562 0,840 0,408 032
0,630 0,017 0,363 0,630 0,460 0,468 0,971 0,476 033
0,457 0,055 0,110 0,457 0,177 0,202 0,849 0,115 034
0,043 0,001 0,400 0,043 0,078 0,128 0,862 0,206 035
0,043 0,003 0,167 0,043 0,069 0,078 0,953 0,223 036
0,217 0,008 0,294 0,217 0,250 0,243 0,853 0,249 037
0,217 0,010 0,238 0,217 0,227 0,217 0,858 0,171 038
0,413 0,009 0,404 0,413 0,409 0,400 0,946 0,312 039
0,196 0,006 0,321 0,196 0,243 0,242 0,868 0,249 040
0,348 0,008 0,381 0,348 0,364 0,355 0,830 0,393 041
0,326 0,005 0,484 0,326 0,390 0,390 0,960 0,412 042
0,326 0,012 0,283 0,326 0,303 0,293 0,760 0,294 043
0,326 0,011 0,313 0,326 0,319 0,309 0,835 0,342 044
0,087 0,001 0,500 0,087 0,148 0,204 0,876 0,186 001
0,174 0,003 0,471 0,174 0,254 0,280 0,920 0,275 045
0,196 0,001 0,818 0,196 0,316 0,397 0,896 0,341 002
0,196 0,010 0,220 0,196 0,207 0,196 0,818 0,169 046
0,174 0,000 0,889 0,174 0,291 0,390 0,950 0,393 003
0,304 0,010 0,304 0,304 0,304 0,294 0,871 0,238 047
0,239 0,016 0,183 0,239 0,208 0,196 0,904 0,110 004
0,457 0,067 0,092 0,457 0,153 0,180 0,870 0,156 048
0,217 0,013 0,200 0,217 0,208 0,196 0,773 0,097 005
0,261 0,004 0,500 0,261 0,343 0,355 0,900 0,326 049
0,804 0,000 1,000 0,804 0,892 0,896 0,990 0,916 006
0,304 0,001 0,875 0,304 0,452 0,512 0,916 0,414 007
0,348 0,026 0,168 0,348 0,227 0,226 0,832 0,188 008
0,196 0,001 0,750 0,196 0,310 0,379 0,874 0,310 009
0,457 0,015 0,318 0,457 0,375 0,370 0,913 0,465 050
0,435 0,005 0,588 0,435 0,500 0,499 0,940 0,516 051
0,348 0,029 0,151 0,348 0,211 0,212 0,842 0,192 052
0,457 0,009 0,420 0,457 0,437 0,429 0,981 0,402 053
0,087 0,000 1,000 0,087 0,160 0,293 0,874 0,236 010
0,370 0,000 1,000 0,370 0,540 0,605 0,973 0,611 054
0,130 0,002 0,500 0,130 0,207 0,250 0,893 0,175 011
0,391 0,003 0,667 0,391 0,493 0,505 0,960 0,587 055
0,326 0,003 0,652 0,326 0,435 0,456 0,942 0,374 012
0,304 0,000 0,933 0,304 0,459 0,530 0,889 0,462 056
0,391 0,005 0,563 0,391 0,462 0,463 0,950 0,415 013
0,391 0,009 0,391 0,391 0,391 0,382 0,946 0,305 057
0,239 0,002 0,647 0,239 0,349 0,388 0,901 0,339 014
0,283 0,001 0,765 0,283 0,413 0,461 0,948 0,435 058
0,109 0,002 0,455 0,109 0,175 0,217 0,880 0,228 015
0,413 0,012 0,345 0,413 0,376 0,368 0,890 0,449 059
1,000 0,055 0,214 1,000 0,352 0,450 0,971 0,207 016
0,239 0,001 0,846 0,239 0,373 0,446 0,891 0,367 017
0,174 0,002 0,615 0,174 0,271 0,322 0,882 0,237 018
0,065 0,001 0,500 0,065 0,115 0,177 0,858 0,138 019
0,304 0,018 0,197 0,304 0,239 0,231 0,828 0,151 060
0,326 0,007 0,395 0,326 0,357 0,350 0,958 0,243 061
0,543 0,029 0,217 0,543 0,311 0,329 0,922 0,452 062
0,130 0,018 0,097 0,130 0,111 0,097 0,835 0,088 063
0,304 0,004 0,560 0,304 0,394 0,407 0,856 0,225 020
0,261 0,006 0,387 0,261 0,312 0,310 0,828 0,223 064
0,326 0,001 0,789 0,326 0,462 0,503 0,835 0,394 021
0,478 0,013 0,361 0,478 0,411 0,405 0,962 0,232 065
0,348 0,000 1,000 0,348 0,516 0,587 0,894 0,465 022
0,370 0,002 0,739 0,370 0,493 0,518 0,977 0,589 066
0,413 0,022 0,216 0,413 0,284 0,284 0,845 0,292 023
0,457 0,011 0,389 0,457 0,420 0,412 0,906 0,258 067
0,283 0,001 0,765 0,283 0,413 0,461 0,889 0,351 024
0,239 0,006 0,355 0,239 0,286 0,283 0,838 0,241 068
0,457 0,040 0,146 0,457 0,221 0,239 0,904 0,179 025
0,478 0,040 0,151 0,478 0,229 0,250 0,951 0,299 026
0,304 0,001 0,778 0,304 0,438 0,482 0,907 0,405 027
0,283 0,000 0,929 0,283 0,433 0,509 0,839 0,419 028
0,478 0,010 0,407 0,478 0,440 0,432 0,909 0,480 029
Weighted Avg. 0,322 0,010 0,497 0,322 0,337 0,361 0,894 0,322
=== 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
12 0 0 0 0 0 0 1 6 0 0 0 1 1 1 0 1 0 2 0 1 0 2 3 0 0 0 2 0 0 0 2 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 4 2 1 0 0 0 0 0 3 0 0 0 0 0 0 0 0 | a = 030
0 17 0 0 0 0 0 0 1 0 0 0 1 3 0 0 1 0 1 0 0 1 2 5 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 3 0 3 0 0 3 0 0 0 0 1 0 0 0 0 0 0 0 0 | b = 031
0 0 18 0 10 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 2 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 0 0 0 1 0 0 1 7 3 0 0 0 | c = 032
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 0 0 0 0 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 0 0 0 0 0 1 2 0 0 0 | d = 033
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 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 10 0 0 0 0 0 1 0 0 0 0 0 0 0 1 0 0 0 1 12 0 0 0 | e = 034
0 0 0 0 1 2 0 5 6 0 5 1 0 0 0 0 0 0 2 0 0 1 7 0 0 0 0 4 0 0 0 5 0 0 0 0 0 0 0 0 0 0 1 0 2 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 1 1 0 0 0 0 | f = 035
1 0 0 0 0 0 2 0 0 0 0 3 0 0 2 0 1 0 0 1 0 0 0 1 0 0 0 1 0 1 0 1 1 0 0 0 0 2 0 2 0 0 0 0 0 0 0 0 0 0 12 0 6 0 1 0 0 0 2 6 0 0 0 0 0 0 0 0 | g = 036
0 0 0 0 3 0 0 10 0 0 5 0 0 0 0 0 1 1 1 0 0 4 4 0 0 0 0 4 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 3 0 1 0 0 0 0 1 0 0 0 1 0 1 2 0 0 0 0 | h = 037
0 0 0 0 0 0 0 4 10 0 1 1 2 0 0 0 0 0 2 0 0 2 6 0 0 0 0 1 0 0 0 7 1 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 2 0 0 0 0 2 0 0 0 0 0 1 1 0 0 0 0 | i = 038
0 0 0 0 1 0 0 0 0 19 0 0 0 0 0 0 0 0 0 0 0 0 8 0 0 0 0 1 0 1 0 4 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 4 0 0 2 0 0 0 0 | j = 039
0 0 0 0 1 0 0 0 0 2 9 1 0 0 0 0 0 1 1 0 0 7 5 0 0 0 0 4 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 4 0 0 0 0 1 0 0 0 1 1 0 2 0 1 0 0 | k = 040
0 0 1 2 5 0 0 1 0 0 0 16 0 0 0 0 0 0 0 0 1 0 0 0 0 0 1 0 0 2 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 2 0 0 0 0 0 0 0 0 0 1 0 0 0 2 0 0 2 6 3 0 0 0 | l = 041
0 0 3 0 0 0 0 0 0 1 0 0 15 0 0 0 0 0 3 0 1 0 1 0 0 0 0 3 0 0 0 7 6 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 2 0 0 0 0 1 0 0 1 0 0 0 0 0 0 0 1 | m = 042
0 0 0 0 5 0 0 0 0 0 0 0 0 15 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 2 1 2 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 1 0 0 0 4 11 0 0 0 | n = 043
0 0 0 0 4 0 0 0 0 0 0 0 0 0 15 0 0 0 0 0 0 0 5 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 0 0 0 6 0 0 1 0 3 0 0 0 0 0 3 0 2 0 4 0 0 0 | o = 044
0 0 0 0 0 0 0 0 0 3 0 1 0 0 4 4 0 0 1 0 1 5 9 1 0 0 0 5 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 1 0 0 0 0 0 0 0 0 2 0 0 0 0 0 2 3 0 0 0 0 | p = 001
0 1 0 0 0 0 0 0 3 0 1 0 1 8 0 0 8 0 0 0 0 1 2 0 3 0 0 3 0 0 0 3 1 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 1 0 3 0 5 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | q = 045
0 0 0 0 1 2 0 0 0 0 3 1 0 0 0 1 0 9 4 0 1 0 9 0 0 0 0 5 0 0 0 1 0 0 0 1 0 0 0 0 0 0 1 0 0 0 0 3 0 0 0 0 0 0 0 0 2 0 0 0 0 1 0 1 0 0 0 0 | r = 002
0 0 0 4 9 0 0 0 0 0 0 0 0 1 0 0 0 0 9 0 0 0 0 0 0 0 0 1 0 4 1 2 0 0 0 0 0 0 0 0 4 0 0 0 0 1 0 0 0 4 0 1 0 0 0 0 0 0 0 1 0 0 0 2 2 0 0 0 | s = 046
0 0 0 0 0 0 0 0 0 0 0 4 0 0 0 0 1 0 0 8 0 0 1 2 0 0 0 0 0 1 0 1 1 0 0 0 0 3 0 2 0 0 0 0 0 0 0 0 0 0 6 0 9 0 0 0 0 0 3 4 0 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 14 0 1 0 0 0 0 5 0 0 2 0 0 0 0 0 0 0 0 0 4 0 0 0 0 2 0 0 0 0 0 1 0 0 0 0 0 0 0 1 0 0 0 5 7 0 0 0 | u = 047
0 0 0 0 3 0 0 0 0 4 1 1 0 0 0 0 0 0 0 0 0 11 7 0 0 0 0 2 0 0 0 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 4 0 0 1 0 1 0 0 0 2 0 2 2 0 1 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 21 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 1 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 | w = 048
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 9 10 0 0 0 0 0 7 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 2 3 0 0 0 0 0 0 0 0 0 0 6 6 0 0 0 | x = 005
0 0 0 0 0 0 0 0 2 0 0 0 2 1 0 0 1 0 3 0 0 1 2 5 12 0 0 4 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 2 1 0 0 0 2 2 0 2 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | y = 049
0 0 0 0 1 0 0 0 0 0 0 0 1 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 1 0 0 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 | z = 006
0 0 0 1 0 0 0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 9 0 0 0 14 0 0 2 0 0 2 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 9 0 0 0 0 1 0 0 1 0 0 0 2 1 0 0 0 | aa = 007
0 0 0 3 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 4 0 0 0 0 0 0 16 0 0 1 0 0 0 0 0 0 0 0 0 2 0 0 0 0 2 0 0 0 0 0 1 0 0 0 0 0 0 0 1 0 0 0 5 7 0 0 0 | ab = 008
0 0 0 0 4 1 1 1 0 0 0 1 0 0 1 0 0 0 0 0 1 5 4 0 0 0 0 1 9 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 8 0 0 0 0 0 0 2 0 0 2 0 0 0 2 0 1 0 0 | ac = 009
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 21 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 1 0 0 0 0 0 0 0 3 8 0 0 0 | ad = 050
0 0 0 1 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 20 0 0 0 0 0 1 0 0 0 6 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 0 0 1 0 0 0 2 4 0 0 1 | ae = 051
0 0 0 0 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 3 1 16 0 0 0 0 0 0 0 0 0 0 0 0 3 2 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 9 5 0 0 0 | af = 052
0 0 0 0 0 0 0 0 0 1 0 0 1 0 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 4 0 4 21 0 0 1 0 0 0 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 0 0 0 0 | ag = 053
0 0 0 0 0 0 0 0 0 3 0 1 0 0 4 3 0 0 0 0 0 5 10 1 0 0 0 0 0 0 0 2 0 4 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 5 0 0 0 0 3 0 0 0 0 0 0 2 0 0 0 0 | ah = 010
0 0 0 1 1 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 17 0 6 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 1 1 0 0 4 0 0 0 10 | ai = 054
0 0 0 0 4 0 0 0 0 4 0 0 0 0 0 0 0 0 0 0 1 8 4 1 0 0 0 2 0 1 0 7 0 0 0 6 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 2 0 2 2 1 0 0 0 | aj = 011
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 1 0 0 2 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 1 0 0 0 1 2 0 0 13 | ak = 055
0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 1 2 2 0 0 0 3 0 0 0 1 1 0 0 0 0 15 0 5 0 0 0 0 2 0 0 0 0 1 0 3 8 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 | al = 012
0 0 0 0 4 0 0 0 0 3 0 0 0 1 2 0 0 0 0 0 3 0 7 0 0 0 1 3 0 0 1 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 1 0 0 1 0 0 0 5 0 0 0 0 | am = 056
0 0 0 0 1 0 0 0 0 0 0 0 0 6 0 0 0 0 0 0 0 1 3 0 0 0 0 1 0 0 0 1 2 0 0 0 0 1 0 18 0 0 0 0 1 0 0 0 0 0 0 9 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | an = 013
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 0 0 0 0 0 0 0 0 0 0 0 0 18 0 0 0 0 15 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 5 0 0 0 | ao = 057
0 2 0 0 0 0 4 0 0 0 0 0 2 0 3 0 0 0 0 0 0 0 2 4 3 0 0 0 0 1 0 0 1 0 0 0 0 0 0 0 0 11 0 0 0 0 0 0 0 4 0 0 5 1 0 0 0 0 0 3 0 0 0 0 0 0 0 0 | ap = 014
0 0 0 0 1 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 1 0 14 0 0 0 0 2 0 1 0 3 0 0 0 0 0 0 0 0 0 0 13 0 0 0 0 0 0 0 0 0 0 0 0 0 8 0 0 1 1 0 0 0 0 0 0 0 | aq = 058
0 0 0 0 0 0 2 0 2 0 0 0 1 3 1 0 2 0 2 0 0 0 1 5 2 0 0 0 0 0 0 1 1 0 0 0 0 0 0 0 0 6 0 5 0 0 2 0 0 4 0 0 0 0 0 0 0 0 0 5 0 0 0 1 0 0 0 0 | ar = 015
0 0 0 5 9 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 1 0 0 0 0 0 0 0 0 0 1 0 0 0 19 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 1 0 4 2 0 0 1 | 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 1 0 1 0 1 0 0 0 0 8 0 0 0 0 0 0 0 0 1 0 3 0 0 0 0 1 0 3 1 0 0 0 0 0 0 0 0 0 1 4 0 0 11 0 0 4 0 0 0 0 0 0 0 0 0 3 0 0 1 0 0 1 1 0 | au = 017
0 0 0 0 6 0 0 0 0 1 0 1 0 0 4 0 0 0 1 0 5 4 0 0 0 0 0 2 3 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 1 0 0 8 0 4 0 0 0 0 0 0 2 0 0 1 0 0 0 2 0 0 0 0 | av = 018
0 0 0 0 0 0 0 6 7 0 1 0 2 0 0 0 0 0 3 0 0 1 6 0 0 0 0 2 0 0 0 3 0 0 0 0 0 0 0 0 0 0 1 0 3 0 0 0 3 2 0 2 0 0 0 0 2 0 0 0 0 0 1 1 0 0 0 0 | aw = 019
0 0 0 1 5 0 0 0 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0 0 0 0 0 1 0 2 1 2 0 0 0 0 1 0 0 0 5 0 0 0 0 0 0 0 0 14 0 1 0 0 0 0 0 0 0 4 0 0 0 4 2 0 0 1 | ax = 060
0 0 0 0 0 0 2 0 0 0 0 1 0 0 1 0 0 0 0 0 0 0 1 2 0 0 0 0 0 0 0 1 2 0 0 0 0 2 0 3 0 0 0 0 0 0 0 0 0 0 15 1 11 0 0 0 0 0 0 4 0 0 0 0 0 0 0 0 | ay = 061
0 0 0 6 1 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 9 0 0 0 0 0 25 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 | az = 062
0 0 0 0 13 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 1 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 6 0 11 0 0 0 0 0 5 0 0 2 5 0 0 0 | ba = 063
0 0 0 0 3 0 0 0 4 0 2 0 0 3 1 0 1 0 0 0 0 0 3 6 0 0 0 1 0 0 0 2 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 2 0 14 0 0 1 0 0 0 0 0 0 1 0 0 0 0 | bb = 020
0 0 0 0 6 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 1 0 0 0 0 0 0 0 0 0 0 0 0 0 4 0 0 0 0 0 0 4 0 12 0 0 0 0 0 6 0 0 1 3 0 0 5 | bc = 064
0 0 0 2 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 1 0 0 0 0 0 0 0 0 0 2 0 0 0 0 1 0 0 0 5 0 1 0 0 0 15 0 0 0 1 0 0 0 1 9 0 0 0 | bd = 021
0 0 0 0 3 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 6 0 11 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 22 0 0 1 0 0 0 1 0 0 0 0 | be = 065
0 0 0 0 5 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 2 0 5 0 0 0 0 0 0 1 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 1 0 16 0 6 0 0 1 4 1 0 0 0 | bf = 022
0 0 0 0 0 0 0 0 0 0 0 7 1 0 2 0 0 0 0 0 0 0 1 0 0 0 0 0 0 1 0 0 1 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 5 1 5 0 0 0 0 0 17 4 0 0 0 0 0 0 0 0 | bg = 066
0 0 0 7 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 1 0 0 0 0 0 0 0 0 0 0 0 0 0 15 0 0 0 0 0 1 0 0 0 0 0 0 0 19 0 0 0 0 0 0 0 0 | bh = 023
0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 15 0 0 0 0 0 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 1 0 0 0 0 0 0 0 0 21 0 0 0 3 0 0 0 | bi = 067
0 0 0 1 9 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 4 0 2 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 1 0 0 0 3 13 3 3 2 0 0 0 | bj = 024
0 0 0 0 1 0 0 0 0 0 0 0 0 0 6 0 0 0 0 0 0 2 6 0 0 0 0 6 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 1 0 0 0 1 0 0 0 2 1 11 6 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 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 0 0 0 0 0 0 0 0 0 0 21 1 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 24 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 22 0 0 0 | bm = 026
0 0 0 0 3 0 0 6 0 0 0 0 0 0 0 0 0 0 2 0 0 0 2 0 0 0 0 2 0 1 0 4 2 0 0 1 0 0 0 0 0 0 0 0 5 0 0 0 0 1 0 0 0 0 0 0 1 0 0 1 0 0 0 1 0 14 0 0 | bn = 027
0 0 0 2 8 0 0 0 0 0 0 1 0 0 1 0 0 0 0 0 0 0 1 2 0 0 0 0 0 1 0 0 0 0 0 1 1 0 0 0 1 0 0 0 0 1 0 0 0 0 0 0 1 0 0 1 1 0 0 0 2 0 0 5 3 0 13 0 | bo = 028
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 13 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 9 0 0 22 | bp = 029
=== Stratified cross-validation ===
Correctly Classified Instances 835 26.6944 %
Incorrectly Classified Instances 2293 73.3056 %
Kappa statistic 0.256
Mean absolute error 0.0216
Root mean squared error 0.1428
Relative absolute error 74.5069 %
Root relative squared error 118.6647 %
Total Number of Instances 3128
=== Detailed Accuracy By Class ===
TP Rate FP Rate Precision Recall F-Measure MCC ROC Area PRC Area Class
0,174 0,001 0,667 0,174 0,276 0,336 0,787 0,226 030
0,261 0,002 0,632 0,261 0,369 0,401 0,832 0,324 031
0,283 0,002 0,684 0,283 0,400 0,435 0,801 0,300 032
0,522 0,015 0,338 0,522 0,410 0,409 0,963 0,294 033
0,478 0,055 0,116 0,478 0,186 0,214 0,834 0,107 034
0,022 0,003 0,111 0,022 0,036 0,043 0,794 0,098 035
0,022 0,004 0,071 0,022 0,033 0,032 0,811 0,113 036
0,196 0,009 0,250 0,196 0,220 0,211 0,758 0,149 037
0,196 0,012 0,196 0,196 0,196 0,184 0,748 0,092 038
0,348 0,010 0,340 0,348 0,344 0,334 0,903 0,251 039
0,174 0,007 0,267 0,174 0,211 0,206 0,767 0,137 040
0,348 0,007 0,421 0,348 0,381 0,374 0,781 0,339 041
0,283 0,006 0,419 0,283 0,338 0,336 0,880 0,304 042
0,304 0,016 0,226 0,304 0,259 0,249 0,735 0,217 043
0,261 0,011 0,255 0,261 0,258 0,247 0,754 0,247 044
0,087 0,002 0,364 0,087 0,140 0,172 0,809 0,142 001
0,043 0,004 0,143 0,043 0,067 0,071 0,811 0,118 045
0,043 0,001 0,400 0,043 0,078 0,128 0,834 0,238 002
0,174 0,012 0,178 0,174 0,176 0,164 0,794 0,154 046
0,174 0,002 0,571 0,174 0,267 0,310 0,815 0,228 003
0,196 0,008 0,273 0,196 0,228 0,221 0,852 0,137 047
0,130 0,014 0,120 0,130 0,125 0,111 0,828 0,074 004
0,457 0,067 0,093 0,457 0,154 0,181 0,861 0,126 048
0,239 0,014 0,200 0,239 0,218 0,206 0,736 0,088 005
0,217 0,004 0,435 0,217 0,290 0,300 0,782 0,179 049
0,826 0,000 0,974 0,826 0,894 0,896 0,912 0,822 006
0,283 0,000 0,929 0,283 0,433 0,509 0,869 0,360 007
0,283 0,028 0,133 0,283 0,181 0,176 0,810 0,102 008
0,174 0,002 0,571 0,174 0,267 0,310 0,780 0,199 009
0,435 0,015 0,299 0,435 0,354 0,349 0,896 0,427 050
0,413 0,004 0,594 0,413 0,487 0,489 0,923 0,491 051
0,326 0,031 0,136 0,326 0,192 0,193 0,814 0,149 052
0,370 0,008 0,415 0,370 0,391 0,383 0,931 0,303 053
0,065 0,002 0,375 0,065 0,111 0,152 0,791 0,113 010
0,326 0,000 1,000 0,326 0,492 0,568 0,951 0,566 054
0,043 0,006 0,095 0,043 0,060 0,055 0,820 0,081 011
0,370 0,005 0,548 0,370 0,442 0,444 0,930 0,486 055
0,174 0,003 0,444 0,174 0,250 0,272 0,836 0,177 012
0,217 0,000 1,000 0,217 0,357 0,464 0,843 0,418 056
0,304 0,008 0,359 0,304 0,329 0,321 0,832 0,208 013
0,391 0,013 0,305 0,391 0,343 0,334 0,936 0,251 057
0,174 0,005 0,348 0,174 0,232 0,238 0,782 0,146 014
0,261 0,001 0,750 0,261 0,387 0,438 0,906 0,400 058
0,022 0,004 0,071 0,022 0,033 0,032 0,780 0,110 015
0,413 0,012 0,345 0,413 0,376 0,368 0,866 0,441 059
1,000 0,056 0,209 1,000 0,346 0,444 0,972 0,234 016
0,043 0,002 0,222 0,043 0,073 0,093 0,761 0,122 017
0,065 0,003 0,273 0,065 0,105 0,127 0,808 0,135 018
0,022 0,003 0,100 0,022 0,036 0,040 0,755 0,076 019
0,196 0,019 0,134 0,196 0,159 0,147 0,805 0,106 060
0,109 0,008 0,172 0,109 0,133 0,127 0,844 0,163 061
0,522 0,027 0,224 0,522 0,314 0,328 0,908 0,413 062
0,130 0,018 0,097 0,130 0,111 0,097 0,766 0,058 063
0,152 0,004 0,368 0,152 0,215 0,230 0,743 0,149 020
0,174 0,007 0,267 0,174 0,211 0,206 0,754 0,122 064
0,283 0,004 0,542 0,283 0,371 0,385 0,819 0,290 021
0,413 0,014 0,306 0,413 0,352 0,345 0,922 0,202 065
0,348 0,002 0,727 0,348 0,471 0,498 0,831 0,324 022
0,283 0,005 0,448 0,283 0,347 0,348 0,877 0,380 066
0,391 0,023 0,202 0,391 0,267 0,267 0,826 0,291 023
0,413 0,011 0,365 0,413 0,388 0,379 0,847 0,167 067
0,174 0,002 0,615 0,174 0,271 0,322 0,815 0,263 024
0,152 0,009 0,194 0,152 0,171 0,161 0,746 0,135 068
0,457 0,037 0,154 0,457 0,231 0,247 0,903 0,134 025
0,478 0,040 0,152 0,478 0,230 0,251 0,947 0,239 026
0,239 0,004 0,478 0,239 0,319 0,331 0,808 0,227 027
0,217 0,001 0,714 0,217 0,333 0,390 0,782 0,272 028
0,391 0,009 0,383 0,391 0,387 0,378 0,890 0,360 029
Weighted Avg. 0,267 0,011 0,365 0,267 0,266 0,280 0,832 0,232
=== 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
8 0 0 0 0 0 0 0 4 0 0 0 2 1 1 0 1 0 2 0 1 0 2 2 0 0 0 2 0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 3 1 3 0 0 1 0 0 5 0 0 0 0 0 1 0 0 | a = 030
0 12 0 0 0 0 0 0 1 0 0 0 1 4 0 0 1 0 0 0 0 1 2 3 1 0 0 0 0 0 0 1 2 0 0 0 0 1 0 1 0 3 0 0 0 0 0 0 0 4 0 3 1 0 2 0 0 0 0 2 0 0 0 0 0 0 0 0 | b = 031
0 0 13 0 10 0 0 0 0 0 0 0 0 1 1 0 0 0 0 0 0 0 2 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 4 0 1 0 0 1 7 3 0 0 0 | c = 032
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 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 5 0 0 0 0 14 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 2 0 0 0 | d = 033
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 0 0 0 0 0 0 0 0 0 0 0 0 0 0 11 0 0 0 0 0 1 0 0 0 0 0 0 0 1 0 0 0 0 11 0 0 0 | e = 034
0 0 0 0 1 1 0 3 6 0 5 1 0 0 0 0 0 0 2 0 0 1 7 0 0 0 0 4 0 0 0 5 0 0 0 1 0 0 0 0 0 0 1 0 2 0 0 2 0 0 0 0 0 0 0 0 2 0 0 0 0 1 0 1 0 0 0 0 | f = 035
1 0 0 0 0 0 1 0 0 0 0 3 0 0 1 0 1 0 0 2 0 0 0 3 0 0 0 1 0 1 0 1 1 0 0 0 0 1 0 3 0 0 0 0 0 0 0 0 0 0 10 0 5 0 2 0 0 0 4 5 0 0 0 0 0 0 0 0 | g = 036
0 0 0 0 3 0 0 9 0 0 4 0 0 0 0 0 0 1 1 0 0 5 5 1 0 0 0 3 0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 2 0 1 0 0 2 0 0 0 0 0 0 1 0 0 0 1 0 1 2 0 1 0 0 | h = 037
0 0 0 0 0 0 0 4 9 0 1 0 2 0 0 1 0 0 2 0 0 2 7 0 0 0 0 0 0 1 0 7 1 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 1 0 0 2 0 0 0 0 2 0 0 0 0 0 0 0 0 1 0 0 | i = 038
0 0 0 0 1 0 0 0 0 16 0 0 0 0 0 0 0 0 0 0 0 1 8 0 0 0 0 1 0 0 0 6 1 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 5 0 0 2 0 0 0 0 | j = 039
0 0 0 0 1 0 0 2 0 2 8 1 0 0 0 0 0 1 0 0 0 3 4 0 0 0 0 4 0 1 0 2 0 0 0 2 0 0 0 0 0 0 0 0 4 0 0 0 0 0 0 4 0 0 0 0 1 0 0 0 1 0 1 2 0 2 0 0 | k = 040
0 0 1 2 4 0 0 1 0 0 0 16 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 2 0 0 0 0 2 0 0 0 0 0 0 0 0 0 1 0 0 0 4 0 0 2 5 3 0 0 0 | l = 041
0 0 2 0 0 0 0 0 0 1 0 0 13 1 0 0 0 0 2 0 0 0 1 0 1 0 0 4 0 0 0 7 5 0 0 0 0 0 0 1 0 0 1 0 1 0 0 0 1 1 0 2 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 1 | m = 042
0 0 0 0 6 0 0 0 0 0 0 0 0 14 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 1 1 2 0 0 0 0 0 0 0 0 1 0 0 0 0 2 0 0 0 1 0 1 0 0 0 1 0 0 0 1 0 0 0 2 11 0 0 0 | n = 043
0 0 0 0 4 0 0 0 0 0 0 0 0 1 12 0 0 0 1 0 0 0 5 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 0 0 0 5 0 0 2 0 2 0 0 0 0 0 3 0 4 0 4 0 0 0 | o = 044
0 0 0 0 0 0 0 0 0 3 0 0 0 0 4 4 0 0 1 0 1 3 9 2 0 0 0 6 0 1 0 2 0 2 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 2 3 0 0 0 0 | p = 001
0 2 0 0 0 0 0 0 3 0 1 0 1 6 0 0 2 0 0 0 0 1 2 1 3 0 0 2 0 0 0 4 1 0 0 0 0 0 0 1 0 0 0 1 1 0 1 0 2 2 0 4 0 5 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | q = 045
0 0 0 0 2 6 0 0 2 0 1 0 0 0 0 2 0 2 5 0 1 2 8 0 0 0 0 4 0 0 0 1 0 1 0 2 0 0 0 0 0 0 1 0 0 0 0 2 0 0 0 0 0 0 0 0 2 0 0 0 1 0 0 1 0 0 0 0 | r = 002
0 0 0 4 9 0 0 0 0 0 0 0 0 3 0 0 0 0 8 0 0 0 0 0 0 0 0 1 0 3 1 1 0 0 0 0 0 0 0 0 4 0 0 0 0 1 0 0 0 4 0 1 0 0 0 0 0 0 0 1 1 0 0 2 2 0 0 0 | s = 046
1 0 0 0 0 0 1 0 1 0 0 0 0 1 3 0 0 0 0 8 0 0 1 1 0 0 0 0 0 1 0 1 1 0 0 0 0 2 0 2 0 0 0 0 0 0 0 0 0 0 4 0 10 0 0 0 0 0 4 4 0 0 0 0 0 0 0 0 | t = 003
0 0 0 4 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 9 0 1 0 0 0 0 9 0 0 2 0 0 0 0 0 0 0 0 0 5 0 0 0 0 2 0 0 0 0 0 1 0 0 0 0 0 0 0 1 0 0 0 4 7 0 0 0 | u = 047
0 0 0 0 2 0 0 1 0 4 5 1 0 0 0 0 0 0 0 0 0 6 8 0 0 0 0 2 0 2 0 3 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 1 0 1 0 0 0 2 0 2 2 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 21 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 1 0 0 0 0 0 0 0 0 0 0 0 0 1 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 0 0 8 11 0 0 0 0 0 7 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 1 2 0 0 1 0 0 0 0 0 0 0 6 6 0 1 0 | x = 005
0 0 0 0 1 0 0 0 3 0 0 0 3 1 0 0 2 0 4 0 0 1 1 3 10 0 0 3 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 3 1 0 0 0 0 4 0 2 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | y = 049
0 0 0 0 1 0 0 0 1 0 0 0 1 0 0 0 0 0 0 0 0 0 1 0 0 38 0 1 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 1 0 0 0 0 0 0 0 0 | z = 006
0 0 0 1 0 0 0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 9 0 0 1 13 0 0 2 0 0 1 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 9 0 0 0 0 1 0 0 1 0 0 1 2 1 0 0 0 | aa = 007
0 0 0 3 3 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 3 0 0 0 0 0 0 13 0 0 1 1 0 0 0 0 0 0 0 0 3 0 0 0 0 2 0 0 0 1 0 1 0 0 0 1 0 0 0 1 0 0 0 5 7 0 0 0 | ab = 008
0 0 0 0 5 0 0 2 0 0 1 3 0 0 1 0 0 0 2 0 1 4 3 0 0 0 0 1 8 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 6 0 0 0 0 0 0 2 0 0 2 0 0 0 2 0 0 0 0 | ac = 009
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 20 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 1 0 0 0 1 0 0 0 0 0 0 0 3 8 0 0 0 | ad = 050
0 0 0 1 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 19 0 0 0 0 0 2 0 0 0 6 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 0 0 1 0 0 0 2 4 0 0 2 | ae = 051
0 0 0 0 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 1 0 0 0 0 0 3 1 15 0 0 0 0 0 0 0 0 0 0 0 0 3 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 9 5 0 0 0 | af = 052
0 0 0 0 0 0 0 0 0 2 0 0 2 0 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 5 0 3 17 0 0 1 0 1 0 1 0 0 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 | ag = 053
0 0 0 0 0 0 0 2 0 3 0 1 0 0 3 2 0 0 1 0 0 4 9 0 0 0 0 1 0 0 0 2 0 3 0 2 0 0 0 0 0 0 0 0 4 0 0 0 0 0 0 4 0 0 0 0 3 0 0 0 0 0 0 2 0 0 0 0 | ah = 010
0 0 0 0 1 0 0 0 0 0 0 1 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 15 0 8 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 2 0 0 1 1 1 0 4 0 0 0 8 | ai = 054
0 0 0 0 4 0 0 0 0 5 0 0 0 0 1 0 0 0 0 0 1 8 4 1 0 0 0 2 0 1 0 7 0 0 0 2 0 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 3 2 1 1 0 0 | aj = 011
0 0 0 4 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 1 0 0 2 0 0 0 0 0 17 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 1 2 0 0 13 | ak = 055
0 0 0 0 0 0 1 1 0 0 0 2 1 0 0 0 0 0 0 1 0 1 2 3 0 0 0 2 0 0 0 1 1 0 0 0 0 8 0 6 0 0 0 0 2 0 0 0 0 0 2 3 6 0 0 0 1 0 1 1 0 0 0 0 0 0 0 0 | al = 012
0 0 1 0 3 0 0 0 0 3 0 0 0 1 2 0 0 0 0 0 3 0 8 0 0 0 0 3 0 0 1 0 0 2 0 0 0 0 10 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 0 1 0 0 1 5 0 0 0 0 | am = 056
0 0 0 0 1 0 0 0 0 0 0 0 0 3 0 0 1 0 0 0 0 0 2 2 1 0 0 1 0 1 0 0 2 0 0 1 0 1 0 14 0 0 0 1 2 0 0 0 0 1 2 9 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | an = 013
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 0 0 0 0 0 0 0 0 0 0 0 0 18 0 0 0 0 16 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 4 0 0 0 | ao = 057
0 3 0 0 0 0 4 0 0 0 0 2 1 0 0 0 0 0 0 0 0 0 2 6 3 0 0 0 0 0 0 1 1 0 0 0 0 0 0 1 0 8 0 0 0 0 0 0 1 4 0 0 3 1 0 0 0 0 0 3 0 0 0 0 0 1 1 0 | ap = 014
0 0 0 0 1 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 1 0 14 0 0 0 0 2 0 1 0 3 0 0 0 0 0 0 0 0 0 0 12 0 0 0 0 0 1 0 0 0 0 0 0 0 8 0 0 1 1 0 0 0 0 0 0 0 | aq = 058
0 0 0 0 0 0 2 0 2 0 0 0 1 2 1 0 3 0 1 0 0 0 1 5 1 0 0 0 0 0 0 1 1 0 0 0 0 0 0 0 0 8 0 1 0 0 4 0 0 6 0 0 0 0 0 0 0 0 0 5 0 0 0 1 0 0 0 0 | ar = 015
0 0 1 5 9 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 1 0 0 0 0 0 0 0 0 0 2 0 0 0 19 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 4 2 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 1 0 0 0 0 0 0 1 0 8 0 0 1 0 0 0 0 0 1 0 3 0 0 1 0 1 0 1 1 0 0 1 0 0 0 1 0 4 0 7 0 0 2 0 0 4 0 0 0 0 0 0 1 0 0 4 0 0 1 0 0 2 0 0 | au = 017
0 0 0 0 6 1 0 1 0 1 1 1 0 1 3 0 0 0 3 0 3 3 0 0 0 0 0 4 6 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 1 0 0 1 0 1 1 2 0 1 0 0 | av = 018
0 0 0 0 0 1 0 4 8 1 0 0 2 0 0 0 0 0 2 0 0 1 6 1 0 0 0 1 0 0 0 4 0 0 0 0 0 0 0 1 0 0 0 0 5 0 0 0 1 1 0 1 0 0 0 0 3 0 0 0 0 0 1 1 0 1 0 0 | aw = 019
0 0 0 1 5 0 0 0 0 0 0 0 0 6 0 0 0 0 1 0 0 0 1 0 0 0 0 2 0 1 1 2 0 0 0 0 1 0 0 0 6 0 0 0 0 0 0 0 0 9 0 1 0 0 0 0 0 0 0 4 0 0 0 3 2 0 0 0 | ax = 060
0 0 0 0 0 0 2 0 0 0 0 2 0 0 1 0 0 0 0 3 0 0 1 1 0 0 0 0 0 0 0 1 2 0 0 0 0 2 0 3 0 0 0 0 0 0 0 0 0 0 5 1 9 0 1 0 0 0 7 4 0 0 0 0 0 0 1 0 | ay = 061
0 0 0 5 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 1 0 0 0 0 0 0 0 0 0 0 1 0 0 0 1 9 0 0 0 0 0 24 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 | az = 062
0 0 0 0 12 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 1 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 6 0 11 0 1 0 0 0 3 0 0 2 5 0 1 0 | ba = 063
2 2 0 0 3 0 0 0 3 0 3 0 0 1 1 0 1 0 0 0 0 0 2 7 0 0 0 2 0 1 0 1 1 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 2 0 2 0 7 0 0 1 0 0 0 0 0 0 1 0 1 0 0 | bb = 020
0 0 0 0 6 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 1 0 0 0 0 0 0 0 0 1 0 0 0 0 4 0 0 0 0 0 0 7 0 8 0 0 0 0 0 6 0 1 0 3 0 0 5 | bc = 064
0 0 0 1 7 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 1 0 0 0 0 0 0 0 0 0 2 0 0 0 0 2 0 0 0 5 0 1 0 0 0 13 0 0 0 1 0 0 0 1 9 0 0 0 | bd = 021
0 0 0 0 3 0 0 0 0 1 0 0 1 0 0 0 0 1 0 0 4 0 11 0 0 0 0 1 0 0 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 19 0 0 1 0 0 0 1 0 0 0 0 | be = 065
0 0 1 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 6 0 0 0 0 0 0 1 0 1 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 1 0 16 0 6 0 0 1 5 1 0 0 0 | bf = 022
0 0 0 0 0 0 3 0 0 0 0 1 0 0 1 0 0 0 0 0 0 0 1 0 0 0 0 0 0 1 0 0 1 0 0 0 0 1 0 3 0 0 0 0 0 0 0 0 0 0 6 1 8 0 1 0 0 0 13 4 0 0 1 0 0 0 0 0 | bg = 066
0 0 0 6 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 1 0 0 0 0 0 0 0 0 0 0 0 0 0 15 0 0 0 0 0 1 0 0 0 0 0 0 0 18 1 0 0 0 1 0 0 0 | bh = 023
0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 15 0 0 0 0 0 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 1 0 0 1 0 0 0 0 0 19 1 0 0 3 0 0 0 | bi = 067
0 0 0 1 8 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 1 3 0 0 0 0 4 0 2 0 2 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 3 8 3 3 2 0 0 0 | bj = 024
0 0 0 0 1 0 0 0 0 0 0 0 0 0 7 2 0 0 1 0 0 2 6 0 0 0 0 6 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 1 1 0 0 2 1 7 6 0 0 0 0 | bk = 068
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 23 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 21 1 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 24 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 22 0 0 0 | bm = 026
0 0 0 0 3 0 0 6 3 0 0 0 0 2 1 0 1 0 3 0 0 0 2 0 0 0 0 2 0 1 0 4 0 0 0 1 0 0 0 0 0 0 0 0 3 0 0 0 0 1 0 0 0 0 0 0 1 0 0 0 0 0 0 1 0 11 0 0 | bn = 027
0 0 0 2 8 0 0 0 0 0 0 1 0 0 2 0 0 0 0 0 0 0 1 1 0 0 0 0 0 0 0 0 0 0 0 1 1 0 0 0 2 0 0 0 0 1 0 0 0 0 0 0 1 0 1 4 1 0 0 0 0 0 2 4 3 0 10 0 | bo = 028
0 0 0 0 1 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 2 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 9 0 0 18 | bp = 029
**************************************************IBK**************************************************
Time taken to build model: 0.42 seconds
Time taken to test model on training data: 1.8 seconds
=== Error on training data ===
Correctly Classified Instances 3060 97.8261 %
Incorrectly Classified Instances 68 2.1739 %
Kappa statistic 0.9779
Mean absolute error 0.0013
Root mean squared error 0.0193
Relative absolute error 4.5822 %
Root relative squared error 16.0243 %
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
0,978 0,000 1,000 0,978 0,989 0,989 1,000 0,987 033
0,913 0,000 1,000 0,913 0,955 0,955 0,999 0,958 034
1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 035
1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 036
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
1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 042
1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 043
1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 044
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
1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 003
0,978 0,000 1,000 0,978 0,989 0,989 1,000 0,998 047
1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 004
0,978 0,018 0,455 0,978 0,621 0,661 0,996 0,761 048
0,978 0,000 1,000 0,978 0,989 0,989 1,000 0,987 005
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 1,000 0,987 052
1,000 0,001 0,958 1,000 0,979 0,979 1,000 0,995 053
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 0,000 1,000 1,000 1,000 1,000 1,000 1,000 055
1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 012
1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 056
0,957 0,000 1,000 0,957 0,978 0,978 1,000 0,996 013
0,913 0,000 1,000 0,913 0,955 0,955 0,999 0,948 057
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
0,717 0,002 0,868 0,717 0,786 0,786 0,996 0,824 016
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
1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 061
1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 062
1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 063
1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 020
0,978 0,001 0,938 0,978 0,957 0,957 1,000 0,983 064
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
1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 066
0,913 0,000 1,000 0,913 0,955 0,955 0,999 0,948 023
0,913 0,000 1,000 0,913 0,955 0,955 1,000 0,995 067
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
0,826 0,001 0,905 0,826 0,864 0,863 0,998 0,903 025
0,630 0,000 1,000 0,630 0,773 0,792 0,996 0,803 026
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
0,870 0,000 1,000 0,870 0,930 0,932 0,999 0,940 029
Weighted Avg. 0,978 0,000 0,987 0,978 0,980 0,981 1,000 0,985
=== 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 45 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 | d = 033
0 0 0 0 42 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 1 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 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 | 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 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 | 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 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 | 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 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 | t = 003
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 0 0 0 0 0 0 0 0 0 0 1 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 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 1 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 1 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 | 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 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 | 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 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 | 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 2 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 | an = 013
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 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 | 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 12 0 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 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 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 0 0 0 0 0 0 0 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 | 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 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 | 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 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 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 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 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 | bg = 066
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 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 42 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 3 0 0 0 0 0 42 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 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 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 15 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 29 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 4 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 1 0 0 0 40 | bp = 029
=== Stratified cross-validation ===
Correctly Classified Instances 1776 56.7775 %
Incorrectly Classified Instances 1352 43.2225 %
Kappa statistic 0.5613
Mean absolute error 0.0132
Root mean squared error 0.1103
Relative absolute error 45.445 %
Root relative squared error 91.5908 %
Total Number of Instances 3128
=== Detailed Accuracy By Class ===
TP Rate FP Rate Precision Recall F-Measure MCC ROC Area PRC Area Class
0,543 0,006 0,568 0,543 0,556 0,549 0,737 0,309 030
0,543 0,008 0,500 0,543 0,521 0,514 0,767 0,263 031
0,609 0,008 0,538 0,609 0,571 0,566 0,803 0,329 032
0,609 0,003 0,778 0,609 0,683 0,684 0,806 0,476 033
0,587 0,007 0,540 0,587 0,563 0,556 0,829 0,351 034
0,609 0,006 0,609 0,609 0,609 0,603 0,835 0,361 035
0,348 0,009 0,372 0,348 0,360 0,351 0,681 0,134 036
0,478 0,009 0,449 0,478 0,463 0,455 0,763 0,244 037
0,435 0,009 0,408 0,435 0,421 0,412 0,704 0,178 038
0,609 0,007 0,571 0,609 0,589 0,583 0,815 0,401 039
0,565 0,008 0,520 0,565 0,542 0,535 0,808 0,305 040
0,565 0,006 0,578 0,565 0,571 0,565 0,777 0,349 041
0,543 0,005 0,625 0,543 0,581 0,577 0,770 0,357 042
0,587 0,005 0,659 0,587 0,621 0,616 0,808 0,413 043
0,500 0,006 0,535 0,500 0,517 0,510 0,731 0,273 044
0,500 0,008 0,469 0,500 0,484 0,477 0,761 0,227 001
0,478 0,009 0,449 0,478 0,463 0,455 0,742 0,212 045
0,674 0,003 0,756 0,674 0,713 0,710 0,820 0,501 002
0,478 0,007 0,489 0,478 0,484 0,476 0,764 0,250 046
0,500 0,010 0,418 0,500 0,455 0,448 0,771 0,230 003
0,609 0,007 0,560 0,609 0,583 0,577 0,812 0,367 047
0,478 0,009 0,449 0,478 0,463 0,455 0,732 0,228 004
0,674 0,021 0,320 0,674 0,434 0,453 0,773 0,269 048
0,609 0,008 0,528 0,609 0,566 0,560 0,783 0,371 005
0,522 0,009 0,462 0,522 0,490 0,483 0,728 0,241 049
0,870 0,001 0,952 0,870 0,909 0,909 0,949 0,820 006
0,696 0,003 0,780 0,696 0,736 0,733 0,871 0,591 007
0,630 0,006 0,630 0,630 0,630 0,625 0,823 0,405 008
0,630 0,007 0,558 0,630 0,592 0,587 0,801 0,341 009
0,587 0,004 0,711 0,587 0,643 0,641 0,797 0,443 050
0,739 0,005 0,680 0,739 0,708 0,704 0,866 0,501 051
0,391 0,009 0,391 0,391 0,391 0,382 0,682 0,157 052
0,522 0,006 0,571 0,522 0,545 0,540 0,747 0,348 053
0,543 0,006 0,581 0,543 0,562 0,556 0,748 0,316 010
0,804 0,004 0,771 0,804 0,787 0,784 0,902 0,635 054
0,674 0,007 0,585 0,674 0,626 0,622 0,819 0,404 011
0,826 0,002 0,864 0,826 0,844 0,842 0,911 0,721 055
0,370 0,009 0,386 0,370 0,378 0,369 0,698 0,168 012
0,739 0,002 0,872 0,739 0,800 0,800 0,878 0,636 056
0,391 0,006 0,486 0,391 0,434 0,429 0,694 0,219 013
0,630 0,006 0,604 0,630 0,617 0,611 0,858 0,394 057
0,652 0,004 0,714 0,652 0,682 0,678 0,843 0,474 014
0,587 0,009 0,482 0,587 0,529 0,524 0,804 0,272 058
0,565 0,007 0,531 0,565 0,547 0,541 0,798 0,318 015
0,717 0,004 0,733 0,717 0,725 0,721 0,858 0,526 059
0,457 0,006 0,538 0,457 0,494 0,489 0,871 0,378 016
0,717 0,002 0,825 0,717 0,767 0,766 0,848 0,601 017
0,652 0,007 0,577 0,652 0,612 0,607 0,821 0,375 018
0,457 0,009 0,420 0,457 0,437 0,429 0,723 0,208 019
0,652 0,005 0,667 0,652 0,659 0,654 0,821 0,414 060
0,370 0,012 0,321 0,370 0,343 0,334 0,710 0,136 061
0,761 0,004 0,761 0,761 0,761 0,757 0,896 0,601 062
0,326 0,010 0,326 0,326 0,326 0,316 0,681 0,124 063
0,500 0,008 0,479 0,500 0,489 0,482 0,741 0,245 020
0,391 0,006 0,514 0,391 0,444 0,441 0,683 0,264 064
0,587 0,008 0,529 0,587 0,557 0,550 0,785 0,311 021
0,717 0,003 0,786 0,717 0,750 0,747 0,858 0,567 065
0,652 0,005 0,667 0,652 0,659 0,654 0,832 0,446 022
0,522 0,002 0,800 0,522 0,632 0,642 0,773 0,452 066
0,609 0,006 0,609 0,609 0,609 0,603 0,835 0,417 023
0,587 0,006 0,600 0,587 0,593 0,587 0,820 0,400 067
0,522 0,008 0,500 0,522 0,511 0,503 0,781 0,275 024
0,522 0,006 0,545 0,522 0,533 0,527 0,771 0,300 068
0,435 0,007 0,465 0,435 0,449 0,442 0,790 0,302 025
0,283 0,006 0,433 0,283 0,342 0,342 0,765 0,214 026
0,696 0,002 0,842 0,696 0,762 0,762 0,861 0,599 027
0,543 0,007 0,543 0,543 0,543 0,537 0,790 0,339 028
0,435 0,005 0,588 0,435 0,500 0,499 0,731 0,274 029
Weighted Avg. 0,568 0,006 0,579 0,568 0,570 0,565 0,792 0,361
=== 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
25 5 0 0 0 0 0 0 2 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 0 0 0 0 0 0 0 1 1 0 0 0 0 4 0 0 0 0 4 0 0 0 0 0 0 0 0 0 0 0 1 0 0 | a = 030
3 25 0 0 0 0 0 0 2 0 0 0 1 0 0 1 1 0 0 1 0 1 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 1 0 1 0 3 0 2 0 0 0 0 0 0 1 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 1 | b = 031
0 0 28 0 0 0 0 0 0 0 1 0 0 1 0 0 0 0 0 0 0 1 0 1 0 0 0 1 0 0 0 1 0 0 0 0 0 0 0 0 2 0 0 0 0 0 1 0 0 1 0 0 0 0 0 0 0 6 0 0 1 0 1 0 0 0 0 0 | c = 032
0 0 0 28 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 1 0 0 0 0 0 1 0 0 0 7 0 0 0 0 0 0 0 0 1 0 3 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 | d = 033
0 0 0 1 27 0 0 0 0 0 0 0 0 1 0 0 0 0 1 0 2 0 3 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 1 0 0 0 0 0 1 0 0 0 2 1 1 0 0 0 0 0 1 | e = 034
1 0 0 0 0 28 0 0 1 1 1 0 0 0 0 0 0 0 1 1 0 1 0 1 3 0 1 0 1 0 0 0 0 0 0 1 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 1 0 0 0 0 0 0 | f = 035
1 0 0 0 0 0 16 1 0 0 0 0 0 0 0 0 1 0 0 5 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 1 0 6 0 0 0 1 0 0 0 0 0 0 0 0 11 0 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 | g = 036
0 0 0 0 0 0 1 22 0 0 5 1 0 0 2 0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 0 1 0 0 0 1 0 0 0 0 1 0 1 0 0 0 0 0 0 0 0 0 1 2 0 1 0 0 0 2 0 0 1 0 0 1 0 0 | h = 037
0 2 0 0 0 1 0 0 20 3 1 1 0 0 0 0 0 0 0 0 0 1 0 1 0 0 0 0 3 0 0 0 0 0 0 0 0 1 0 0 0 0 2 0 0 0 0 0 6 0 0 0 0 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | i = 038
1 0 0 0 0 0 0 0 1 28 1 1 0 0 0 0 0 2 0 0 0 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 1 0 1 0 0 0 2 0 0 0 0 1 0 1 0 0 0 0 1 0 0 0 0 0 0 0 | j = 039
0 0 1 0 0 1 0 3 1 1 26 1 0 0 0 0 1 0 0 0 0 3 1 0 1 0 0 0 0 0 0 0 0 0 0 2 0 1 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 0 0 0 0 0 | k = 040
0 0 1 0 0 0 0 0 0 1 1 26 0 0 0 1 0 0 0 0 1 0 0 1 0 0 0 2 0 0 1 2 0 0 0 0 0 0 0 0 0 1 0 0 0 0 1 0 0 1 0 0 0 0 0 1 0 2 0 0 0 0 0 0 0 0 2 1 | l = 041
1 0 0 0 0 0 0 0 1 1 0 0 25 0 0 0 2 2 0 1 0 1 1 0 3 0 0 0 0 0 0 0 3 1 0 0 0 0 0 0 0 0 2 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 | m = 042
0 0 2 0 1 0 0 0 0 0 0 1 0 27 1 0 0 0 1 0 0 1 0 1 0 0 0 0 0 1 1 3 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 0 0 0 0 0 0 0 0 0 3 1 | n = 043
0 0 0 0 0 1 0 2 0 0 0 0 0 0 23 0 0 0 0 1 0 1 0 0 0 0 1 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 7 1 1 1 0 0 0 1 2 0 0 0 1 0 1 0 | o = 044
0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 23 0 2 0 0 1 0 0 0 0 0 0 0 0 0 1 0 0 12 1 0 2 0 0 0 0 0 2 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 | p = 001
1 1 0 0 0 0 0 0 2 0 1 0 1 0 0 0 22 0 0 0 0 1 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 2 0 5 0 1 0 0 0 0 1 0 2 0 0 0 0 1 0 0 1 0 0 0 0 0 1 0 0 0 0 0 | q = 045
1 1 0 0 0 0 0 0 0 0 0 0 1 0 0 3 0 31 0 0 0 0 0 0 0 0 2 0 0 0 1 0 0 1 1 0 0 0 0 0 0 0 1 0 1 0 0 1 1 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 2 1 0 0 0 0 0 2 0 0 0 0 0 0 22 0 0 0 0 0 1 0 0 0 0 0 0 1 0 0 1 0 0 0 0 0 0 0 2 0 1 0 0 1 0 0 0 0 0 0 1 1 0 0 0 1 0 1 0 7 0 0 1 0 | s = 046
0 1 0 0 0 0 3 0 0 0 0 0 0 0 0 0 1 0 0 23 0 0 0 0 0 0 0 0 0 0 0 1 1 0 0 0 0 1 0 1 0 0 0 0 0 0 0 0 0 0 11 0 0 0 0 0 0 0 1 1 0 0 1 0 0 0 0 0 | t = 003
0 0 0 0 1 0 0 0 0 0 0 1 0 2 1 1 0 0 1 0 28 0 1 1 0 0 0 2 0 0 1 2 0 0 1 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 0 0 0 0 0 0 1 0 | u = 047
0 0 1 0 0 1 1 3 1 0 4 1 0 0 0 0 0 0 0 0 0 22 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 1 1 0 0 0 0 1 0 0 0 0 0 0 1 0 0 0 0 0 5 1 0 0 1 0 0 | v = 004
0 0 0 0 1 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 31 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 2 0 0 1 0 0 0 0 2 1 0 2 3 0 0 0 | w = 048
0 0 0 0 0 0 0 0 2 0 0 1 0 0 0 0 0 0 1 0 1 0 1 28 1 0 0 0 1 0 1 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 2 0 0 3 0 | x = 005
0 1 0 0 0 2 0 0 4 0 1 0 0 0 0 0 0 0 1 0 0 0 0 0 24 1 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 2 1 3 0 0 0 1 2 0 0 0 0 2 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 1 0 0 1 0 0 0 0 0 1 1 40 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 | z = 006
0 0 0 0 0 1 0 0 0 0 0 0 0 0 1 0 0 1 0 0 0 0 0 1 0 0 32 0 1 0 1 1 0 0 2 0 0 0 1 0 0 0 0 0 1 0 0 1 0 0 0 1 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 | aa = 007
0 0 1 0 3 0 0 0 0 0 0 1 0 0 0 0 0 0 1 0 2 0 0 0 0 0 0 29 0 0 1 1 0 0 0 0 0 0 0 0 0 0 1 0 0 1 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 1 1 | ab = 008
0 0 0 0 0 2 0 0 1 0 0 0 0 0 0 0 1 0 0 0 1 0 0 0 1 0 0 0 29 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 10 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | ac = 009
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 27 0 2 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 3 0 0 3 0 0 0 1 0 0 0 2 2 1 0 1 | ad = 050
0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 2 0 0 3 0 0 1 1 0 0 34 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 0 0 0 0 0 | ae = 051
0 0 2 0 0 0 0 1 0 0 1 2 1 3 0 0 0 0 2 1 3 0 1 0 0 0 0 1 0 0 0 18 0 0 0 2 0 1 0 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 1 0 0 0 0 0 0 0 0 2 0 0 1 | af = 052
0 1 0 0 0 1 0 0 0 1 0 0 5 0 0 0 1 0 0 1 0 0 1 0 0 0 0 0 0 0 0 0 24 0 0 0 0 2 0 3 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 | ag = 053
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 16 0 1 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 25 1 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 0 0 0 | ah = 010
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 1 0 0 1 0 0 0 0 0 0 0 1 0 1 37 0 1 0 2 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 | ai = 054
0 0 0 0 1 0 1 2 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 2 0 0 0 31 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 2 0 0 1 0 0 0 | aj = 011
0 0 1 1 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 1 0 0 1 0 0 0 0 0 0 1 0 0 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 1 | ak = 055
1 4 0 0 0 0 5 0 2 0 1 0 0 0 0 0 1 0 0 3 0 0 0 0 0 0 0 0 2 0 0 1 3 0 0 0 0 17 0 3 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 | al = 012
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 2 0 0 0 4 0 0 0 34 0 0 0 0 0 2 0 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 | am = 056
0 1 0 0 0 0 0 0 0 1 0 0 2 0 0 0 11 0 0 1 0 0 0 0 0 0 0 0 0 0 0 1 6 0 0 0 0 4 0 18 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 | an = 013
0 0 1 1 0 0 0 1 0 0 0 0 0 1 0 0 0 0 1 0 0 0 4 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 29 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 1 0 1 0 0 0 3 1 0 0 0 | ao = 057
1 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 1 0 0 1 0 1 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 30 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 | ap = 014
1 1 0 0 0 1 0 0 0 3 0 0 2 0 1 0 0 1 0 0 1 1 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 27 1 0 0 0 0 1 0 0 0 0 2 0 0 0 0 0 0 0 0 1 0 0 0 0 0 | aq = 058
2 1 0 0 0 1 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 1 5 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 3 0 26 0 0 0 0 2 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 1 0 | ar = 015
0 0 0 0 1 0 0 0 0 1 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 2 1 0 0 0 1 0 0 0 0 0 0 0 0 1 0 1 0 33 0 0 0 1 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 | as = 059
0 0 0 1 2 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 12 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 21 0 0 0 0 0 1 0 0 0 0 0 0 0 2 0 0 0 2 1 0 0 1 | at = 016
0 0 2 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 0 0 3 0 0 33 0 0 1 1 0 0 0 1 0 0 0 0 1 0 0 0 0 0 1 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 1 1 0 0 0 10 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 30 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 | av = 018
1 3 0 0 0 0 0 0 3 3 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 2 2 1 0 0 1 21 0 0 0 0 1 0 0 3 0 0 0 0 0 0 0 0 0 1 0 | aw = 019
0 0 3 1 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 1 0 0 0 1 0 0 1 0 1 0 0 0 0 0 1 0 0 30 0 0 0 0 0 1 0 1 0 0 0 1 1 0 0 0 1 0 | ax = 060
0 0 0 0 0 0 8 1 0 0 0 0 0 0 0 0 0 0 0 10 0 0 0 0 0 0 0 0 0 0 0 1 1 0 0 0 0 2 0 2 0 0 0 0 0 0 0 0 0 0 17 0 1 0 0 0 0 0 2 0 0 1 0 0 0 0 0 0 | ay = 061
0 0 0 1 1 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 2 2 0 0 1 0 0 35 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 1 | az = 062
0 0 0 0 1 0 3 1 0 0 0 0 0 0 4 0 0 0 0 1 0 1 1 0 0 0 0 0 0 2 0 0 0 0 0 1 0 1 0 0 0 0 0 0 0 1 0 0 0 0 1 0 15 0 7 0 0 0 1 0 1 1 2 0 1 0 0 0 | ba = 063
4 0 0 0 0 2 0 1 2 0 0 1 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 2 0 0 0 0 2 0 0 0 0 1 0 1 1 0 0 23 1 0 0 0 0 0 0 0 1 0 0 1 0 0 | bb = 020
0 0 0 0 1 0 1 1 0 0 0 0 0 0 1 0 0 0 0 0 1 0 2 0 0 0 0 1 0 0 0 0 0 0 0 1 0 0 0 1 0 0 0 0 0 0 0 0 1 0 0 0 9 1 18 0 0 0 0 0 4 2 0 0 1 0 0 0 | bc = 064
0 0 0 0 0 0 0 2 0 1 0 1 0 0 0 0 0 0 2 0 1 1 2 2 0 0 0 2 0 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 27 0 1 0 1 0 0 0 0 0 0 0 1 | bd = 021
0 0 0 0 0 0 0 0 0 2 0 0 1 0 0 0 1 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 0 0 3 0 0 0 0 0 0 0 33 0 0 0 0 0 1 0 0 0 0 0 | be = 065
0 0 6 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 1 0 0 0 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 1 0 2 0 30 0 0 1 0 1 0 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 4 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 2 0 1 0 0 0 0 0 0 0 0 0 0 6 0 3 0 0 0 0 0 24 0 0 0 0 0 0 0 0 0 | bg = 066
0 0 0 0 1 0 0 0 0 0 0 0 0 0 1 0 0 0 1 0 0 0 4 0 0 0 0 0 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 3 1 0 0 0 0 0 0 0 0 2 0 1 0 28 0 0 0 0 0 0 0 2 | bh = 023
0 0 0 0 1 0 0 0 0 0 1 0 0 0 1 0 0 0 0 0 0 0 2 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 1 2 0 4 1 1 0 0 0 27 2 0 0 1 0 0 0 | bi = 067
0 0 0 0 0 1 0 0 0 0 2 0 1 1 0 0 0 0 0 0 0 3 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 1 1 0 1 0 0 0 0 0 0 1 1 24 3 0 0 0 1 0 | bj = 024
0 0 1 0 0 0 1 2 1 1 0 0 0 0 1 0 1 0 1 1 0 1 0 1 0 0 0 0 0 0 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 1 0 0 2 0 1 0 0 0 2 24 0 0 0 1 0 | bk = 068
0 0 0 1 0 0 0 0 0 0 0 1 0 0 0 0 0 0 3 0 3 0 8 1 0 0 0 1 0 2 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 2 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 20 1 0 1 0 | bl = 025
0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 17 0 0 0 0 0 0 2 0 0 0 0 0 1 0 0 0 0 2 0 0 0 0 3 0 0 0 1 0 0 0 0 0 1 0 1 0 0 1 0 0 1 13 0 0 1 | bm = 026
0 0 1 0 0 1 0 4 1 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 0 0 0 0 0 0 0 0 0 1 0 1 0 0 0 0 1 0 1 0 0 0 0 0 1 0 0 0 32 0 0 | bn = 027
0 0 0 0 0 0 0 0 0 0 0 1 0 2 0 1 0 0 2 0 0 0 0 3 0 0 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 1 2 1 0 0 25 0 | bo = 028
0 0 0 0 1 0 0 2 0 0 1 1 0 0 0 0 0 0 0 0 0 0 4 1 0 0 0 0 0 1 1 1 0 0 0 1 0 0 0 0 0 0 0 0 0 2 0 0 0 1 0 2 0 0 0 0 0 0 0 2 1 0 0 2 2 0 0 20 | bp = 029
**************************************************CEDD.arff**************************************************
**************************************************J48**************************************************
Time taken to build model: 2.21 seconds
Time taken to test model on training data: 0.24 seconds
=== Error on training data ===
Correctly Classified Instances 2644 84.5269 %
Incorrectly Classified Instances 484 15.4731 %
Kappa statistic 0.843
Mean absolute error 0.0059
Root mean squared error 0.0545
Relative absolute error 20.4797 %
Root relative squared error 45.2545 %
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 0,003 0,833 0,978 0,900 0,901 1,000 0,971 030
0,848 0,004 0,780 0,848 0,813 0,810 0,998 0,912 031
0,913 0,007 0,667 0,913 0,771 0,777 0,997 0,810 032
0,913 0,003 0,808 0,913 0,857 0,857 0,999 0,948 033
0,913 0,004 0,792 0,913 0,848 0,848 0,999 0,908 034
0,870 0,005 0,714 0,870 0,784 0,785 0,998 0,862 035
0,870 0,006 0,678 0,870 0,762 0,764 0,998 0,839 036
0,891 0,005 0,745 0,891 0,812 0,812 0,998 0,886 037
0,826 0,004 0,776 0,826 0,800 0,797 0,998 0,889 038
0,913 0,003 0,824 0,913 0,866 0,865 0,999 0,943 039
0,783 0,004 0,766 0,783 0,774 0,771 0,997 0,862 040
0,957 0,002 0,898 0,957 0,926 0,926 1,000 0,982 041
0,891 0,002 0,854 0,891 0,872 0,871 0,999 0,951 042
0,935 0,002 0,896 0,935 0,915 0,914 0,999 0,941 043
0,826 0,003 0,809 0,826 0,817 0,814 0,998 0,853 044
0,870 0,003 0,800 0,870 0,833 0,831 0,999 0,934 001
0,870 0,002 0,889 0,870 0,879 0,877 0,999 0,953 045
0,804 0,002 0,841 0,804 0,822 0,820 0,999 0,912 002
0,848 0,005 0,736 0,848 0,788 0,787 0,999 0,892 046
0,717 0,001 0,892 0,717 0,795 0,797 0,998 0,904 003
0,935 0,002 0,896 0,935 0,915 0,914 1,000 0,967 047
0,783 0,003 0,818 0,783 0,800 0,797 0,998 0,880 004
0,804 0,005 0,712 0,804 0,755 0,753 0,996 0,701 048
0,913 0,002 0,875 0,913 0,894 0,892 0,999 0,951 005
0,804 0,003 0,822 0,804 0,813 0,810 0,998 0,891 049
0,957 0,001 0,936 0,957 0,946 0,945 1,000 0,991 006
0,870 0,002 0,870 0,870 0,870 0,868 0,999 0,930 007
0,891 0,003 0,820 0,891 0,854 0,853 0,999 0,880 008
0,804 0,003 0,822 0,804 0,813 0,810 0,999 0,894 009
0,804 0,003 0,787 0,804 0,796 0,793 0,998 0,900 050
0,913 0,001 0,913 0,913 0,913 0,912 1,000 0,974 051
0,783 0,001 0,900 0,783 0,837 0,837 0,998 0,901 052
0,957 0,004 0,772 0,957 0,854 0,857 1,000 0,967 053
0,826 0,002 0,884 0,826 0,854 0,852 0,999 0,931 010
0,891 0,000 1,000 0,891 0,943 0,943 1,000 0,986 054
0,783 0,003 0,818 0,783 0,800 0,797 0,998 0,884 011
0,957 0,000 1,000 0,957 0,978 0,978 1,000 0,989 055
0,717 0,001 0,892 0,717 0,795 0,797 0,998 0,897 012
0,848 0,002 0,848 0,848 0,848 0,846 0,999 0,934 056
0,826 0,002 0,884 0,826 0,854 0,852 0,999 0,891 013
0,957 0,003 0,815 0,957 0,880 0,881 0,999 0,922 057
0,891 0,003 0,820 0,891 0,854 0,853 0,999 0,936 014
0,891 0,003 0,804 0,891 0,845 0,844 0,999 0,890 058
0,696 0,002 0,842 0,696 0,762 0,762 0,998 0,869 015
0,870 0,002 0,889 0,870 0,879 0,877 0,999 0,901 059
0,870 0,000 0,976 0,870 0,920 0,920 0,999 0,965 016
0,804 0,001 0,925 0,804 0,860 0,861 0,999 0,940 017
0,783 0,000 0,973 0,783 0,867 0,871 0,999 0,940 018
0,717 0,001 0,917 0,717 0,805 0,809 0,999 0,917 019
0,826 0,001 0,950 0,826 0,884 0,884 0,999 0,951 060
0,826 0,002 0,844 0,826 0,835 0,833 0,999 0,927 061
0,870 0,000 0,976 0,870 0,920 0,920 1,000 0,958 062
0,870 0,002 0,889 0,870 0,879 0,877 1,000 0,963 063
0,717 0,001 0,917 0,717 0,805 0,809 0,999 0,909 020
0,587 0,000 0,964 0,587 0,730 0,750 0,996 0,822 064
0,848 0,002 0,867 0,848 0,857 0,855 0,999 0,937 021
0,848 0,001 0,907 0,848 0,876 0,875 0,999 0,936 065
0,717 0,002 0,868 0,717 0,786 0,786 0,998 0,853 022
0,826 0,001 0,927 0,826 0,874 0,873 0,999 0,940 066
0,870 0,001 0,952 0,870 0,909 0,909 0,999 0,953 023
0,891 0,006 0,683 0,891 0,774 0,777 0,998 0,793 067
0,783 0,003 0,818 0,783 0,800 0,797 0,999 0,911 024
0,848 0,002 0,867 0,848 0,857 0,855 0,999 0,925 068
0,674 0,002 0,861 0,674 0,756 0,759 0,998 0,852 025
0,978 0,003 0,818 0,978 0,891 0,893 0,999 0,935 026
0,717 0,001 0,943 0,717 0,815 0,820 0,998 0,882 027
0,870 0,002 0,870 0,870 0,870 0,868 0,999 0,920 028
0,935 0,002 0,896 0,935 0,915 0,914 1,000 0,966 029
Weighted Avg. 0,845 0,002 0,854 0,845 0,845 0,845 0,999 0,913
=== 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 0 0 0 0 0 0 0 0 0 0 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 | a = 030
0 39 0 0 0 0 1 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 0 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 0 0 0 0 0 | b = 031
0 0 42 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 2 0 0 0 0 0 0 0 0 1 0 | c = 032
1 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 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 | d = 033
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 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 2 0 0 0 0 | e = 034
0 0 0 0 0 40 0 0 1 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 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 1 0 0 0 0 0 0 | f = 035
0 1 0 0 0 0 40 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 1 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 | g = 036
0 0 0 0 0 0 1 41 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 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 0 0 | h = 037
0 0 0 0 0 0 0 2 38 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 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 0 | i = 038
1 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 1 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 | j = 039
0 0 0 0 0 0 0 2 0 1 36 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 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 2 0 0 | k = 040
0 0 1 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 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 | l = 041
0 1 1 0 0 0 2 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 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 | m = 042
0 0 0 0 1 0 0 0 0 1 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 1 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 38 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 5 0 0 0 0 0 0 0 | o = 044
2 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 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 1 0 | p = 001
0 1 0 0 0 0 0 0 1 0 0 0 1 0 1 0 40 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 1 0 0 0 0 0 0 0 | q = 045
0 0 0 1 0 2 0 0 1 0 0 0 0 0 0 2 0 37 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 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | r = 002
0 0 0 0 0 0 1 0 0 1 0 0 0 0 0 1 0 0 39 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 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | s = 046
0 1 0 0 0 0 4 0 0 1 0 0 0 0 1 0 0 0 0 33 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 2 0 1 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 | t = 003
0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 1 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 1 0 0 0 0 | u = 047
1 1 0 0 0 0 0 0 0 0 1 0 0 0 1 0 0 0 1 0 0 36 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 1 0 1 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 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 1 0 0 0 0 0 3 0 0 0 4 0 0 1 | w = 048
0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 42 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 | x = 005
0 0 0 0 0 0 0 0 0 0 1 0 1 0 0 0 0 1 0 0 1 0 0 0 37 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 1 0 0 0 1 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 1 44 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 | z = 006
0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 1 40 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 | aa = 007
0 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 0 41 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 1 0 0 0 0 | ab = 008
0 0 0 0 0 3 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 1 0 1 0 0 37 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 1 0 1 0 0 0 0 | ac = 009
0 0 0 0 0 1 0 0 1 0 0 1 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 37 0 2 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 1 0 0 0 0 0 0 | ad = 050
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 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 2 0 | ae = 051
1 0 1 0 0 0 1 0 0 0 0 0 0 0 1 0 0 0 2 0 0 0 1 0 0 0 0 0 0 0 0 36 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 1 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 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 | ag = 053
0 1 0 0 0 2 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 1 0 0 0 0 1 0 1 0 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 | 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 1 0 0 0 1 0 0 2 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 1 0 | ai = 054
0 0 1 0 1 1 0 1 0 0 3 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 1 1 0 0 0 0 0 36 0 0 0 0 0 0 0 0 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 1 0 0 0 0 0 0 44 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 | ak = 055
0 1 1 0 0 0 5 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 33 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 0 0 0 0 | al = 012
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 1 2 0 0 0 0 0 0 0 0 0 0 39 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 | am = 056
0 1 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 2 0 0 0 0 1 0 38 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 | an = 013
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 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 | ao = 057
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 1 0 0 0 0 0 0 0 0 0 1 0 0 41 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 | ap = 014
1 0 0 0 0 0 0 0 0 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 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 | aq = 058
0 0 0 0 0 1 0 2 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 2 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 7 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 0 | ar = 015
0 0 0 1 0 0 0 0 0 0 0 1 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 0 0 0 0 0 40 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 | as = 059
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 1 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 3 0 0 0 | at = 016
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 1 0 0 0 0 0 1 0 0 1 0 0 2 0 0 1 0 37 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 1 0 0 2 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 0 1 1 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 36 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 | av = 018
1 0 0 0 0 0 1 2 4 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 2 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 1 0 0 0 0 0 33 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | aw = 019
0 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 1 1 0 1 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 1 0 0 38 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 1 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 1 1 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 38 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 | ay = 061
0 0 0 1 1 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 0 0 0 0 0 1 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 | az = 062
0 0 0 0 0 0 0 0 0 0 1 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 0 0 0 0 0 0 0 0 0 0 0 0 0 0 40 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 | ba = 063
0 3 0 0 0 0 1 0 2 0 1 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 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 33 0 0 1 0 0 0 0 0 0 0 0 0 0 0 | bb = 020
0 0 0 0 0 0 0 0 0 0 1 0 1 0 1 0 0 0 0 0 0 0 7 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 1 0 27 0 0 0 0 0 6 0 0 0 0 0 0 0 | bc = 064
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 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 39 0 0 0 0 0 0 0 0 1 0 0 2 | bd = 021
1 0 0 0 0 0 0 1 0 0 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 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 39 0 0 0 0 0 1 0 0 0 0 0 | be = 065
0 0 6 0 1 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 1 0 1 0 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 33 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 2 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 38 0 0 0 0 0 0 0 0 0 | bg = 066
0 0 2 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 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 40 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 1 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 0 0 0 0 0 1 0 0 0 0 0 0 0 41 0 0 0 0 0 0 0 | bi = 067
0 0 0 0 0 0 0 0 0 3 0 0 1 0 1 0 0 0 0 0 0 0 0 0 1 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 0 0 1 0 1 0 0 0 0 0 36 0 0 0 0 0 0 | bj = 024
0 0 0 0 0 0 0 0 0 0 0 1 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 0 0 0 0 0 0 1 0 0 0 0 0 0 0 1 0 0 0 0 0 39 0 0 0 0 0 | bk = 068
0 0 1 3 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 0 0 0 6 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 31 1 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 45 0 0 1 | bm = 026
0 0 2 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 1 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 1 0 1 0 0 0 0 0 33 0 0 | bn = 027
0 0 0 0 0 0 0 0 0 0 0 0 0 2 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 1 0 0 0 40 0 | bo = 028
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 1 0 0 0 0 0 0 1 0 0 0 0 43 | bp = 029
=== Stratified cross-validation ===
Correctly Classified Instances 1919 61.3491 %
Incorrectly Classified Instances 1209 38.6509 %
Kappa statistic 0.6077
Mean absolute error 0.0123
Root mean squared error 0.0949
Relative absolute error 42.5535 %
Root relative squared error 78.8776 %
Total Number of Instances 3128
=== Detailed Accuracy By Class ===
TP Rate FP Rate Precision Recall F-Measure MCC ROC Area PRC Area Class
0,587 0,006 0,574 0,587 0,581 0,574 0,833 0,516 030
0,435 0,007 0,465 0,435 0,449 0,442 0,798 0,354 031
0,609 0,011 0,452 0,609 0,519 0,516 0,873 0,439 032
0,674 0,007 0,574 0,674 0,620 0,616 0,898 0,625 033
0,761 0,007 0,614 0,761 0,680 0,678 0,899 0,591 034
0,630 0,015 0,392 0,630 0,483 0,488 0,820 0,473 035
0,435 0,010 0,392 0,435 0,412 0,404 0,763 0,378 036
0,500 0,009 0,442 0,500 0,469 0,462 0,775 0,319 037
0,413 0,008 0,422 0,413 0,418 0,409 0,720 0,216 038
0,587 0,006 0,614 0,587 0,600 0,594 0,811 0,520 039
0,565 0,010 0,464 0,565 0,510 0,504 0,773 0,327 040
0,717 0,004 0,733 0,717 0,725 0,721 0,879 0,685 041
0,804 0,005 0,698 0,804 0,747 0,745 0,900 0,745 042
0,783 0,006 0,679 0,783 0,727 0,725 0,910 0,704 043
0,696 0,006 0,653 0,696 0,674 0,669 0,897 0,581 044
0,543 0,010 0,439 0,543 0,485 0,480 0,842 0,405 001
0,522 0,009 0,462 0,522 0,490 0,483 0,809 0,348 045
0,543 0,006 0,556 0,543 0,549 0,543 0,800 0,480 002
0,587 0,005 0,628 0,587 0,607 0,601 0,845 0,601 046
0,457 0,010 0,396 0,457 0,424 0,416 0,803 0,265 003
0,761 0,007 0,614 0,761 0,680 0,678 0,909 0,530 047
0,609 0,007 0,571 0,609 0,589 0,583 0,830 0,468 004
0,652 0,008 0,536 0,652 0,588 0,584 0,938 0,466 048
0,674 0,005 0,689 0,674 0,681 0,677 0,877 0,629 005
0,435 0,006 0,541 0,435 0,482 0,478 0,773 0,427 049
0,891 0,001 0,932 0,891 0,911 0,910 0,945 0,893 006
0,761 0,002 0,833 0,761 0,795 0,793 0,911 0,687 007
0,717 0,007 0,611 0,717 0,660 0,657 0,887 0,614 008
0,522 0,009 0,471 0,522 0,495 0,488 0,787 0,415 009
0,652 0,005 0,682 0,652 0,667 0,662 0,843 0,544 050
0,783 0,003 0,800 0,783 0,791 0,788 0,911 0,708 051
0,522 0,003 0,706 0,522 0,600 0,602 0,820 0,545 052
0,783 0,005 0,706 0,783 0,742 0,739 0,966 0,835 053
0,522 0,006 0,558 0,522 0,539 0,533 0,822 0,487 010
0,826 0,002 0,864 0,826 0,844 0,842 0,933 0,750 054
0,500 0,007 0,511 0,500 0,505 0,498 0,818 0,331 011
0,891 0,003 0,804 0,891 0,845 0,844 0,944 0,802 055
0,283 0,005 0,464 0,283 0,351 0,355 0,740 0,283 012
0,696 0,004 0,727 0,696 0,711 0,707 0,856 0,665 056
0,717 0,006 0,660 0,717 0,688 0,683 0,909 0,669 013
0,761 0,004 0,729 0,761 0,745 0,741 0,944 0,750 057
0,391 0,007 0,439 0,391 0,414 0,406 0,774 0,262 014
0,696 0,009 0,533 0,696 0,604 0,603 0,864 0,459 058
0,348 0,009 0,356 0,348 0,352 0,342 0,770 0,207 015
0,804 0,002 0,881 0,804 0,841 0,840 0,922 0,827 059
0,652 0,005 0,667 0,652 0,659 0,654 0,910 0,674 016
0,500 0,002 0,793 0,500 0,613 0,626 0,841 0,532 017
0,413 0,004 0,594 0,413 0,487 0,489 0,807 0,373 018
0,457 0,004 0,618 0,457 0,525 0,525 0,765 0,402 019
0,630 0,004 0,725 0,630 0,674 0,672 0,899 0,676 060
0,370 0,007 0,447 0,370 0,405 0,399 0,838 0,390 061
0,826 0,003 0,792 0,826 0,809 0,806 0,944 0,783 062
0,565 0,003 0,722 0,565 0,634 0,634 0,854 0,643 063
0,391 0,005 0,563 0,391 0,462 0,463 0,731 0,315 020
0,457 0,004 0,618 0,457 0,525 0,525 0,882 0,509 064
0,587 0,003 0,750 0,587 0,659 0,659 0,874 0,555 021
0,783 0,005 0,720 0,783 0,750 0,747 0,900 0,704 065
0,478 0,006 0,550 0,478 0,512 0,506 0,840 0,409 022
0,739 0,004 0,723 0,739 0,731 0,727 0,931 0,708 066
0,717 0,003 0,805 0,717 0,759 0,757 0,900 0,732 023
0,696 0,007 0,604 0,696 0,646 0,642 0,942 0,697 067
0,522 0,007 0,511 0,522 0,516 0,509 0,796 0,453 024
0,717 0,005 0,688 0,717 0,702 0,698 0,875 0,494 068
0,565 0,004 0,684 0,565 0,619 0,617 0,852 0,489 025
0,826 0,006 0,655 0,826 0,731 0,731 0,976 0,808 026
0,435 0,002 0,741 0,435 0,548 0,563 0,817 0,426 027
0,543 0,004 0,694 0,543 0,610 0,609 0,843 0,435 028
0,804 0,006 0,685 0,804 0,740 0,738 0,920 0,571 029
Weighted Avg. 0,613 0,006 0,621 0,613 0,612 0,609 0,857 0,538
=== 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
27 0 0 1 0 0 2 0 1 0 0 0 0 0 0 2 0 0 0 0 0 1 0 0 1 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 0 2 0 0 0 0 2 0 0 0 0 2 0 0 0 0 0 0 0 0 2 0 0 0 0 0 | a = 030
0 20 0 0 0 0 1 0 4 0 0 0 2 0 0 0 11 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 2 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 | b = 031
0 0 28 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 1 0 0 0 0 0 0 0 0 0 1 0 1 1 0 4 0 0 0 0 0 0 0 6 0 2 0 0 0 0 0 0 0 0 | c = 032
0 0 0 31 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 4 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 | d = 033
0 0 0 0 35 0 1 0 0 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 0 0 0 0 1 0 0 0 1 0 0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 | e = 034
0 0 0 0 0 29 0 0 0 0 1 0 0 0 0 1 0 1 0 0 1 0 0 1 2 0 0 0 2 0 0 0 0 2 0 3 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 1 0 0 0 0 0 0 | f = 035
2 1 0 0 0 3 20 1 1 0 0 0 1 0 0 0 1 0 0 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 2 0 0 0 0 1 0 0 0 0 0 3 0 0 0 0 1 0 1 0 0 0 0 0 0 0 0 1 0 | g = 036
0 0 0 0 0 0 2 23 3 1 3 0 0 0 0 0 1 1 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 1 0 0 0 0 0 1 1 3 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 2 0 0 0 0 0 0 | h = 037
0 3 0 0 0 3 0 1 19 1 4 0 1 0 0 0 1 0 0 0 0 4 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 4 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 1 0 0 | i = 038
0 0 0 1 0 1 0 0 3 27 4 0 0 0 0 0 0 2 1 0 0 1 0 0 0 0 1 0 0 1 0 0 1 0 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 0 0 1 0 0 0 0 0 0 | j = 039
0 0 0 0 0 2 0 1 1 1 26 0 0 0 1 0 0 0 0 0 0 2 0 0 1 0 0 0 1 1 0 0 0 0 0 1 0 0 0 0 0 1 2 1 0 0 0 1 0 0 0 0 1 0 0 0 0 0 0 0 0 1 0 0 0 1 0 0 | k = 040
0 0 0 1 0 0 0 0 0 0 0 33 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 1 1 1 2 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 1 1 0 0 0 0 0 0 0 0 1 0 0 0 0 0 1 0 0 1 0 | l = 041
0 1 1 0 0 0 2 0 0 0 1 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 0 0 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 | m = 042
0 0 0 0 1 0 0 0 0 0 0 0 0 36 0 0 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 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 0 0 0 0 1 2 0 1 0 0 0 | n = 043
0 0 0 0 0 0 0 1 0 0 0 0 0 0 32 0 0 0 0 2 0 1 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 2 0 2 0 0 0 0 0 3 0 0 0 0 0 0 0 | o = 044
0 0 0 1 0 1 0 0 0 0 0 0 0 0 0 25 0 1 1 0 0 0 0 2 0 0 1 1 1 0 0 0 1 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 1 0 | p = 001
1 9 0 0 0 0 1 0 2 0 0 0 1 0 0 0 24 0 0 0 0 1 1 0 1 0 1 0 0 0 0 1 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 0 0 0 0 0 0 0 0 | q = 045
2 0 0 1 0 6 0 0 0 1 0 0 0 0 0 3 1 25 0 0 0 1 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 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 | r = 002
0 0 0 1 1 0 0 1 0 0 0 0 0 1 0 2 0 0 27 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 3 0 1 0 2 0 0 0 0 0 0 0 0 1 0 1 0 0 1 0 0 0 0 0 0 0 0 0 1 0 | s = 046
0 0 0 0 0 0 4 0 0 0 1 0 0 0 1 0 0 0 0 21 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 0 0 0 10 0 1 0 0 0 0 0 2 0 1 0 0 0 0 0 0 0 | t = 003
0 0 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 35 0 0 1 1 0 0 0 2 0 0 0 0 1 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 1 0 0 0 0 | u = 047
1 0 0 0 0 0 0 0 1 0 0 1 0 0 2 0 0 0 0 1 0 28 0 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 0 0 0 0 0 2 0 0 2 0 0 0 1 2 1 0 0 0 0 0 | v = 004
0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 1 0 0 0 30 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 6 0 0 0 4 0 0 1 | w = 048
0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 3 0 1 0 0 1 0 0 31 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 2 1 0 0 0 0 0 | x = 005
4 1 0 0 0 2 1 1 0 0 2 0 0 0 0 0 1 1 0 0 1 0 0 0 20 0 0 0 1 0 0 0 0 0 0 1 0 0 0 0 0 1 3 2 0 0 1 0 1 0 0 0 0 0 0 0 0 1 0 0 0 1 0 0 0 0 0 0 | y = 049
0 0 0 0 0 1 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 41 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 1 0 0 0 0 0 0 0 0 0 0 | z = 006
0 0 1 0 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 0 0 3 0 0 35 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 0 0 0 0 0 0 0 0 0 0 0 1 0 | aa = 007
0 0 0 2 2 1 0 0 0 0 0 0 0 1 0 0 0 0 0 0 3 0 0 0 1 0 0 33 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 0 1 0 0 0 0 0 0 0 0 | ab = 008
0 0 0 1 1 4 0 0 0 0 0 0 0 0 0 0 0 2 0 0 1 0 0 0 0 1 0 1 24 0 0 0 0 0 0 2 0 0 0 0 0 2 0 1 0 0 0 3 1 0 0 0 0 0 0 0 0 0 0 0 0 1 0 1 0 0 0 0 | ac = 009
0 0 1 0 2 0 0 2 0 0 0 1 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 30 0 3 0 0 0 1 0 0 1 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1 0 1 0 0 0 1 0 0 0 0 0 0 | ad = 050
0 0 1 0 1 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 36 0 0 0 2 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 | ae = 051
0 1 1 0 0 1 0 1 1 0 1 0 1 0 2 0 2 0 1 0 0 0 2 0 0 0 0 0 0 0 0 24 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 1 1 0 0 1 0 0 0 0 0 0 0 0 3 0 0 1 | af = 052
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 36 0 0 0 0 0 0 5 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 | ag = 053
3 0 0 0 0 1 0 1 0 0 0 0 0 0 0 10 0 4 0 0 0 0 0 0 0 1 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 0 0 0 0 0 0 1 0 0 0 0 1 0 | ah = 010
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 3 0 0 0 38 0 2 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 | ai = 054
0 0 0 0 1 4 1 3 0 1 3 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 2 0 0 0 0 0 23 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 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 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 1 0 41 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 | ak = 055
1 2 0 0 0 0 9 0 0 0 0 0 0 0 0 0 2 0 0 5 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 13 1 3 0 0 0 0 0 0 0 0 0 0 5 0 0 1 0 0 0 0 2 0 0 0 0 0 0 0 0 0 | al = 012
0 0 0 0 0 0 1 1 0 1 0 0 0 0 0 0 0 1 1 0 1 0 1 0 0 0 0 2 0 1 0 0 0 0 0 0 0 0 32 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 2 0 0 | am = 056
0 1 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 0 0 0 0 4 0 0 0 0 0 0 33 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 2 0 1 0 0 0 1 0 0 0 | an = 013
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 35 0 0 0 0 6 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 | ao = 057
0 0 1 0 0 3 0 0 0 0 0 0 1 0 0 1 0 0 0 0 1 0 0 0 1 0 0 0 1 0 0 0 0 0 0 1 0 0 0 0 0 18 0 15 0 0 1 2 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 1 0 2 0 1 0 0 0 1 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1 0 0 1 0 0 0 0 0 0 0 0 0 1 32 0 0 0 0 0 0 0 1 1 0 0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 | aq = 058
0 0 0 0 0 6 0 4 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 1 0 0 3 0 0 0 0 0 0 1 0 0 0 0 0 7 0 16 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 2 0 0 | ar = 015
0 0 2 2 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 1 0 0 0 0 0 0 0 0 0 37 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 | as = 059
0 0 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 1 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 30 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 7 0 0 0 | at = 016
0 0 5 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 3 0 0 0 0 0 3 0 3 1 0 23 1 0 1 0 0 0 0 0 0 0 1 0 2 0 0 0 0 0 0 0 0 | au = 017
0 0 2 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 3 1 0 0 1 5 0 0 0 0 0 0 3 0 0 0 0 0 3 1 1 1 0 0 19 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 | av = 018
1 0 0 0 0 0 0 3 3 0 0 0 0 0 0 3 1 1 0 0 0 2 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 21 0 0 0 0 4 0 0 2 0 0 0 0 1 0 0 0 0 0 0 | aw = 019
0 0 1 0 6 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 1 0 1 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 29 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 0 0 0 | ax = 060
0 0 0 0 0 0 1 0 0 1 0 0 1 0 1 0 0 0 0 12 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 17 0 0 0 0 0 0 0 5 0 0 1 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 1 0 0 1 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 38 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 | az = 062
1 0 0 0 0 0 0 1 0 0 1 0 3 0 3 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 0 0 0 0 26 0 0 0 0 0 1 0 1 0 0 0 1 0 0 5 | ba = 063
1 3 0 0 0 0 4 1 2 1 0 0 0 0 0 1 2 0 1 0 0 0 0 0 2 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 3 0 0 0 1 18 0 0 0 0 0 0 0 2 0 0 0 0 0 0 | bb = 020
0 0 0 0 0 0 0 0 0 0 1 0 0 0 2 0 1 0 0 1 0 0 11 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 21 0 0 0 0 0 6 0 0 0 0 0 0 1 | bc = 064
0 0 1 0 0 0 0 0 0 0 0 0 1 4 0 0 0 0 1 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 0 0 1 27 0 0 0 0 0 0 1 0 0 0 1 7 | bd = 021
1 0 0 0 0 1 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 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 36 0 0 0 0 0 1 0 0 0 1 0 | be = 065
0 0 10 0 1 1 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 2 0 1 0 0 1 0 0 0 0 0 0 1 0 0 0 0 0 1 1 0 1 0 0 0 0 0 0 0 22 0 0 0 0 0 0 0 1 0 0 | bf = 022
0 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 0 0 0 0 2 0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 0 0 2 0 1 0 0 0 0 0 34 0 0 0 0 0 0 0 0 0 | bg = 066
0 0 3 3 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 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 33 0 0 0 1 0 0 0 0 | bh = 023
0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 2 0 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 0 0 0 0 0 0 0 0 0 0 0 6 0 0 0 0 0 32 0 0 0 0 0 0 0 | bi = 067
1 0 0 0 0 1 0 2 1 3 1 0 0 2 1 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 0 1 0 0 0 0 0 0 0 0 1 0 1 0 0 1 0 0 0 0 24 1 0 0 0 0 0 | bj = 024
1 0 0 0 0 0 0 0 0 0 0 0 0 2 0 1 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 1 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 2 33 0 0 0 1 0 | bk = 068
0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 2 0 0 0 0 0 0 2 0 1 0 0 0 0 0 2 1 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 26 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 2 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 38 0 0 1 | bm = 026
0 1 4 0 0 1 0 1 1 2 5 0 1 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 2 0 0 1 0 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 0 0 0 0 1 0 0 20 0 0 | bn = 027
0 0 0 0 0 0 0 0 0 0 0 3 0 3 0 1 0 0 4 1 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 0 0 0 0 1 1 0 0 0 0 1 3 0 0 0 25 0 | bo = 028
0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 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 1 0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 37 | bp = 029
**************************************************Naive**************************************************
Time taken to build model: 0.61 seconds
Time taken to test model on training data: 7.73 seconds
=== Error on training data ===
Correctly Classified Instances 1261 40.3133 %
Incorrectly Classified Instances 1867 59.6867 %
Kappa statistic 0.3942
Mean absolute error 0.0177
Root mean squared error 0.1235
Relative absolute error 61.2212 %
Root relative squared error 102.6049 %
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 0,002 0,760 0,413 0,535 0,556 0,930 0,587 030
0,522 0,008 0,480 0,522 0,500 0,493 0,911 0,504 031
0,109 0,011 0,125 0,109 0,116 0,104 0,936 0,175 032
0,435 0,007 0,465 0,435 0,449 0,442 0,968 0,439 033
0,326 0,007 0,405 0,326 0,361 0,355 0,945 0,258 034
0,022 0,005 0,059 0,022 0,032 0,027 0,874 0,081 035
0,457 0,001 0,875 0,457 0,600 0,628 0,929 0,571 036
0,152 0,001 0,778 0,152 0,255 0,341 0,876 0,251 037
0,130 0,003 0,400 0,130 0,197 0,222 0,872 0,206 038
0,217 0,003 0,500 0,217 0,303 0,323 0,961 0,329 039
0,130 0,006 0,250 0,130 0,171 0,172 0,871 0,149 040
0,370 0,001 0,895 0,370 0,523 0,572 0,961 0,691 041
0,761 0,015 0,438 0,761 0,556 0,569 0,988 0,674 042
0,043 0,011 0,057 0,043 0,049 0,038 0,910 0,099 043
0,435 0,004 0,606 0,435 0,506 0,507 0,987 0,673 044
0,304 0,008 0,368 0,304 0,333 0,326 0,934 0,311 001
0,435 0,006 0,541 0,435 0,482 0,478 0,904 0,465 045
0,130 0,002 0,500 0,130 0,207 0,250 0,900 0,238 002
0,174 0,010 0,205 0,174 0,188 0,178 0,892 0,125 046
0,435 0,002 0,741 0,435 0,548 0,563 0,978 0,605 003
0,435 0,010 0,400 0,435 0,417 0,408 0,947 0,305 047
0,261 0,005 0,429 0,261 0,324 0,327 0,898 0,315 004
0,957 0,029 0,328 0,957 0,489 0,551 0,979 0,287 048
0,065 0,011 0,079 0,065 0,071 0,059 0,870 0,086 005
0,326 0,026 0,156 0,326 0,211 0,209 0,886 0,257 049
0,891 0,002 0,854 0,891 0,872 0,871 0,997 0,933 006
0,435 0,003 0,714 0,435 0,541 0,552 0,960 0,538 007
0,261 0,006 0,414 0,261 0,320 0,321 0,933 0,213 008
0,152 0,014 0,137 0,152 0,144 0,131 0,910 0,117 009
0,543 0,003 0,758 0,543 0,633 0,637 0,940 0,584 050
0,783 0,010 0,545 0,783 0,643 0,647 0,983 0,577 051
0,696 0,013 0,451 0,696 0,547 0,552 0,978 0,469 052
0,913 0,006 0,689 0,913 0,785 0,789 0,998 0,880 053
0,152 0,003 0,412 0,152 0,222 0,244 0,936 0,284 010
0,478 0,004 0,667 0,478 0,557 0,559 0,984 0,734 054
0,043 0,010 0,059 0,043 0,050 0,038 0,895 0,123 011
0,848 0,004 0,780 0,848 0,813 0,810 0,993 0,798 055
0,500 0,005 0,605 0,500 0,548 0,544 0,958 0,436 012
0,435 0,014 0,313 0,435 0,364 0,358 0,942 0,286 056
0,804 0,015 0,451 0,804 0,578 0,595 0,991 0,684 013
0,391 0,024 0,194 0,391 0,259 0,260 0,941 0,136 057
0,326 0,004 0,577 0,326 0,417 0,428 0,911 0,341 014
0,261 0,026 0,132 0,261 0,175 0,168 0,948 0,153 058
0,130 0,005 0,286 0,130 0,179 0,185 0,873 0,165 015
0,783 0,010 0,545 0,783 0,643 0,647 0,976 0,716 059
0,522 0,010 0,444 0,522 0,480 0,473 0,978 0,339 016
0,348 0,007 0,421 0,348 0,381 0,374 0,956 0,442 017
0,022 0,003 0,091 0,022 0,035 0,038 0,917 0,201 018
0,043 0,002 0,250 0,043 0,074 0,099 0,865 0,184 019
0,261 0,004 0,500 0,261 0,343 0,355 0,943 0,250 060
0,283 0,003 0,591 0,283 0,382 0,403 0,971 0,427 061
0,913 0,012 0,532 0,913 0,672 0,691 0,989 0,494 062
0,587 0,006 0,574 0,587 0,581 0,574 0,982 0,697 063
0,217 0,001 0,769 0,217 0,339 0,405 0,870 0,273 020
0,391 0,006 0,514 0,391 0,444 0,441 0,982 0,430 064
0,348 0,003 0,615 0,348 0,444 0,457 0,977 0,505 021
0,848 0,033 0,275 0,848 0,415 0,471 0,977 0,496 065
0,043 0,003 0,182 0,043 0,070 0,082 0,920 0,160 022
0,717 0,003 0,767 0,717 0,742 0,738 0,996 0,810 066
0,565 0,010 0,464 0,565 0,510 0,504 0,967 0,569 023
0,696 0,006 0,615 0,696 0,653 0,649 0,988 0,635 067
0,174 0,005 0,333 0,174 0,229 0,233 0,869 0,139 024
0,370 0,017 0,246 0,370 0,296 0,289 0,937 0,456 068
0,478 0,055 0,116 0,478 0,186 0,214 0,937 0,157 025
0,761 0,029 0,285 0,761 0,414 0,454 0,981 0,366 026
0,261 0,004 0,480 0,261 0,338 0,347 0,929 0,347 027
0,152 0,005 0,318 0,152 0,206 0,212 0,938 0,191 028
0,543 0,006 0,595 0,543 0,568 0,563 0,987 0,573 029
Weighted Avg. 0,403 0,009 0,447 0,403 0,390 0,399 0,941 0,397
=== 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 4 0 0 1 0 0 0 0 0 0 0 0 1 0 0 1 0 1 0 0 5 0 5 0 0 0 0 0 0 0 0 0 1 0 0 0 0 2 1 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 | a = 030
0 24 0 0 0 0 0 0 1 0 1 0 3 0 0 0 2 0 1 0 0 1 0 0 0 0 0 0 0 0 0 2 0 0 0 1 0 1 2 2 0 0 0 0 1 0 0 0 0 0 0 0 0 1 0 0 2 0 0 0 1 0 0 0 0 0 0 0 | b = 031
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 0 1 0 0 0 0 0 1 10 0 0 2 0 0 0 2 0 3 0 1 0 0 0 0 0 0 0 0 0 0 2 0 10 0 0 0 4 0 4 0 0 | c = 032
0 0 0 20 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 1 0 0 0 0 0 0 0 0 15 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 2 6 0 0 0 | d = 033
0 0 0 0 15 0 0 0 0 0 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 1 0 0 0 4 0 0 0 0 5 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 14 2 0 0 0 | e = 034
0 0 1 0 0 1 0 1 0 0 0 0 0 1 0 0 0 0 0 0 4 0 0 2 14 1 0 1 6 0 0 0 0 0 0 1 0 0 1 1 0 0 4 2 1 0 0 1 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 1 0 | f = 035
0 1 0 0 0 0 21 0 0 0 0 0 2 0 0 0 3 0 0 0 0 0 0 0 0 0 0 1 3 0 0 0 0 0 0 0 0 2 0 3 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 0 2 0 1 1 2 0 1 0 0 0 0 0 | g = 036
0 0 1 0 0 0 0 7 1 0 0 0 0 1 0 0 0 0 2 0 2 2 0 0 7 0 0 0 1 0 0 3 0 0 0 0 0 0 0 1 0 0 1 4 1 0 0 0 0 1 0 0 1 0 0 0 3 0 0 0 0 1 5 1 0 0 0 0 | h = 037
0 5 0 0 0 0 0 0 6 0 1 0 3 0 0 0 3 0 0 0 0 2 0 0 6 0 0 0 0 0 0 2 0 0 0 2 0 0 4 1 0 0 3 0 1 0 0 0 1 0 0 0 0 0 0 1 2 1 0 0 0 1 0 1 0 0 0 0 | i = 038
0 0 0 0 0 0 0 0 0 10 0 0 16 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 8 0 0 0 2 0 0 0 0 0 1 0 0 0 0 0 0 1 2 0 0 0 0 1 0 1 0 0 0 0 | j = 039
0 0 3 0 0 0 0 1 0 0 6 0 4 0 1 0 2 0 0 0 0 0 0 0 6 0 0 0 0 1 0 3 0 0 0 1 0 0 1 1 0 0 2 0 1 0 0 0 0 0 0 0 0 0 0 0 3 2 0 0 0 4 0 1 0 3 0 0 | k = 040
0 0 0 0 4 0 0 0 0 0 0 17 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 8 0 0 0 1 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 0 3 4 0 0 3 0 | l = 041
0 0 0 0 0 0 0 0 0 0 0 0 35 0 1 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 1 0 0 2 0 0 0 1 0 0 0 0 0 0 1 | m = 042
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 0 0 0 0 0 0 1 0 0 0 19 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 4 0 0 0 0 0 15 0 3 0 0 0 | n = 043
0 0 0 0 0 0 0 0 0 0 0 0 0 0 20 0 0 0 0 1 0 0 6 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 3 0 12 0 0 0 0 0 1 0 0 0 2 0 0 0 | o = 044
0 0 0 2 2 0 0 0 0 0 0 0 0 0 1 14 0 0 3 0 1 0 0 1 0 0 0 1 2 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 4 0 0 0 0 0 5 6 0 0 1 0 | p = 001
0 3 0 0 0 0 0 0 1 0 2 0 4 1 0 0 20 0 0 0 0 0 1 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 2 4 0 0 0 0 0 0 0 0 0 0 0 1 1 1 0 0 1 0 0 0 0 1 0 0 0 0 0 0 | q = 045
0 0 0 1 0 0 0 0 0 0 0 0 0 1 0 3 0 6 2 0 2 0 0 6 12 0 0 1 0 0 0 0 0 0 0 0 0 0 2 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 1 0 2 0 0 0 0 0 0 4 0 0 1 0 | r = 002
0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 2 0 0 8 0 0 1 1 2 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 1 0 0 0 0 7 0 0 0 0 1 1 7 1 0 1 0 | s = 046
0 0 0 1 0 0 0 0 0 0 0 0 2 0 2 0 0 0 0 20 0 1 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 5 0 3 0 0 0 0 0 0 0 0 0 0 3 0 2 0 0 0 0 0 3 0 2 0 0 0 0 0 0 1 | t = 003
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 20 0 1 0 0 0 0 1 0 0 0 0 0 0 0 0 1 0 0 0 6 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 16 0 0 0 0 | u = 047
0 2 0 0 0 0 0 0 1 1 0 0 0 0 0 0 0 0 7 0 0 12 0 0 0 0 0 0 0 0 0 5 0 0 0 0 0 0 1 1 0 0 2 0 0 0 0 0 2 0 0 0 1 0 0 0 5 0 0 0 1 1 0 3 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 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 1 0 0 0 0 0 0 1 | w = 048
0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 5 0 2 0 0 5 0 1 3 0 0 1 0 0 0 0 0 0 7 0 0 0 0 1 0 1 0 5 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 12 0 0 1 0 | x = 005
0 3 1 0 0 6 0 0 1 0 1 0 1 0 0 0 0 0 0 0 1 0 0 1 15 0 0 0 1 0 0 0 0 0 0 1 0 0 1 1 0 0 4 1 1 0 0 3 0 0 0 0 0 0 0 0 1 0 0 0 0 2 0 0 0 0 0 0 | y = 049
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 41 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 1 0 0 0 0 0 0 0 0 | z = 006
0 0 0 3 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 20 0 0 1 0 0 0 0 0 0 0 0 0 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 0 0 1 0 | aa = 007
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 12 0 0 0 0 0 0 0 0 1 0 0 0 2 0 0 0 0 1 0 0 0 8 0 1 0 0 0 0 0 0 0 0 0 0 0 19 0 0 0 0 | ab = 008
0 0 1 0 3 3 0 0 0 0 0 0 0 4 0 0 0 0 0 0 2 1 0 0 0 2 0 4 7 0 0 0 0 0 0 0 0 0 1 1 0 0 2 4 0 0 0 0 0 2 0 0 0 0 0 0 2 0 0 1 0 0 3 3 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 1 0 0 0 0 0 0 25 0 3 0 0 0 0 0 0 1 0 0 0 4 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 5 0 0 0 4 1 0 1 0 | ad = 050
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 36 0 0 0 5 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 1 0 0 0 0 | ae = 051
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 0 0 0 32 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 3 0 0 0 3 0 0 1 | af = 052
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 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 1 0 0 0 0 0 0 0 | ag = 053
6 0 0 0 0 0 0 0 0 0 0 0 0 0 0 7 0 4 1 0 1 0 0 6 1 0 0 3 0 0 0 0 0 7 0 0 0 0 2 0 0 0 2 0 1 0 0 0 0 0 0 0 0 0 1 0 2 0 0 0 0 0 0 1 0 0 1 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 19 0 0 0 22 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 2 0 0 0 0 | ai = 054
0 0 3 0 0 2 0 0 0 3 3 0 0 0 0 0 0 0 0 0 0 0 0 0 6 1 0 1 0 0 0 3 0 0 0 2 0 0 1 1 0 0 4 0 1 0 5 0 0 0 0 0 0 0 0 0 0 1 0 3 0 3 0 1 1 0 1 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 1 0 0 0 0 0 0 0 0 0 0 0 1 0 39 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 4 0 0 0 | ak = 055
0 0 0 0 0 0 0 0 0 0 0 0 3 1 0 0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 23 1 5 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 0 2 0 2 0 1 0 0 0 0 0 | al = 012
0 0 0 4 0 0 0 0 0 0 0 0 0 1 0 1 0 0 0 0 0 0 1 0 0 0 4 0 0 3 0 0 0 0 1 0 0 0 20 0 1 0 1 0 5 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 2 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 7 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 1 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 1 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 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 10 15 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 1 0 0 2 3 0 0 0 10 0 0 0 0 0 0 2 0 0 1 1 0 15 5 4 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 | ap = 014
0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 1 0 0 0 1 1 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 0 0 1 26 0 0 0 0 0 0 0 0 0 1 0 | aq = 058
0 0 1 0 0 0 0 0 0 0 1 0 0 1 0 0 0 0 1 0 3 0 0 0 5 0 0 0 8 0 0 0 0 0 0 2 0 0 1 1 0 10 5 6 1 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 2 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 1 0 0 0 0 0 0 0 0 0 0 0 0 0 36 0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 2 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 4 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 1 0 0 0 0 0 0 0 1 0 0 0 2 14 0 0 0 | at = 016
0 0 4 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 4 0 0 0 3 0 0 0 0 0 0 0 0 0 0 1 0 1 4 0 2 0 16 5 0 1 0 0 0 0 0 0 1 2 0 0 0 0 0 0 0 1 0 0 | au = 017
0 0 5 0 1 5 0 0 0 0 0 0 0 0 1 0 0 0 0 0 3 0 0 2 0 2 0 0 5 0 0 0 0 0 0 2 0 0 0 0 0 0 3 0 2 0 9 1 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 4 0 0 0 0 | av = 018
0 4 0 0 1 0 0 0 0 0 1 0 2 1 0 5 0 0 1 0 0 2 0 6 11 0 0 0 0 0 0 2 0 0 0 0 0 0 2 1 0 0 1 0 0 0 0 0 2 0 0 0 0 0 0 0 4 0 0 0 0 0 0 0 0 0 0 0 | aw = 019
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 4 0 0 0 0 0 1 0 0 0 0 0 1 0 5 0 0 0 0 0 0 12 0 1 0 0 0 0 0 0 0 0 0 0 0 20 0 0 0 0 | ax = 060
0 0 0 1 0 0 1 0 0 0 0 0 1 2 3 0 0 0 0 6 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 7 0 3 0 0 0 0 0 0 0 0 0 0 13 0 0 0 0 0 1 0 4 0 0 0 1 0 0 0 0 0 | ay = 061
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 0 0 0 0 0 0 1 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 | 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 1 0 0 0 0 0 0 0 0 0 0 0 0 27 0 1 0 2 0 0 0 0 0 0 0 12 0 0 1 | ba = 063
0 4 0 0 0 0 2 0 0 0 0 0 0 2 0 1 4 0 5 0 0 0 0 1 0 0 0 0 0 0 0 3 0 0 0 0 0 0 1 1 1 0 2 0 0 0 0 0 2 0 0 0 0 10 0 0 2 0 0 0 0 1 3 0 0 0 0 1 | bb = 020
0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 18 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 18 2 0 0 0 0 4 0 0 0 1 0 0 1 | bc = 064
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 3 0 0 0 0 0 0 0 0 0 0 1 1 0 0 16 5 0 0 0 0 0 0 0 11 0 0 7 | bd = 021
0 0 0 0 0 0 0 0 0 0 0 0 0 3 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 1 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 1 0 | be = 065
0 0 5 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 1 8 0 0 2 0 0 0 2 0 4 0 7 0 0 0 0 0 0 0 0 0 0 2 0 7 0 0 0 3 0 3 0 0 | bf = 022
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 6 0 0 0 0 0 0 5 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 33 0 0 0 0 0 0 0 0 0 | bg = 066
0 0 3 2 1 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 1 0 0 0 2 0 0 0 0 8 0 0 0 0 0 1 0 0 0 0 0 0 0 26 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 12 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 32 0 0 0 0 0 0 1 | bi = 067
0 0 0 1 0 0 0 0 4 2 1 0 0 0 0 0 0 0 2 0 0 0 1 0 4 0 0 0 0 1 0 3 0 0 0 0 0 0 1 0 1 0 4 0 0 0 0 0 0 0 0 0 0 0 1 1 6 0 0 0 0 8 0 5 0 0 0 0 | bj = 024
0 0 0 0 1 0 0 0 0 1 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 1 2 0 2 0 0 0 0 0 0 0 0 0 0 0 0 2 3 0 0 0 0 0 17 6 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 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 14 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 22 6 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 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 35 0 0 1 | bm = 026
0 0 4 0 0 0 0 0 0 2 7 0 4 1 0 0 1 0 0 0 0 1 0 0 2 0 1 0 0 2 0 0 0 0 0 0 0 0 3 1 0 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 1 1 0 0 0 0 0 1 0 12 0 0 | bn = 027
0 0 0 0 4 0 0 0 0 0 0 2 0 1 1 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 2 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 14 6 1 0 7 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 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 1 11 0 0 0 0 0 0 0 0 0 0 0 5 0 0 25 | bp = 029
=== Stratified cross-validation ===
Correctly Classified Instances 1088 34.7826 %
Incorrectly Classified Instances 2040 65.2174 %
Kappa statistic 0.3381
Mean absolute error 0.0193
Root mean squared error 0.1302
Relative absolute error 66.497 %
Root relative squared error 108.1432 %
Total Number of Instances 3128
=== Detailed Accuracy By Class ===
TP Rate FP Rate Precision Recall F-Measure MCC ROC Area PRC Area Class
0,283 0,004 0,542 0,283 0,371 0,385 0,887 0,410 030
0,435 0,010 0,385 0,435 0,408 0,400 0,875 0,360 031
0,087 0,010 0,111 0,087 0,098 0,086 0,898 0,145 032
0,370 0,007 0,436 0,370 0,400 0,393 0,944 0,366 033
0,261 0,010 0,273 0,261 0,267 0,256 0,911 0,212 034
0,000 0,008 0,000 0,000 0,000 -0,011 0,826 0,064 035
0,457 0,001 0,875 0,457 0,600 0,628 0,888 0,508 036
0,087 0,002 0,364 0,087 0,140 0,172 0,828 0,105 037
0,043 0,005 0,118 0,043 0,063 0,063 0,825 0,092 038
0,196 0,007 0,300 0,196 0,237 0,233 0,931 0,243 039
0,130 0,008 0,194 0,130 0,156 0,149 0,825 0,082 040
0,348 0,001 0,889 0,348 0,500 0,552 0,919 0,641 041
0,674 0,014 0,419 0,674 0,517 0,523 0,967 0,650 042
0,022 0,012 0,026 0,022 0,024 0,011 0,883 0,086 043
0,435 0,004 0,645 0,435 0,519 0,524 0,974 0,466 044
0,174 0,007 0,267 0,174 0,211 0,206 0,889 0,223 001
0,348 0,006 0,457 0,348 0,395 0,391 0,869 0,276 045
0,065 0,002 0,333 0,065 0,109 0,142 0,849 0,119 002
0,152 0,012 0,163 0,152 0,157 0,145 0,871 0,113 046
0,391 0,004 0,621 0,391 0,480 0,487 0,951 0,430 003
0,326 0,011 0,306 0,326 0,316 0,305 0,923 0,285 047
0,174 0,008 0,250 0,174 0,205 0,199 0,846 0,155 004
0,761 0,028 0,289 0,761 0,419 0,458 0,975 0,230 048
0,087 0,016 0,075 0,087 0,081 0,066 0,836 0,065 005
0,239 0,024 0,129 0,239 0,168 0,159 0,847 0,144 049
0,826 0,002 0,884 0,826 0,854 0,852 0,941 0,848 006
0,413 0,005 0,559 0,413 0,475 0,474 0,917 0,443 007
0,196 0,007 0,281 0,196 0,231 0,225 0,905 0,188 008
0,152 0,014 0,143 0,152 0,147 0,134 0,861 0,092 009
0,391 0,003 0,692 0,391 0,500 0,515 0,903 0,483 050
0,739 0,009 0,540 0,739 0,624 0,625 0,963 0,551 051
0,630 0,012 0,439 0,630 0,518 0,518 0,948 0,395 052
0,870 0,006 0,667 0,870 0,755 0,757 0,994 0,820 053
0,022 0,002 0,143 0,022 0,038 0,050 0,888 0,157 010
0,478 0,005 0,595 0,478 0,530 0,527 0,968 0,660 054
0,022 0,009 0,034 0,022 0,027 0,016 0,843 0,091 011
0,826 0,004 0,760 0,826 0,792 0,789 0,983 0,784 055
0,457 0,006 0,538 0,457 0,494 0,489 0,925 0,346 012
0,457 0,015 0,309 0,457 0,368 0,364 0,902 0,231 056
0,783 0,016 0,424 0,783 0,550 0,568 0,983 0,537 013
0,304 0,026 0,147 0,304 0,199 0,195 0,927 0,116 057
0,261 0,005 0,429 0,261 0,324 0,327 0,871 0,252 014
0,239 0,031 0,104 0,239 0,145 0,139 0,910 0,126 058
0,087 0,006 0,174 0,087 0,116 0,114 0,828 0,080 015
0,674 0,009 0,517 0,674 0,585 0,583 0,941 0,664 059
0,413 0,009 0,396 0,413 0,404 0,395 0,962 0,275 016
0,261 0,009 0,308 0,261 0,282 0,273 0,920 0,235 017
0,022 0,004 0,071 0,022 0,033 0,032 0,874 0,137 018
0,022 0,005 0,063 0,022 0,032 0,028 0,806 0,066 019
0,196 0,006 0,321 0,196 0,243 0,242 0,915 0,187 060
0,174 0,004 0,400 0,174 0,242 0,257 0,941 0,319 061
0,891 0,013 0,513 0,891 0,651 0,670 0,973 0,471 062
0,565 0,006 0,565 0,565 0,565 0,559 0,956 0,617 063
0,261 0,001 0,750 0,261 0,387 0,438 0,806 0,252 020
0,326 0,010 0,326 0,326 0,326 0,316 0,969 0,283 064
0,239 0,003 0,579 0,239 0,338 0,366 0,953 0,419 021
0,674 0,030 0,248 0,674 0,363 0,395 0,946 0,273 065
0,022 0,005 0,067 0,022 0,033 0,030 0,888 0,133 022
0,652 0,004 0,732 0,652 0,690 0,686 0,989 0,745 066
0,522 0,011 0,414 0,522 0,462 0,456 0,939 0,494 023
0,609 0,008 0,528 0,609 0,566 0,560 0,979 0,564 067
0,087 0,006 0,182 0,087 0,118 0,117 0,822 0,094 024
0,370 0,018 0,230 0,370 0,283 0,278 0,904 0,403 068
0,435 0,052 0,111 0,435 0,177 0,198 0,916 0,118 025
0,739 0,029 0,279 0,739 0,405 0,442 0,977 0,349 026
0,239 0,004 0,458 0,239 0,314 0,324 0,884 0,212 027
0,043 0,005 0,111 0,043 0,063 0,061 0,886 0,125 028
0,522 0,006 0,558 0,522 0,539 0,533 0,980 0,530 029
Weighted Avg. 0,348 0,010 0,368 0,348 0,333 0,336 0,909 0,318
=== 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
13 4 0 0 0 0 0 0 1 0 0 0 0 2 0 0 2 0 1 0 0 6 0 6 0 0 0 1 0 0 0 0 0 1 0 0 0 0 2 1 0 0 2 0 0 0 0 0 1 0 0 0 0 1 0 0 2 0 0 0 0 0 0 0 0 0 0 0 | a = 030
2 20 0 0 0 0 0 0 3 0 0 0 2 0 0 0 4 0 1 0 0 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 2 3 0 0 0 0 1 0 0 0 1 0 0 0 0 0 0 0 2 1 0 0 1 1 0 0 0 0 0 0 | b = 031
0 0 4 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 1 0 0 0 0 0 1 5 0 0 1 0 0 0 2 0 3 0 1 1 0 0 0 0 0 0 0 0 0 4 0 12 0 0 0 4 0 4 0 0 | c = 032
0 0 0 17 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 1 0 0 0 2 0 0 0 2 13 0 0 0 0 0 1 0 0 0 0 0 0 0 1 0 0 0 2 6 0 0 0 | d = 033
0 0 0 0 12 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 5 0 1 0 0 0 0 2 0 0 0 0 0 0 0 0 1 0 0 0 4 0 0 0 0 4 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 13 3 0 0 0 | e = 034
0 0 2 0 0 0 0 0 0 1 1 0 0 0 1 2 0 0 2 0 3 0 0 2 13 1 0 0 6 0 0 0 0 0 0 1 0 0 2 0 0 1 3 2 0 0 0 0 0 1 0 0 0 0 0 0 1 0 0 0 0 0 0 1 0 0 0 0 | f = 035
0 2 0 0 0 0 21 0 0 0 0 0 2 0 0 0 2 0 0 0 0 0 0 2 0 0 0 1 1 0 0 0 1 0 0 0 0 3 0 3 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 2 0 1 1 1 0 1 0 0 0 0 0 | g = 036
0 0 0 0 0 0 0 4 0 0 2 0 0 1 0 0 0 0 2 0 2 2 0 0 6 0 0 0 1 0 0 3 0 0 0 0 0 0 1 1 0 3 1 3 0 0 0 0 1 1 0 0 0 0 0 0 4 1 0 0 0 1 5 1 0 0 0 0 | h = 037
0 7 1 0 0 0 0 1 2 0 1 0 3 0 0 0 3 0 0 0 0 4 0 0 5 0 0 0 0 0 0 2 0 0 0 2 0 0 4 1 0 0 2 0 1 0 0 0 1 0 0 0 0 0 0 0 4 0 0 0 0 1 0 1 0 0 0 0 | i = 038
0 0 0 0 0 0 0 0 0 9 0 0 17 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 0 1 0 2 0 0 0 0 0 0 7 0 1 0 2 0 0 0 0 0 1 0 0 0 0 0 0 1 2 0 0 0 0 1 0 0 0 0 0 0 | j = 039
0 0 1 0 0 0 0 2 1 1 6 0 3 0 1 0 2 0 0 0 0 1 0 0 6 0 0 0 0 2 0 3 0 0 0 2 0 0 0 1 0 0 1 0 1 0 0 1 0 0 0 0 0 0 0 0 3 2 0 0 0 2 0 1 0 3 0 0 | k = 040
0 0 0 0 4 0 0 0 0 0 0 16 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 9 0 0 0 1 0 0 0 0 1 1 0 2 0 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 4 0 0 3 0 | l = 041
0 0 0 0 0 0 0 0 0 3 0 0 31 0 0 0 0 0 0 0 0 0 1 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 1 1 0 0 2 0 0 0 1 0 0 0 0 0 0 1 | m = 042
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 1 0 0 0 19 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 4 0 0 0 0 0 16 0 3 0 0 0 | n = 043
0 0 0 0 0 0 0 0 0 0 0 0 0 0 20 0 0 0 0 1 0 0 6 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 3 0 12 0 0 0 0 0 1 0 0 0 2 0 0 0 | o = 044
0 0 0 2 1 1 0 0 0 0 0 0 0 0 0 8 0 0 2 0 1 0 0 4 0 0 1 2 2 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 1 0 3 0 0 0 0 0 7 6 0 0 1 0 | p = 001
0 5 0 0 0 0 0 0 1 0 2 0 4 0 0 0 16 0 1 0 0 0 1 0 0 0 0 0 0 0 0 3 0 0 0 0 0 2 2 4 0 0 0 0 0 0 0 0 0 0 0 1 1 1 0 0 1 0 0 0 0 1 0 0 0 0 0 0 | q = 045
0 0 0 1 1 4 0 0 0 0 0 0 0 0 0 4 0 3 1 0 1 1 0 6 7 1 0 1 0 0 0 0 0 0 0 0 0 0 2 0 0 0 4 0 0 0 0 0 2 0 0 0 0 0 1 0 1 0 0 0 0 0 0 4 0 0 1 0 | r = 002
0 0 0 3 0 1 0 1 1 0 0 0 0 0 0 0 0 0 7 0 0 2 1 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 10 0 4 0 0 0 0 0 0 0 0 1 0 0 0 0 3 0 0 0 0 0 1 7 1 0 1 0 | s = 046
0 0 0 1 0 0 0 0 0 0 0 0 2 1 1 0 0 0 0 18 0 1 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 5 0 3 0 0 0 0 0 0 0 0 0 0 6 0 1 0 0 0 0 0 3 0 2 0 0 0 0 0 0 1 | t = 003
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 15 0 1 0 0 0 0 6 0 0 0 0 0 0 0 0 1 0 0 0 6 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 16 0 0 0 0 | u = 047
0 3 0 0 0 0 0 0 0 1 0 0 2 0 0 0 0 0 5 0 1 8 0 2 2 0 0 0 0 0 0 5 0 0 0 0 0 0 1 1 0 0 5 0 0 0 0 0 2 0 0 0 2 0 0 0 3 0 0 0 1 0 0 2 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 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 7 0 0 0 0 0 2 0 0 0 0 0 0 2 | w = 048
2 0 0 1 2 1 0 0 0 0 0 0 0 0 0 5 0 2 0 0 4 0 1 4 0 0 1 0 0 0 0 0 0 2 0 0 0 0 1 0 1 0 5 0 1 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 11 0 0 1 0 | x = 005
0 4 1 0 0 5 0 0 0 1 1 0 2 0 0 0 0 0 0 0 1 1 0 3 11 0 0 0 1 0 0 0 0 0 0 2 0 0 0 1 0 0 4 2 1 0 0 2 1 0 0 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0 0 0 | y = 049
0 0 1 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 38 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 2 0 0 0 0 0 0 1 0 | z = 006
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 19 0 1 1 0 0 0 0 0 0 0 0 1 0 0 0 0 0 2 0 0 0 0 0 0 17 0 0 0 0 0 0 0 0 0 0 0 1 0 0 1 0 | aa = 007
0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 1 0 0 0 0 9 1 0 0 0 0 0 0 0 1 0 0 0 3 0 0 0 0 1 0 0 0 10 0 1 0 0 0 0 0 0 0 0 0 0 0 17 0 0 0 0 | ab = 008
0 0 1 0 2 2 0 1 0 0 0 0 0 2 0 0 0 2 0 0 2 0 0 2 0 2 0 4 7 0 0 0 0 0 0 0 0 0 0 1 0 0 2 2 0 0 0 0 1 5 0 0 0 0 0 0 2 0 0 1 0 0 3 2 0 0 0 0 | ac = 009
0 0 2 0 1 0 0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 1 0 0 18 0 3 0 0 0 1 0 0 1 0 0 0 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 3 0 1 0 4 1 0 1 0 | ad = 050
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 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 1 0 0 1 0 0 0 0 | ae = 051
0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 1 2 0 0 0 0 0 0 0 0 29 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 1 0 0 0 2 0 0 0 0 3 0 0 0 4 0 0 1 | af = 052
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 40 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 1 0 0 0 0 0 0 0 | ag = 053
7 0 0 0 0 1 0 0 0 0 0 0 0 1 0 4 0 2 2 0 1 0 0 5 2 0 1 3 0 0 0 0 0 1 0 0 0 0 2 1 0 0 2 1 1 0 0 0 2 0 0 0 0 0 0 0 2 0 0 0 0 1 2 1 0 0 1 0 | ah = 010
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 22 0 2 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 2 0 0 0 0 | ai = 054
0 0 3 0 0 4 0 0 0 3 3 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 1 0 1 0 0 0 1 0 0 2 1 0 0 2 0 1 0 6 1 0 1 0 0 0 0 0 0 2 1 0 3 0 4 0 1 1 0 1 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 1 0 0 0 0 0 0 0 0 0 0 0 2 0 38 0 0 0 1 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 | ak = 055
0 0 0 0 0 0 0 0 0 0 0 0 2 1 0 0 1 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 21 1 5 0 0 0 0 0 0 0 0 0 0 4 0 0 1 0 0 0 0 2 0 1 0 1 0 0 0 0 0 | al = 012
0 0 0 3 0 0 0 0 0 0 0 0 0 1 0 1 0 0 0 0 0 0 1 0 0 0 4 0 0 1 0 0 0 0 1 1 0 0 21 0 0 0 1 0 5 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 3 0 0 | am = 056
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 7 0 0 0 0 0 0 36 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 | an = 013
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 1 0 0 0 14 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 14 15 0 0 0 | ao = 057
0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 1 0 0 0 0 1 0 0 2 4 0 0 0 9 0 0 0 0 0 0 1 0 0 1 1 0 12 5 4 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 | ap = 014
0 0 0 0 1 0 0 0 0 0 0 0 0 1 0 0 0 0 2 0 0 0 1 0 0 0 1 0 0 0 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 0 27 0 0 0 0 0 1 0 0 0 1 0 | aq = 058
0 0 0 0 0 0 0 0 1 0 1 0 0 1 0 0 0 0 1 0 3 0 0 1 5 0 0 0 7 0 0 0 0 0 0 1 0 0 1 1 0 10 5 4 1 0 1 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 1 0 0 | ar = 015
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 4 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 31 0 0 0 0 0 0 4 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 | as = 059
0 0 0 2 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 1 0 0 0 0 19 0 0 0 0 0 1 0 0 0 0 0 0 0 2 0 0 0 3 14 0 0 0 | at = 016
0 0 4 0 0 0 0 2 0 0 1 0 0 0 0 0 0 0 0 0 1 0 0 0 3 0 0 0 1 0 0 0 0 0 0 0 0 0 0 1 0 1 3 4 2 0 12 7 0 1 0 0 0 0 0 0 2 1 0 0 0 0 0 0 0 0 0 0 | au = 017
0 0 2 0 1 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 5 0 1 0 1 3 0 0 0 0 0 0 2 0 0 1 0 0 1 2 0 2 0 10 1 0 0 0 0 0 0 1 0 1 1 0 1 0 1 0 3 0 0 1 0 | av = 018
0 6 0 0 1 0 0 0 2 1 2 0 0 1 0 2 0 0 3 0 0 1 0 5 8 0 0 0 1 0 0 2 0 1 0 0 0 0 1 1 0 0 2 0 1 0 0 0 1 0 0 0 0 0 0 0 4 0 0 0 0 0 0 0 0 0 0 0 | aw = 019
0 0 0 0 6 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 1 0 0 0 0 1 6 0 0 0 0 0 1 0 0 0 0 0 3 0 5 0 0 0 0 0 0 9 0 1 0 0 0 0 0 0 0 0 0 0 0 12 0 0 0 0 | ax = 060
0 0 0 1 0 0 1 0 0 0 0 0 1 3 2 0 0 0 0 9 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 8 0 3 0 0 0 0 0 0 0 0 0 0 8 0 0 0 0 0 1 0 5 0 0 0 1 0 0 0 0 0 | ay = 061
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 0 0 0 0 0 0 1 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 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 1 0 0 0 0 0 0 0 0 0 0 0 0 26 0 1 0 2 0 0 0 0 1 0 0 12 0 0 1 | ba = 063
0 1 0 0 0 0 2 0 1 0 0 0 0 2 1 1 4 0 5 0 0 1 0 1 1 0 0 0 0 0 0 3 0 0 0 0 0 0 1 0 1 0 1 0 0 0 0 0 1 0 0 0 0 12 0 0 2 0 0 0 0 1 3 0 0 0 0 1 | bb = 020
0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 17 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 15 2 0 0 0 0 7 0 0 0 1 0 0 1 | bc = 064
0 0 0 0 1 0 0 0 0 0 0 0 0 4 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 3 0 1 0 0 0 0 0 0 0 0 1 1 0 0 11 4 0 0 0 0 0 1 0 10 0 0 8 | bd = 021
0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 1 0 0 0 1 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 8 0 0 0 0 0 0 0 0 0 0 0 0 1 31 0 0 0 0 0 0 0 0 0 1 0 | be = 065
0 0 5 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 1 7 0 0 3 0 1 0 2 0 3 0 7 0 0 0 0 0 0 0 0 0 0 1 0 7 0 1 0 2 0 2 0 0 | bf = 022
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 5 0 0 0 0 0 0 8 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 30 0 0 0 0 0 0 0 0 0 | bg = 066
0 0 5 2 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 1 0 0 0 2 0 0 0 0 8 0 0 0 0 0 1 0 0 0 0 0 0 0 24 0 0 0 1 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 13 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 28 0 0 0 0 0 0 1 | bi = 067
0 0 0 1 0 1 0 0 3 3 2 0 0 1 0 0 0 0 3 0 0 1 0 0 4 0 0 0 0 1 0 3 0 0 0 0 0 0 1 0 1 0 7 0 0 0 0 0 0 0 0 0 0 0 1 1 2 0 0 0 1 4 0 5 0 0 0 0 | bj = 024
0 0 0 0 0 0 0 0 0 1 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 0 0 0 0 1 2 0 3 0 0 0 0 0 0 0 0 0 0 0 0 1 2 0 0 0 0 0 17 7 0 0 1 0 | bk = 068
0 0 0 0 2 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 1 0 0 0 13 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 0 0 0 1 0 0 20 6 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 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 34 0 0 2 | bm = 026
0 0 2 0 0 0 0 0 1 2 5 0 3 1 0 0 0 0 0 0 0 1 0 0 5 0 1 0 0 1 0 0 0 0 0 1 0 0 5 1 0 0 1 1 1 0 0 0 0 0 0 0 0 0 0 0 1 1 0 0 0 0 0 1 0 11 0 0 | bn = 027
0 0 0 0 7 0 0 0 0 0 0 2 0 2 0 2 0 0 0 0 1 0 0 0 0 0 0 1 0 0 2 0 0 0 1 0 0 0 0 0 4 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 2 0 0 0 0 0 13 5 1 0 2 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 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 1 11 0 0 0 0 0 0 0 0 0 0 0 6 0 0 24 | bp = 029
**************************************************IBK**************************************************
Time taken to build model: 0.36 seconds
Time taken to test model on training data: 2.66 seconds
=== Error on training data ===
Correctly Classified Instances 3046 97.3785 %
Incorrectly Classified Instances 82 2.6215 %
Kappa statistic 0.9734
Mean absolute error 0.0014
Root mean squared error 0.0209
Relative absolute error 4.8972 %
Root relative squared error 17.3831 %
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 0,001 0,958 1,000 0,979 0,979 1,000 0,999 031
1,000 0,001 0,920 1,000 0,958 0,959 1,000 0,998 032
0,978 0,001 0,918 0,978 0,947 0,947 1,000 0,996 033
1,000 0,001 0,958 1,000 0,979 0,979 1,000 0,999 034
1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 035
0,978 0,001 0,938 0,978 0,957 0,957 1,000 0,995 036
1,000 0,001 0,958 1,000 0,979 0,979 1,000 0,998 037
0,978 0,000 1,000 0,978 0,989 0,989 1,000 1,000 038
1,000 0,000 0,979 1,000 0,989 0,989 1,000 1,000 039
0,978 0,001 0,957 0,978 0,968 0,967 1,000 0,998 040
1,000 0,000 0,979 1,000 0,989 0,989 1,000 1,000 041
0,978 0,000 1,000 0,978 0,989 0,989 1,000 0,998 042
0,978 0,000 1,000 0,978 0,989 0,989 1,000 1,000 043
0,913 0,001 0,913 0,913 0,913 0,912 1,000 0,971 044
1,000 0,000 0,979 1,000 0,989 0,989 1,000 1,000 001
0,978 0,000 1,000 0,978 0,989 0,989 1,000 1,000 045
1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 002
1,000 0,001 0,958 1,000 0,979 0,979 1,000 0,999 046
0,978 0,002 0,900 0,978 0,938 0,937 1,000 0,996 003
0,978 0,000 1,000 0,978 0,989 0,989 1,000 0,999 047
1,000 0,000 0,979 1,000 0,989 0,989 1,000 1,000 004
0,935 0,006 0,705 0,935 0,804 0,809 0,998 0,860 048
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
0,978 0,000 0,978 0,978 0,978 0,978 1,000 0,998 008
1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 009
1,000 0,001 0,920 1,000 0,958 0,959 1,000 0,998 050
0,978 0,000 1,000 0,978 0,989 0,989 1,000 0,999 051
0,957 0,000 1,000 0,957 0,978 0,978 1,000 0,993 052
0,957 0,001 0,917 0,957 0,936 0,935 1,000 0,989 053
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 0,979 1,000 0,989 0,989 1,000 1,000 011
0,978 0,000 1,000 0,978 0,989 0,989 1,000 0,998 055
0,957 0,001 0,917 0,957 0,936 0,935 1,000 0,991 012
1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 056
0,913 0,000 0,977 0,913 0,944 0,944 1,000 0,986 013
0,978 0,000 0,978 0,978 0,978 0,978 1,000 0,997 057
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
0,978 0,000 1,000 0,978 0,989 0,989 1,000 0,999 059
0,891 0,000 1,000 0,891 0,943 0,943 1,000 0,989 016
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
0,978 0,000 1,000 0,978 0,989 0,989 1,000 1,000 060
0,935 0,000 0,977 0,935 0,956 0,955 1,000 0,992 061
0,978 0,000 1,000 0,978 0,989 0,989 1,000 0,999 062
0,978 0,000 1,000 0,978 0,989 0,989 1,000 0,999 063
0,978 0,000 1,000 0,978 0,989 0,989 1,000 0,999 020
0,783 0,002 0,857 0,783 0,818 0,816 0,999 0,916 064
0,978 0,000 1,000 0,978 0,989 0,989 1,000 0,998 021
0,978 0,000 1,000 0,978 0,989 0,989 1,000 0,999 065
0,978 0,000 1,000 0,978 0,989 0,989 1,000 1,000 022
0,913 0,000 1,000 0,913 0,955 0,955 1,000 0,992 066
0,978 0,000 1,000 0,978 0,989 0,989 1,000 0,998 023
0,783 0,001 0,947 0,783 0,857 0,859 0,999 0,950 067
0,957 0,000 1,000 0,957 0,978 0,978 1,000 0,998 024
0,978 0,000 1,000 0,978 0,989 0,989 1,000 1,000 068
0,935 0,000 1,000 0,935 0,966 0,966 1,000 0,992 025
0,935 0,002 0,896 0,935 0,915 0,914 1,000 0,979 026
1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 027
0,978 0,000 1,000 0,978 0,989 0,989 1,000 1,000 028
0,978 0,000 1,000 0,978 0,989 0,989 1,000 0,999 029
Weighted Avg. 0,974 0,000 0,976 0,974 0,974 0,974 1,000 0,993
=== 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 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 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 | 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 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 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 | 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 1 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 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 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 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | k = 040
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