One Point Crossover Majoritarian class will be default MDL fitness function Minumum number of classifiers per individual in initialization:20.000000 Maximum number of classifiers per individual in initialization:20.000000 GA Iterations:35.000000 Initial theory length proportion in MDL formula: 0.250000 Iteracio activacio MDL 10 MDL Weight relax factor 0.900000 Popsize: 500.000000 Crossover probability: 0.600000 Individual-wise mutation probability:0.600000 Probability of value ONE for GABIL and ADI KR:0.750000 Tournament Selection without replacement Algorithm Tournament size:4.000000 ILAS Windowing of degree 50 Dump learning process statistics at each iteration Initialization uses examples to create the initial rules Instances used in initialization are sampled with uniform class distribution Coverage breakpoint for MDL fitness : 0.005000 Number of times we will try to learn a rule from the current training set: 2 Coverage ratio for MDL fitness : 0.900000 Using HYPERRECT Knowledge Representation Number of expressed attributes in initialization : 15.000000 Hyperrectangle attribute list knowledge representation Probability of generalizing the hyperrect list KR: 0.100000 Probability of specializing the hyperrect list KR: 0.100000 Random seed 1351049308 Dataset name: PSSM+CN_Q2 Attribute 0:Name PSSM_-4_1 Def:real Attribute 0 real valued Attribute 1:Name PSSM_-4_2 Def:real Attribute 1 real valued Attribute 2:Name PSSM_-4_3 Def:real Attribute 2 real valued Attribute 3:Name PSSM_-4_4 Def:real Attribute 3 real valued Attribute 4:Name PSSM_-4_5 Def:real Attribute 4 real valued Attribute 5:Name PSSM_-4_6 Def:real Attribute 5 real valued Attribute 6:Name PSSM_-4_7 Def:real Attribute 6 real valued Attribute 7:Name PSSM_-4_8 Def:real Attribute 7 real valued Attribute 8:Name PSSM_-4_9 Def:real Attribute 8 real valued Attribute 9:Name PSSM_-4_10 Def:real Attribute 9 real valued Attribute 10:Name PSSM_-4_11 Def:real Attribute 10 real valued Attribute 11:Name PSSM_-4_12 Def:real 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PSSM_4_11 Def:real Attribute 170 real valued Attribute 171:Name PSSM_4_12 Def:real Attribute 171 real valued Attribute 172:Name PSSM_4_13 Def:real Attribute 172 real valued Attribute 173:Name PSSM_4_14 Def:real Attribute 173 real valued Attribute 174:Name PSSM_4_15 Def:real Attribute 174 real valued Attribute 175:Name PSSM_4_16 Def:real Attribute 175 real valued Attribute 176:Name PSSM_4_17 Def:real Attribute 176 real valued Attribute 177:Name PSSM_4_18 Def:real Attribute 177 real valued Attribute 178:Name PSSM_4_19 Def:real Attribute 178 real valued Attribute 179:Name PSSM_4_20 Def:real Attribute 179 real valued Attribute 180:Name class Def:{0,1} Attribute 180 nominal Value 0 of attribute 180: 0 Value 1 of attribute 180: 1 One Point Crossover Majoritarian class will be default MDL fitness function Minumum number of classifiers per individual in initialization:20.000000 Maximum number of classifiers per individual in initialization:20.000000 GA Iterations:35.000000 Initial theory length proportion in MDL formula: 0.250000 Iteracio activacio MDL 10 MDL Weight relax factor 0.900000 Popsize: 500.000000 Crossover probability: 0.600000 Individual-wise mutation probability:0.600000 Probability of value ONE for GABIL and ADI KR:0.750000 Tournament Selection without replacement Algorithm Tournament size:4.000000 ILAS Windowing of degree 50 Dump learning process statistics at each iteration Initialization uses examples to create the initial rules Instances used in initialization are sampled with uniform class distribution Coverage breakpoint for MDL fitness : 0.001000 Number of times we will try to learn a rule from the current training set: 2 Coverage ratio for MDL fitness : 0.900000 Using HYPERRECT Knowledge Representation Number of expressed attributes in initialization : 15.000000 Hyperrectangle attribute list knowledge representation Probability of generalizing the hyperrect list KR: 0.100000 Probability of specializing the hyperrect list KR: 0.100000 Random seed 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114.193001 Copyback: 0.017000 Sum: 0.026000 It 0,Best ac:0.000852 1.000000 fi:0.232774. Ave ac:0.006675,0.011701 Initialization: 7.228000 Memcpy Classifiers: 0.975000 Memcpy Instances: 11.172000 Kernel 1: 0.023000 Kernel 2: 114.760002 Copyback: 0.018000 Sum: 0.031000 It 1,Best ac:0.001065 1.000000 fi:0.099978. Ave ac:0.007679,0.015326 Initialization: 6.878000 Memcpy Classifiers: 0.522000 Memcpy Instances: 12.599000 Kernel 1: 0.024000 Kernel 2: 114.593002 Copyback: 0.018000 Sum: 0.034000 It 2,Best ac:0.001066 1.000000 fi:0.099978. Ave ac:0.006924,0.011665 Initialization: 6.679000 Memcpy Classifiers: 0.528000 Memcpy Instances: 11.827000 Kernel 1: 0.024000 Kernel 2: 117.893997 Copyback: 0.017000 Sum: 0.025000 It 3,Best ac:0.001492 1.000000 fi:0.099836. Ave ac:0.006152,0.011746 Initialization: 6.596000 Memcpy Classifiers: 0.543000 Memcpy Instances: 11.473000 Kernel 1: 0.023000 Kernel 2: 116.303001 Copyback: 0.016000 Sum: 0.027000 It 4,Best ac:0.001492 1.000000 fi:0.099836. Ave ac:0.005235,0.009097 Initialization: 7.579000 Memcpy Classifiers: 0.862000 Memcpy Instances: 9.733000 Kernel 1: 0.023000 Kernel 2: 113.960999 Copyback: 0.017000 Sum: 0.026000 It 5,Best ac:0.001705 1.000000 fi:0.099765. Ave ac:0.005816,0.009800 Initialization: 6.584000 Memcpy Classifiers: 0.504000 Memcpy Instances: 11.255000 Kernel 1: 0.023000 Kernel 2: 112.012001 Copyback: 0.017000 Sum: 0.027000 It 6,Best ac:0.002131 1.000000 fi:0.099623. Ave ac:0.005249,0.009652 Initialization: 8.074000 Memcpy Classifiers: 0.507000 Memcpy Instances: 11.911000 Kernel 1: 0.023000 Kernel 2: 107.439003 Copyback: 0.017000 Sum: 0.037000 It 7,Best ac:0.001918 1.000000 fi:0.099694. Ave ac:0.005402,0.010595 Initialization: 13.867000 Memcpy Classifiers: 0.511000 Memcpy Instances: 9.390000 Kernel 1: 0.024000 Kernel 2: 104.550003 Copyback: 0.017000 Sum: 0.031000 It 8,Best ac:0.003623 1.000000 fi:0.099125. Ave ac:0.004570,0.006850 Initialization: 6.532000 Memcpy Classifiers: 0.540000 Memcpy Instances: 9.216000 Kernel 1: 0.025000 Kernel 2: 103.457001 Copyback: 0.017000 Sum: 0.030000 It 9,Best ac:0.003623 1.000000 fi:0.099125. Ave ac:0.004291,0.009113 Iteration 10:MDL fitness activated Error 0.099125 TL 0.043779 MDL Theory Length Weight: 0.7547308043 (2) Initialization: 6.655000 Memcpy Classifiers: 0.461000 Memcpy Instances: 12.677000 Kernel 1: 0.023000 Kernel 2: 105.238998 Copyback: 0.018000 Sum: 0.040000 It 10,Best ac:0.001065 1.000000 fi:0.117348. Ave ac:0.004405,0.008122 Initialization: 7.123000 Memcpy Classifiers: 0.823000 Memcpy Instances: 12.922000 Kernel 1: 0.023000 Kernel 2: 105.739998 Copyback: 0.017000 Sum: 0.029000 It 11,Best ac:0.002983 1.000000 fi:0.116613. Ave ac:0.003184,0.006893 Initialization: 6.702000 Memcpy Classifiers: 0.487000 Memcpy Instances: 10.232000 Kernel 1: 0.023000 Kernel 2: 104.067001 Copyback: 0.017000 Sum: 0.030000 It 12,Best ac:0.002131 1.000000 fi:0.119187. Ave ac:0.004002,0.009258 Initialization: 8.316000 Memcpy Classifiers: 0.483000 Memcpy Instances: 10.234000 Kernel 1: 0.016000 Kernel 2: 102.295998 Copyback: 0.018000 Sum: 0.039000 It 13,Best ac:0.005115 1.000000 fi:0.116773. Ave ac:0.005483,0.011323 Initialization: 9.454000 Memcpy Classifiers: 0.503000 Memcpy Instances: 11.064000 Kernel 1: 0.023000 Kernel 2: 102.498001 Copyback: 0.018000 Sum: 0.038000 It 14,Best ac:0.002344 1.000000 fi:0.110409. Ave ac:0.004075,0.005820 Initialization: 6.550000 Memcpy Classifiers: 0.447000 Memcpy Instances: 9.267000 Kernel 1: 0.029000 Kernel 2: 101.248001 Copyback: 0.020000 Sum: 0.038000 It 15,Best ac:0.001491 1.000000 fi:0.113869. Ave ac:0.004918,0.007175 Initialization: 6.606000 Memcpy Classifiers: 0.425000 Memcpy Instances: 9.232000 Kernel 1: 0.025000 Kernel 2: 102.541000 Copyback: 0.019000 Sum: 0.037000 It 16,Best ac:0.001278 1.000000 fi:0.111346. Ave ac:0.004144,0.006272 Initialization: 6.578000 Memcpy Classifiers: 0.423000 Memcpy Instances: 9.239000 Kernel 1: 0.024000 Kernel 2: 103.696999 Copyback: 0.018000 Sum: 0.038000 It 17,Best ac:0.002131 1.000000 fi:0.118474. Ave ac:0.002997,0.004630 Initialization: 6.684000 Memcpy Classifiers: 0.456000 Memcpy Instances: 13.306000 Kernel 1: 0.024000 Kernel 2: 101.226997 Copyback: 0.018000 Sum: 0.042000 It 18,Best ac:0.001065 1.000000 fi:0.114010. Ave ac:0.004396,0.005504 Initialization: 7.396000 Memcpy Classifiers: 0.753000 Memcpy Instances: 10.950000 Kernel 1: 0.023000 Kernel 2: 102.013000 Copyback: 0.016000 Sum: 0.031000 It 19,Best ac:0.004688 1.000000 fi:0.110432. Ave ac:0.003110,0.003270 Initialization: 6.470000 Memcpy Classifiers: 0.465000 Memcpy Instances: 9.217000 Kernel 1: 0.028000 Kernel 2: 99.733002 Copyback: 0.017000 Sum: 0.032000 It 20,Best ac:0.001492 1.000000 fi:0.113394. Ave ac:0.002934,0.003933 Initialization: 6.653000 Memcpy Classifiers: 0.451000 Memcpy Instances: 11.373000 Kernel 1: 0.034000 Kernel 2: 97.776001 Copyback: 0.017000 Sum: 0.030000 It 21,Best ac:0.001705 1.000000 fi:0.110164. Ave ac:0.003553,0.007154 Initialization: 7.059000 Memcpy Classifiers: 0.440000 Memcpy Instances: 9.242000 Kernel 1: 0.029000 Kernel 2: 95.613998 Copyback: 0.017000 Sum: 0.031000 It 22,Best ac:0.003622 1.000000 fi:0.109524. Ave ac:0.003997,0.005921 Initialization: 7.120000 Memcpy Classifiers: 0.436000 Memcpy Instances: 9.260000 Kernel 1: 0.023000 Kernel 2: 92.991997 Copyback: 0.017000 Sum: 0.034000 It 23,Best ac:0.002344 1.000000 fi:0.110074. Ave ac:0.003386,0.005497 Initialization: 6.820000 Memcpy Classifiers: 0.436000 Memcpy Instances: 9.237000 Kernel 1: 0.024000 Kernel 2: 94.892998 Copyback: 0.017000 Sum: 0.031000 It 24,Best ac:0.001065 1.000000 fi:0.114010. Ave ac:0.003134,0.004191 Initialization: 6.624000 Memcpy Classifiers: 0.441000 Memcpy Instances: 9.223000 Kernel 1: 0.024000 Kernel 2: 98.322998 Copyback: 0.022000 Sum: 0.031000 It 25,Best ac:0.002130 1.000000 fi:0.110022. Ave ac:0.002923,0.004444 Initialization: 6.567000 Memcpy Classifiers: 0.435000 Memcpy Instances: 9.301000 Kernel 1: 0.025000 Kernel 2: 98.302002 Copyback: 0.017000 Sum: 0.030000 It 26,Best ac:0.001278 1.000000 fi:0.113611. Ave ac:0.003669,0.005200 Initialization: 6.602000 Memcpy Classifiers: 0.439000 Memcpy Instances: 9.412000 Kernel 1: 0.025000 Kernel 2: 98.818001 Copyback: 0.018000 Sum: 0.038000 It 27,Best ac:0.001918 1.000000 fi:0.111357. Ave ac:0.002515,0.003158 Initialization: 6.561000 Memcpy Classifiers: 0.408000 Memcpy Instances: 9.264000 Kernel 1: 0.025000 Kernel 2: 99.670998 Copyback: 0.023000 Sum: 0.034000 It 28,Best ac:0.003409 1.000000 fi:0.110751. Ave ac:0.003776,0.005269 Initialization: 8.608000 Memcpy Classifiers: 0.727000 Memcpy Instances: 9.352000 Kernel 1: 0.024000 Kernel 2: 100.067001 Copyback: 0.022000 Sum: 0.029000 It 29,Best ac:0.001065 1.000000 fi:0.113683. Ave ac:0.003593,0.004301 Initialization: 6.530000 Memcpy Classifiers: 0.436000 Memcpy Instances: 9.246000 Kernel 1: 0.023000 Kernel 2: 97.903999 Copyback: 0.017000 Sum: 0.030000 It 30,Best ac:0.002344 1.000000 fi:0.111756. Ave ac:0.003056,0.003497 Initialization: 6.521000 Memcpy Classifiers: 0.413000 Memcpy Instances: 11.707000 Kernel 1: 0.034000 Kernel 2: 96.242996 Copyback: 0.022000 Sum: 0.040000 It 31,Best ac:0.001492 1.000000 fi:0.112702. Ave ac:0.003801,0.007257 MDL Theory Length Weight: 0.6792577239 (10) Initialization: 6.589000 Memcpy Classifiers: 0.409000 Memcpy Instances: 9.264000 Kernel 1: 0.024000 Kernel 2: 97.753998 Copyback: 0.372000 Sum: 0.030000 It 32,Best ac:0.001917 1.000000 fi:0.112517. Ave ac:0.002869,0.006588 Initialization: 6.591000 Memcpy Classifiers: 0.408000 Memcpy Instances: 9.260000 Kernel 1: 0.026000 Kernel 2: 96.473999 Copyback: 0.018000 Sum: 0.040000 It 33,Best ac:0.001278 1.000000 fi:0.111047. Ave ac:0.002933,0.005613 Initialization: 20.993999 Memcpy Instances: 496.933990 Memcpy Classifiers: 0.056000 Kernel 1: 0.027000 Kernel 2: 480.868011 Copyback: 0.014000 Sum: 0.013000 Memcpy Classifiers: 0.074000 Kernel 1: 0.013000 Kernel 2: 472.618988 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.099000 Kernel 1: 0.020000 Kernel 2: 482.798004 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.099000 Kernel 1: 0.020000 Kernel 2: 488.631012 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.012000 Kernel 2: 481.136993 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.084000 Kernel 1: 0.019000 Kernel 2: 483.363007 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.012000 Kernel 2: 492.252991 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.011000 Kernel 2: 482.464996 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.011000 Kernel 2: 482.868988 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.011000 Kernel 2: 483.665009 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.012000 Kernel 2: 481.786011 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.011000 Kernel 2: 472.678009 Copyback: 0.018000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.011000 Kernel 2: 481.425995 Copyback: 0.368000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.013000 Kernel 2: 505.830994 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.071000 Kernel 1: 0.012000 Kernel 2: 300.472992 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.001044 0.938697 fi:0.172428. Ave ac:0.003161,0.011829 Best acc 0.001044 0.938697 Initialization: 6.433000 Memcpy Classifiers: 0.641000 Memcpy Instances: 9.232000 Kernel 1: 0.027000 Kernel 2: 113.007004 Copyback: 0.017000 Sum: 0.033000 Initial population average accuracy1:0.005530 accuracy2:0.297401 Initialization: 6.485000 Memcpy Classifiers: 0.525000 Memcpy Instances: 9.238000 Kernel 1: 0.029000 Kernel 2: 112.177002 Copyback: 0.018000 Sum: 0.044000 It 0,Best ac:0.001065 0.833333 fi:0.266645. Ave ac:0.006395,0.010912 Initialization: 9.074000 Memcpy Classifiers: 0.562000 Memcpy Instances: 9.290000 Kernel 1: 0.025000 Kernel 2: 112.757004 Copyback: 0.017000 Sum: 0.030000 It 1,Best ac:0.001492 1.000000 fi:0.099836. Ave ac:0.007518,0.013612 Initialization: 6.613000 Memcpy Classifiers: 0.545000 Memcpy Instances: 9.228000 Kernel 1: 0.025000 Kernel 2: 113.209999 Copyback: 0.017000 Sum: 0.027000 It 2,Best ac:0.001278 1.000000 fi:0.099907. Ave ac:0.007235,0.012707 Initialization: 6.828000 Memcpy Classifiers: 0.923000 Memcpy Instances: 12.143000 Kernel 1: 0.026000 Kernel 2: 111.053001 Copyback: 0.017000 Sum: 0.029000 It 3,Best ac:0.001279 1.000000 fi:0.099907. Ave ac:0.006308,0.009939 Initialization: 7.088000 Memcpy Classifiers: 0.521000 Memcpy Instances: 9.299000 Kernel 1: 0.024000 Kernel 2: 109.588997 Copyback: 0.019000 Sum: 0.034000 It 4,Best ac:0.002131 1.000000 fi:0.099623. Ave ac:0.005501,0.008772 Initialization: 6.474000 Memcpy Classifiers: 0.614000 Memcpy Instances: 9.254000 Kernel 1: 0.028000 Kernel 2: 108.966003 Copyback: 0.018000 Sum: 0.027000 It 5,Best ac:0.002131 1.000000 fi:0.099623. Ave ac:0.005576,0.010311 Initialization: 6.426000 Memcpy Classifiers: 0.522000 Memcpy Instances: 9.294000 Kernel 1: 0.024000 Kernel 2: 106.595001 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.005753 1.000000 fi:0.098665. Ave ac:0.004759,0.008827 Initialization: 6.510000 Memcpy Classifiers: 0.525000 Memcpy Instances: 9.234000 Kernel 1: 0.025000 Kernel 2: 105.149002 Copyback: 0.017000 Sum: 0.029000 It 7,Best ac:0.001492 1.000000 fi:0.099836. Ave ac:0.004405,0.008778 Initialization: 6.523000 Memcpy Classifiers: 0.483000 Memcpy Instances: 9.280000 Kernel 1: 0.025000 Kernel 2: 106.601997 Copyback: 0.017000 Sum: 0.027000 It 8,Best ac:0.001705 1.000000 fi:0.099765. Ave ac:0.004035,0.007220 Initialization: 6.652000 Memcpy Classifiers: 0.505000 Memcpy Instances: 10.112000 Kernel 1: 0.025000 Kernel 2: 106.962997 Copyback: 0.017000 Sum: 0.032000 It 9,Best ac:0.002343 1.000000 fi:0.099552. Ave ac:0.003582,0.005551 Iteration 10:MDL fitness activated Error 0.099552 TL 0.035008 MDL Theory Length Weight: 0.9478877018 (4) Initialization: 6.704000 Memcpy Classifiers: 0.466000 Memcpy Instances: 9.258000 Kernel 1: 0.025000 Kernel 2: 104.986000 Copyback: 0.017000 Sum: 0.032000 It 10,Best ac:0.002557 1.000000 fi:0.121605. Ave ac:0.003250,0.004493 Initialization: 6.568000 Memcpy Classifiers: 0.482000 Memcpy Instances: 9.218000 Kernel 1: 0.025000 Kernel 2: 107.152000 Copyback: 0.017000 Sum: 0.035000 It 11,Best ac:0.001705 1.000000 fi:0.119631. Ave ac:0.003650,0.005462 Initialization: 7.685000 Memcpy Classifiers: 0.416000 Memcpy Instances: 12.771000 Kernel 1: 0.026000 Kernel 2: 100.041000 Copyback: 0.020000 Sum: 0.039000 It 12,Best ac:0.002769 1.000000 fi:0.121619. Ave ac:0.003259,0.004323 Initialization: 6.525000 Memcpy Classifiers: 0.398000 Memcpy Instances: 9.193000 Kernel 1: 0.026000 Kernel 2: 101.402000 Copyback: 0.017000 Sum: 0.030000 It 13,Best ac:0.001065 1.000000 fi:0.122924. Ave ac:0.003586,0.005879 Initialization: 6.502000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.224000 Kernel 1: 0.025000 Kernel 2: 99.740997 Copyback: 0.017000 Sum: 0.033000 It 14,Best ac:0.005115 1.000000 fi:0.119748. Ave ac:0.004279,0.005426 Initialization: 7.072000 Memcpy Classifiers: 0.420000 Memcpy Instances: 9.416000 Kernel 1: 0.025000 Kernel 2: 96.820999 Copyback: 0.017000 Sum: 0.033000 It 15,Best ac:0.001492 1.000000 fi:0.117265. Ave ac:0.003618,0.004622 Initialization: 6.587000 Memcpy Classifiers: 0.399000 Memcpy Instances: 11.322000 Kernel 1: 0.034000 Kernel 2: 94.016998 Copyback: 0.017000 Sum: 0.030000 It 16,Best ac:0.004902 1.000000 fi:0.121604. Ave ac:0.003887,0.004937 Initialization: 6.498000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.297000 Kernel 1: 0.024000 Kernel 2: 95.052002 Copyback: 0.017000 Sum: 0.032000 It 17,Best ac:0.002343 1.000000 fi:0.114546. Ave ac:0.004154,0.004223 Initialization: 6.569000 Memcpy Classifiers: 0.380000 Memcpy Instances: 10.889000 Kernel 1: 0.033000 Kernel 2: 93.025002 Copyback: 0.018000 Sum: 0.040000 It 18,Best ac:0.001065 1.000000 fi:0.117407. Ave ac:0.003155,0.003974 Initialization: 7.243000 Memcpy Classifiers: 0.760000 Memcpy Instances: 12.258000 Kernel 1: 0.025000 Kernel 2: 88.544998 Copyback: 0.016000 Sum: 0.030000 It 19,Best ac:0.007460 1.000000 fi:0.115097. Ave ac:0.003384,0.003835 Initialization: 6.573000 Memcpy Classifiers: 0.398000 Memcpy Instances: 11.249000 Kernel 1: 0.025000 Kernel 2: 85.788002 Copyback: 0.017000 Sum: 0.033000 It 20,Best ac:0.007886 1.000000 fi:0.115155. Ave ac:0.003390,0.004184 Initialization: 6.566000 Memcpy Classifiers: 0.362000 Memcpy Instances: 11.817000 Kernel 1: 0.030000 Kernel 2: 83.723000 Copyback: 0.017000 Sum: 0.034000 It 21,Best ac:0.001278 1.000000 fi:0.114692. Ave ac:0.002896,0.003214 Initialization: 6.634000 Memcpy Classifiers: 0.615000 Memcpy Instances: 13.209000 Kernel 1: 0.027000 Kernel 2: 84.815002 Copyback: 0.017000 Sum: 0.033000 It 22,Best ac:0.001918 1.000000 fi:0.117511. Ave ac:0.003918,0.003947 Initialization: 6.432000 Memcpy Classifiers: 0.379000 Memcpy Instances: 9.216000 Kernel 1: 0.025000 Kernel 2: 83.228996 Copyback: 0.017000 Sum: 0.032000 It 23,Best ac:0.001492 1.000000 fi:0.114228. Ave ac:0.002574,0.003261 Initialization: 6.534000 Memcpy Classifiers: 0.351000 Memcpy Instances: 12.470000 Kernel 1: 0.024000 Kernel 2: 85.342003 Copyback: 0.017000 Sum: 0.031000 It 24,Best ac:0.001918 1.000000 fi:0.114086. Ave ac:0.002922,0.004574 Initialization: 6.420000 Memcpy Classifiers: 0.341000 Memcpy Instances: 13.120000 Kernel 1: 0.028000 Kernel 2: 84.052002 Copyback: 0.017000 Sum: 0.032000 It 25,Best ac:0.001705 1.000000 fi:0.112757. Ave ac:0.002867,0.004016 Initialization: 7.894000 Memcpy Classifiers: 0.639000 Memcpy Instances: 12.132000 Kernel 1: 0.024000 Kernel 2: 85.420998 Copyback: 0.019000 Sum: 0.040000 It 26,Best ac:0.003835 1.000000 fi:0.113341. Ave ac:0.002735,0.003879 Initialization: 7.629000 Memcpy Classifiers: 0.319000 Memcpy Instances: 12.793000 Kernel 1: 0.025000 Kernel 2: 83.025002 Copyback: 0.017000 Sum: 0.056000 It 27,Best ac:0.002131 1.000000 fi:0.110104. Ave ac:0.003458,0.004294 Initialization: 8.848000 Memcpy Classifiers: 0.379000 Memcpy Instances: 9.507000 Kernel 1: 0.024000 Kernel 2: 78.598000 Copyback: 0.017000 Sum: 0.027000 It 28,Best ac:0.002131 1.000000 fi:0.111472. Ave ac:0.003240,0.005952 Initialization: 6.944000 Memcpy Classifiers: 0.303000 Memcpy Instances: 9.206000 Kernel 1: 0.025000 Kernel 2: 76.598999 Copyback: 0.017000 Sum: 0.025000 It 29,Best ac:0.002770 1.000000 fi:0.109891. Ave ac:0.003506,0.007053 Initialization: 6.518000 Memcpy Classifiers: 0.284000 Memcpy Instances: 11.801000 Kernel 1: 0.028000 Kernel 2: 73.281998 Copyback: 0.017000 Sum: 0.029000 It 30,Best ac:0.001918 1.000000 fi:0.111466. Ave ac:0.003364,0.006519 Initialization: 8.151000 Memcpy Classifiers: 0.246000 Memcpy Instances: 9.206000 Kernel 1: 0.026000 Kernel 2: 71.232002 Copyback: 0.017000 Sum: 0.024000 It 31,Best ac:0.001065 1.000000 fi:0.114763. Ave ac:0.002468,0.005209 Initialization: 6.568000 Memcpy Classifiers: 0.361000 Memcpy Instances: 13.878000 Kernel 1: 0.024000 Kernel 2: 76.883003 Copyback: 0.017000 Sum: 0.021000 It 32,Best ac:0.003197 1.000000 fi:0.108597. Ave ac:0.005364,0.011929 Initialization: 6.478000 Memcpy Classifiers: 0.303000 Memcpy Instances: 9.289000 Kernel 1: 0.025000 Kernel 2: 73.616997 Copyback: 0.017000 Sum: 0.022000 It 33,Best ac:0.005966 1.000000 fi:0.110530. Ave ac:0.003527,0.005985 Initialization: 26.080999 Memcpy Instances: 503.209015 Memcpy Classifiers: 0.053000 Kernel 1: 0.026000 Kernel 2: 410.434998 Copyback: 0.015000 Sum: 0.010000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 399.333008 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.076000 Kernel 1: 0.021000 Kernel 2: 399.960999 Copyback: 0.019000 Sum: 0.001000 Memcpy Classifiers: 0.077000 Kernel 1: 0.026000 Kernel 2: 403.252991 Copyback: 0.016000 Sum: 0.001000 Memcpy Classifiers: 0.075000 Kernel 1: 0.022000 Kernel 2: 428.014008 Copyback: 0.015000 Sum: 0.000000 Memcpy Classifiers: 0.052000 Kernel 1: 0.012000 Kernel 2: 413.375000 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.013000 Kernel 2: 401.713013 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 400.496002 Copyback: 0.018000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.023000 Kernel 2: 413.869995 Copyback: 0.015000 Sum: 0.000000 Memcpy Classifiers: 0.066000 Kernel 1: 0.017000 Kernel 2: 401.026001 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.075000 Kernel 1: 0.021000 Kernel 2: 410.234985 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.075000 Kernel 1: 0.020000 Kernel 2: 406.197998 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.012000 Kernel 2: 404.912994 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.012000 Kernel 2: 403.296997 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.074000 Kernel 1: 0.021000 Kernel 2: 230.770004 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.001803 0.929670 fi:0.184454. Ave ac:0.003501,0.013499 Best acc 0.001803 0.929670 Rule:Att PSSM_-2_7 is [<-0.978758]|Att PSSM_-1_10 is [>-1.849682]|Att PSSM_-1_13 is [>-1.261525]|Att PSSM_-1_15 is [>-6.827724]|Att PSSM_0_2 is [<-5.437084]|Att PSSM_1_4 is [-7.630642,-4.187221]|1 Accuracy : 0.700266 0 1 164064 16 70313 245 Removed 261 instances. 234377 Instances left. Acc of rule 0.001044-0.938697 Initialization: 8.156000 Memcpy Classifiers: 0.715000 Memcpy Instances: 11.502000 Kernel 1: 0.025000 Kernel 2: 115.834999 Copyback: 0.017000 Sum: 0.033000 Initial population average accuracy1:0.006707 accuracy2:0.282147 Initialization: 6.685000 Memcpy Classifiers: 0.488000 Memcpy Instances: 13.020000 Kernel 1: 0.025000 Kernel 2: 115.251999 Copyback: 0.017000 Sum: 0.032000 It 0,Best ac:0.001067 1.000000 fi:0.099977. Ave ac:0.007734,0.014906 Initialization: 7.920000 Memcpy Classifiers: 0.640000 Memcpy Instances: 13.157000 Kernel 1: 0.028000 Kernel 2: 114.971001 Copyback: 0.017000 Sum: 0.026000 It 1,Best ac:0.000853 1.000000 fi:0.230045. Ave ac:0.007096,0.012292 Initialization: 6.552000 Memcpy Classifiers: 0.451000 Memcpy Instances: 10.477000 Kernel 1: 0.026000 Kernel 2: 118.794998 Copyback: 0.017000 Sum: 0.028000 It 2,Best ac:0.001920 0.900000 fi:0.199691. Ave ac:0.007786,0.013108 Initialization: 8.556000 Memcpy Classifiers: 0.837000 Memcpy Instances: 13.028000 Kernel 1: 0.024000 Kernel 2: 118.217003 Copyback: 0.018000 Sum: 0.035000 It 3,Best ac:0.001067 1.000000 fi:0.099977. Ave ac:0.006542,0.011046 Initialization: 7.888000 Memcpy Classifiers: 0.591000 Memcpy Instances: 12.246000 Kernel 1: 0.025000 Kernel 2: 116.845001 Copyback: 0.017000 Sum: 0.027000 It 4,Best ac:0.001920 1.000000 fi:0.099691. Ave ac:0.005280,0.009376 Initialization: 6.536000 Memcpy Classifiers: 0.506000 Memcpy Instances: 9.892000 Kernel 1: 0.025000 Kernel 2: 118.539001 Copyback: 0.017000 Sum: 0.026000 It 5,Best ac:0.002133 1.000000 fi:0.099620. Ave ac:0.004482,0.006916 Initialization: 6.649000 Memcpy Classifiers: 0.453000 Memcpy Instances: 9.188000 Kernel 1: 0.026000 Kernel 2: 120.997002 Copyback: 0.018000 Sum: 0.027000 It 6,Best ac:0.002346 1.000000 fi:0.099549. Ave ac:0.004269,0.006899 Initialization: 6.503000 Memcpy Classifiers: 0.506000 Memcpy Instances: 11.557000 Kernel 1: 0.028000 Kernel 2: 120.255997 Copyback: 0.018000 Sum: 0.026000 It 7,Best ac:0.004693 1.000000 fi:0.098764. Ave ac:0.004363,0.006661 Initialization: 6.636000 Memcpy Classifiers: 0.452000 Memcpy Instances: 9.206000 Kernel 1: 0.025000 Kernel 2: 121.239998 Copyback: 0.017000 Sum: 0.027000 It 8,Best ac:0.002773 1.000000 fi:0.099406. Ave ac:0.003974,0.006327 Initialization: 7.433000 Memcpy Classifiers: 0.451000 Memcpy Instances: 10.824000 Kernel 1: 0.025000 Kernel 2: 121.992996 Copyback: 0.018000 Sum: 0.029000 It 9,Best ac:0.003200 1.000000 fi:0.099263. Ave ac:0.003615,0.005676 Iteration 10:MDL fitness activated Error 0.099263 TL 0.036208 MDL Theory Length Weight: 0.9138189903 (3) Initialization: 8.379000 Memcpy Classifiers: 0.435000 Memcpy Instances: 11.769000 Kernel 1: 0.025000 Kernel 2: 123.156998 Copyback: 0.018000 Sum: 0.029000 It 10,Best ac:0.002133 1.000000 fi:0.123428. Ave ac:0.003767,0.004665 Initialization: 7.319000 Memcpy Classifiers: 0.451000 Memcpy Instances: 12.923000 Kernel 1: 0.026000 Kernel 2: 121.272003 Copyback: 0.018000 Sum: 0.029000 It 11,Best ac:0.001067 1.000000 fi:0.124905. Ave ac:0.003486,0.004170 Initialization: 9.253000 Memcpy Classifiers: 0.454000 Memcpy Instances: 12.423000 Kernel 1: 0.025000 Kernel 2: 123.306999 Copyback: 0.017000 Sum: 0.030000 It 12,Best ac:0.001067 1.000000 fi:0.125942. Ave ac:0.002785,0.003868 Initialization: 6.572000 Memcpy Classifiers: 0.451000 Memcpy Instances: 11.426000 Kernel 1: 0.025000 Kernel 2: 120.769997 Copyback: 0.019000 Sum: 0.036000 It 13,Best ac:0.001280 1.000000 fi:0.123175. Ave ac:0.003188,0.003530 Initialization: 9.198000 Memcpy Classifiers: 0.417000 Memcpy Instances: 11.537000 Kernel 1: 0.025000 Kernel 2: 117.171997 Copyback: 0.017000 Sum: 0.028000 It 14,Best ac:0.003414 1.000000 fi:0.120143. Ave ac:0.003534,0.004460 Initialization: 7.513000 Memcpy Classifiers: 0.418000 Memcpy Instances: 9.266000 Kernel 1: 0.034000 Kernel 2: 114.903999 Copyback: 0.017000 Sum: 0.029000 It 15,Best ac:0.001920 1.000000 fi:0.125109. Ave ac:0.003149,0.004974 Initialization: 8.178000 Memcpy Classifiers: 0.418000 Memcpy Instances: 12.617000 Kernel 1: 0.026000 Kernel 2: 113.922997 Copyback: 0.017000 Sum: 0.032000 It 16,Best ac:0.004054 1.000000 fi:0.120711. Ave ac:0.003176,0.004972 Initialization: 7.625000 Memcpy Classifiers: 0.435000 Memcpy Instances: 11.598000 Kernel 1: 0.026000 Kernel 2: 119.403999 Copyback: 0.018000 Sum: 0.032000 It 17,Best ac:0.002773 1.000000 fi:0.122766. Ave ac:0.003072,0.003780 Initialization: 7.915000 Memcpy Classifiers: 0.564000 Memcpy Instances: 10.585000 Kernel 1: 0.033000 Kernel 2: 114.614998 Copyback: 0.017000 Sum: 0.030000 It 18,Best ac:0.001280 1.000000 fi:0.119497. Ave ac:0.003478,0.005983 Initialization: 8.021000 Memcpy Classifiers: 0.681000 Memcpy Instances: 14.708000 Kernel 1: 0.028000 Kernel 2: 114.625000 Copyback: 0.017000 Sum: 0.030000 It 19,Best ac:0.003200 1.000000 fi:0.120731. Ave ac:0.003752,0.004559 Initialization: 7.622000 Memcpy Classifiers: 0.400000 Memcpy Instances: 11.146000 Kernel 1: 0.034000 Kernel 2: 111.482002 Copyback: 0.017000 Sum: 0.027000 It 20,Best ac:0.001067 1.000000 fi:0.119569. Ave ac:0.002487,0.002826 Initialization: 6.804000 Memcpy Classifiers: 0.434000 Memcpy Instances: 13.447000 Kernel 1: 0.035000 Kernel 2: 117.208000 Copyback: 0.017000 Sum: 0.025000 It 21,Best ac:0.001067 1.000000 fi:0.116934. Ave ac:0.003211,0.003622 Initialization: 7.064000 Memcpy Classifiers: 0.482000 Memcpy Instances: 9.690000 Kernel 1: 0.025000 Kernel 2: 113.580002 Copyback: 0.020000 Sum: 0.039000 It 22,Best ac:0.002773 1.000000 fi:0.119060. Ave ac:0.003339,0.004248 Initialization: 7.928000 Memcpy Classifiers: 0.388000 Memcpy Instances: 11.647000 Kernel 1: 0.029000 Kernel 2: 113.665001 Copyback: 0.017000 Sum: 0.030000 It 23,Best ac:0.001920 1.000000 fi:0.116649. Ave ac:0.003169,0.003493 Initialization: 6.644000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.283000 Kernel 1: 0.025000 Kernel 2: 111.448997 Copyback: 0.017000 Sum: 0.030000 It 24,Best ac:0.002560 1.000000 fi:0.118986. Ave ac:0.003363,0.006058 Initialization: 7.758000 Memcpy Classifiers: 0.398000 Memcpy Instances: 11.939000 Kernel 1: 0.028000 Kernel 2: 107.837997 Copyback: 0.017000 Sum: 0.030000 It 25,Best ac:0.001706 1.000000 fi:0.116719. Ave ac:0.003465,0.004112 Initialization: 6.758000 Memcpy Classifiers: 0.380000 Memcpy Instances: 11.825000 Kernel 1: 0.035000 Kernel 2: 108.968002 Copyback: 0.020000 Sum: 0.033000 It 26,Best ac:0.001920 1.000000 fi:0.118401. Ave ac:0.003344,0.004201 Initialization: 8.601000 Memcpy Classifiers: 0.648000 Memcpy Instances: 9.872000 Kernel 1: 0.025000 Kernel 2: 109.188004 Copyback: 0.017000 Sum: 0.030000 It 27,Best ac:0.003413 1.000000 fi:0.118450. Ave ac:0.003452,0.004540 Initialization: 7.686000 Memcpy Classifiers: 0.381000 Memcpy Instances: 13.344000 Kernel 1: 0.026000 Kernel 2: 108.735001 Copyback: 0.019000 Sum: 0.038000 It 28,Best ac:0.002774 1.000000 fi:0.120939. Ave ac:0.002895,0.004287 Initialization: 8.708000 Memcpy Classifiers: 0.647000 Memcpy Instances: 9.781000 Kernel 1: 0.026000 Kernel 2: 106.411003 Copyback: 0.018000 Sum: 0.036000 It 29,Best ac:0.002560 1.000000 fi:0.116098. Ave ac:0.003625,0.007864 Initialization: 7.439000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.237000 Kernel 1: 0.025000 Kernel 2: 107.795998 Copyback: 0.017000 Sum: 0.028000 It 30,Best ac:0.002773 1.000000 fi:0.115691. Ave ac:0.002445,0.002719 Initialization: 9.077000 Memcpy Classifiers: 0.407000 Memcpy Instances: 12.560000 Kernel 1: 0.025000 Kernel 2: 104.526001 Copyback: 0.017000 Sum: 0.031000 It 31,Best ac:0.001280 1.000000 fi:0.117960. Ave ac:0.002790,0.004396 Initialization: 6.614000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.211000 Kernel 1: 0.025000 Kernel 2: 105.700996 Copyback: 0.017000 Sum: 0.030000 It 32,Best ac:0.004907 1.000000 fi:0.114978. Ave ac:0.003103,0.003238 Initialization: 6.556000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.206000 Kernel 1: 0.024000 Kernel 2: 102.127998 Copyback: 0.017000 Sum: 0.032000 It 33,Best ac:0.004694 1.000000 fi:0.112835. Ave ac:0.002341,0.002055 Initialization: 21.157000 Memcpy Instances: 456.335999 Memcpy Classifiers: 0.060000 Kernel 1: 0.027000 Kernel 2: 499.026001 Copyback: 0.015000 Sum: 0.013000 Memcpy Classifiers: 0.052000 Kernel 1: 0.012000 Kernel 2: 518.556030 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.057000 Kernel 1: 0.012000 Kernel 2: 485.024994 Copyback: 0.019000 Sum: 0.003000 Memcpy Classifiers: 0.059000 Kernel 1: 0.019000 Kernel 2: 503.244995 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.057000 Kernel 1: 0.014000 Kernel 2: 494.566010 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.057000 Kernel 1: 0.011000 Kernel 2: 499.434998 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.057000 Kernel 1: 0.012000 Kernel 2: 514.033997 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.058000 Kernel 1: 0.011000 Kernel 2: 506.302002 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.057000 Kernel 1: 0.012000 Kernel 2: 500.281006 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.057000 Kernel 1: 0.012000 Kernel 2: 512.301025 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.012000 Kernel 2: 496.730988 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.057000 Kernel 1: 0.012000 Kernel 2: 499.289001 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.056000 Kernel 1: 0.011000 Kernel 2: 507.294006 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.012000 Kernel 2: 497.346985 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.011000 Kernel 2: 303.729004 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.001365 0.960961 fi:0.156970. Ave ac:0.002738,0.009823 Best acc 0.001365 0.960961 Initialization: 6.614000 Memcpy Classifiers: 0.542000 Memcpy Instances: 9.199000 Kernel 1: 0.030000 Kernel 2: 115.622002 Copyback: 0.017000 Sum: 0.036000 Initial population average accuracy1:0.006185 accuracy2:0.272950 Initialization: 6.577000 Memcpy Classifiers: 0.492000 Memcpy Instances: 9.192000 Kernel 1: 0.027000 Kernel 2: 115.598000 Copyback: 0.020000 Sum: 0.051000 It 0,Best ac:0.005119 0.800000 fi:0.298665. Ave ac:0.008168,0.013668 Initialization: 6.531000 Memcpy Classifiers: 0.487000 Memcpy Instances: 9.283000 Kernel 1: 0.023000 Kernel 2: 113.708000 Copyback: 0.017000 Sum: 0.031000 It 1,Best ac:0.000853 1.000000 fi:0.230045. Ave ac:0.007981,0.014305 Initialization: 6.712000 Memcpy Classifiers: 0.470000 Memcpy Instances: 9.211000 Kernel 1: 0.025000 Kernel 2: 109.518997 Copyback: 0.017000 Sum: 0.027000 It 2,Best ac:0.001067 1.000000 fi:0.099977. Ave ac:0.007564,0.013445 Initialization: 6.530000 Memcpy Classifiers: 0.469000 Memcpy Instances: 9.222000 Kernel 1: 0.024000 Kernel 2: 104.259003 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.001493 1.000000 fi:0.099834. Ave ac:0.007981,0.015560 Initialization: 6.571000 Memcpy Classifiers: 0.446000 Memcpy Instances: 9.223000 Kernel 1: 0.026000 Kernel 2: 103.995003 Copyback: 0.017000 Sum: 0.029000 It 4,Best ac:0.001493 1.000000 fi:0.099834. Ave ac:0.006813,0.010169 Initialization: 6.564000 Memcpy Classifiers: 0.379000 Memcpy Instances: 9.186000 Kernel 1: 0.026000 Kernel 2: 99.807999 Copyback: 0.017000 Sum: 0.027000 It 5,Best ac:0.002773 1.000000 fi:0.099406. Ave ac:0.006668,0.011381 Initialization: 6.558000 Memcpy Classifiers: 0.417000 Memcpy Instances: 9.181000 Kernel 1: 0.026000 Kernel 2: 99.612999 Copyback: 0.017000 Sum: 0.027000 It 6,Best ac:0.004054 1.000000 fi:0.098978. Ave ac:0.005540,0.008174 Initialization: 6.534000 Memcpy Classifiers: 0.398000 Memcpy Instances: 9.199000 Kernel 1: 0.024000 Kernel 2: 98.547997 Copyback: 0.017000 Sum: 0.027000 It 7,Best ac:0.002560 1.000000 fi:0.099477. Ave ac:0.004690,0.006413 Initialization: 6.483000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.218000 Kernel 1: 0.025000 Kernel 2: 95.750000 Copyback: 0.018000 Sum: 0.032000 It 8,Best ac:0.004053 1.000000 fi:0.098978. Ave ac:0.004160,0.005990 Initialization: 6.536000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.219000 Kernel 1: 0.023000 Kernel 2: 96.123001 Copyback: 0.017000 Sum: 0.027000 It 9,Best ac:0.002773 1.000000 fi:0.099407. Ave ac:0.003619,0.006218 Iteration 10:MDL fitness activated Error 0.099407 TL 0.047354 MDL Theory Length Weight: 0.6997405827 (4) Initialization: 6.650000 Memcpy Classifiers: 0.452000 Memcpy Instances: 9.217000 Kernel 1: 0.025000 Kernel 2: 98.113998 Copyback: 0.017000 Sum: 0.027000 It 10,Best ac:0.003840 1.000000 fi:0.117928. Ave ac:0.004105,0.005698 Initialization: 6.566000 Memcpy Classifiers: 0.454000 Memcpy Instances: 9.195000 Kernel 1: 0.025000 Kernel 2: 98.830002 Copyback: 0.016000 Sum: 0.027000 It 11,Best ac:0.001280 1.000000 fi:0.114899. Ave ac:0.004722,0.006484 Initialization: 6.580000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.197000 Kernel 1: 0.027000 Kernel 2: 97.457001 Copyback: 0.018000 Sum: 0.028000 It 12,Best ac:0.001067 1.000000 fi:0.114771. Ave ac:0.003340,0.004456 Initialization: 6.721000 Memcpy Classifiers: 0.450000 Memcpy Instances: 9.213000 Kernel 1: 0.028000 Kernel 2: 96.064003 Copyback: 0.020000 Sum: 0.045000 It 13,Best ac:0.007254 1.000000 fi:0.115062. Ave ac:0.002986,0.003904 Initialization: 7.259000 Memcpy Classifiers: 0.434000 Memcpy Instances: 12.803000 Kernel 1: 0.026000 Kernel 2: 99.031998 Copyback: 0.017000 Sum: 0.029000 It 14,Best ac:0.002347 1.000000 fi:0.117562. Ave ac:0.002713,0.002876 Initialization: 6.528000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.204000 Kernel 1: 0.027000 Kernel 2: 95.619003 Copyback: 0.017000 Sum: 0.030000 It 15,Best ac:0.004479 1.000000 fi:0.117069. Ave ac:0.002049,0.002522 Initialization: 6.604000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.200000 Kernel 1: 0.026000 Kernel 2: 92.584000 Copyback: 0.017000 Sum: 0.030000 It 16,Best ac:0.001493 1.000000 fi:0.114061. Ave ac:0.002640,0.003056 Initialization: 6.478000 Memcpy Classifiers: 0.398000 Memcpy Instances: 9.224000 Kernel 1: 0.027000 Kernel 2: 92.630997 Copyback: 0.017000 Sum: 0.030000 It 17,Best ac:0.001920 1.000000 fi:0.115666. Ave ac:0.002465,0.002740 Initialization: 6.607000 Memcpy Classifiers: 0.404000 Memcpy Instances: 9.211000 Kernel 1: 0.026000 Kernel 2: 90.100998 Copyback: 0.017000 Sum: 0.031000 It 18,Best ac:0.001493 1.000000 fi:0.114061. Ave ac:0.002360,0.002106 Initialization: 6.556000 Memcpy Classifiers: 0.382000 Memcpy Instances: 9.223000 Kernel 1: 0.026000 Kernel 2: 91.082001 Copyback: 0.017000 Sum: 0.029000 It 19,Best ac:0.005121 1.000000 fi:0.113413. Ave ac:0.002472,0.003241 Initialization: 6.656000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.203000 Kernel 1: 0.025000 Kernel 2: 88.633003 Copyback: 0.016000 Sum: 0.032000 It 20,Best ac:0.002346 1.000000 fi:0.114067. Ave ac:0.003112,0.003316 Initialization: 6.540000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.221000 Kernel 1: 0.027000 Kernel 2: 89.233002 Copyback: 0.017000 Sum: 0.030000 It 21,Best ac:0.001493 1.000000 fi:0.113463. Ave ac:0.001811,0.001654 Initialization: 6.593000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.209000 Kernel 1: 0.024000 Kernel 2: 88.834000 Copyback: 0.018000 Sum: 0.027000 It 22,Best ac:0.001920 1.000000 fi:0.112978. Ave ac:0.002145,0.002056 Initialization: 8.584000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.606000 Kernel 1: 0.025000 Kernel 2: 87.127998 Copyback: 0.020000 Sum: 0.038000 It 23,Best ac:0.001706 1.000000 fi:0.113050. Ave ac:0.001853,0.001881 Initialization: 8.476000 Memcpy Classifiers: 0.681000 Memcpy Instances: 13.445000 Kernel 1: 0.027000 Kernel 2: 87.912003 Copyback: 0.024000 Sum: 0.043000 It 24,Best ac:0.003840 1.000000 fi:0.112061. Ave ac:0.002199,0.002528 Initialization: 6.539000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.199000 Kernel 1: 0.025000 Kernel 2: 85.806000 Copyback: 0.017000 Sum: 0.027000 It 25,Best ac:0.007253 1.000000 fi:0.110462. Ave ac:0.003321,0.003433 Initialization: 6.489000 Memcpy Classifiers: 0.320000 Memcpy Instances: 9.237000 Kernel 1: 0.024000 Kernel 2: 83.430000 Copyback: 0.017000 Sum: 0.036000 It 26,Best ac:0.001067 1.000000 fi:0.113076. Ave ac:0.002721,0.002725 Initialization: 6.520000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.207000 Kernel 1: 0.026000 Kernel 2: 81.574997 Copyback: 0.016000 Sum: 0.033000 It 27,Best ac:0.004266 1.000000 fi:0.110554. Ave ac:0.002456,0.002818 Initialization: 6.614000 Memcpy Classifiers: 0.340000 Memcpy Instances: 9.184000 Kernel 1: 0.025000 Kernel 2: 80.049004 Copyback: 0.017000 Sum: 0.031000 It 28,Best ac:0.002133 1.000000 fi:0.111062. Ave ac:0.002266,0.002768 Initialization: 6.580000 Memcpy Classifiers: 0.340000 Memcpy Instances: 9.208000 Kernel 1: 0.025000 Kernel 2: 81.343002 Copyback: 0.016000 Sum: 0.030000 It 29,Best ac:0.002560 1.000000 fi:0.110526. Ave ac:0.003438,0.003882 Initialization: 6.499000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.211000 Kernel 1: 0.024000 Kernel 2: 80.197998 Copyback: 0.017000 Sum: 0.030000 It 30,Best ac:0.002986 1.000000 fi:0.110695. Ave ac:0.002607,0.002406 Initialization: 6.627000 Memcpy Classifiers: 0.343000 Memcpy Instances: 9.245000 Kernel 1: 0.024000 Kernel 2: 79.009003 Copyback: 0.017000 Sum: 0.034000 It 31,Best ac:0.003413 1.000000 fi:0.108440. Ave ac:0.002465,0.001833 Initialization: 6.417000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.250000 Kernel 1: 0.025000 Kernel 2: 79.277000 Copyback: 0.017000 Sum: 0.032000 It 32,Best ac:0.001280 1.000000 fi:0.110917. Ave ac:0.002154,0.002233 Initialization: 6.542000 Memcpy Classifiers: 0.321000 Memcpy Instances: 9.414000 Kernel 1: 0.030000 Kernel 2: 79.441002 Copyback: 0.017000 Sum: 0.033000 It 33,Best ac:0.003413 1.000000 fi:0.108196. Ave ac:0.002509,0.001855 Initialization: 21.348000 Memcpy Instances: 457.191986 Memcpy Classifiers: 0.061000 Kernel 1: 0.024000 Kernel 2: 420.912994 Copyback: 0.015000 Sum: 0.013000 Memcpy Classifiers: 0.052000 Kernel 1: 0.012000 Kernel 2: 440.636993 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.012000 Kernel 2: 420.044006 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.012000 Kernel 2: 422.510010 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.011000 Kernel 2: 419.777008 Copyback: 0.026000 Sum: 0.004000 Memcpy Classifiers: 0.062000 Kernel 1: 0.018000 Kernel 2: 417.335999 Copyback: 0.019000 Sum: 0.003000 Memcpy Classifiers: 0.053000 Kernel 1: 0.017000 Kernel 2: 422.476013 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.012000 Kernel 2: 433.480988 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.011000 Kernel 2: 420.188995 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.012000 Kernel 2: 432.947998 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.075000 Kernel 1: 0.021000 Kernel 2: 430.367004 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.075000 Kernel 1: 0.020000 Kernel 2: 415.227997 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.012000 Kernel 2: 437.196014 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 437.746002 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.057000 Kernel 1: 0.013000 Kernel 2: 242.772995 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.001899 0.948827 fi:0.161883. Ave ac:0.002527,0.008976 Best acc 0.001899 0.948827 Rule:Att PSSM_-1_6 is [<-3.613936]|Att PSSM_0_1 is [-1.479003,5.887455]|Att PSSM_0_12 is [-6.469354,-4.782559]|Att PSSM_1_4 is [<-4.335934]|Att PSSM_2_17 is [<7.535053]|Att PSSM_3_12 is [<-1.640888]|1 Accuracy : 0.701574 0 1 164051 29 69993 565 Removed 333 instances. 234044 Instances left. Acc of rule 0.001365-0.960961 Initialization: 6.842000 Memcpy Classifiers: 0.560000 Memcpy Instances: 9.178000 Kernel 1: 0.030000 Kernel 2: 114.015999 Copyback: 0.017000 Sum: 0.032000 Initial population average accuracy1:0.006537 accuracy2:0.291988 Initialization: 6.586000 Memcpy Classifiers: 0.541000 Memcpy Instances: 13.669000 Kernel 1: 0.028000 Kernel 2: 112.406998 Copyback: 0.017000 Sum: 0.037000 It 0,Best ac:0.001709 0.888889 fi:0.210871. Ave ac:0.007699,0.013278 Initialization: 6.517000 Memcpy Classifiers: 0.505000 Memcpy Instances: 9.193000 Kernel 1: 0.024000 Kernel 2: 112.888000 Copyback: 0.017000 Sum: 0.028000 It 1,Best ac:0.001282 1.000000 fi:0.099904. Ave ac:0.007859,0.011815 Initialization: 6.533000 Memcpy Classifiers: 0.452000 Memcpy Instances: 9.169000 Kernel 1: 0.026000 Kernel 2: 115.380997 Copyback: 0.017000 Sum: 0.029000 It 2,Best ac:0.001923 1.000000 fi:0.099688. Ave ac:0.008051,0.012828 Initialization: 6.500000 Memcpy Classifiers: 0.497000 Memcpy Instances: 9.178000 Kernel 1: 0.026000 Kernel 2: 114.292999 Copyback: 0.017000 Sum: 0.027000 It 3,Best ac:0.002564 1.000000 fi:0.099473. Ave ac:0.007638,0.012688 Initialization: 6.594000 Memcpy Classifiers: 0.488000 Memcpy Instances: 9.176000 Kernel 1: 0.024000 Kernel 2: 115.348999 Copyback: 0.017000 Sum: 0.031000 It 4,Best ac:0.002991 1.000000 fi:0.099330. Ave ac:0.006682,0.010609 Initialization: 6.514000 Memcpy Classifiers: 0.451000 Memcpy Instances: 9.189000 Kernel 1: 0.027000 Kernel 2: 115.654999 Copyback: 0.017000 Sum: 0.029000 It 5,Best ac:0.001923 1.000000 fi:0.099689. Ave ac:0.006579,0.009644 Initialization: 6.583000 Memcpy Classifiers: 0.451000 Memcpy Instances: 9.210000 Kernel 1: 0.027000 Kernel 2: 114.367996 Copyback: 0.017000 Sum: 0.027000 It 6,Best ac:0.001282 1.000000 fi:0.099904. Ave ac:0.005419,0.007993 Initialization: 6.545000 Memcpy Classifiers: 0.470000 Memcpy Instances: 9.167000 Kernel 1: 0.028000 Kernel 2: 111.727997 Copyback: 0.017000 Sum: 0.027000 It 7,Best ac:0.002350 1.000000 fi:0.099545. Ave ac:0.005515,0.009084 Initialization: 6.627000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.182000 Kernel 1: 0.027000 Kernel 2: 107.012001 Copyback: 0.017000 Sum: 0.027000 It 8,Best ac:0.001709 1.000000 fi:0.099760. Ave ac:0.004879,0.007102 Initialization: 6.575000 Memcpy Classifiers: 0.464000 Memcpy Instances: 9.175000 Kernel 1: 0.026000 Kernel 2: 108.193001 Copyback: 0.017000 Sum: 0.030000 It 9,Best ac:0.003205 1.000000 fi:0.099258. Ave ac:0.005181,0.007245 Iteration 10:MDL fitness activated Error 0.099258 TL 0.033809 MDL Theory Length Weight: 0.9786117627 (1) Initialization: 6.540000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.194000 Kernel 1: 0.025000 Kernel 2: 107.214996 Copyback: 0.018000 Sum: 0.031000 It 10,Best ac:0.002777 1.000000 fi:0.131824. Ave ac:0.004957,0.007099 Initialization: 6.554000 Memcpy Classifiers: 0.455000 Memcpy Instances: 9.198000 Kernel 1: 0.026000 Kernel 2: 106.866997 Copyback: 0.018000 Sum: 0.034000 It 11,Best ac:0.001495 1.000000 fi:0.127106. Ave ac:0.003784,0.006243 Initialization: 6.542000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.174000 Kernel 1: 0.026000 Kernel 2: 103.675003 Copyback: 0.017000 Sum: 0.028000 It 12,Best ac:0.001495 1.000000 fi:0.124510. Ave ac:0.003794,0.005176 Initialization: 6.435000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.207000 Kernel 1: 0.025000 Kernel 2: 102.542000 Copyback: 0.017000 Sum: 0.029000 It 13,Best ac:0.001068 1.000000 fi:0.123453. Ave ac:0.003245,0.004687 Initialization: 6.592000 Memcpy Classifiers: 0.417000 Memcpy Instances: 9.180000 Kernel 1: 0.025000 Kernel 2: 102.536003 Copyback: 0.017000 Sum: 0.029000 It 14,Best ac:0.002137 1.000000 fi:0.129515. Ave ac:0.003294,0.005200 Initialization: 6.636000 Memcpy Classifiers: 0.415000 Memcpy Instances: 12.609000 Kernel 1: 0.023000 Kernel 2: 103.619003 Copyback: 0.017000 Sum: 0.030000 It 15,Best ac:0.001068 1.000000 fi:0.126135. Ave ac:0.003260,0.008195 Initialization: 6.641000 Memcpy Classifiers: 0.397000 Memcpy Instances: 9.200000 Kernel 1: 0.027000 Kernel 2: 107.546997 Copyback: 0.018000 Sum: 0.032000 It 16,Best ac:0.001068 1.000000 fi:0.118142. Ave ac:0.002458,0.003160 Initialization: 6.554000 Memcpy Classifiers: 0.417000 Memcpy Instances: 9.181000 Kernel 1: 0.026000 Kernel 2: 106.469002 Copyback: 0.017000 Sum: 0.032000 It 17,Best ac:0.001068 1.000000 fi:0.122262. Ave ac:0.003656,0.007002 Initialization: 9.512000 Memcpy Classifiers: 0.711000 Memcpy Instances: 13.389000 Kernel 1: 0.027000 Kernel 2: 107.860001 Copyback: 0.021000 Sum: 0.046000 It 18,Best ac:0.001068 1.000000 fi:0.122169. Ave ac:0.004231,0.006494 Initialization: 6.990000 Memcpy Classifiers: 0.416000 Memcpy Instances: 11.815000 Kernel 1: 0.026000 Kernel 2: 105.839996 Copyback: 0.018000 Sum: 0.036000 It 19,Best ac:0.001282 1.000000 fi:0.118070. Ave ac:0.004744,0.006360 Initialization: 6.507000 Memcpy Classifiers: 0.398000 Memcpy Instances: 9.215000 Kernel 1: 0.026000 Kernel 2: 106.028999 Copyback: 0.018000 Sum: 0.035000 It 20,Best ac:0.001068 1.000000 fi:0.120374. Ave ac:0.004109,0.007062 Initialization: 7.593000 Memcpy Classifiers: 0.381000 Memcpy Instances: 10.820000 Kernel 1: 0.028000 Kernel 2: 105.453003 Copyback: 0.018000 Sum: 0.038000 It 21,Best ac:0.002350 1.000000 fi:0.126220. Ave ac:0.003318,0.005419 Initialization: 8.632000 Memcpy Classifiers: 0.680000 Memcpy Instances: 9.897000 Kernel 1: 0.034000 Kernel 2: 105.813004 Copyback: 0.017000 Sum: 0.026000 It 22,Best ac:0.001068 1.000000 fi:0.128523. Ave ac:0.003229,0.005419 Initialization: 6.535000 Memcpy Classifiers: 0.398000 Memcpy Instances: 9.558000 Kernel 1: 0.035000 Kernel 2: 106.932999 Copyback: 0.018000 Sum: 0.036000 It 23,Best ac:0.001282 1.000000 fi:0.123671. Ave ac:0.002903,0.003810 Initialization: 6.612000 Memcpy Classifiers: 0.466000 Memcpy Instances: 13.501000 Kernel 1: 0.029000 Kernel 2: 107.444000 Copyback: 0.017000 Sum: 0.029000 It 24,Best ac:0.003204 1.000000 fi:0.123761. Ave ac:0.003044,0.004449 Initialization: 8.653000 Memcpy Classifiers: 0.615000 Memcpy Instances: 13.219000 Kernel 1: 0.025000 Kernel 2: 103.199997 Copyback: 0.017000 Sum: 0.028000 It 25,Best ac:0.001068 1.000000 fi:0.118142. Ave ac:0.002913,0.003580 Initialization: 7.428000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.905000 Kernel 1: 0.026000 Kernel 2: 104.916000 Copyback: 0.018000 Sum: 0.040000 It 26,Best ac:0.001495 1.000000 fi:0.117469. Ave ac:0.002991,0.003548 Initialization: 8.491000 Memcpy Classifiers: 0.380000 Memcpy Instances: 11.413000 Kernel 1: 0.025000 Kernel 2: 108.040001 Copyback: 0.017000 Sum: 0.031000 It 27,Best ac:0.001282 1.000000 fi:0.120302. Ave ac:0.003154,0.004333 Initialization: 7.939000 Memcpy Classifiers: 0.515000 Memcpy Instances: 11.480000 Kernel 1: 0.027000 Kernel 2: 110.599998 Copyback: 0.018000 Sum: 0.040000 It 28,Best ac:0.003204 1.000000 fi:0.120856. Ave ac:0.002435,0.005335 Initialization: 8.222000 Memcpy Classifiers: 0.490000 Memcpy Instances: 12.276000 Kernel 1: 0.027000 Kernel 2: 112.529999 Copyback: 0.017000 Sum: 0.029000 It 29,Best ac:0.002777 1.000000 fi:0.117325. Ave ac:0.002467,0.003680 Initialization: 8.700000 Memcpy Classifiers: 0.573000 Memcpy Instances: 9.218000 Kernel 1: 0.025000 Kernel 2: 108.779999 Copyback: 0.017000 Sum: 0.031000 It 30,Best ac:0.002136 1.000000 fi:0.117254. Ave ac:0.002220,0.002614 Initialization: 7.679000 Memcpy Classifiers: 0.361000 Memcpy Instances: 12.694000 Kernel 1: 0.028000 Kernel 2: 109.058998 Copyback: 0.018000 Sum: 0.037000 It 31,Best ac:0.001495 1.000000 fi:0.113279. Ave ac:0.002919,0.004087 Initialization: 7.003000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.167000 Kernel 1: 0.025000 Kernel 2: 105.791000 Copyback: 0.017000 Sum: 0.029000 It 32,Best ac:0.002991 1.000000 fi:0.119529. Ave ac:0.002120,0.001885 Initialization: 7.651000 Memcpy Classifiers: 0.322000 Memcpy Instances: 9.218000 Kernel 1: 0.026000 Kernel 2: 109.922997 Copyback: 0.017000 Sum: 0.028000 It 33,Best ac:0.001068 1.000000 fi:0.120374. Ave ac:0.001374,0.001343 Initialization: 21.350000 Memcpy Instances: 569.317017 Memcpy Classifiers: 0.086000 Kernel 1: 0.035000 Kernel 2: 541.455017 Copyback: 0.369000 Sum: 0.013000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 523.830017 Copyback: 0.017000 Sum: 0.003000 Memcpy Classifiers: 0.058000 Kernel 1: 0.018000 Kernel 2: 509.476013 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.058000 Kernel 1: 0.012000 Kernel 2: 535.922974 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.057000 Kernel 1: 0.013000 Kernel 2: 528.075012 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.057000 Kernel 1: 0.012000 Kernel 2: 510.553009 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.072000 Kernel 1: 0.022000 Kernel 2: 514.495972 Copyback: 0.016000 Sum: 0.001000 Memcpy Classifiers: 0.077000 Kernel 1: 0.021000 Kernel 2: 528.317993 Copyback: 0.021000 Sum: 0.005000 Memcpy Classifiers: 0.059000 Kernel 1: 0.018000 Kernel 2: 530.661011 Copyback: 0.018000 Sum: 0.002000 Memcpy Classifiers: 0.078000 Kernel 1: 0.023000 Kernel 2: 522.052002 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.057000 Kernel 1: 0.013000 Kernel 2: 532.443970 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.077000 Kernel 1: 0.020000 Kernel 2: 535.846985 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.056000 Kernel 1: 0.013000 Kernel 2: 519.260986 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.077000 Kernel 1: 0.020000 Kernel 2: 529.807983 Copyback: 0.016000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.017000 Kernel 2: 331.259003 Copyback: 0.363000 Sum: 0.001000 It 34,Best ac:0.002145 0.896429 fi:0.223384. Ave ac:0.001947,0.007024 Best acc 0.002145 0.896429 Initialization: 6.500000 Memcpy Classifiers: 0.578000 Memcpy Instances: 9.179000 Kernel 1: 0.027000 Kernel 2: 112.643997 Copyback: 0.017000 Sum: 0.032000 Initial population average accuracy1:0.005444 accuracy2:0.273027 Initialization: 6.507000 Memcpy Classifiers: 0.506000 Memcpy Instances: 9.188000 Kernel 1: 0.027000 Kernel 2: 115.422997 Copyback: 0.017000 Sum: 0.057000 It 0,Best ac:0.001068 0.833333 fi:0.266642. Ave ac:0.006737,0.010227 Initialization: 6.535000 Memcpy Classifiers: 0.469000 Memcpy Instances: 9.181000 Kernel 1: 0.027000 Kernel 2: 113.778000 Copyback: 0.018000 Sum: 0.025000 It 1,Best ac:0.001282 0.857143 fi:0.242761. Ave ac:0.007630,0.012808 Initialization: 6.553000 Memcpy Classifiers: 0.488000 Memcpy Instances: 9.210000 Kernel 1: 0.025000 Kernel 2: 110.365997 Copyback: 0.017000 Sum: 0.031000 It 2,Best ac:0.003205 0.833333 fi:0.265925. Ave ac:0.009055,0.015518 Initialization: 7.860000 Memcpy Classifiers: 0.850000 Memcpy Instances: 13.228000 Kernel 1: 0.027000 Kernel 2: 110.931999 Copyback: 0.016000 Sum: 0.030000 It 3,Best ac:0.001495 1.000000 fi:0.099832. Ave ac:0.009307,0.016170 Initialization: 6.539000 Memcpy Classifiers: 0.437000 Memcpy Instances: 9.190000 Kernel 1: 0.023000 Kernel 2: 113.973999 Copyback: 0.017000 Sum: 0.029000 It 4,Best ac:0.001495 1.000000 fi:0.099832. Ave ac:0.010806,0.016641 Initialization: 6.591000 Memcpy Classifiers: 0.506000 Memcpy Instances: 12.305000 Kernel 1: 0.025000 Kernel 2: 108.512001 Copyback: 0.016000 Sum: 0.029000 It 5,Best ac:0.002777 1.000000 fi:0.099402. Ave ac:0.010709,0.017775 Initialization: 6.475000 Memcpy Classifiers: 0.451000 Memcpy Instances: 9.201000 Kernel 1: 0.027000 Kernel 2: 108.397003 Copyback: 0.016000 Sum: 0.029000 It 6,Best ac:0.002990 1.000000 fi:0.099330. Ave ac:0.008096,0.012313 Initialization: 6.501000 Memcpy Classifiers: 0.435000 Memcpy Instances: 9.183000 Kernel 1: 0.026000 Kernel 2: 107.261002 Copyback: 0.017000 Sum: 0.028000 It 7,Best ac:0.002136 1.000000 fi:0.099617. Ave ac:0.005568,0.008694 Initialization: 6.534000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.173000 Kernel 1: 0.025000 Kernel 2: 100.732002 Copyback: 0.017000 Sum: 0.032000 It 8,Best ac:0.004913 1.000000 fi:0.098685. Ave ac:0.005759,0.008543 Initialization: 6.616000 Memcpy Classifiers: 0.417000 Memcpy Instances: 9.181000 Kernel 1: 0.026000 Kernel 2: 102.388000 Copyback: 0.017000 Sum: 0.025000 It 9,Best ac:0.002777 1.000000 fi:0.099402. Ave ac:0.004323,0.006320 Iteration 10:MDL fitness activated Error 0.099402 TL 0.031085 MDL Theory Length Weight: 1.0659021968 (2) Initialization: 6.512000 Memcpy Classifiers: 0.400000 Memcpy Instances: 9.206000 Kernel 1: 0.026000 Kernel 2: 100.103996 Copyback: 0.017000 Sum: 0.027000 It 10,Best ac:0.002136 1.000000 fi:0.121584. Ave ac:0.003607,0.005508 Initialization: 6.413000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.186000 Kernel 1: 0.026000 Kernel 2: 100.971001 Copyback: 0.017000 Sum: 0.026000 It 11,Best ac:0.001495 1.000000 fi:0.125690. Ave ac:0.003620,0.004403 Initialization: 6.548000 Memcpy Classifiers: 0.417000 Memcpy Instances: 13.454000 Kernel 1: 0.029000 Kernel 2: 101.696999 Copyback: 0.017000 Sum: 0.026000 It 12,Best ac:0.001495 1.000000 fi:0.127978. Ave ac:0.003668,0.004564 Initialization: 6.572000 Memcpy Classifiers: 0.417000 Memcpy Instances: 9.170000 Kernel 1: 0.027000 Kernel 2: 100.123001 Copyback: 0.017000 Sum: 0.030000 It 13,Best ac:0.004486 1.000000 fi:0.129024. Ave ac:0.002781,0.003147 Initialization: 6.634000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.185000 Kernel 1: 0.025000 Kernel 2: 101.452003 Copyback: 0.017000 Sum: 0.030000 It 14,Best ac:0.001495 1.000000 fi:0.123888. Ave ac:0.003423,0.003800 Initialization: 6.540000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.187000 Kernel 1: 0.026000 Kernel 2: 101.237000 Copyback: 0.017000 Sum: 0.028000 It 15,Best ac:0.001068 1.000000 fi:0.124031. Ave ac:0.003514,0.004890 Initialization: 6.508000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.196000 Kernel 1: 0.027000 Kernel 2: 100.066002 Copyback: 0.017000 Sum: 0.026000 It 16,Best ac:0.001923 1.000000 fi:0.124872. Ave ac:0.003363,0.005803 Initialization: 6.558000 Memcpy Classifiers: 0.400000 Memcpy Instances: 9.200000 Kernel 1: 0.025000 Kernel 2: 100.150002 Copyback: 0.018000 Sum: 0.025000 It 17,Best ac:0.001282 1.000000 fi:0.126815. Ave ac:0.002630,0.003149 Initialization: 6.529000 Memcpy Classifiers: 0.398000 Memcpy Instances: 9.238000 Kernel 1: 0.027000 Kernel 2: 99.892998 Copyback: 0.017000 Sum: 0.026000 It 18,Best ac:0.001068 1.000000 fi:0.125833. Ave ac:0.003120,0.005230 Initialization: 6.636000 Memcpy Classifiers: 0.417000 Memcpy Instances: 9.162000 Kernel 1: 0.026000 Kernel 2: 100.848999 Copyback: 0.016000 Sum: 0.028000 It 19,Best ac:0.003204 1.000000 fi:0.127527. Ave ac:0.003291,0.004393 MDL Theory Length Weight: 0.9593119771 (12) Initialization: 6.500000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.204000 Kernel 1: 0.025000 Kernel 2: 101.568001 Copyback: 0.017000 Sum: 0.029000 It 20,Best ac:0.001495 1.000000 fi:0.122618. Ave ac:0.002896,0.004226 Initialization: 6.522000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.182000 Kernel 1: 0.024000 Kernel 2: 102.142998 Copyback: 0.018000 Sum: 0.026000 It 21,Best ac:0.002564 1.000000 fi:0.126638. Ave ac:0.002818,0.003472 Initialization: 6.535000 Memcpy Classifiers: 0.382000 Memcpy Instances: 9.174000 Kernel 1: 0.026000 Kernel 2: 102.530998 Copyback: 0.017000 Sum: 0.026000 It 22,Best ac:0.002777 1.000000 fi:0.120530. Ave ac:0.003087,0.004077 Initialization: 6.505000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.194000 Kernel 1: 0.024000 Kernel 2: 101.655998 Copyback: 0.017000 Sum: 0.028000 It 23,Best ac:0.001282 1.000000 fi:0.122641. Ave ac:0.002981,0.005945 Initialization: 6.823000 Memcpy Classifiers: 0.380000 Memcpy Instances: 10.165000 Kernel 1: 0.026000 Kernel 2: 101.115997 Copyback: 0.019000 Sum: 0.037000 It 24,Best ac:0.001282 1.000000 fi:0.124973. Ave ac:0.003122,0.003653 Initialization: 7.784000 Memcpy Classifiers: 0.353000 Memcpy Instances: 9.203000 Kernel 1: 0.026000 Kernel 2: 98.616997 Copyback: 0.017000 Sum: 0.029000 It 25,Best ac:0.003205 1.000000 fi:0.120386. Ave ac:0.002722,0.003331 Initialization: 6.491000 Memcpy Classifiers: 0.361000 Memcpy Instances: 9.178000 Kernel 1: 0.024000 Kernel 2: 95.572998 Copyback: 0.017000 Sum: 0.031000 It 26,Best ac:0.003845 1.000000 fi:0.121415. Ave ac:0.003384,0.003389 Initialization: 6.538000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.173000 Kernel 1: 0.025000 Kernel 2: 92.822998 Copyback: 0.017000 Sum: 0.032000 It 27,Best ac:0.001923 1.000000 fi:0.121650. Ave ac:0.002771,0.003573 Initialization: 6.677000 Memcpy Classifiers: 0.353000 Memcpy Instances: 11.970000 Kernel 1: 0.026000 Kernel 2: 96.984001 Copyback: 0.018000 Sum: 0.042000 It 28,Best ac:0.002350 1.000000 fi:0.120674. Ave ac:0.003163,0.004427 Initialization: 8.849000 Memcpy Classifiers: 0.593000 Memcpy Instances: 9.349000 Kernel 1: 0.023000 Kernel 2: 96.721001 Copyback: 0.017000 Sum: 0.028000 It 29,Best ac:0.001495 1.000000 fi:0.121172. Ave ac:0.002979,0.005174 Initialization: 6.594000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.188000 Kernel 1: 0.026000 Kernel 2: 96.045998 Copyback: 0.019000 Sum: 0.033000 It 30,Best ac:0.002991 1.000000 fi:0.118740. Ave ac:0.002941,0.004008 Initialization: 6.602000 Memcpy Classifiers: 0.378000 Memcpy Instances: 11.473000 Kernel 1: 0.025000 Kernel 2: 95.794998 Copyback: 0.018000 Sum: 0.030000 It 31,Best ac:0.002991 1.000000 fi:0.117229. Ave ac:0.003136,0.003434 Initialization: 6.555000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.178000 Kernel 1: 0.025000 Kernel 2: 94.775002 Copyback: 0.016000 Sum: 0.031000 It 32,Best ac:0.001495 1.000000 fi:0.118344. Ave ac:0.003394,0.004041 Initialization: 6.474000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.200000 Kernel 1: 0.024000 Kernel 2: 93.702003 Copyback: 0.018000 Sum: 0.029000 It 33,Best ac:0.002137 1.000000 fi:0.114641. Ave ac:0.002661,0.002674 Initialization: 21.169001 Memcpy Instances: 459.902008 Memcpy Classifiers: 0.067000 Kernel 1: 0.029000 Kernel 2: 464.218994 Copyback: 0.015000 Sum: 0.012000 Memcpy Classifiers: 0.058000 Kernel 1: 0.012000 Kernel 2: 482.308990 Copyback: 0.017000 Sum: 0.002000 Memcpy Classifiers: 0.062000 Kernel 1: 0.012000 Kernel 2: 464.092987 Copyback: 0.016000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.015000 Kernel 2: 486.540985 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.012000 Kernel 2: 501.815002 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.012000 Kernel 2: 470.011993 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.012000 Kernel 2: 464.826996 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.012000 Kernel 2: 464.419006 Copyback: 0.015000 Sum: 0.000000 Memcpy Classifiers: 0.064000 Kernel 1: 0.011000 Kernel 2: 467.420013 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.012000 Kernel 2: 486.915985 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.011000 Kernel 2: 479.738007 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.091000 Kernel 1: 0.019000 Kernel 2: 473.694000 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.011000 Kernel 2: 469.825012 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.011000 Kernel 2: 490.378998 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.059000 Kernel 1: 0.012000 Kernel 2: 281.700012 Copyback: 0.369000 Sum: 0.001000 It 34,Best ac:0.003064 0.885185 fi:0.235249. Ave ac:0.002609,0.009724 Best acc 0.003064 0.885185 Rule:Att PSSM_-2_4 is [-6.028810,6.197156]|Att PSSM_-1_14 is [>-0.473060]|Att PSSM_0_2 is [-5.875922,-4.635969]|Att PSSM_0_11 is [<5.211234]|Att PSSM_0_13 is [-1.533099,6.358008]|Att PSSM_1_7 is [<-3.924822]|Att PSSM_2_7 is [<-2.044554]|1 Accuracy : 0.703467 0 1 163993 87 69491 1067 Removed 560 instances. 233484 Instances left. Acc of rule 0.002145-0.896429 Initialization: 6.537000 Memcpy Classifiers: 0.542000 Memcpy Instances: 9.197000 Kernel 1: 0.027000 Kernel 2: 114.092003 Copyback: 0.017000 Sum: 0.032000 Initial population average accuracy1:0.006024 accuracy2:0.270142 Initialization: 6.573000 Memcpy Classifiers: 0.488000 Memcpy Instances: 9.191000 Kernel 1: 0.025000 Kernel 2: 116.040001 Copyback: 0.017000 Sum: 0.054000 It 0,Best ac:0.001285 1.000000 fi:0.099901. Ave ac:0.007456,0.013475 Initialization: 6.581000 Memcpy Classifiers: 0.488000 Memcpy Instances: 9.143000 Kernel 1: 0.026000 Kernel 2: 111.988998 Copyback: 0.017000 Sum: 0.030000 It 1,Best ac:0.001713 0.888889 fi:0.210867. Ave ac:0.008846,0.015477 Initialization: 6.513000 Memcpy Classifiers: 0.505000 Memcpy Instances: 9.173000 Kernel 1: 0.024000 Kernel 2: 108.471001 Copyback: 0.017000 Sum: 0.031000 It 2,Best ac:0.001499 1.000000 fi:0.099828. Ave ac:0.007764,0.013729 Initialization: 6.568000 Memcpy Classifiers: 0.470000 Memcpy Instances: 9.155000 Kernel 1: 0.025000 Kernel 2: 107.322998 Copyback: 0.018000 Sum: 0.029000 It 3,Best ac:0.001499 1.000000 fi:0.099828. Ave ac:0.006367,0.012320 Initialization: 6.487000 Memcpy Classifiers: 0.487000 Memcpy Instances: 9.177000 Kernel 1: 0.026000 Kernel 2: 109.172997 Copyback: 0.017000 Sum: 0.028000 It 4,Best ac:0.001499 1.000000 fi:0.099828. Ave ac:0.006072,0.010393 Initialization: 6.442000 Memcpy Classifiers: 0.452000 Memcpy Instances: 9.191000 Kernel 1: 0.025000 Kernel 2: 106.589996 Copyback: 0.017000 Sum: 0.030000 It 5,Best ac:0.002784 1.000000 fi:0.099395. Ave ac:0.006092,0.010519 Initialization: 6.614000 Memcpy Classifiers: 0.469000 Memcpy Instances: 9.144000 Kernel 1: 0.026000 Kernel 2: 104.598999 Copyback: 0.018000 Sum: 0.028000 It 6,Best ac:0.002570 1.000000 fi:0.099467. Ave ac:0.005420,0.008687 Initialization: 6.552000 Memcpy Classifiers: 0.470000 Memcpy Instances: 9.169000 Kernel 1: 0.025000 Kernel 2: 104.853996 Copyback: 0.017000 Sum: 0.031000 It 7,Best ac:0.002141 1.000000 fi:0.099612. Ave ac:0.004055,0.007902 Initialization: 6.570000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.172000 Kernel 1: 0.025000 Kernel 2: 103.418999 Copyback: 0.017000 Sum: 0.034000 It 8,Best ac:0.002355 1.000000 fi:0.099540. Ave ac:0.003676,0.005816 Initialization: 6.580000 Memcpy Classifiers: 0.451000 Memcpy Instances: 9.162000 Kernel 1: 0.026000 Kernel 2: 104.380997 Copyback: 0.017000 Sum: 0.030000 It 9,Best ac:0.005139 1.000000 fi:0.098665. Ave ac:0.003940,0.008111 Iteration 10:MDL fitness activated Error 0.098665 TL 0.033401 MDL Theory Length Weight: 0.9846542752 (1) Initialization: 6.582000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.141000 Kernel 1: 0.026000 Kernel 2: 101.402000 Copyback: 0.017000 Sum: 0.027000 It 10,Best ac:0.001928 1.000000 fi:0.117232. Ave ac:0.003818,0.006086 Initialization: 6.579000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.149000 Kernel 1: 0.025000 Kernel 2: 101.560997 Copyback: 0.017000 Sum: 0.033000 It 11,Best ac:0.001285 1.000000 fi:0.124676. Ave ac:0.004357,0.006669 Initialization: 6.564000 Memcpy Classifiers: 0.398000 Memcpy Instances: 9.188000 Kernel 1: 0.026000 Kernel 2: 101.778000 Copyback: 0.017000 Sum: 0.031000 It 12,Best ac:0.002142 1.000000 fi:0.125349. Ave ac:0.003947,0.010323 Initialization: 6.558000 Memcpy Classifiers: 0.400000 Memcpy Instances: 9.183000 Kernel 1: 0.025000 Kernel 2: 101.352997 Copyback: 0.017000 Sum: 0.027000 It 13,Best ac:0.004926 1.000000 fi:0.124190. Ave ac:0.003743,0.006055 Initialization: 6.509000 Memcpy Classifiers: 0.451000 Memcpy Instances: 9.174000 Kernel 1: 0.025000 Kernel 2: 104.225998 Copyback: 0.016000 Sum: 0.027000 It 14,Best ac:0.001713 1.000000 fi:0.121316. Ave ac:0.003650,0.007916 Initialization: 6.569000 Memcpy Classifiers: 0.488000 Memcpy Instances: 9.202000 Kernel 1: 0.024000 Kernel 2: 104.029999 Copyback: 0.017000 Sum: 0.028000 It 15,Best ac:0.002998 1.000000 fi:0.121225. Ave ac:0.003194,0.005500 Initialization: 6.560000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.145000 Kernel 1: 0.027000 Kernel 2: 104.629997 Copyback: 0.017000 Sum: 0.029000 It 16,Best ac:0.001713 1.000000 fi:0.124761. Ave ac:0.004036,0.007764 Initialization: 6.550000 Memcpy Classifiers: 0.451000 Memcpy Instances: 9.175000 Kernel 1: 0.026000 Kernel 2: 105.319000 Copyback: 0.017000 Sum: 0.028000 It 17,Best ac:0.004069 1.000000 fi:0.116510. Ave ac:0.003690,0.005574 Initialization: 6.608000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.163000 Kernel 1: 0.025000 Kernel 2: 102.805000 Copyback: 0.017000 Sum: 0.027000 It 18,Best ac:0.001499 1.000000 fi:0.125035. Ave ac:0.003500,0.005018 Initialization: 6.478000 Memcpy Classifiers: 0.428000 Memcpy Instances: 9.158000 Kernel 1: 0.026000 Kernel 2: 98.977997 Copyback: 0.017000 Sum: 0.026000 It 19,Best ac:0.001071 1.000000 fi:0.124616. Ave ac:0.002785,0.003949 Initialization: 6.534000 Memcpy Classifiers: 0.418000 Memcpy Instances: 9.174000 Kernel 1: 0.024000 Kernel 2: 103.526001 Copyback: 0.017000 Sum: 0.025000 It 20,Best ac:0.001071 1.000000 fi:0.123934. Ave ac:0.003384,0.004674 Initialization: 6.585000 Memcpy Classifiers: 0.525000 Memcpy Instances: 9.144000 Kernel 1: 0.026000 Kernel 2: 101.371002 Copyback: 0.017000 Sum: 0.027000 It 21,Best ac:0.004926 1.000000 fi:0.120526. Ave ac:0.003241,0.004988 Initialization: 6.540000 Memcpy Classifiers: 0.506000 Memcpy Instances: 9.164000 Kernel 1: 0.025000 Kernel 2: 100.503998 Copyback: 0.018000 Sum: 0.032000 It 22,Best ac:0.002142 1.000000 fi:0.121172. Ave ac:0.003482,0.006491 Initialization: 6.542000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.164000 Kernel 1: 0.031000 Kernel 2: 99.765999 Copyback: 0.017000 Sum: 0.028000 It 23,Best ac:0.002355 1.000000 fi:0.124724. Ave ac:0.002792,0.004634 Initialization: 6.581000 Memcpy Classifiers: 0.423000 Memcpy Instances: 9.148000 Kernel 1: 0.026000 Kernel 2: 99.683998 Copyback: 0.017000 Sum: 0.027000 It 24,Best ac:0.001713 1.000000 fi:0.121702. Ave ac:0.003179,0.004385 Initialization: 6.525000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.167000 Kernel 1: 0.026000 Kernel 2: 101.891998 Copyback: 0.017000 Sum: 0.029000 It 25,Best ac:0.001713 1.000000 fi:0.116986. Ave ac:0.003282,0.004180 Initialization: 6.606000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.197000 Kernel 1: 0.026000 Kernel 2: 102.072998 Copyback: 0.017000 Sum: 0.031000 It 26,Best ac:0.001927 1.000000 fi:0.121156. Ave ac:0.002966,0.003797 MDL Theory Length Weight: 0.8861888477 (10) Initialization: 6.561000 Memcpy Classifiers: 0.400000 Memcpy Instances: 9.130000 Kernel 1: 0.026000 Kernel 2: 104.113998 Copyback: 0.017000 Sum: 0.028000 It 27,Best ac:0.003854 1.000000 fi:0.116289. Ave ac:0.003365,0.004352 Initialization: 6.537000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.202000 Kernel 1: 0.026000 Kernel 2: 103.946999 Copyback: 0.017000 Sum: 0.025000 It 28,Best ac:0.002570 1.000000 fi:0.118317. Ave ac:0.002542,0.002993 Initialization: 6.504000 Memcpy Classifiers: 0.470000 Memcpy Instances: 9.178000 Kernel 1: 0.027000 Kernel 2: 103.358002 Copyback: 0.018000 Sum: 0.027000 It 29,Best ac:0.003854 1.000000 fi:0.117406. Ave ac:0.002880,0.003769 Initialization: 6.547000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.157000 Kernel 1: 0.025000 Kernel 2: 100.571999 Copyback: 0.017000 Sum: 0.031000 It 30,Best ac:0.001713 1.000000 fi:0.114690. Ave ac:0.001906,0.003504 Initialization: 6.539000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.175000 Kernel 1: 0.024000 Kernel 2: 101.183998 Copyback: 0.017000 Sum: 0.031000 It 31,Best ac:0.002998 1.000000 fi:0.116577. Ave ac:0.003614,0.004203 Initialization: 6.566000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.169000 Kernel 1: 0.024000 Kernel 2: 100.615997 Copyback: 0.017000 Sum: 0.030000 It 32,Best ac:0.002998 1.000000 fi:0.114484. Ave ac:0.002621,0.003247 Initialization: 6.596000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.184000 Kernel 1: 0.024000 Kernel 2: 97.610001 Copyback: 0.017000 Sum: 0.032000 It 33,Best ac:0.002142 1.000000 fi:0.115581. Ave ac:0.002831,0.003311 Initialization: 21.304001 Memcpy Instances: 543.231018 Memcpy Classifiers: 0.065000 Kernel 1: 0.027000 Kernel 2: 487.158997 Copyback: 0.014000 Sum: 0.013000 Memcpy Classifiers: 0.057000 Kernel 1: 0.012000 Kernel 2: 474.230988 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.073000 Kernel 1: 0.017000 Kernel 2: 479.725006 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 474.936005 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.016000 Kernel 2: 490.328003 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.072000 Kernel 1: 0.015000 Kernel 2: 488.406006 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.012000 Kernel 2: 465.911011 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.073000 Kernel 1: 0.016000 Kernel 2: 483.442993 Copyback: 0.016000 Sum: 0.001000 Memcpy Classifiers: 0.089000 Kernel 1: 0.021000 Kernel 2: 488.183014 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 499.338013 Copyback: 0.016000 Sum: 0.001000 Memcpy Classifiers: 0.089000 Kernel 1: 0.021000 Kernel 2: 467.286011 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.088000 Kernel 1: 0.021000 Kernel 2: 471.210999 Copyback: 0.016000 Sum: 0.001000 Memcpy Classifiers: 0.090000 Kernel 1: 0.021000 Kernel 2: 480.131989 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.015000 Kernel 2: 497.950012 Copyback: 0.016000 Sum: 0.001000 Memcpy Classifiers: 0.080000 Kernel 1: 0.020000 Kernel 2: 299.848999 Copyback: 0.369000 Sum: 0.001000 It 34,Best ac:0.003401 0.918981 fi:0.198577. Ave ac:0.003350,0.013018 Best acc 0.003401 0.918981 Initialization: 8.589000 Memcpy Classifiers: 0.583000 Memcpy Instances: 14.252000 Kernel 1: 0.029000 Kernel 2: 116.664001 Copyback: 0.018000 Sum: 0.043000 Initial population average accuracy1:0.005480 accuracy2:0.288013 Initialization: 7.626000 Memcpy Classifiers: 0.505000 Memcpy Instances: 12.084000 Kernel 1: 0.035000 Kernel 2: 116.350998 Copyback: 0.020000 Sum: 0.073000 It 0,Best ac:0.001071 0.833333 fi:0.266639. Ave ac:0.006317,0.011285 Initialization: 6.569000 Memcpy Classifiers: 0.488000 Memcpy Instances: 9.803000 Kernel 1: 0.025000 Kernel 2: 112.920998 Copyback: 0.020000 Sum: 0.039000 It 1,Best ac:0.001071 1.000000 fi:0.099973. Ave ac:0.006517,0.012461 Initialization: 6.492000 Memcpy Classifiers: 0.451000 Memcpy Instances: 11.836000 Kernel 1: 0.034000 Kernel 2: 111.650002 Copyback: 0.018000 Sum: 0.038000 It 2,Best ac:0.001713 1.000000 fi:0.099756. Ave ac:0.005844,0.011395 Initialization: 9.751000 Memcpy Classifiers: 0.451000 Memcpy Instances: 11.430000 Kernel 1: 0.026000 Kernel 2: 109.537003 Copyback: 0.017000 Sum: 0.028000 It 3,Best ac:0.001071 1.000000 fi:0.099973. Ave ac:0.006058,0.010589 Initialization: 9.197000 Memcpy Classifiers: 0.453000 Memcpy Instances: 9.926000 Kernel 1: 0.035000 Kernel 2: 108.957001 Copyback: 0.017000 Sum: 0.029000 It 4,Best ac:0.001071 1.000000 fi:0.099973. Ave ac:0.004972,0.007086 Initialization: 7.385000 Memcpy Classifiers: 0.452000 Memcpy Instances: 9.144000 Kernel 1: 0.027000 Kernel 2: 105.834000 Copyback: 0.018000 Sum: 0.029000 It 5,Best ac:0.001499 1.000000 fi:0.099828. Ave ac:0.004335,0.006765 Initialization: 6.566000 Memcpy Classifiers: 0.452000 Memcpy Instances: 11.318000 Kernel 1: 0.025000 Kernel 2: 106.989998 Copyback: 0.017000 Sum: 0.026000 It 6,Best ac:0.001713 1.000000 fi:0.099756. Ave ac:0.003923,0.005320 Initialization: 6.543000 Memcpy Classifiers: 0.470000 Memcpy Instances: 9.178000 Kernel 1: 0.027000 Kernel 2: 107.089996 Copyback: 0.017000 Sum: 0.029000 It 7,Best ac:0.002355 1.000000 fi:0.099540. Ave ac:0.003991,0.007366 Initialization: 6.498000 Memcpy Classifiers: 0.451000 Memcpy Instances: 9.175000 Kernel 1: 0.026000 Kernel 2: 110.787003 Copyback: 0.017000 Sum: 0.028000 It 8,Best ac:0.001927 1.000000 fi:0.099684. Ave ac:0.004185,0.009175 Initialization: 6.551000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.148000 Kernel 1: 0.027000 Kernel 2: 108.306000 Copyback: 0.017000 Sum: 0.027000 It 9,Best ac:0.001928 1.000000 fi:0.099684. Ave ac:0.003329,0.005089 Iteration 10:MDL fitness activated Error 0.099684 TL 0.041481 MDL Theory Length Weight: 0.8010316609 (3) Initialization: 6.513000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.153000 Kernel 1: 0.027000 Kernel 2: 111.254997 Copyback: 0.017000 Sum: 0.025000 It 10,Best ac:0.002142 1.000000 fi:0.125310. Ave ac:0.002943,0.003449 Initialization: 6.358000 Memcpy Classifiers: 0.434000 Memcpy Instances: 10.950000 Kernel 1: 0.030000 Kernel 2: 116.710999 Copyback: 0.017000 Sum: 0.026000 It 11,Best ac:0.001071 1.000000 fi:0.117390. Ave ac:0.002692,0.002978 Initialization: 6.547000 Memcpy Classifiers: 0.471000 Memcpy Instances: 9.783000 Kernel 1: 0.035000 Kernel 2: 114.183998 Copyback: 0.017000 Sum: 0.028000 It 12,Best ac:0.002998 1.000000 fi:0.127123. Ave ac:0.003137,0.003303 Initialization: 6.561000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.138000 Kernel 1: 0.027000 Kernel 2: 110.322998 Copyback: 0.017000 Sum: 0.029000 It 13,Best ac:0.001713 1.000000 fi:0.118084. Ave ac:0.003442,0.003780 Initialization: 6.555000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.156000 Kernel 1: 0.026000 Kernel 2: 109.992996 Copyback: 0.018000 Sum: 0.028000 It 14,Best ac:0.003213 1.000000 fi:0.118377. Ave ac:0.002892,0.003589 Initialization: 6.467000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.180000 Kernel 1: 0.026000 Kernel 2: 114.593002 Copyback: 0.018000 Sum: 0.029000 It 15,Best ac:0.002141 1.000000 fi:0.116726. Ave ac:0.002806,0.003840 Initialization: 6.476000 Memcpy Classifiers: 0.433000 Memcpy Instances: 9.167000 Kernel 1: 0.025000 Kernel 2: 115.198997 Copyback: 0.017000 Sum: 0.033000 It 16,Best ac:0.002355 1.000000 fi:0.117151. Ave ac:0.002991,0.003775 Initialization: 6.516000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.178000 Kernel 1: 0.025000 Kernel 2: 114.523003 Copyback: 0.017000 Sum: 0.030000 It 17,Best ac:0.001071 1.000000 fi:0.118301. Ave ac:0.003155,0.003993 Initialization: 6.511000 Memcpy Classifiers: 0.433000 Memcpy Instances: 9.140000 Kernel 1: 0.027000 Kernel 2: 112.402000 Copyback: 0.017000 Sum: 0.032000 It 18,Best ac:0.002784 1.000000 fi:0.121523. Ave ac:0.002768,0.002862 Initialization: 6.415000 Memcpy Classifiers: 0.435000 Memcpy Instances: 12.487000 Kernel 1: 0.029000 Kernel 2: 113.277000 Copyback: 0.017000 Sum: 0.031000 It 19,Best ac:0.002998 1.000000 fi:0.113764. Ave ac:0.003245,0.004595 Initialization: 6.508000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.152000 Kernel 1: 0.027000 Kernel 2: 108.045998 Copyback: 0.017000 Sum: 0.028000 It 20,Best ac:0.001499 1.000000 fi:0.126829. Ave ac:0.002558,0.002953 Initialization: 6.458000 Memcpy Classifiers: 0.435000 Memcpy Instances: 9.191000 Kernel 1: 0.027000 Kernel 2: 106.194000 Copyback: 0.018000 Sum: 0.030000 It 21,Best ac:0.001285 1.000000 fi:0.123540. Ave ac:0.002243,0.003006 Initialization: 6.561000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.207000 Kernel 1: 0.024000 Kernel 2: 105.648003 Copyback: 0.017000 Sum: 0.029000 It 22,Best ac:0.001927 1.000000 fi:0.116510. Ave ac:0.002541,0.003268 Initialization: 6.463000 Memcpy Classifiers: 0.417000 Memcpy Instances: 9.163000 Kernel 1: 0.026000 Kernel 2: 103.160004 Copyback: 0.017000 Sum: 0.030000 It 23,Best ac:0.001285 1.000000 fi:0.116502. Ave ac:0.002367,0.003041 Initialization: 8.461000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.157000 Kernel 1: 0.026000 Kernel 2: 101.206001 Copyback: 0.017000 Sum: 0.029000 It 24,Best ac:0.001071 1.000000 fi:0.117656. Ave ac:0.002770,0.003619 Initialization: 6.533000 Memcpy Classifiers: 0.417000 Memcpy Instances: 9.160000 Kernel 1: 0.026000 Kernel 2: 103.900002 Copyback: 0.017000 Sum: 0.032000 It 25,Best ac:0.002141 1.000000 fi:0.113850. Ave ac:0.003188,0.003820 Initialization: 6.621000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.177000 Kernel 1: 0.024000 Kernel 2: 102.098999 Copyback: 0.017000 Sum: 0.034000 It 26,Best ac:0.001499 1.000000 fi:0.116111. Ave ac:0.003054,0.003783 Initialization: 8.989000 Memcpy Classifiers: 0.422000 Memcpy Instances: 12.215000 Kernel 1: 0.023000 Kernel 2: 100.335999 Copyback: 0.018000 Sum: 0.040000 It 27,Best ac:0.001285 1.000000 fi:0.113385. Ave ac:0.002369,0.002718 Initialization: 7.351000 Memcpy Classifiers: 0.380000 Memcpy Instances: 11.544000 Kernel 1: 0.025000 Kernel 2: 96.448997 Copyback: 0.018000 Sum: 0.040000 It 28,Best ac:0.003427 1.000000 fi:0.114327. Ave ac:0.002003,0.002600 Initialization: 7.676000 Memcpy Classifiers: 0.400000 Memcpy Instances: 11.497000 Kernel 1: 0.029000 Kernel 2: 98.356003 Copyback: 0.017000 Sum: 0.030000 It 29,Best ac:0.001499 1.000000 fi:0.114978. Ave ac:0.001919,0.003648 Initialization: 7.212000 Memcpy Classifiers: 0.398000 Memcpy Instances: 9.142000 Kernel 1: 0.027000 Kernel 2: 103.404999 Copyback: 0.017000 Sum: 0.028000 It 30,Best ac:0.001713 1.000000 fi:0.115899. Ave ac:0.002620,0.004586 Initialization: 6.473000 Memcpy Classifiers: 0.361000 Memcpy Instances: 11.709000 Kernel 1: 0.024000 Kernel 2: 99.195000 Copyback: 0.020000 Sum: 0.039000 It 31,Best ac:0.001285 1.000000 fi:0.113188. Ave ac:0.002114,0.002813 Initialization: 6.604000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.179000 Kernel 1: 0.023000 Kernel 2: 102.839996 Copyback: 0.017000 Sum: 0.036000 It 32,Best ac:0.004497 1.000000 fi:0.113355. Ave ac:0.002828,0.003112 Initialization: 6.538000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.163000 Kernel 1: 0.025000 Kernel 2: 101.413002 Copyback: 0.017000 Sum: 0.033000 It 33,Best ac:0.001071 1.000000 fi:0.113457. Ave ac:0.002976,0.004008 Initialization: 21.084999 Memcpy Instances: 514.578979 Memcpy Classifiers: 0.066000 Kernel 1: 0.026000 Kernel 2: 492.177002 Copyback: 0.016000 Sum: 0.017000 Memcpy Classifiers: 0.091000 Kernel 1: 0.023000 Kernel 2: 481.397003 Copyback: 0.020000 Sum: 0.004000 Memcpy Classifiers: 0.074000 Kernel 1: 0.019000 Kernel 2: 479.117004 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 503.751007 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.062000 Kernel 1: 0.012000 Kernel 2: 492.553986 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.015000 Kernel 2: 491.441010 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.012000 Kernel 2: 498.700012 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.012000 Kernel 2: 499.431000 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.076000 Kernel 1: 0.017000 Kernel 2: 483.740997 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.074000 Kernel 1: 0.016000 Kernel 2: 477.018005 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.012000 Kernel 2: 502.622986 Copyback: 0.016000 Sum: 0.001000 Memcpy Classifiers: 0.090000 Kernel 1: 0.021000 Kernel 2: 487.056000 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.012000 Kernel 2: 493.821991 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.011000 Kernel 2: 484.630005 Copyback: 0.368000 Sum: 0.001000 Memcpy Classifiers: 0.059000 Kernel 1: 0.014000 Kernel 2: 289.415009 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.001353 0.875346 fi:0.241357. Ave ac:0.003105,0.011429 Best acc 0.001353 0.875346 Rule:Att PSSM_-3_4 is [<5.498361]|Att PSSM_-1_7 is [<-3.344994]|Att PSSM_-1_9 is [<9.574473]|Att PSSM_0_5 is [-2.593934,9.247800]|Att PSSM_0_12 is [<-4.013433]|Att PSSM_1_12 is [-6.627274,-1.718144]|Att PSSM_2_14 is [<4.132431]|Att PSSM_3_12 is [-6.265262,-0.041916]|1 Accuracy : 0.706552 0 1 163923 157 68697 1861 Removed 864 instances. 232620 Instances left. Acc of rule 0.003401-0.918981 Initialization: 7.010000 Memcpy Classifiers: 0.540000 Memcpy Instances: 9.205000 Kernel 1: 0.026000 Kernel 2: 111.525002 Copyback: 0.017000 Sum: 0.031000 Initial population average accuracy1:0.006429 accuracy2:0.285150 Initialization: 8.482000 Memcpy Classifiers: 0.665000 Memcpy Instances: 10.352000 Kernel 1: 0.025000 Kernel 2: 113.907997 Copyback: 0.017000 Sum: 0.050000 It 0,Best ac:0.001289 0.857143 fi:0.242753. Ave ac:0.008003,0.014002 Initialization: 7.435000 Memcpy Classifiers: 0.488000 Memcpy Instances: 12.588000 Kernel 1: 0.027000 Kernel 2: 109.046997 Copyback: 0.017000 Sum: 0.030000 It 1,Best ac:0.001505 0.875000 fi:0.224822. Ave ac:0.007199,0.013231 Initialization: 6.552000 Memcpy Classifiers: 0.488000 Memcpy Instances: 12.984000 Kernel 1: 0.027000 Kernel 2: 104.570999 Copyback: 0.019000 Sum: 0.040000 It 2,Best ac:0.001505 1.000000 fi:0.099822. Ave ac:0.005696,0.009554 Initialization: 7.945000 Memcpy Classifiers: 0.872000 Memcpy Instances: 9.576000 Kernel 1: 0.026000 Kernel 2: 103.304001 Copyback: 0.017000 Sum: 0.027000 It 3,Best ac:0.001504 1.000000 fi:0.099822. Ave ac:0.006163,0.013387 Initialization: 6.582000 Memcpy Classifiers: 0.471000 Memcpy Instances: 9.116000 Kernel 1: 0.025000 Kernel 2: 99.636002 Copyback: 0.018000 Sum: 0.039000 It 4,Best ac:0.001075 1.000000 fi:0.099969. Ave ac:0.005536,0.010195 Initialization: 7.710000 Memcpy Classifiers: 0.776000 Memcpy Instances: 14.131000 Kernel 1: 0.025000 Kernel 2: 101.108002 Copyback: 0.017000 Sum: 0.029000 It 5,Best ac:0.001505 1.000000 fi:0.099822. Ave ac:0.005199,0.009084 Initialization: 9.195000 Memcpy Classifiers: 0.809000 Memcpy Instances: 13.183000 Kernel 1: 0.027000 Kernel 2: 99.168999 Copyback: 0.017000 Sum: 0.027000 It 6,Best ac:0.001289 1.000000 fi:0.099896. Ave ac:0.004680,0.008080 Initialization: 7.513000 Memcpy Classifiers: 0.416000 Memcpy Instances: 12.705000 Kernel 1: 0.025000 Kernel 2: 98.828003 Copyback: 0.017000 Sum: 0.035000 It 7,Best ac:0.001934 1.000000 fi:0.099676. Ave ac:0.004932,0.007733 Initialization: 6.857000 Memcpy Classifiers: 0.452000 Memcpy Instances: 12.466000 Kernel 1: 0.026000 Kernel 2: 101.217003 Copyback: 0.017000 Sum: 0.033000 It 8,Best ac:0.003654 1.000000 fi:0.099092. Ave ac:0.005234,0.008083 Initialization: 7.030000 Memcpy Classifiers: 0.455000 Memcpy Instances: 11.888000 Kernel 1: 0.024000 Kernel 2: 100.513000 Copyback: 0.018000 Sum: 0.040000 It 9,Best ac:0.002794 1.000000 fi:0.099384. Ave ac:0.004557,0.008552 Iteration 10:MDL fitness activated Error 0.099384 TL 0.022875 MDL Theory Length Weight: 1.4482419349 (2) Initialization: 6.573000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.155000 Kernel 1: 0.025000 Kernel 2: 97.511002 Copyback: 0.017000 Sum: 0.029000 It 10,Best ac:0.001505 1.000000 fi:0.141847. Ave ac:0.004840,0.008736 Initialization: 6.578000 Memcpy Classifiers: 0.381000 Memcpy Instances: 12.909000 Kernel 1: 0.027000 Kernel 2: 95.121002 Copyback: 0.018000 Sum: 0.036000 It 11,Best ac:0.005589 1.000000 fi:0.133505. Ave ac:0.004351,0.006902 Initialization: 8.318000 Memcpy Classifiers: 0.399000 Memcpy Instances: 11.841000 Kernel 1: 0.034000 Kernel 2: 94.412003 Copyback: 0.017000 Sum: 0.029000 It 12,Best ac:0.003224 1.000000 fi:0.138577. Ave ac:0.004280,0.005539 Initialization: 7.836000 Memcpy Classifiers: 0.516000 Memcpy Instances: 10.895000 Kernel 1: 0.024000 Kernel 2: 93.985001 Copyback: 0.018000 Sum: 0.033000 It 13,Best ac:0.002794 1.000000 fi:0.127914. Ave ac:0.004373,0.006952 Initialization: 6.638000 Memcpy Classifiers: 0.360000 Memcpy Instances: 9.122000 Kernel 1: 0.024000 Kernel 2: 93.550003 Copyback: 0.017000 Sum: 0.029000 It 14,Best ac:0.002149 1.000000 fi:0.127235. Ave ac:0.003598,0.004376 Initialization: 7.614000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.130000 Kernel 1: 0.025000 Kernel 2: 91.183998 Copyback: 0.017000 Sum: 0.034000 It 15,Best ac:0.001289 1.000000 fi:0.133535. Ave ac:0.003671,0.005317 Initialization: 6.546000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.170000 Kernel 1: 0.025000 Kernel 2: 91.602997 Copyback: 0.017000 Sum: 0.032000 It 16,Best ac:0.003224 1.000000 fi:0.127914. Ave ac:0.004045,0.005128 Initialization: 6.600000 Memcpy Classifiers: 0.351000 Memcpy Instances: 10.487000 Kernel 1: 0.025000 Kernel 2: 90.932999 Copyback: 0.017000 Sum: 0.029000 It 17,Best ac:0.002794 1.000000 fi:0.129417. Ave ac:0.004007,0.004272 Initialization: 8.624000 Memcpy Classifiers: 0.354000 Memcpy Instances: 12.355000 Kernel 1: 0.025000 Kernel 2: 93.551003 Copyback: 0.017000 Sum: 0.030000 It 18,Best ac:0.002579 1.000000 fi:0.124170. Ave ac:0.002754,0.003360 Initialization: 6.744000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.106000 Kernel 1: 0.024000 Kernel 2: 92.160004 Copyback: 0.017000 Sum: 0.031000 It 19,Best ac:0.002365 1.000000 fi:0.115315. Ave ac:0.002763,0.010348 Initialization: 6.962000 Memcpy Classifiers: 0.362000 Memcpy Instances: 11.363000 Kernel 1: 0.023000 Kernel 2: 94.051003 Copyback: 0.018000 Sum: 0.039000 It 20,Best ac:0.001075 1.000000 fi:0.132715. Ave ac:0.004653,0.006295 Initialization: 6.582000 Memcpy Classifiers: 0.321000 Memcpy Instances: 11.582000 Kernel 1: 0.025000 Kernel 2: 96.044998 Copyback: 0.017000 Sum: 0.029000 It 21,Best ac:0.002365 1.000000 fi:0.130112. Ave ac:0.003502,0.004506 Initialization: 7.742000 Memcpy Classifiers: 0.461000 Memcpy Instances: 9.576000 Kernel 1: 0.024000 Kernel 2: 97.959999 Copyback: 0.019000 Sum: 0.040000 It 22,Best ac:0.002364 1.000000 fi:0.122064. Ave ac:0.003176,0.004477 Initialization: 7.730000 Memcpy Classifiers: 0.616000 Memcpy Instances: 13.161000 Kernel 1: 0.028000 Kernel 2: 92.573997 Copyback: 0.018000 Sum: 0.038000 It 23,Best ac:0.001720 1.000000 fi:0.120786. Ave ac:0.004290,0.006174 Initialization: 7.942000 Memcpy Classifiers: 0.534000 Memcpy Instances: 10.672000 Kernel 1: 0.024000 Kernel 2: 90.379997 Copyback: 0.017000 Sum: 0.033000 It 24,Best ac:0.001505 1.000000 fi:0.127839. Ave ac:0.003764,0.006584 Initialization: 6.562000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.116000 Kernel 1: 0.025000 Kernel 2: 90.931999 Copyback: 0.018000 Sum: 0.041000 It 25,Best ac:0.001935 1.000000 fi:0.119501. Ave ac:0.003221,0.005073 Initialization: 6.663000 Memcpy Classifiers: 0.321000 Memcpy Instances: 9.105000 Kernel 1: 0.026000 Kernel 2: 91.334000 Copyback: 0.018000 Sum: 0.042000 It 26,Best ac:0.001504 1.000000 fi:0.120860. Ave ac:0.003142,0.004395 Initialization: 8.897000 Memcpy Classifiers: 0.322000 Memcpy Instances: 13.962000 Kernel 1: 0.028000 Kernel 2: 86.573997 Copyback: 0.018000 Sum: 0.038000 It 27,Best ac:0.001075 1.000000 fi:0.121006. Ave ac:0.003028,0.004495 Initialization: 6.573000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.122000 Kernel 1: 0.025000 Kernel 2: 87.075996 Copyback: 0.019000 Sum: 0.041000 It 28,Best ac:0.001075 1.000000 fi:0.122767. Ave ac:0.003253,0.004597 MDL Theory Length Weight: 1.3034177414 (10) Initialization: 8.578000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.127000 Kernel 1: 0.025000 Kernel 2: 88.751999 Copyback: 0.018000 Sum: 0.038000 It 29,Best ac:0.002364 1.000000 fi:0.116055. Ave ac:0.002949,0.004153 Initialization: 6.598000 Memcpy Classifiers: 0.323000 Memcpy Instances: 10.835000 Kernel 1: 0.025000 Kernel 2: 86.960999 Copyback: 0.018000 Sum: 0.036000 It 30,Best ac:0.001719 1.000000 fi:0.118955. Ave ac:0.003577,0.005199 Initialization: 8.492000 Memcpy Classifiers: 0.502000 Memcpy Instances: 13.317000 Kernel 1: 0.027000 Kernel 2: 83.772003 Copyback: 0.017000 Sum: 0.028000 It 31,Best ac:0.002794 1.000000 fi:0.116126. Ave ac:0.003210,0.005408 Initialization: 6.576000 Memcpy Classifiers: 0.284000 Memcpy Instances: 9.434000 Kernel 1: 0.043000 Kernel 2: 83.282997 Copyback: 0.017000 Sum: 0.028000 It 32,Best ac:0.003654 1.000000 fi:0.116186. Ave ac:0.003395,0.004772 Initialization: 7.891000 Memcpy Classifiers: 0.429000 Memcpy Instances: 9.745000 Kernel 1: 0.034000 Kernel 2: 85.130997 Copyback: 0.019000 Sum: 0.037000 It 33,Best ac:0.001504 1.000000 fi:0.117665. Ave ac:0.002862,0.003872 Initialization: 23.489000 Memcpy Instances: 499.652008 Memcpy Classifiers: 0.052000 Kernel 1: 0.025000 Kernel 2: 440.990997 Copyback: 0.015000 Sum: 0.006000 Memcpy Classifiers: 0.051000 Kernel 1: 0.015000 Kernel 2: 446.441010 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.016000 Kernel 2: 432.984985 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 431.584015 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.012000 Kernel 2: 452.213013 Copyback: 0.017000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.022000 Kernel 2: 457.709991 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 439.626007 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.013000 Kernel 2: 452.223999 Copyback: 0.014000 Sum: 0.000000 Memcpy Classifiers: 0.050000 Kernel 1: 0.012000 Kernel 2: 466.528992 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.072000 Kernel 1: 0.020000 Kernel 2: 437.738007 Copyback: 0.017000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.016000 Kernel 2: 446.153015 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.011000 Kernel 2: 441.019989 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.011000 Kernel 2: 443.042999 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.012000 Kernel 2: 434.269989 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.012000 Kernel 2: 262.089996 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.001277 0.870968 fi:0.258404. Ave ac:0.004012,0.015883 Best acc 0.001277 0.870968 Initialization: 6.721000 Memcpy Classifiers: 0.540000 Memcpy Instances: 9.130000 Kernel 1: 0.026000 Kernel 2: 112.893997 Copyback: 0.017000 Sum: 0.032000 Initial population average accuracy1:0.006505 accuracy2:0.293115 Initialization: 6.433000 Memcpy Classifiers: 0.506000 Memcpy Instances: 9.128000 Kernel 1: 0.024000 Kernel 2: 113.577003 Copyback: 0.016000 Sum: 0.030000 It 0,Best ac:0.002364 0.916667 fi:0.182864. Ave ac:0.008070,0.014006 Initialization: 6.533000 Memcpy Classifiers: 0.470000 Memcpy Instances: 9.107000 Kernel 1: 0.025000 Kernel 2: 110.252998 Copyback: 0.017000 Sum: 0.029000 It 1,Best ac:0.001720 1.000000 fi:0.099749. Ave ac:0.008534,0.012980 Initialization: 6.556000 Memcpy Classifiers: 0.469000 Memcpy Instances: 13.995000 Kernel 1: 0.029000 Kernel 2: 108.376999 Copyback: 0.017000 Sum: 0.029000 It 2,Best ac:0.002150 0.909091 fi:0.190512. Ave ac:0.006797,0.010992 Initialization: 6.565000 Memcpy Classifiers: 0.460000 Memcpy Instances: 9.118000 Kernel 1: 0.023000 Kernel 2: 105.677002 Copyback: 0.017000 Sum: 0.027000 It 3,Best ac:0.001505 1.000000 fi:0.099822. Ave ac:0.007125,0.013355 Initialization: 7.352000 Memcpy Classifiers: 0.469000 Memcpy Instances: 12.560000 Kernel 1: 0.030000 Kernel 2: 104.016998 Copyback: 0.018000 Sum: 0.026000 It 4,Best ac:0.003009 1.000000 fi:0.099311. Ave ac:0.005508,0.010384 Initialization: 7.886000 Memcpy Classifiers: 0.416000 Memcpy Instances: 11.588000 Kernel 1: 0.024000 Kernel 2: 101.710999 Copyback: 0.017000 Sum: 0.030000 It 5,Best ac:0.001935 1.000000 fi:0.099676. Ave ac:0.006025,0.014540 Initialization: 8.602000 Memcpy Classifiers: 0.416000 Memcpy Instances: 11.466000 Kernel 1: 0.033000 Kernel 2: 100.938004 Copyback: 0.018000 Sum: 0.038000 It 6,Best ac:0.003009 1.000000 fi:0.099311. Ave ac:0.005148,0.008968 Initialization: 6.493000 Memcpy Classifiers: 0.417000 Memcpy Instances: 9.132000 Kernel 1: 0.023000 Kernel 2: 101.026001 Copyback: 0.018000 Sum: 0.028000 It 7,Best ac:0.003009 1.000000 fi:0.099311. Ave ac:0.005659,0.009019 Initialization: 6.508000 Memcpy Classifiers: 0.451000 Memcpy Instances: 9.151000 Kernel 1: 0.023000 Kernel 2: 100.286003 Copyback: 0.017000 Sum: 0.028000 It 8,Best ac:0.002364 1.000000 fi:0.099530. Ave ac:0.004406,0.008057 Initialization: 6.626000 Memcpy Classifiers: 0.417000 Memcpy Instances: 9.108000 Kernel 1: 0.025000 Kernel 2: 96.337997 Copyback: 0.018000 Sum: 0.029000 It 9,Best ac:0.002365 1.000000 fi:0.099530. Ave ac:0.003785,0.005800 Iteration 10:MDL fitness activated Error 0.099530 TL 0.044861 MDL Theory Length Weight: 0.7395484387 (6) Initialization: 9.064000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.103000 Kernel 1: 0.026000 Kernel 2: 95.718002 Copyback: 0.018000 Sum: 0.027000 It 10,Best ac:0.003654 1.000000 fi:0.114496. Ave ac:0.004019,0.005626 Initialization: 6.532000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.106000 Kernel 1: 0.024000 Kernel 2: 95.092003 Copyback: 0.018000 Sum: 0.030000 It 11,Best ac:0.002150 1.000000 fi:0.109952. Ave ac:0.004687,0.008314 Initialization: 6.457000 Memcpy Classifiers: 0.360000 Memcpy Instances: 9.132000 Kernel 1: 0.025000 Kernel 2: 93.511002 Copyback: 0.017000 Sum: 0.030000 It 12,Best ac:0.001935 1.000000 fi:0.114057. Ave ac:0.003368,0.005535 Initialization: 6.452000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.145000 Kernel 1: 0.025000 Kernel 2: 95.744003 Copyback: 0.017000 Sum: 0.029000 It 13,Best ac:0.003009 1.000000 fi:0.113692. Ave ac:0.003886,0.006110 Initialization: 6.479000 Memcpy Classifiers: 0.379000 Memcpy Instances: 9.130000 Kernel 1: 0.024000 Kernel 2: 94.503998 Copyback: 0.017000 Sum: 0.030000 It 14,Best ac:0.001290 1.000000 fi:0.114899. Ave ac:0.003681,0.005412 Initialization: 6.536000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.115000 Kernel 1: 0.024000 Kernel 2: 96.499001 Copyback: 0.017000 Sum: 0.034000 It 15,Best ac:0.003439 1.000000 fi:0.112348. Ave ac:0.003675,0.004672 Initialization: 6.504000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.125000 Kernel 1: 0.024000 Kernel 2: 93.495003 Copyback: 0.017000 Sum: 0.031000 It 16,Best ac:0.003654 1.000000 fi:0.114211. Ave ac:0.003548,0.004338 Initialization: 6.497000 Memcpy Classifiers: 0.433000 Memcpy Instances: 9.136000 Kernel 1: 0.026000 Kernel 2: 93.890999 Copyback: 0.017000 Sum: 0.031000 It 17,Best ac:0.001290 1.000000 fi:0.114276. Ave ac:0.003243,0.005206 Initialization: 6.444000 Memcpy Classifiers: 0.379000 Memcpy Instances: 9.137000 Kernel 1: 0.025000 Kernel 2: 92.658997 Copyback: 0.017000 Sum: 0.029000 It 18,Best ac:0.001720 1.000000 fi:0.115683. Ave ac:0.003645,0.006064 Initialization: 6.530000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.120000 Kernel 1: 0.024000 Kernel 2: 90.422997 Copyback: 0.017000 Sum: 0.033000 It 19,Best ac:0.001935 1.000000 fi:0.116397. Ave ac:0.003168,0.006677 Initialization: 6.567000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.106000 Kernel 1: 0.027000 Kernel 2: 91.766998 Copyback: 0.017000 Sum: 0.029000 It 20,Best ac:0.001504 1.000000 fi:0.117262. Ave ac:0.002910,0.004704 MDL Theory Length Weight: 0.6655935949 (10) Initialization: 6.474000 Memcpy Classifiers: 0.403000 Memcpy Instances: 9.117000 Kernel 1: 0.024000 Kernel 2: 91.435997 Copyback: 0.016000 Sum: 0.028000 It 21,Best ac:0.001290 1.000000 fi:0.115164. Ave ac:0.003624,0.008292 Initialization: 6.503000 Memcpy Classifiers: 0.353000 Memcpy Instances: 9.124000 Kernel 1: 0.025000 Kernel 2: 92.040001 Copyback: 0.018000 Sum: 0.028000 It 22,Best ac:0.001505 1.000000 fi:0.111721. Ave ac:0.004082,0.006760 Initialization: 6.458000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.152000 Kernel 1: 0.024000 Kernel 2: 89.445000 Copyback: 0.017000 Sum: 0.028000 It 23,Best ac:0.001075 1.000000 fi:0.112054. Ave ac:0.002772,0.003468 Initialization: 6.520000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.117000 Kernel 1: 0.025000 Kernel 2: 89.299004 Copyback: 0.017000 Sum: 0.029000 It 24,Best ac:0.001719 1.000000 fi:0.113477. Ave ac:0.003354,0.004793 Initialization: 6.469000 Memcpy Classifiers: 0.361000 Memcpy Instances: 9.115000 Kernel 1: 0.024000 Kernel 2: 89.485001 Copyback: 0.017000 Sum: 0.029000 It 25,Best ac:0.002365 1.000000 fi:0.113477. Ave ac:0.003483,0.006896 Initialization: 6.459000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.149000 Kernel 1: 0.026000 Kernel 2: 88.321999 Copyback: 0.017000 Sum: 0.031000 It 26,Best ac:0.003869 1.000000 fi:0.110884. Ave ac:0.003098,0.004255 Initialization: 6.547000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.149000 Kernel 1: 0.026000 Kernel 2: 86.872002 Copyback: 0.016000 Sum: 0.030000 It 27,Best ac:0.002579 1.000000 fi:0.115218. Ave ac:0.002471,0.003739 Initialization: 6.462000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.128000 Kernel 1: 0.026000 Kernel 2: 89.218002 Copyback: 0.017000 Sum: 0.028000 It 28,Best ac:0.001504 1.000000 fi:0.111836. Ave ac:0.003838,0.007526 Initialization: 6.454000 Memcpy Classifiers: 0.322000 Memcpy Instances: 9.127000 Kernel 1: 0.024000 Kernel 2: 90.849998 Copyback: 0.017000 Sum: 0.027000 It 29,Best ac:0.002150 1.000000 fi:0.113908. Ave ac:0.004111,0.005809 Initialization: 6.524000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.123000 Kernel 1: 0.026000 Kernel 2: 91.183998 Copyback: 0.017000 Sum: 0.027000 It 30,Best ac:0.001075 1.000000 fi:0.111982. Ave ac:0.003238,0.003776 Initialization: 6.465000 Memcpy Classifiers: 0.340000 Memcpy Instances: 9.144000 Kernel 1: 0.025000 Kernel 2: 90.577003 Copyback: 0.017000 Sum: 0.026000 It 31,Best ac:0.002365 1.000000 fi:0.111543. Ave ac:0.003070,0.004217 Initialization: 6.543000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.105000 Kernel 1: 0.026000 Kernel 2: 91.597000 Copyback: 0.017000 Sum: 0.027000 It 32,Best ac:0.002580 1.000000 fi:0.113064. Ave ac:0.003018,0.004258 Initialization: 6.349000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.134000 Kernel 1: 0.025000 Kernel 2: 92.608002 Copyback: 0.017000 Sum: 0.028000 It 33,Best ac:0.004299 1.000000 fi:0.110713. Ave ac:0.003014,0.003825 Initialization: 20.511000 Memcpy Instances: 537.210022 Memcpy Classifiers: 0.061000 Kernel 1: 0.025000 Kernel 2: 460.243988 Copyback: 0.015000 Sum: 0.014000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 478.358002 Copyback: 0.385000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.012000 Kernel 2: 481.821014 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.012000 Kernel 2: 478.959991 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 484.212006 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.077000 Kernel 1: 0.021000 Kernel 2: 468.618011 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.012000 Kernel 2: 472.199005 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.012000 Kernel 2: 477.950989 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.076000 Kernel 1: 0.021000 Kernel 2: 484.833008 Copyback: 0.021000 Sum: 0.003000 Memcpy Classifiers: 0.078000 Kernel 1: 0.024000 Kernel 2: 469.307007 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.075000 Kernel 1: 0.020000 Kernel 2: 476.683990 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.078000 Kernel 1: 0.021000 Kernel 2: 472.545990 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.016000 Kernel 2: 472.403015 Copyback: 0.018000 Sum: 0.003000 Memcpy Classifiers: 0.053000 Kernel 1: 0.033000 Kernel 2: 482.378998 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.057000 Kernel 1: 0.012000 Kernel 2: 290.278015 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.001436 0.872063 fi:0.239796. Ave ac:0.003242,0.012590 Best acc 0.001436 0.872063 Rule:Att PSSM_-3_1 is [-5.040789,6.225305]|Att PSSM_-1_7 is [-5.955161,-2.044839]|Att PSSM_0_2 is [<-4.302363]|Att PSSM_0_5 is [-0.761548,2.256538]|Att PSSM_1_4 is [<-3.435984]|1 Accuracy : 0.707767 0 1 163874 206 68363 2195 Removed 383 instances. 232237 Instances left. Acc of rule 0.001436-0.872063 Initialization: 6.755000 Memcpy Classifiers: 0.541000 Memcpy Instances: 9.139000 Kernel 1: 0.024000 Kernel 2: 112.151001 Copyback: 0.017000 Sum: 0.033000 Initial population average accuracy1:0.005512 accuracy2:0.271230 Initialization: 6.587000 Memcpy Classifiers: 0.488000 Memcpy Instances: 9.102000 Kernel 1: 0.025000 Kernel 2: 113.651001 Copyback: 0.017000 Sum: 0.053000 It 0,Best ac:0.001076 0.714286 fi:0.385681. Ave ac:0.007746,0.013444 Initialization: 6.574000 Memcpy Classifiers: 0.505000 Memcpy Instances: 9.148000 Kernel 1: 0.025000 Kernel 2: 114.403999 Copyback: 0.017000 Sum: 0.027000 It 1,Best ac:0.000861 1.000000 fi:0.208658. Ave ac:0.007315,0.012463 Initialization: 6.506000 Memcpy Classifiers: 0.488000 Memcpy Instances: 9.113000 Kernel 1: 0.027000 Kernel 2: 114.597000 Copyback: 0.018000 Sum: 0.030000 It 2,Best ac:0.003229 1.000000 fi:0.099233. Ave ac:0.006793,0.011082 Initialization: 6.527000 Memcpy Classifiers: 0.489000 Memcpy Instances: 9.111000 Kernel 1: 0.026000 Kernel 2: 115.768997 Copyback: 0.017000 Sum: 0.028000 It 3,Best ac:0.001292 1.000000 fi:0.099893. Ave ac:0.006369,0.009269 Initialization: 6.505000 Memcpy Classifiers: 0.487000 Memcpy Instances: 9.104000 Kernel 1: 0.025000 Kernel 2: 115.257004 Copyback: 0.017000 Sum: 0.027000 It 4,Best ac:0.001077 1.000000 fi:0.099967. Ave ac:0.005807,0.009312 Initialization: 6.547000 Memcpy Classifiers: 0.506000 Memcpy Instances: 9.115000 Kernel 1: 0.025000 Kernel 2: 114.403999 Copyback: 0.017000 Sum: 0.027000 It 5,Best ac:0.001507 1.000000 fi:0.099820. Ave ac:0.005655,0.007511 Initialization: 6.596000 Memcpy Classifiers: 0.490000 Memcpy Instances: 9.097000 Kernel 1: 0.027000 Kernel 2: 110.432999 Copyback: 0.017000 Sum: 0.029000 It 6,Best ac:0.001723 1.000000 fi:0.099746. Ave ac:0.004685,0.006918 Initialization: 6.494000 Memcpy Classifiers: 0.506000 Memcpy Instances: 9.139000 Kernel 1: 0.027000 Kernel 2: 107.762001 Copyback: 0.017000 Sum: 0.028000 It 7,Best ac:0.002369 1.000000 fi:0.099526. Ave ac:0.004564,0.006646 Initialization: 6.488000 Memcpy Classifiers: 0.469000 Memcpy Instances: 9.102000 Kernel 1: 0.025000 Kernel 2: 107.235001 Copyback: 0.019000 Sum: 0.029000 It 8,Best ac:0.002799 1.000000 fi:0.099380. Ave ac:0.003925,0.005087 Initialization: 6.496000 Memcpy Classifiers: 0.470000 Memcpy Instances: 9.148000 Kernel 1: 0.024000 Kernel 2: 108.170998 Copyback: 0.017000 Sum: 0.028000 It 9,Best ac:0.002583 1.000000 fi:0.099454. Ave ac:0.004005,0.006524 Iteration 10:MDL fitness activated Error 0.099454 TL 0.048356 MDL Theory Length Weight: 0.6855618507 (8) Initialization: 6.552000 Memcpy Classifiers: 0.488000 Memcpy Instances: 9.099000 Kernel 1: 0.026000 Kernel 2: 106.966003 Copyback: 0.017000 Sum: 0.028000 It 10,Best ac:0.001938 1.000000 fi:0.120301. Ave ac:0.003683,0.005241 Initialization: 6.495000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.111000 Kernel 1: 0.026000 Kernel 2: 106.695999 Copyback: 0.017000 Sum: 0.026000 It 11,Best ac:0.001722 1.000000 fi:0.122909. Ave ac:0.003036,0.004459 Initialization: 6.552000 Memcpy Classifiers: 0.453000 Memcpy Instances: 9.102000 Kernel 1: 0.025000 Kernel 2: 105.555000 Copyback: 0.017000 Sum: 0.028000 It 12,Best ac:0.001722 1.000000 fi:0.122643. Ave ac:0.003086,0.003778 Initialization: 6.611000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.105000 Kernel 1: 0.026000 Kernel 2: 104.519997 Copyback: 0.017000 Sum: 0.028000 It 13,Best ac:0.001722 1.000000 fi:0.118692. Ave ac:0.002765,0.004119 Initialization: 6.572000 Memcpy Classifiers: 0.451000 Memcpy Instances: 9.120000 Kernel 1: 0.026000 Kernel 2: 103.314003 Copyback: 0.017000 Sum: 0.031000 It 14,Best ac:0.001507 1.000000 fi:0.123523. Ave ac:0.002683,0.004108 Initialization: 6.521000 Memcpy Classifiers: 0.451000 Memcpy Instances: 9.108000 Kernel 1: 0.025000 Kernel 2: 102.972000 Copyback: 0.017000 Sum: 0.028000 It 15,Best ac:0.003015 1.000000 fi:0.118243. Ave ac:0.002985,0.005859 Initialization: 6.374000 Memcpy Classifiers: 0.451000 Memcpy Instances: 9.099000 Kernel 1: 0.027000 Kernel 2: 103.194000 Copyback: 0.018000 Sum: 0.029000 It 16,Best ac:0.001722 1.000000 fi:0.120944. Ave ac:0.003030,0.004633 Initialization: 6.522000 Memcpy Classifiers: 0.451000 Memcpy Instances: 9.138000 Kernel 1: 0.026000 Kernel 2: 104.458000 Copyback: 0.017000 Sum: 0.028000 It 17,Best ac:0.001076 1.000000 fi:0.119898. Ave ac:0.003177,0.004970 Initialization: 6.564000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.095000 Kernel 1: 0.024000 Kernel 2: 104.799004 Copyback: 0.017000 Sum: 0.027000 It 18,Best ac:0.001723 1.000000 fi:0.117300. Ave ac:0.002966,0.005101 Initialization: 6.578000 Memcpy Classifiers: 0.453000 Memcpy Instances: 9.114000 Kernel 1: 0.027000 Kernel 2: 104.349998 Copyback: 0.017000 Sum: 0.027000 It 19,Best ac:0.003014 1.000000 fi:0.116813. Ave ac:0.002587,0.003792 Initialization: 6.568000 Memcpy Classifiers: 0.452000 Memcpy Instances: 9.111000 Kernel 1: 0.024000 Kernel 2: 105.635002 Copyback: 0.017000 Sum: 0.036000 It 20,Best ac:0.001937 1.000000 fi:0.114453. Ave ac:0.003027,0.003749 Initialization: 6.543000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.116000 Kernel 1: 0.027000 Kernel 2: 106.971001 Copyback: 0.017000 Sum: 0.036000 It 21,Best ac:0.001507 1.000000 fi:0.119700. Ave ac:0.003284,0.003462 Initialization: 6.603000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.131000 Kernel 1: 0.027000 Kernel 2: 103.876999 Copyback: 0.017000 Sum: 0.027000 It 22,Best ac:0.001076 1.000000 fi:0.114421. Ave ac:0.003081,0.003844 Initialization: 6.513000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.096000 Kernel 1: 0.026000 Kernel 2: 102.573997 Copyback: 0.017000 Sum: 0.029000 It 23,Best ac:0.001077 1.000000 fi:0.117820. Ave ac:0.002655,0.003227 Initialization: 6.360000 Memcpy Classifiers: 0.418000 Memcpy Instances: 9.137000 Kernel 1: 0.024000 Kernel 2: 102.601997 Copyback: 0.017000 Sum: 0.032000 It 24,Best ac:0.003229 1.000000 fi:0.117192. Ave ac:0.002806,0.003188 Initialization: 6.495000 Memcpy Classifiers: 0.448000 Memcpy Instances: 9.090000 Kernel 1: 0.025000 Kernel 2: 105.614998 Copyback: 0.017000 Sum: 0.031000 It 25,Best ac:0.001507 1.000000 fi:0.116537. Ave ac:0.002557,0.003116 Initialization: 6.534000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.106000 Kernel 1: 0.025000 Kernel 2: 101.846001 Copyback: 0.017000 Sum: 0.028000 It 26,Best ac:0.001723 1.000000 fi:0.119106. Ave ac:0.002816,0.004270 Initialization: 6.641000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.091000 Kernel 1: 0.027000 Kernel 2: 102.335999 Copyback: 0.018000 Sum: 0.027000 It 27,Best ac:0.002368 1.000000 fi:0.118357. Ave ac:0.003015,0.005154 Initialization: 6.516000 Memcpy Classifiers: 0.418000 Memcpy Instances: 9.116000 Kernel 1: 0.025000 Kernel 2: 101.357002 Copyback: 0.017000 Sum: 0.026000 It 28,Best ac:0.001507 1.000000 fi:0.114648. Ave ac:0.003079,0.004663 Initialization: 6.534000 Memcpy Classifiers: 0.398000 Memcpy Instances: 9.088000 Kernel 1: 0.026000 Kernel 2: 101.660004 Copyback: 0.017000 Sum: 0.024000 It 29,Best ac:0.002369 1.000000 fi:0.113809. Ave ac:0.002602,0.004500 Initialization: 6.517000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.111000 Kernel 1: 0.026000 Kernel 2: 100.611000 Copyback: 0.016000 Sum: 0.033000 It 30,Best ac:0.001722 1.000000 fi:0.115202. Ave ac:0.002828,0.002978 Initialization: 6.609000 Memcpy Classifiers: 0.452000 Memcpy Instances: 11.516000 Kernel 1: 0.026000 Kernel 2: 102.918999 Copyback: 0.017000 Sum: 0.030000 It 31,Best ac:0.001076 1.000000 fi:0.117521. Ave ac:0.002941,0.003566 Initialization: 6.565000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.084000 Kernel 1: 0.026000 Kernel 2: 99.738998 Copyback: 0.017000 Sum: 0.026000 It 32,Best ac:0.003445 1.000000 fi:0.113009. Ave ac:0.002745,0.003337 Initialization: 6.613000 Memcpy Classifiers: 0.423000 Memcpy Instances: 9.098000 Kernel 1: 0.027000 Kernel 2: 100.584000 Copyback: 0.017000 Sum: 0.028000 It 33,Best ac:0.002369 1.000000 fi:0.113598. Ave ac:0.002128,0.003442 Initialization: 21.517000 Memcpy Instances: 452.035004 Memcpy Classifiers: 0.066000 Kernel 1: 0.025000 Kernel 2: 501.256989 Copyback: 0.015000 Sum: 0.013000 Memcpy Classifiers: 0.058000 Kernel 1: 0.012000 Kernel 2: 495.684998 Copyback: 0.371000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 488.468994 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.011000 Kernel 2: 520.828979 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 515.754028 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.012000 Kernel 2: 514.614990 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 511.164001 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 506.083008 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.012000 Kernel 2: 511.493011 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.011000 Kernel 2: 500.630005 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.012000 Kernel 2: 494.996002 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.011000 Kernel 2: 513.004028 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 507.197998 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.012000 Kernel 2: 512.799988 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.012000 Kernel 2: 206.016998 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.002265 0.866557 fi:0.247076. Ave ac:0.003002,0.011320 Best acc 0.002265 0.866557 Initialization: 6.653000 Memcpy Classifiers: 0.577000 Memcpy Instances: 9.099000 Kernel 1: 0.026000 Kernel 2: 113.167999 Copyback: 0.017000 Sum: 0.030000 Initial population average accuracy1:0.007167 accuracy2:0.269627 Initialization: 6.466000 Memcpy Classifiers: 0.451000 Memcpy Instances: 9.121000 Kernel 1: 0.025000 Kernel 2: 112.663002 Copyback: 0.017000 Sum: 0.051000 It 0,Best ac:0.001507 0.875000 fi:0.224820. Ave ac:0.009123,0.016939 Initialization: 6.516000 Memcpy Classifiers: 0.450000 Memcpy Instances: 9.111000 Kernel 1: 0.025000 Kernel 2: 112.871002 Copyback: 0.017000 Sum: 0.026000 It 1,Best ac:0.001507 0.875000 fi:0.224820. Ave ac:0.007918,0.013855 Initialization: 6.431000 Memcpy Classifiers: 0.472000 Memcpy Instances: 9.110000 Kernel 1: 0.024000 Kernel 2: 111.639999 Copyback: 0.017000 Sum: 0.025000 It 2,Best ac:0.001292 1.000000 fi:0.099893. Ave ac:0.005672,0.009594 Initialization: 6.531000 Memcpy Classifiers: 0.469000 Memcpy Instances: 9.120000 Kernel 1: 0.024000 Kernel 2: 110.278999 Copyback: 0.017000 Sum: 0.029000 It 3,Best ac:0.003014 0.933333 fi:0.165974. Ave ac:0.005930,0.010242 Initialization: 6.469000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.118000 Kernel 1: 0.027000 Kernel 2: 111.792000 Copyback: 0.017000 Sum: 0.028000 It 4,Best ac:0.001938 1.000000 fi:0.099673. Ave ac:0.005743,0.007627 Initialization: 6.463000 Memcpy Classifiers: 0.451000 Memcpy Instances: 9.107000 Kernel 1: 0.025000 Kernel 2: 107.578003 Copyback: 0.018000 Sum: 0.031000 It 5,Best ac:0.001292 1.000000 fi:0.099893. Ave ac:0.004941,0.008362 Initialization: 6.454000 Memcpy Classifiers: 0.528000 Memcpy Instances: 9.100000 Kernel 1: 0.027000 Kernel 2: 107.027000 Copyback: 0.018000 Sum: 0.028000 It 6,Best ac:0.001077 1.000000 fi:0.099967. Ave ac:0.004374,0.008378 Initialization: 6.551000 Memcpy Classifiers: 0.487000 Memcpy Instances: 9.115000 Kernel 1: 0.025000 Kernel 2: 109.356003 Copyback: 0.017000 Sum: 0.028000 It 7,Best ac:0.002153 1.000000 fi:0.099600. Ave ac:0.004391,0.008869 Initialization: 6.474000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.127000 Kernel 1: 0.025000 Kernel 2: 111.040001 Copyback: 0.017000 Sum: 0.028000 It 8,Best ac:0.003445 1.000000 fi:0.099159. Ave ac:0.003284,0.004373 Initialization: 6.459000 Memcpy Classifiers: 0.472000 Memcpy Instances: 9.122000 Kernel 1: 0.024000 Kernel 2: 106.927002 Copyback: 0.017000 Sum: 0.030000 It 9,Best ac:0.001938 1.000000 fi:0.099674. Ave ac:0.003370,0.004391 Iteration 10:MDL fitness activated Error 0.099674 TL 0.034790 MDL Theory Length Weight: 0.9550052740 (2) Initialization: 6.496000 Memcpy Classifiers: 0.468000 Memcpy Instances: 9.132000 Kernel 1: 0.025000 Kernel 2: 106.025002 Copyback: 0.017000 Sum: 0.029000 It 10,Best ac:0.001291 1.000000 fi:0.131977. Ave ac:0.003490,0.006768 Initialization: 6.525000 Memcpy Classifiers: 0.451000 Memcpy Instances: 9.127000 Kernel 1: 0.027000 Kernel 2: 107.924004 Copyback: 0.017000 Sum: 0.030000 It 11,Best ac:0.001292 1.000000 fi:0.125991. Ave ac:0.003340,0.004664 Initialization: 6.458000 Memcpy Classifiers: 0.454000 Memcpy Instances: 9.101000 Kernel 1: 0.026000 Kernel 2: 108.459999 Copyback: 0.017000 Sum: 0.028000 It 12,Best ac:0.002153 1.000000 fi:0.136051. Ave ac:0.003867,0.005336 Initialization: 6.527000 Memcpy Classifiers: 0.451000 Memcpy Instances: 9.133000 Kernel 1: 0.025000 Kernel 2: 108.560997 Copyback: 0.017000 Sum: 0.029000 It 13,Best ac:0.001938 1.000000 fi:0.133690. Ave ac:0.004034,0.006949 Initialization: 6.501000 Memcpy Classifiers: 0.506000 Memcpy Instances: 9.100000 Kernel 1: 0.027000 Kernel 2: 108.056999 Copyback: 0.018000 Sum: 0.029000 It 14,Best ac:0.001507 1.000000 fi:0.127891. Ave ac:0.003343,0.005421 Initialization: 6.454000 Memcpy Classifiers: 0.536000 Memcpy Instances: 9.113000 Kernel 1: 0.026000 Kernel 2: 108.334999 Copyback: 0.017000 Sum: 0.030000 It 15,Best ac:0.003876 1.000000 fi:0.124571. Ave ac:0.003073,0.004980 Initialization: 6.479000 Memcpy Classifiers: 0.489000 Memcpy Instances: 9.112000 Kernel 1: 0.026000 Kernel 2: 109.037003 Copyback: 0.016000 Sum: 0.024000 It 16,Best ac:0.002584 1.000000 fi:0.129196. Ave ac:0.002710,0.003469 Initialization: 6.558000 Memcpy Classifiers: 0.564000 Memcpy Instances: 12.850000 Kernel 1: 0.033000 Kernel 2: 104.651001 Copyback: 0.024000 Sum: 0.037000 It 17,Best ac:0.001507 1.000000 fi:0.130932. Ave ac:0.003035,0.004550 Initialization: 6.560000 Memcpy Classifiers: 0.470000 Memcpy Instances: 9.087000 Kernel 1: 0.026000 Kernel 2: 105.176003 Copyback: 0.019000 Sum: 0.034000 It 18,Best ac:0.001722 1.000000 fi:0.127817. Ave ac:0.003149,0.004131 Initialization: 7.703000 Memcpy Classifiers: 0.469000 Memcpy Instances: 12.644000 Kernel 1: 0.025000 Kernel 2: 104.811996 Copyback: 0.017000 Sum: 0.027000 It 19,Best ac:0.001938 1.000000 fi:0.122093. Ave ac:0.003040,0.004253 Initialization: 7.009000 Memcpy Classifiers: 0.523000 Memcpy Instances: 12.602000 Kernel 1: 0.025000 Kernel 2: 105.797997 Copyback: 0.017000 Sum: 0.029000 It 20,Best ac:0.003229 1.000000 fi:0.124791. Ave ac:0.003408,0.004172 Initialization: 7.361000 Memcpy Classifiers: 0.839000 Memcpy Instances: 12.002000 Kernel 1: 0.025000 Kernel 2: 103.692001 Copyback: 0.017000 Sum: 0.032000 It 21,Best ac:0.001507 1.000000 fi:0.124410. Ave ac:0.002778,0.003722 Initialization: 7.186000 Memcpy Classifiers: 0.488000 Memcpy Instances: 12.347000 Kernel 1: 0.025000 Kernel 2: 102.572998 Copyback: 0.017000 Sum: 0.025000 It 22,Best ac:0.002368 1.000000 fi:0.120495. Ave ac:0.002941,0.003966 Initialization: 8.263000 Memcpy Classifiers: 0.433000 Memcpy Instances: 11.063000 Kernel 1: 0.034000 Kernel 2: 103.092003 Copyback: 0.017000 Sum: 0.028000 It 23,Best ac:0.001077 1.000000 fi:0.122386. Ave ac:0.002741,0.003600 Initialization: 8.754000 Memcpy Classifiers: 0.451000 Memcpy Instances: 10.749000 Kernel 1: 0.036000 Kernel 2: 102.842003 Copyback: 0.018000 Sum: 0.040000 It 24,Best ac:0.002368 1.000000 fi:0.122123. Ave ac:0.002458,0.003262 Initialization: 7.557000 Memcpy Classifiers: 0.469000 Memcpy Instances: 9.155000 Kernel 1: 0.027000 Kernel 2: 99.499001 Copyback: 0.017000 Sum: 0.028000 It 25,Best ac:0.002583 1.000000 fi:0.121744. Ave ac:0.002339,0.003199 Initialization: 6.486000 Memcpy Classifiers: 0.451000 Memcpy Instances: 11.283000 Kernel 1: 0.026000 Kernel 2: 100.139000 Copyback: 0.018000 Sum: 0.037000 It 26,Best ac:0.002152 1.000000 fi:0.120569. Ave ac:0.003344,0.004359 Initialization: 9.135000 Memcpy Classifiers: 0.466000 Memcpy Instances: 11.288000 Kernel 1: 0.026000 Kernel 2: 98.763000 Copyback: 0.018000 Sum: 0.029000 It 27,Best ac:0.003230 1.000000 fi:0.126109. Ave ac:0.002398,0.002996 Initialization: 7.638000 Memcpy Classifiers: 0.433000 Memcpy Instances: 9.208000 Kernel 1: 0.025000 Kernel 2: 100.302002 Copyback: 0.018000 Sum: 0.033000 It 28,Best ac:0.004736 1.000000 fi:0.125595. Ave ac:0.002916,0.003286 Initialization: 7.969000 Memcpy Classifiers: 0.565000 Memcpy Instances: 11.069000 Kernel 1: 0.028000 Kernel 2: 97.858002 Copyback: 0.017000 Sum: 0.027000 It 29,Best ac:0.001938 1.000000 fi:0.120046. Ave ac:0.002642,0.003094 Initialization: 6.494000 Memcpy Classifiers: 0.471000 Memcpy Instances: 11.930000 Kernel 1: 0.025000 Kernel 2: 100.336998 Copyback: 0.017000 Sum: 0.027000 It 30,Best ac:0.001723 1.000000 fi:0.122660. Ave ac:0.002831,0.004570 Initialization: 7.203000 Memcpy Classifiers: 0.416000 Memcpy Instances: 10.552000 Kernel 1: 0.034000 Kernel 2: 95.488998 Copyback: 0.017000 Sum: 0.027000 It 31,Best ac:0.001077 1.000000 fi:0.122310. Ave ac:0.002423,0.002736 Initialization: 9.065000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.121000 Kernel 1: 0.026000 Kernel 2: 95.952003 Copyback: 0.017000 Sum: 0.032000 It 32,Best ac:0.001507 1.000000 fi:0.122002. Ave ac:0.002234,0.002746 Initialization: 6.548000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.106000 Kernel 1: 0.027000 Kernel 2: 96.420998 Copyback: 0.016000 Sum: 0.032000 It 33,Best ac:0.002153 1.000000 fi:0.121943. Ave ac:0.002959,0.003689 Initialization: 21.552000 Memcpy Instances: 452.019989 Memcpy Classifiers: 0.067000 Kernel 1: 0.027000 Kernel 2: 486.342987 Copyback: 0.368000 Sum: 0.017000 Memcpy Classifiers: 0.093000 Kernel 1: 0.022000 Kernel 2: 486.502014 Copyback: 0.017000 Sum: 0.003000 Memcpy Classifiers: 0.092000 Kernel 1: 0.023000 Kernel 2: 490.898987 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 488.725006 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 495.183990 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 504.454010 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.012000 Kernel 2: 503.328003 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 491.556000 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.012000 Kernel 2: 497.571991 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 488.269989 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.012000 Kernel 2: 472.510986 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.012000 Kernel 2: 499.795013 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 483.859009 Copyback: 0.019000 Sum: 0.004000 Memcpy Classifiers: 0.092000 Kernel 1: 0.025000 Kernel 2: 494.273010 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.058000 Kernel 1: 0.022000 Kernel 2: 194.994995 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.002032 0.861314 fi:0.260670. Ave ac:0.002797,0.010288 Best acc 0.002032 0.861314 Rule:Att PSSM_-2_2 is [<-1.041932]|Att PSSM_-1_7 is [-6.117380,-1.465681]|Att PSSM_0_7 is [<-4.184168]|Att PSSM_0_20 is [0.743934,6.159070]|Att PSSM_1_17 is [<7.931738]|Att PSSM_1_20 is [1.686691,6.787341]|Att PSSM_2_10 is [-5.773699,6.200420]|Att PSSM_4_15 is [<6.852876]|1 Accuracy : 0.709663 0 1 163793 287 67837 2721 Removed 607 instances. 231630 Instances left. Acc of rule 0.002265-0.866557 Initialization: 9.126000 Memcpy Classifiers: 0.850000 Memcpy Instances: 11.396000 Kernel 1: 0.026000 Kernel 2: 112.192001 Copyback: 0.017000 Sum: 0.030000 Initial population average accuracy1:0.006410 accuracy2:0.284328 Initialization: 7.786000 Memcpy Classifiers: 0.666000 Memcpy Instances: 10.402000 Kernel 1: 0.025000 Kernel 2: 110.732002 Copyback: 0.017000 Sum: 0.059000 It 0,Best ac:0.002590 0.923077 fi:0.176369. Ave ac:0.007961,0.014236 Initialization: 6.950000 Memcpy Classifiers: 0.470000 Memcpy Instances: 9.460000 Kernel 1: 0.025000 Kernel 2: 108.329002 Copyback: 0.018000 Sum: 0.025000 It 1,Best ac:0.000863 1.000000 fi:0.202243. Ave ac:0.007223,0.011960 Initialization: 6.623000 Memcpy Classifiers: 0.469000 Memcpy Instances: 12.464000 Kernel 1: 0.024000 Kernel 2: 108.806999 Copyback: 0.017000 Sum: 0.030000 It 2,Best ac:0.001079 1.000000 fi:0.099964. Ave ac:0.007334,0.010151 Initialization: 6.686000 Memcpy Classifiers: 0.468000 Memcpy Instances: 10.892000 Kernel 1: 0.033000 Kernel 2: 105.473999 Copyback: 0.017000 Sum: 0.030000 It 3,Best ac:0.001295 1.000000 fi:0.099890. Ave ac:0.005808,0.008632 Initialization: 6.510000 Memcpy Classifiers: 0.523000 Memcpy Instances: 9.063000 Kernel 1: 0.026000 Kernel 2: 101.954002 Copyback: 0.017000 Sum: 0.028000 It 4,Best ac:0.001943 1.000000 fi:0.099668. Ave ac:0.005917,0.010267 Initialization: 6.529000 Memcpy Classifiers: 0.487000 Memcpy Instances: 9.071000 Kernel 1: 0.025000 Kernel 2: 101.955002 Copyback: 0.017000 Sum: 0.027000 It 5,Best ac:0.001295 1.000000 fi:0.099890. Ave ac:0.004705,0.008883 Initialization: 6.484000 Memcpy Classifiers: 0.451000 Memcpy Instances: 9.095000 Kernel 1: 0.025000 Kernel 2: 101.365997 Copyback: 0.017000 Sum: 0.032000 It 6,Best ac:0.003238 1.000000 fi:0.099225. Ave ac:0.004082,0.005645 Initialization: 6.582000 Memcpy Classifiers: 0.469000 Memcpy Instances: 9.071000 Kernel 1: 0.025000 Kernel 2: 98.649002 Copyback: 0.018000 Sum: 0.029000 It 7,Best ac:0.002591 1.000000 fi:0.099446. Ave ac:0.003463,0.005967 Initialization: 6.544000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.088000 Kernel 1: 0.025000 Kernel 2: 100.127998 Copyback: 0.018000 Sum: 0.027000 It 8,Best ac:0.001943 1.000000 fi:0.099668. Ave ac:0.003359,0.005445 Initialization: 6.538000 Memcpy Classifiers: 0.469000 Memcpy Instances: 9.110000 Kernel 1: 0.024000 Kernel 2: 99.119003 Copyback: 0.017000 Sum: 0.027000 It 9,Best ac:0.002591 1.000000 fi:0.099446. Ave ac:0.002451,0.003523 Iteration 10:MDL fitness activated Error 0.099446 TL 0.032153 MDL Theory Length Weight: 1.0309712870 (4) Initialization: 6.542000 Memcpy Classifiers: 0.452000 Memcpy Instances: 9.077000 Kernel 1: 0.026000 Kernel 2: 101.949997 Copyback: 0.017000 Sum: 0.028000 It 10,Best ac:0.001727 1.000000 fi:0.128546. Ave ac:0.002837,0.003668 Initialization: 6.568000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.084000 Kernel 1: 0.026000 Kernel 2: 100.140999 Copyback: 0.017000 Sum: 0.028000 It 11,Best ac:0.001295 1.000000 fi:0.127617. Ave ac:0.003628,0.008746 Initialization: 6.587000 Memcpy Classifiers: 0.454000 Memcpy Instances: 9.094000 Kernel 1: 0.026000 Kernel 2: 102.000999 Copyback: 0.018000 Sum: 0.028000 It 12,Best ac:0.001079 1.000000 fi:0.128768. Ave ac:0.003531,0.005284 Initialization: 6.476000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.104000 Kernel 1: 0.025000 Kernel 2: 98.095001 Copyback: 0.017000 Sum: 0.027000 It 13,Best ac:0.001727 1.000000 fi:0.131648. Ave ac:0.002815,0.004611 Initialization: 6.525000 Memcpy Classifiers: 0.398000 Memcpy Instances: 9.079000 Kernel 1: 0.026000 Kernel 2: 97.689003 Copyback: 0.017000 Sum: 0.028000 It 14,Best ac:0.001295 1.000000 fi:0.129069. Ave ac:0.003356,0.007099 Initialization: 6.763000 Memcpy Classifiers: 0.452000 Memcpy Instances: 9.280000 Kernel 1: 0.030000 Kernel 2: 100.317001 Copyback: 0.018000 Sum: 0.028000 It 15,Best ac:0.003238 1.000000 fi:0.128028. Ave ac:0.003396,0.003794 Initialization: 6.527000 Memcpy Classifiers: 0.435000 Memcpy Instances: 9.063000 Kernel 1: 0.026000 Kernel 2: 99.522003 Copyback: 0.017000 Sum: 0.028000 It 16,Best ac:0.004750 1.000000 fi:0.121210. Ave ac:0.002934,0.003408 Initialization: 6.569000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.064000 Kernel 1: 0.025000 Kernel 2: 100.644997 Copyback: 0.017000 Sum: 0.029000 It 17,Best ac:0.001295 1.000000 fi:0.124055. Ave ac:0.002972,0.005615 Initialization: 6.554000 Memcpy Classifiers: 0.451000 Memcpy Instances: 9.108000 Kernel 1: 0.024000 Kernel 2: 95.644997 Copyback: 0.017000 Sum: 0.030000 It 18,Best ac:0.001295 1.000000 fi:0.122233. Ave ac:0.004197,0.013839 Initialization: 6.372000 Memcpy Classifiers: 0.450000 Memcpy Instances: 9.077000 Kernel 1: 0.026000 Kernel 2: 93.629997 Copyback: 0.017000 Sum: 0.032000 It 19,Best ac:0.001079 1.000000 fi:0.126828. Ave ac:0.004425,0.012644 Initialization: 6.522000 Memcpy Classifiers: 0.417000 Memcpy Instances: 9.097000 Kernel 1: 0.027000 Kernel 2: 94.336998 Copyback: 0.017000 Sum: 0.030000 It 20,Best ac:0.001727 1.000000 fi:0.127360. Ave ac:0.004119,0.010608 Initialization: 6.634000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.085000 Kernel 1: 0.025000 Kernel 2: 96.852997 Copyback: 0.018000 Sum: 0.029000 It 21,Best ac:0.001079 1.000000 fi:0.122052. Ave ac:0.003557,0.007000 Initialization: 6.582000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.064000 Kernel 1: 0.028000 Kernel 2: 99.650002 Copyback: 0.017000 Sum: 0.029000 It 22,Best ac:0.001511 1.000000 fi:0.114519. Ave ac:0.003262,0.005543 Initialization: 6.487000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.083000 Kernel 1: 0.026000 Kernel 2: 96.029999 Copyback: 0.017000 Sum: 0.025000 It 23,Best ac:0.002374 1.000000 fi:0.119684. Ave ac:0.003653,0.008930 Initialization: 6.557000 Memcpy Classifiers: 0.417000 Memcpy Instances: 9.079000 Kernel 1: 0.026000 Kernel 2: 95.237999 Copyback: 0.017000 Sum: 0.027000 It 24,Best ac:0.002159 1.000000 fi:0.122561. Ave ac:0.004181,0.011362 Initialization: 6.577000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.076000 Kernel 1: 0.026000 Kernel 2: 97.567001 Copyback: 0.017000 Sum: 0.026000 It 25,Best ac:0.001295 1.000000 fi:0.128694. Ave ac:0.003272,0.006530 Initialization: 6.593000 Memcpy Classifiers: 0.451000 Memcpy Instances: 9.066000 Kernel 1: 0.027000 Kernel 2: 97.820999 Copyback: 0.017000 Sum: 0.027000 It 26,Best ac:0.001079 1.000000 fi:0.123814. Ave ac:0.004063,0.009623 Initialization: 6.566000 Memcpy Classifiers: 0.417000 Memcpy Instances: 9.080000 Kernel 1: 0.026000 Kernel 2: 97.107002 Copyback: 0.018000 Sum: 0.026000 It 27,Best ac:0.001727 1.000000 fi:0.121830. Ave ac:0.003141,0.005787 Initialization: 6.493000 Memcpy Classifiers: 0.398000 Memcpy Instances: 9.084000 Kernel 1: 0.026000 Kernel 2: 97.163002 Copyback: 0.017000 Sum: 0.028000 It 28,Best ac:0.003453 1.000000 fi:0.119315. Ave ac:0.004176,0.015104 Initialization: 6.587000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.110000 Kernel 1: 0.026000 Kernel 2: 99.404999 Copyback: 0.017000 Sum: 0.026000 It 29,Best ac:0.001727 1.000000 fi:0.114445. Ave ac:0.003960,0.014556 Initialization: 6.552000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.085000 Kernel 1: 0.027000 Kernel 2: 95.112000 Copyback: 0.017000 Sum: 0.030000 It 30,Best ac:0.001079 1.000000 fi:0.120827. Ave ac:0.003652,0.011456 Initialization: 6.562000 Memcpy Classifiers: 0.435000 Memcpy Instances: 9.068000 Kernel 1: 0.025000 Kernel 2: 98.314003 Copyback: 0.017000 Sum: 0.034000 It 31,Best ac:0.002806 1.000000 fi:0.114804. Ave ac:0.005956,0.014514 Initialization: 6.520000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.120000 Kernel 1: 0.025000 Kernel 2: 96.514000 Copyback: 0.017000 Sum: 0.030000 It 32,Best ac:0.001295 1.000000 fi:0.115493. Ave ac:0.006151,0.014486 Initialization: 6.474000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.082000 Kernel 1: 0.026000 Kernel 2: 95.488998 Copyback: 0.017000 Sum: 0.025000 It 33,Best ac:0.002590 1.000000 fi:0.114150. Ave ac:0.004515,0.015075 Initialization: 21.579000 Memcpy Instances: 558.296021 Memcpy Classifiers: 0.080000 Kernel 1: 0.029000 Kernel 2: 474.727997 Copyback: 0.369000 Sum: 0.007000 Memcpy Classifiers: 0.067000 Kernel 1: 0.016000 Kernel 2: 491.460999 Copyback: 0.014000 Sum: 0.000000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 476.178009 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 483.001007 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.077000 Kernel 1: 0.017000 Kernel 2: 464.369995 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 478.299988 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.014000 Kernel 2: 487.967010 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 476.631012 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.096000 Kernel 1: 0.021000 Kernel 2: 491.903992 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.012000 Kernel 2: 508.263000 Copyback: 0.014000 Sum: 0.000000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 487.614014 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.077000 Kernel 1: 0.016000 Kernel 2: 479.751007 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 482.480011 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.012000 Kernel 2: 505.829010 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.013000 Kernel 2: 188.156998 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.002046 0.846429 fi:0.267907. Ave ac:0.005219,0.025569 Best acc 0.002046 0.846429 Initialization: 6.657000 Memcpy Classifiers: 0.577000 Memcpy Instances: 9.060000 Kernel 1: 0.027000 Kernel 2: 112.375999 Copyback: 0.017000 Sum: 0.032000 Initial population average accuracy1:0.006600 accuracy2:0.265087 Initialization: 6.508000 Memcpy Classifiers: 0.488000 Memcpy Instances: 9.105000 Kernel 1: 0.024000 Kernel 2: 113.528000 Copyback: 0.017000 Sum: 0.044000 It 0,Best ac:0.001079 1.000000 fi:0.099964. Ave ac:0.008906,0.016104 Initialization: 6.547000 Memcpy Classifiers: 0.487000 Memcpy Instances: 9.106000 Kernel 1: 0.025000 Kernel 2: 109.603996 Copyback: 0.017000 Sum: 0.025000 It 1,Best ac:0.001079 1.000000 fi:0.099964. Ave ac:0.007863,0.014349 Initialization: 7.627000 Memcpy Classifiers: 0.674000 Memcpy Instances: 11.394000 Kernel 1: 0.026000 Kernel 2: 108.797997 Copyback: 0.017000 Sum: 0.025000 It 2,Best ac:0.001079 1.000000 fi:0.099964. Ave ac:0.006919,0.011247 Initialization: 6.631000 Memcpy Classifiers: 0.500000 Memcpy Instances: 12.403000 Kernel 1: 0.026000 Kernel 2: 106.500999 Copyback: 0.017000 Sum: 0.025000 It 3,Best ac:0.001295 1.000000 fi:0.099890. Ave ac:0.006442,0.011201 Initialization: 6.989000 Memcpy Classifiers: 0.775000 Memcpy Instances: 14.436000 Kernel 1: 0.036000 Kernel 2: 106.027000 Copyback: 0.018000 Sum: 0.034000 It 4,Best ac:0.001727 1.000000 fi:0.099742. Ave ac:0.004645,0.006586 Initialization: 8.108000 Memcpy Classifiers: 0.673000 Memcpy Instances: 13.009000 Kernel 1: 0.028000 Kernel 2: 103.042000 Copyback: 0.023000 Sum: 0.030000 It 5,Best ac:0.004964 1.000000 fi:0.098665. Ave ac:0.003649,0.005335 Initialization: 6.686000 Memcpy Classifiers: 0.470000 Memcpy Instances: 9.326000 Kernel 1: 0.025000 Kernel 2: 104.613998 Copyback: 0.019000 Sum: 0.035000 It 6,Best ac:0.002374 1.000000 fi:0.099520. Ave ac:0.003677,0.004456 Initialization: 7.467000 Memcpy Classifiers: 0.700000 Memcpy Instances: 12.956000 Kernel 1: 0.027000 Kernel 2: 104.758003 Copyback: 0.017000 Sum: 0.030000 It 7,Best ac:0.002591 1.000000 fi:0.099446. Ave ac:0.002692,0.003805 Initialization: 8.843000 Memcpy Classifiers: 0.451000 Memcpy Instances: 12.363000 Kernel 1: 0.025000 Kernel 2: 105.250999 Copyback: 0.018000 Sum: 0.027000 It 8,Best ac:0.003454 1.000000 fi:0.099150. Ave ac:0.002763,0.003500 Initialization: 7.616000 Memcpy Classifiers: 0.452000 Memcpy Instances: 12.032000 Kernel 1: 0.025000 Kernel 2: 102.109001 Copyback: 0.018000 Sum: 0.032000 It 9,Best ac:0.002159 1.000000 fi:0.099594. Ave ac:0.002655,0.003181 Iteration 10:MDL fitness activated Error 0.099594 TL 0.029305 MDL Theory Length Weight: 1.1328615974 (5) Initialization: 8.292000 Memcpy Classifiers: 0.417000 Memcpy Instances: 9.063000 Kernel 1: 0.025000 Kernel 2: 101.524002 Copyback: 0.018000 Sum: 0.044000 It 10,Best ac:0.001079 1.000000 fi:0.124915. Ave ac:0.003321,0.003845 Initialization: 7.767000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.100000 Kernel 1: 0.027000 Kernel 2: 103.910004 Copyback: 0.017000 Sum: 0.030000 It 11,Best ac:0.001511 1.000000 fi:0.127411. Ave ac:0.002791,0.003395 Initialization: 8.938000 Memcpy Classifiers: 0.627000 Memcpy Instances: 11.984000 Kernel 1: 0.029000 Kernel 2: 104.704002 Copyback: 0.018000 Sum: 0.033000 It 12,Best ac:0.001079 1.000000 fi:0.128251. Ave ac:0.002528,0.004008 Initialization: 6.534000 Memcpy Classifiers: 0.398000 Memcpy Instances: 10.400000 Kernel 1: 0.028000 Kernel 2: 100.206001 Copyback: 0.017000 Sum: 0.031000 It 13,Best ac:0.001511 1.000000 fi:0.123426. Ave ac:0.003927,0.004758 Initialization: 8.003000 Memcpy Classifiers: 0.565000 Memcpy Instances: 11.303000 Kernel 1: 0.028000 Kernel 2: 99.224998 Copyback: 0.017000 Sum: 0.030000 It 14,Best ac:0.001943 1.000000 fi:0.126412. Ave ac:0.002965,0.003465 Initialization: 8.091000 Memcpy Classifiers: 0.415000 Memcpy Instances: 9.079000 Kernel 1: 0.026000 Kernel 2: 99.105003 Copyback: 0.017000 Sum: 0.036000 It 15,Best ac:0.001511 1.000000 fi:0.122379. Ave ac:0.003285,0.003969 Initialization: 7.631000 Memcpy Classifiers: 0.398000 Memcpy Instances: 12.448000 Kernel 1: 0.026000 Kernel 2: 96.113998 Copyback: 0.016000 Sum: 0.037000 It 16,Best ac:0.001727 1.000000 fi:0.128747. Ave ac:0.003086,0.004488 Initialization: 7.986000 Memcpy Classifiers: 0.364000 Memcpy Instances: 9.075000 Kernel 1: 0.026000 Kernel 2: 92.568001 Copyback: 0.017000 Sum: 0.033000 It 17,Best ac:0.001727 1.000000 fi:0.121725. Ave ac:0.002591,0.003616 Initialization: 6.535000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.107000 Kernel 1: 0.025000 Kernel 2: 93.956001 Copyback: 0.017000 Sum: 0.032000 It 18,Best ac:0.003022 1.000000 fi:0.124022. Ave ac:0.003185,0.004296 Initialization: 6.525000 Memcpy Classifiers: 0.322000 Memcpy Instances: 10.324000 Kernel 1: 0.026000 Kernel 2: 93.927002 Copyback: 0.017000 Sum: 0.032000 It 19,Best ac:0.003885 1.000000 fi:0.124330. Ave ac:0.003748,0.005578 Initialization: 6.527000 Memcpy Classifiers: 0.342000 Memcpy Instances: 12.137000 Kernel 1: 0.029000 Kernel 2: 92.174004 Copyback: 0.017000 Sum: 0.031000 It 20,Best ac:0.001727 1.000000 fi:0.118926. Ave ac:0.003171,0.004779 Initialization: 6.916000 Memcpy Classifiers: 0.341000 Memcpy Instances: 12.315000 Kernel 1: 0.027000 Kernel 2: 89.290001 Copyback: 0.017000 Sum: 0.034000 It 21,Best ac:0.001079 1.000000 fi:0.124773. Ave ac:0.002753,0.004161 Initialization: 8.665000 Memcpy Classifiers: 0.591000 Memcpy Instances: 13.271000 Kernel 1: 0.029000 Kernel 2: 90.115997 Copyback: 0.018000 Sum: 0.045000 It 22,Best ac:0.001079 1.000000 fi:0.123574. Ave ac:0.003971,0.004609 Initialization: 6.571000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.666000 Kernel 1: 0.024000 Kernel 2: 89.771004 Copyback: 0.019000 Sum: 0.041000 It 23,Best ac:0.004533 1.000000 fi:0.117775. Ave ac:0.003455,0.006680 Initialization: 6.493000 Memcpy Classifiers: 0.321000 Memcpy Instances: 12.596000 Kernel 1: 0.030000 Kernel 2: 89.450996 Copyback: 0.017000 Sum: 0.031000 It 24,Best ac:0.001943 1.000000 fi:0.120772. Ave ac:0.003361,0.004701 Initialization: 6.591000 Memcpy Classifiers: 0.383000 Memcpy Instances: 10.048000 Kernel 1: 0.027000 Kernel 2: 89.403999 Copyback: 0.017000 Sum: 0.030000 It 25,Best ac:0.002158 1.000000 fi:0.120851. Ave ac:0.002419,0.003012 Initialization: 6.546000 Memcpy Classifiers: 0.361000 Memcpy Instances: 9.086000 Kernel 1: 0.026000 Kernel 2: 89.248001 Copyback: 0.018000 Sum: 0.032000 It 26,Best ac:0.001295 1.000000 fi:0.118701. Ave ac:0.003588,0.005323 Initialization: 7.732000 Memcpy Classifiers: 0.541000 Memcpy Instances: 12.973000 Kernel 1: 0.029000 Kernel 2: 89.791000 Copyback: 0.017000 Sum: 0.031000 It 27,Best ac:0.002158 1.000000 fi:0.122095. Ave ac:0.002887,0.004041 Initialization: 6.607000 Memcpy Classifiers: 0.361000 Memcpy Instances: 9.093000 Kernel 1: 0.024000 Kernel 2: 89.876999 Copyback: 0.018000 Sum: 0.037000 It 28,Best ac:0.001295 1.000000 fi:0.123842. Ave ac:0.003509,0.005759 Initialization: 6.512000 Memcpy Classifiers: 0.361000 Memcpy Instances: 9.071000 Kernel 1: 0.025000 Kernel 2: 90.345001 Copyback: 0.017000 Sum: 0.027000 It 29,Best ac:0.003022 1.000000 fi:0.121891. Ave ac:0.002587,0.003922 Initialization: 8.639000 Memcpy Classifiers: 0.615000 Memcpy Instances: 13.229000 Kernel 1: 0.026000 Kernel 2: 87.987000 Copyback: 0.017000 Sum: 0.030000 It 30,Best ac:0.003453 1.000000 fi:0.117607. Ave ac:0.002881,0.002934 Initialization: 7.298000 Memcpy Classifiers: 0.340000 Memcpy Instances: 9.089000 Kernel 1: 0.027000 Kernel 2: 87.375000 Copyback: 0.019000 Sum: 0.038000 It 31,Best ac:0.001943 1.000000 fi:0.118125. Ave ac:0.002846,0.004113 Initialization: 8.796000 Memcpy Classifiers: 0.554000 Memcpy Instances: 11.844000 Kernel 1: 0.025000 Kernel 2: 89.053001 Copyback: 0.018000 Sum: 0.027000 It 32,Best ac:0.003022 1.000000 fi:0.118786. Ave ac:0.003190,0.003809 Initialization: 7.863000 Memcpy Classifiers: 0.498000 Memcpy Instances: 11.185000 Kernel 1: 0.025000 Kernel 2: 88.461998 Copyback: 0.018000 Sum: 0.038000 It 33,Best ac:0.003455 1.000000 fi:0.117603. Ave ac:0.002251,0.002255 Initialization: 25.098000 Memcpy Instances: 559.312988 Memcpy Classifiers: 0.061000 Kernel 1: 0.027000 Kernel 2: 455.428986 Copyback: 0.016000 Sum: 0.017000 Memcpy Classifiers: 0.085000 Kernel 1: 0.022000 Kernel 2: 460.282013 Copyback: 0.364000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.017000 Kernel 2: 448.717010 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.016000 Kernel 2: 470.348999 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.013000 Kernel 2: 461.006012 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.013000 Kernel 2: 464.716003 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.012000 Kernel 2: 451.266998 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.069000 Kernel 1: 0.016000 Kernel 2: 465.091003 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.012000 Kernel 2: 448.786011 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.079000 Kernel 1: 0.020000 Kernel 2: 465.164001 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.069000 Kernel 1: 0.016000 Kernel 2: 459.674988 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 468.740997 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.012000 Kernel 2: 452.838989 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 459.856995 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.013000 Kernel 2: 177.035995 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.001157 0.896321 fi:0.232621. Ave ac:0.002380,0.008342 Best acc 0.001157 0.896321 Rule:Att PSSM_-3_7 is [-6.454574,-1.545426]|Att PSSM_-2_11 is [0.286024,5.166631]|Att PSSM_-1_7 is [<-2.813615]|Att PSSM_-1_11 is [-4.727010,2.727010]|Att PSSM_0_1 is [>1.527029]|Att PSSM_0_12 is [<-3.039330]|Att PSSM_1_17 is [<2.275746]|Att PSSM_3_5 is [<4.929131]|1 Accuracy : 0.710673 0 1 163762 318 67569 2989 Removed 299 instances. 231331 Instances left. Acc of rule 0.001157-0.896321 Initialization: 6.685000 Memcpy Classifiers: 0.524000 Memcpy Instances: 10.791000 Kernel 1: 0.025000 Kernel 2: 113.028000 Copyback: 0.019000 Sum: 0.041000 Initial population average accuracy1:0.005775 accuracy2:0.281651 Initialization: 7.984000 Memcpy Classifiers: 0.726000 Memcpy Instances: 11.387000 Kernel 1: 0.025000 Kernel 2: 111.648003 Copyback: 0.019000 Sum: 0.061000 It 0,Best ac:0.001729 1.000000 fi:0.099740. Ave ac:0.007554,0.014516 Initialization: 7.920000 Memcpy Classifiers: 0.669000 Memcpy Instances: 12.042000 Kernel 1: 0.036000 Kernel 2: 109.550003 Copyback: 0.023000 Sum: 0.040000 It 1,Best ac:0.001081 0.833333 fi:0.266629. Ave ac:0.008083,0.014516 Initialization: 6.537000 Memcpy Classifiers: 0.505000 Memcpy Instances: 9.098000 Kernel 1: 0.024000 Kernel 2: 104.344002 Copyback: 0.017000 Sum: 0.033000 It 2,Best ac:0.001297 1.000000 fi:0.099888. Ave ac:0.006822,0.013235 Initialization: 6.978000 Memcpy Classifiers: 0.549000 Memcpy Instances: 14.135000 Kernel 1: 0.027000 Kernel 2: 101.317001 Copyback: 0.017000 Sum: 0.033000 It 3,Best ac:0.002378 1.000000 fi:0.099517. Ave ac:0.007344,0.014238 Initialization: 8.838000 Memcpy Classifiers: 0.417000 Memcpy Instances: 9.050000 Kernel 1: 0.026000 Kernel 2: 99.527000 Copyback: 0.019000 Sum: 0.037000 It 4,Best ac:0.002162 1.000000 fi:0.099591. Ave ac:0.005188,0.009828 Initialization: 6.596000 Memcpy Classifiers: 0.416000 Memcpy Instances: 12.787000 Kernel 1: 0.026000 Kernel 2: 97.012001 Copyback: 0.017000 Sum: 0.027000 It 5,Best ac:0.002378 1.000000 fi:0.099517. Ave ac:0.004498,0.009740 Initialization: 6.662000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.071000 Kernel 1: 0.025000 Kernel 2: 95.586998 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.001513 1.000000 fi:0.099814. Ave ac:0.003998,0.007409 Initialization: 6.667000 Memcpy Classifiers: 0.379000 Memcpy Instances: 9.069000 Kernel 1: 0.025000 Kernel 2: 92.674004 Copyback: 0.017000 Sum: 0.036000 It 7,Best ac:0.001729 1.000000 fi:0.099740. Ave ac:0.003538,0.004671 Initialization: 6.480000 Memcpy Classifiers: 0.380000 Memcpy Instances: 12.051000 Kernel 1: 0.029000 Kernel 2: 92.689003 Copyback: 0.018000 Sum: 0.043000 It 8,Best ac:0.002810 1.000000 fi:0.099368. Ave ac:0.004210,0.007954 Initialization: 8.685000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.154000 Kernel 1: 0.024000 Kernel 2: 90.433998 Copyback: 0.017000 Sum: 0.032000 It 9,Best ac:0.002810 1.000000 fi:0.099368. Ave ac:0.003364,0.006198 Iteration 10:MDL fitness activated Error 0.099368 TL 0.030691 MDL Theory Length Weight: 1.0792276232 (2) Initialization: 6.537000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.057000 Kernel 1: 0.041000 Kernel 2: 92.707001 Copyback: 0.017000 Sum: 0.032000 It 10,Best ac:0.001513 1.000000 fi:0.128115. Ave ac:0.003767,0.006823 Initialization: 6.509000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.121000 Kernel 1: 0.025000 Kernel 2: 91.102997 Copyback: 0.018000 Sum: 0.031000 It 11,Best ac:0.001297 1.000000 fi:0.125959. Ave ac:0.003479,0.007104 Initialization: 7.481000 Memcpy Classifiers: 0.380000 Memcpy Instances: 10.363000 Kernel 1: 0.023000 Kernel 2: 91.836998 Copyback: 0.017000 Sum: 0.034000 It 12,Best ac:0.001513 1.000000 fi:0.127771. Ave ac:0.002824,0.004162 Initialization: 6.681000 Memcpy Classifiers: 0.352000 Memcpy Instances: 11.164000 Kernel 1: 0.024000 Kernel 2: 93.834000 Copyback: 0.017000 Sum: 0.029000 It 13,Best ac:0.001945 1.000000 fi:0.120732. Ave ac:0.004284,0.009621 Initialization: 7.850000 Memcpy Classifiers: 0.540000 Memcpy Instances: 10.180000 Kernel 1: 0.026000 Kernel 2: 92.666000 Copyback: 0.018000 Sum: 0.035000 It 14,Best ac:0.001081 1.000000 fi:0.124959. Ave ac:0.003397,0.005215 Initialization: 6.637000 Memcpy Classifiers: 0.648000 Memcpy Instances: 11.671000 Kernel 1: 0.026000 Kernel 2: 95.456001 Copyback: 0.018000 Sum: 0.029000 It 15,Best ac:0.003458 1.000000 fi:0.124373. Ave ac:0.003343,0.006246 Initialization: 6.632000 Memcpy Classifiers: 0.362000 Memcpy Instances: 12.241000 Kernel 1: 0.024000 Kernel 2: 93.175003 Copyback: 0.017000 Sum: 0.028000 It 16,Best ac:0.001296 1.000000 fi:0.124308. Ave ac:0.003007,0.006694 Initialization: 7.988000 Memcpy Classifiers: 0.379000 Memcpy Instances: 12.442000 Kernel 1: 0.024000 Kernel 2: 94.446999 Copyback: 0.017000 Sum: 0.027000 It 17,Best ac:0.002378 1.000000 fi:0.123837. Ave ac:0.002896,0.004754 Initialization: 7.593000 Memcpy Classifiers: 0.382000 Memcpy Instances: 11.521000 Kernel 1: 0.024000 Kernel 2: 95.134003 Copyback: 0.017000 Sum: 0.029000 It 18,Best ac:0.001513 1.000000 fi:0.120880. Ave ac:0.002885,0.006239 Initialization: 6.530000 Memcpy Classifiers: 0.362000 Memcpy Instances: 13.463000 Kernel 1: 0.027000 Kernel 2: 93.077003 Copyback: 0.017000 Sum: 0.031000 It 19,Best ac:0.002377 1.000000 fi:0.125413. Ave ac:0.002875,0.004359 Initialization: 6.455000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.077000 Kernel 1: 0.026000 Kernel 2: 94.010002 Copyback: 0.019000 Sum: 0.039000 It 20,Best ac:0.001513 1.000000 fi:0.123805. Ave ac:0.002781,0.004292 Initialization: 6.351000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.099000 Kernel 1: 0.038000 Kernel 2: 93.299004 Copyback: 0.017000 Sum: 0.029000 It 21,Best ac:0.003026 1.000000 fi:0.118237. Ave ac:0.003712,0.012385 Initialization: 8.751000 Memcpy Classifiers: 0.616000 Memcpy Instances: 11.718000 Kernel 1: 0.026000 Kernel 2: 92.469002 Copyback: 0.017000 Sum: 0.030000 It 22,Best ac:0.001297 1.000000 fi:0.124444. Ave ac:0.003338,0.006390 Initialization: 8.054000 Memcpy Classifiers: 0.490000 Memcpy Instances: 13.012000 Kernel 1: 0.024000 Kernel 2: 91.732002 Copyback: 0.017000 Sum: 0.039000 It 23,Best ac:0.001945 1.000000 fi:0.120475. Ave ac:0.004489,0.006711 Initialization: 7.784000 Memcpy Classifiers: 0.489000 Memcpy Instances: 10.957000 Kernel 1: 0.034000 Kernel 2: 92.264000 Copyback: 0.017000 Sum: 0.032000 It 24,Best ac:0.003243 1.000000 fi:0.116636. Ave ac:0.003882,0.005925 Initialization: 6.593000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.192000 Kernel 1: 0.035000 Kernel 2: 90.528000 Copyback: 0.017000 Sum: 0.039000 It 25,Best ac:0.001513 1.000000 fi:0.121460. Ave ac:0.004081,0.006794 Initialization: 8.852000 Memcpy Classifiers: 0.361000 Memcpy Instances: 10.445000 Kernel 1: 0.032000 Kernel 2: 88.661003 Copyback: 0.018000 Sum: 0.035000 It 26,Best ac:0.001081 1.000000 fi:0.123775. Ave ac:0.002812,0.007034 Initialization: 7.737000 Memcpy Classifiers: 0.364000 Memcpy Instances: 10.875000 Kernel 1: 0.024000 Kernel 2: 89.344002 Copyback: 0.018000 Sum: 0.032000 It 27,Best ac:0.003459 1.000000 fi:0.118748. Ave ac:0.003362,0.004773 Initialization: 7.762000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.178000 Kernel 1: 0.023000 Kernel 2: 89.318001 Copyback: 0.017000 Sum: 0.029000 It 28,Best ac:0.003025 1.000000 fi:0.117651. Ave ac:0.003911,0.007795 Initialization: 7.756000 Memcpy Classifiers: 0.346000 Memcpy Instances: 11.629000 Kernel 1: 0.025000 Kernel 2: 87.611000 Copyback: 0.017000 Sum: 0.029000 It 29,Best ac:0.001297 1.000000 fi:0.117269. Ave ac:0.003420,0.005261 Initialization: 7.853000 Memcpy Classifiers: 0.474000 Memcpy Instances: 11.009000 Kernel 1: 0.026000 Kernel 2: 85.096001 Copyback: 0.019000 Sum: 0.040000 It 30,Best ac:0.001946 1.000000 fi:0.116917. Ave ac:0.002890,0.004880 Initialization: 8.258000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.131000 Kernel 1: 0.025000 Kernel 2: 84.498001 Copyback: 0.018000 Sum: 0.040000 It 31,Best ac:0.001729 1.000000 fi:0.123512. Ave ac:0.003306,0.006523 Initialization: 7.744000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.052000 Kernel 1: 0.025000 Kernel 2: 85.801003 Copyback: 0.017000 Sum: 0.028000 It 32,Best ac:0.002378 1.000000 fi:0.116768. Ave ac:0.003516,0.005321 Initialization: 6.464000 Memcpy Classifiers: 0.398000 Memcpy Instances: 11.176000 Kernel 1: 0.025000 Kernel 2: 85.816002 Copyback: 0.017000 Sum: 0.027000 It 33,Best ac:0.002378 1.000000 fi:0.117559. Ave ac:0.004556,0.010113 MDL Theory Length Weight: 0.9713048609 (10) Initialization: 21.822001 Memcpy Instances: 545.469971 Memcpy Classifiers: 0.069000 Kernel 1: 0.029000 Kernel 2: 455.812012 Copyback: 0.017000 Sum: 0.016000 Memcpy Classifiers: 0.078000 Kernel 1: 0.021000 Kernel 2: 446.459015 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.015000 Kernel 2: 446.181000 Copyback: 0.367000 Sum: 0.002000 Memcpy Classifiers: 0.054000 Kernel 1: 0.013000 Kernel 2: 433.778015 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.078000 Kernel 1: 0.021000 Kernel 2: 442.278015 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.016000 Kernel 2: 450.037994 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.016000 Kernel 2: 438.744995 Copyback: 0.018000 Sum: 0.002000 Memcpy Classifiers: 0.076000 Kernel 1: 0.020000 Kernel 2: 448.951996 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.078000 Kernel 1: 0.022000 Kernel 2: 437.537994 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.076000 Kernel 1: 0.021000 Kernel 2: 457.515015 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.012000 Kernel 2: 448.717987 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.075000 Kernel 1: 0.020000 Kernel 2: 432.694000 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.015000 Kernel 2: 452.535004 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.011000 Kernel 2: 445.309998 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.012000 Kernel 2: 185.091003 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.001491 0.856079 fi:0.263223. Ave ac:0.003341,0.013241 Best acc 0.001491 0.856079 Initialization: 7.273000 Memcpy Classifiers: 0.542000 Memcpy Instances: 12.395000 Kernel 1: 0.028000 Kernel 2: 111.377998 Copyback: 0.018000 Sum: 0.035000 Initial population average accuracy1:0.005180 accuracy2:0.278285 Initialization: 9.248000 Memcpy Classifiers: 0.871000 Memcpy Instances: 11.483000 Kernel 1: 0.034000 Kernel 2: 109.761002 Copyback: 0.020000 Sum: 0.059000 It 0,Best ac:0.001081 1.000000 fi:0.099962. Ave ac:0.006735,0.011662 Initialization: 8.126000 Memcpy Classifiers: 0.674000 Memcpy Instances: 11.298000 Kernel 1: 0.030000 Kernel 2: 107.681999 Copyback: 0.018000 Sum: 0.039000 It 1,Best ac:0.003243 0.833333 fi:0.265886. Ave ac:0.005834,0.008999 Initialization: 9.851000 Memcpy Classifiers: 0.726000 Memcpy Instances: 11.484000 Kernel 1: 0.028000 Kernel 2: 107.732002 Copyback: 0.017000 Sum: 0.033000 It 2,Best ac:0.000865 1.000000 fi:0.198700. Ave ac:0.005489,0.009184 Initialization: 7.207000 Memcpy Classifiers: 0.903000 Memcpy Instances: 10.734000 Kernel 1: 0.027000 Kernel 2: 107.213997 Copyback: 0.017000 Sum: 0.027000 It 3,Best ac:0.000865 1.000000 fi:0.198700. Ave ac:0.004975,0.007114 Initialization: 6.564000 Memcpy Classifiers: 0.544000 Memcpy Instances: 13.948000 Kernel 1: 0.029000 Kernel 2: 107.253998 Copyback: 0.018000 Sum: 0.026000 It 4,Best ac:0.002377 1.000000 fi:0.099517. Ave ac:0.004927,0.007167 Initialization: 6.647000 Memcpy Classifiers: 0.489000 Memcpy Instances: 9.093000 Kernel 1: 0.025000 Kernel 2: 107.555000 Copyback: 0.017000 Sum: 0.030000 It 5,Best ac:0.001513 1.000000 fi:0.099814. Ave ac:0.005731,0.006929 Initialization: 8.572000 Memcpy Classifiers: 0.887000 Memcpy Instances: 12.115000 Kernel 1: 0.028000 Kernel 2: 107.916000 Copyback: 0.018000 Sum: 0.031000 It 6,Best ac:0.002594 1.000000 fi:0.099442. Ave ac:0.005021,0.006567 Initialization: 6.562000 Memcpy Classifiers: 0.495000 Memcpy Instances: 12.930000 Kernel 1: 0.027000 Kernel 2: 108.452003 Copyback: 0.018000 Sum: 0.037000 It 7,Best ac:0.001945 1.000000 fi:0.099666. Ave ac:0.004740,0.008022 Initialization: 7.518000 Memcpy Classifiers: 0.534000 Memcpy Instances: 13.653000 Kernel 1: 0.030000 Kernel 2: 107.877998 Copyback: 0.017000 Sum: 0.024000 It 8,Best ac:0.003242 1.000000 fi:0.099220. Ave ac:0.004593,0.006675 Initialization: 7.860000 Memcpy Classifiers: 0.665000 Memcpy Instances: 11.206000 Kernel 1: 0.035000 Kernel 2: 106.498001 Copyback: 0.017000 Sum: 0.030000 It 9,Best ac:0.003243 1.000000 fi:0.099220. Ave ac:0.003516,0.005235 Iteration 10:MDL fitness activated Error 0.099220 TL 0.042777 MDL Theory Length Weight: 0.7731559801 (2) Initialization: 9.779000 Memcpy Classifiers: 0.681000 Memcpy Instances: 11.974000 Kernel 1: 0.028000 Kernel 2: 107.331001 Copyback: 0.017000 Sum: 0.032000 It 10,Best ac:0.001513 1.000000 fi:0.115794. Ave ac:0.004365,0.005451 Initialization: 8.644000 Memcpy Classifiers: 0.488000 Memcpy Instances: 9.061000 Kernel 1: 0.023000 Kernel 2: 105.630997 Copyback: 0.018000 Sum: 0.036000 It 11,Best ac:0.001297 1.000000 fi:0.122063. Ave ac:0.004320,0.005331 Initialization: 7.332000 Memcpy Classifiers: 0.488000 Memcpy Instances: 11.541000 Kernel 1: 0.026000 Kernel 2: 105.372002 Copyback: 0.017000 Sum: 0.028000 It 12,Best ac:0.001081 1.000000 fi:0.121819. Ave ac:0.003499,0.005311 Initialization: 6.488000 Memcpy Classifiers: 0.451000 Memcpy Instances: 9.085000 Kernel 1: 0.024000 Kernel 2: 106.568001 Copyback: 0.018000 Sum: 0.036000 It 13,Best ac:0.001081 1.000000 fi:0.119203. Ave ac:0.003499,0.005142 Initialization: 6.556000 Memcpy Classifiers: 0.451000 Memcpy Instances: 9.058000 Kernel 1: 0.026000 Kernel 2: 107.115997 Copyback: 0.017000 Sum: 0.029000 It 14,Best ac:0.001729 1.000000 fi:0.123207. Ave ac:0.003264,0.004558 Initialization: 6.423000 Memcpy Classifiers: 0.525000 Memcpy Instances: 9.073000 Kernel 1: 0.028000 Kernel 2: 105.476997 Copyback: 0.019000 Sum: 0.036000 It 15,Best ac:0.001729 1.000000 fi:0.115720. Ave ac:0.002731,0.004149 Initialization: 6.563000 Memcpy Classifiers: 0.434000 Memcpy Instances: 12.163000 Kernel 1: 0.026000 Kernel 2: 106.864998 Copyback: 0.017000 Sum: 0.030000 It 16,Best ac:0.001081 1.000000 fi:0.120051. Ave ac:0.002945,0.005012 Initialization: 7.550000 Memcpy Classifiers: 0.701000 Memcpy Instances: 11.453000 Kernel 1: 0.025000 Kernel 2: 104.040001 Copyback: 0.018000 Sum: 0.032000 It 17,Best ac:0.001513 1.000000 fi:0.120728. Ave ac:0.003368,0.005777 Initialization: 7.510000 Memcpy Classifiers: 0.457000 Memcpy Instances: 9.042000 Kernel 1: 0.026000 Kernel 2: 105.403999 Copyback: 0.017000 Sum: 0.030000 It 18,Best ac:0.001513 1.000000 fi:0.120003. Ave ac:0.003009,0.003796 Initialization: 6.560000 Memcpy Classifiers: 0.488000 Memcpy Instances: 10.368000 Kernel 1: 0.035000 Kernel 2: 105.167000 Copyback: 0.017000 Sum: 0.025000 It 19,Best ac:0.006268 1.000000 fi:0.121353. Ave ac:0.002829,0.003846 Initialization: 6.469000 Memcpy Classifiers: 0.488000 Memcpy Instances: 9.048000 Kernel 1: 0.026000 Kernel 2: 103.668999 Copyback: 0.017000 Sum: 0.024000 It 20,Best ac:0.001946 1.000000 fi:0.122137. Ave ac:0.003064,0.004321 Initialization: 8.681000 Memcpy Classifiers: 0.774000 Memcpy Instances: 12.913000 Kernel 1: 0.030000 Kernel 2: 103.859001 Copyback: 0.018000 Sum: 0.026000 It 21,Best ac:0.002162 1.000000 fi:0.120616. Ave ac:0.002434,0.002740 Initialization: 7.839000 Memcpy Classifiers: 0.451000 Memcpy Instances: 11.375000 Kernel 1: 0.032000 Kernel 2: 102.754997 Copyback: 0.018000 Sum: 0.041000 It 22,Best ac:0.001513 1.000000 fi:0.115794. Ave ac:0.002115,0.002743 Initialization: 9.067000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.070000 Kernel 1: 0.027000 Kernel 2: 99.486000 Copyback: 0.017000 Sum: 0.030000 It 23,Best ac:0.001081 1.000000 fi:0.120051. Ave ac:0.002583,0.003936 Initialization: 8.147000 Memcpy Classifiers: 0.416000 Memcpy Instances: 12.324000 Kernel 1: 0.026000 Kernel 2: 98.900002 Copyback: 0.017000 Sum: 0.030000 It 24,Best ac:0.001513 1.000000 fi:0.116455. Ave ac:0.002956,0.003755 MDL Theory Length Weight: 0.6958403821 (10) Initialization: 6.508000 Memcpy Classifiers: 0.470000 Memcpy Instances: 9.074000 Kernel 1: 0.025000 Kernel 2: 97.286003 Copyback: 0.018000 Sum: 0.030000 It 25,Best ac:0.001297 1.000000 fi:0.118931. Ave ac:0.002534,0.004086 Initialization: 7.568000 Memcpy Classifiers: 0.488000 Memcpy Instances: 9.455000 Kernel 1: 0.025000 Kernel 2: 97.792000 Copyback: 0.017000 Sum: 0.030000 It 26,Best ac:0.001297 1.000000 fi:0.113935. Ave ac:0.002592,0.003757 Initialization: 6.476000 Memcpy Classifiers: 0.379000 Memcpy Instances: 9.091000 Kernel 1: 0.025000 Kernel 2: 94.327003 Copyback: 0.017000 Sum: 0.032000 It 27,Best ac:0.006269 1.000000 fi:0.114463. Ave ac:0.003089,0.004374 Initialization: 6.477000 Memcpy Classifiers: 0.487000 Memcpy Instances: 9.069000 Kernel 1: 0.025000 Kernel 2: 92.408997 Copyback: 0.017000 Sum: 0.031000 It 28,Best ac:0.004106 1.000000 fi:0.114322. Ave ac:0.002986,0.003810 Initialization: 6.468000 Memcpy Classifiers: 0.470000 Memcpy Instances: 9.071000 Kernel 1: 0.026000 Kernel 2: 91.791000 Copyback: 0.017000 Sum: 0.030000 It 29,Best ac:0.001513 1.000000 fi:0.116134. Ave ac:0.002094,0.002041 Initialization: 6.486000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.098000 Kernel 1: 0.025000 Kernel 2: 90.861000 Copyback: 0.017000 Sum: 0.029000 It 30,Best ac:0.001297 1.000000 fi:0.114865. Ave ac:0.002131,0.002294 Initialization: 6.484000 Memcpy Classifiers: 0.431000 Memcpy Instances: 9.067000 Kernel 1: 0.026000 Kernel 2: 90.824997 Copyback: 0.017000 Sum: 0.030000 It 31,Best ac:0.003458 1.000000 fi:0.116128. Ave ac:0.002917,0.003609 Initialization: 6.532000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.069000 Kernel 1: 0.024000 Kernel 2: 92.092003 Copyback: 0.017000 Sum: 0.030000 It 32,Best ac:0.001513 1.000000 fi:0.116935. Ave ac:0.002167,0.002354 Initialization: 6.493000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.067000 Kernel 1: 0.026000 Kernel 2: 91.260002 Copyback: 0.016000 Sum: 0.029000 It 33,Best ac:0.001729 1.000000 fi:0.117236. Ave ac:0.002399,0.002654 Initialization: 21.704000 Memcpy Instances: 450.342987 Memcpy Classifiers: 0.067000 Kernel 1: 0.029000 Kernel 2: 469.781006 Copyback: 0.015000 Sum: 0.013000 Memcpy Classifiers: 0.058000 Kernel 1: 0.013000 Kernel 2: 469.229004 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.012000 Kernel 2: 469.460999 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.011000 Kernel 2: 470.256989 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.012000 Kernel 2: 478.265015 Copyback: 0.364000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.011000 Kernel 2: 455.289001 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.011000 Kernel 2: 471.072998 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.011000 Kernel 2: 466.890991 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.011000 Kernel 2: 486.699005 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.011000 Kernel 2: 482.696014 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.012000 Kernel 2: 476.559998 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.011000 Kernel 2: 468.179993 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.011000 Kernel 2: 457.704987 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.011000 Kernel 2: 476.729004 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.011000 Kernel 2: 195.904007 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.002269 0.879397 fi:0.240381. Ave ac:0.003968,0.015369 Best acc 0.002269 0.879397 Rule:Att PSSM_-3_6 is [<4.515106]|Att PSSM_-2_2 is [-6.863592,3.445014]|Att PSSM_-2_12 is [<-2.466030]|Att PSSM_-1_12 is [-6.048946,-1.951054]|Att PSSM_0_3 is [<4.880011]|Att PSSM_0_7 is [<-4.851358]|Att PSSM_0_16 is [<1.251107]|Att PSSM_1_6 is [-4.723576,-3.252360]|Att PSSM_1_15 is [-6.953859,3.943330]|Att PSSM_4_12 is [<1.541283]|1 Accuracy : 0.712604 0 1 163690 390 67044 3514 Removed 597 instances. 230734 Instances left. Acc of rule 0.002269-0.879397 Initialization: 6.523000 Memcpy Classifiers: 0.595000 Memcpy Instances: 9.061000 Kernel 1: 0.026000 Kernel 2: 114.094002 Copyback: 0.017000 Sum: 0.031000 Initial population average accuracy1:0.006717 accuracy2:0.278575 Initialization: 6.366000 Memcpy Classifiers: 0.540000 Memcpy Instances: 9.047000 Kernel 1: 0.027000 Kernel 2: 113.598999 Copyback: 0.017000 Sum: 0.057000 It 0,Best ac:0.000867 1.000000 fi:0.192725. Ave ac:0.007672,0.015568 Initialization: 6.459000 Memcpy Classifiers: 0.506000 Memcpy Instances: 9.044000 Kernel 1: 0.026000 Kernel 2: 113.566002 Copyback: 0.017000 Sum: 0.026000 It 1,Best ac:0.003900 0.900000 fi:0.198987. Ave ac:0.007962,0.013400 Initialization: 6.459000 Memcpy Classifiers: 0.506000 Memcpy Instances: 10.847000 Kernel 1: 0.026000 Kernel 2: 110.402000 Copyback: 0.017000 Sum: 0.026000 It 2,Best ac:0.002167 0.909091 fi:0.190495. Ave ac:0.008446,0.014984 Initialization: 6.519000 Memcpy Classifiers: 0.487000 Memcpy Instances: 9.078000 Kernel 1: 0.025000 Kernel 2: 113.934998 Copyback: 0.017000 Sum: 0.026000 It 3,Best ac:0.002384 1.000000 fi:0.099511. Ave ac:0.008154,0.012453 Initialization: 8.296000 Memcpy Classifiers: 0.451000 Memcpy Instances: 9.077000 Kernel 1: 0.024000 Kernel 2: 113.844002 Copyback: 0.365000 Sum: 0.031000 It 4,Best ac:0.001950 1.000000 fi:0.099660. Ave ac:0.008388,0.016405 Initialization: 6.464000 Memcpy Classifiers: 0.487000 Memcpy Instances: 9.037000 Kernel 1: 0.024000 Kernel 2: 111.444000 Copyback: 0.016000 Sum: 0.029000 It 5,Best ac:0.002167 1.000000 fi:0.099585. Ave ac:0.006518,0.013287 Initialization: 6.488000 Memcpy Classifiers: 0.470000 Memcpy Instances: 9.037000 Kernel 1: 0.026000 Kernel 2: 108.620003 Copyback: 0.017000 Sum: 0.026000 It 6,Best ac:0.003034 1.000000 fi:0.099286. Ave ac:0.005521,0.010296 Initialization: 6.523000 Memcpy Classifiers: 0.451000 Memcpy Instances: 9.052000 Kernel 1: 0.025000 Kernel 2: 111.203003 Copyback: 0.017000 Sum: 0.028000 It 7,Best ac:0.002167 1.000000 fi:0.099585. Ave ac:0.005545,0.011188 Initialization: 6.507000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.039000 Kernel 1: 0.027000 Kernel 2: 106.661003 Copyback: 0.017000 Sum: 0.027000 It 8,Best ac:0.002384 1.000000 fi:0.099511. Ave ac:0.005187,0.010842 Initialization: 6.499000 Memcpy Classifiers: 0.471000 Memcpy Instances: 9.057000 Kernel 1: 0.026000 Kernel 2: 108.223000 Copyback: 0.017000 Sum: 0.027000 It 9,Best ac:0.001950 1.000000 fi:0.099660. Ave ac:0.004564,0.009948 Iteration 10:MDL fitness activated Error 0.099660 TL 0.035848 MDL Theory Length Weight: 0.9267020093 (4) Initialization: 6.548000 Memcpy Classifiers: 0.488000 Memcpy Instances: 9.029000 Kernel 1: 0.027000 Kernel 2: 107.056999 Copyback: 0.017000 Sum: 0.026000 It 10,Best ac:0.004767 1.000000 fi:0.128437. Ave ac:0.004104,0.008005 Initialization: 6.450000 Memcpy Classifiers: 0.433000 Memcpy Instances: 9.069000 Kernel 1: 0.025000 Kernel 2: 106.735001 Copyback: 0.017000 Sum: 0.030000 It 11,Best ac:0.001300 1.000000 fi:0.138023. Ave ac:0.004675,0.007726 Initialization: 6.502000 Memcpy Classifiers: 0.415000 Memcpy Instances: 9.027000 Kernel 1: 0.026000 Kernel 2: 104.263000 Copyback: 0.017000 Sum: 0.031000 It 12,Best ac:0.001300 1.000000 fi:0.127242. Ave ac:0.004638,0.006377 Initialization: 6.479000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.035000 Kernel 1: 0.025000 Kernel 2: 107.930000 Copyback: 0.018000 Sum: 0.030000 It 13,Best ac:0.001733 1.000000 fi:0.119697. Ave ac:0.004645,0.007089 Initialization: 6.480000 Memcpy Classifiers: 0.429000 Memcpy Instances: 9.050000 Kernel 1: 0.026000 Kernel 2: 104.018997 Copyback: 0.017000 Sum: 0.030000 It 14,Best ac:0.001083 1.000000 fi:0.125889. Ave ac:0.004471,0.007370 Initialization: 6.533000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.034000 Kernel 1: 0.025000 Kernel 2: 105.466003 Copyback: 0.017000 Sum: 0.029000 It 15,Best ac:0.001951 1.000000 fi:0.121758. Ave ac:0.004254,0.006436 Initialization: 6.593000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.055000 Kernel 1: 0.026000 Kernel 2: 105.896004 Copyback: 0.017000 Sum: 0.027000 It 16,Best ac:0.001951 1.000000 fi:0.125674. Ave ac:0.004729,0.007463 Initialization: 6.511000 Memcpy Classifiers: 0.426000 Memcpy Instances: 9.032000 Kernel 1: 0.024000 Kernel 2: 102.977997 Copyback: 0.017000 Sum: 0.029000 It 17,Best ac:0.002600 1.000000 fi:0.121499. Ave ac:0.004631,0.007676 Initialization: 6.526000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.041000 Kernel 1: 0.027000 Kernel 2: 107.553001 Copyback: 0.017000 Sum: 0.028000 It 18,Best ac:0.001083 1.000000 fi:0.125590. Ave ac:0.004385,0.006904 Initialization: 6.478000 Memcpy Classifiers: 0.415000 Memcpy Instances: 9.032000 Kernel 1: 0.025000 Kernel 2: 104.363998 Copyback: 0.017000 Sum: 0.025000 It 19,Best ac:0.002817 1.000000 fi:0.122939. Ave ac:0.003065,0.004378 Initialization: 6.503000 Memcpy Classifiers: 0.398000 Memcpy Instances: 9.043000 Kernel 1: 0.026000 Kernel 2: 104.860001 Copyback: 0.018000 Sum: 0.026000 It 20,Best ac:0.002600 1.000000 fi:0.122531. Ave ac:0.003915,0.005816 Initialization: 6.510000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.047000 Kernel 1: 0.025000 Kernel 2: 103.257004 Copyback: 0.017000 Sum: 0.026000 It 21,Best ac:0.002167 1.000000 fi:0.125013. Ave ac:0.003744,0.007754 Initialization: 6.480000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.051000 Kernel 1: 0.025000 Kernel 2: 101.304001 Copyback: 0.017000 Sum: 0.028000 It 22,Best ac:0.001300 1.000000 fi:0.121302. Ave ac:0.002795,0.004640 MDL Theory Length Weight: 0.8340318083 (10) Initialization: 6.492000 Memcpy Classifiers: 0.398000 Memcpy Instances: 9.056000 Kernel 1: 0.024000 Kernel 2: 100.152000 Copyback: 0.017000 Sum: 0.033000 It 23,Best ac:0.001083 1.000000 fi:0.119848. Ave ac:0.003508,0.006056 Initialization: 6.477000 Memcpy Classifiers: 0.398000 Memcpy Instances: 9.045000 Kernel 1: 0.024000 Kernel 2: 100.054001 Copyback: 0.016000 Sum: 0.031000 It 24,Best ac:0.001300 1.000000 fi:0.119250. Ave ac:0.003511,0.007170 Initialization: 6.442000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.055000 Kernel 1: 0.024000 Kernel 2: 99.291000 Copyback: 0.019000 Sum: 0.032000 It 25,Best ac:0.002167 1.000000 fi:0.117705. Ave ac:0.003800,0.006295 Initialization: 7.213000 Memcpy Classifiers: 0.660000 Memcpy Instances: 10.444000 Kernel 1: 0.025000 Kernel 2: 100.069000 Copyback: 0.018000 Sum: 0.028000 It 26,Best ac:0.001084 1.000000 fi:0.119235. Ave ac:0.003930,0.006087 Initialization: 6.454000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.073000 Kernel 1: 0.024000 Kernel 2: 96.625000 Copyback: 0.017000 Sum: 0.029000 It 27,Best ac:0.001733 1.000000 fi:0.118045. Ave ac:0.002652,0.003974 Initialization: 6.487000 Memcpy Classifiers: 0.398000 Memcpy Instances: 9.053000 Kernel 1: 0.026000 Kernel 2: 97.295998 Copyback: 0.017000 Sum: 0.031000 It 28,Best ac:0.001517 1.000000 fi:0.117845. Ave ac:0.003767,0.005095 Initialization: 6.374000 Memcpy Classifiers: 0.379000 Memcpy Instances: 9.063000 Kernel 1: 0.025000 Kernel 2: 96.285004 Copyback: 0.017000 Sum: 0.033000 It 29,Best ac:0.002384 1.000000 fi:0.117545. Ave ac:0.002757,0.004100 Initialization: 6.496000 Memcpy Classifiers: 0.366000 Memcpy Instances: 9.025000 Kernel 1: 0.025000 Kernel 2: 94.696999 Copyback: 0.017000 Sum: 0.027000 It 30,Best ac:0.001950 1.000000 fi:0.119518. Ave ac:0.002642,0.003498 Initialization: 6.556000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.028000 Kernel 1: 0.025000 Kernel 2: 94.219002 Copyback: 0.018000 Sum: 0.028000 It 31,Best ac:0.001084 1.000000 fi:0.122508. Ave ac:0.002399,0.003762 Initialization: 6.510000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.123000 Kernel 1: 0.026000 Kernel 2: 95.167000 Copyback: 0.017000 Sum: 0.027000 It 32,Best ac:0.002384 1.000000 fi:0.115359. Ave ac:0.003267,0.004766 Initialization: 6.448000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.049000 Kernel 1: 0.025000 Kernel 2: 91.625000 Copyback: 0.017000 Sum: 0.035000 It 33,Best ac:0.001951 1.000000 fi:0.118936. Ave ac:0.002689,0.003491 Initialization: 21.417000 Memcpy Instances: 453.256012 Memcpy Classifiers: 0.065000 Kernel 1: 0.030000 Kernel 2: 470.433990 Copyback: 0.015000 Sum: 0.013000 Memcpy Classifiers: 0.056000 Kernel 1: 0.013000 Kernel 2: 459.890991 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.058000 Kernel 1: 0.013000 Kernel 2: 472.407990 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.060000 Kernel 1: 0.013000 Kernel 2: 473.044006 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.012000 Kernel 2: 474.950012 Copyback: 0.370000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.012000 Kernel 2: 475.657013 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.011000 Kernel 2: 465.252991 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.011000 Kernel 2: 508.795013 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.011000 Kernel 2: 478.397003 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.011000 Kernel 2: 484.036987 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.055000 Kernel 1: 0.011000 Kernel 2: 477.321991 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.058000 Kernel 1: 0.011000 Kernel 2: 486.908997 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.011000 Kernel 2: 473.148987 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.060000 Kernel 1: 0.013000 Kernel 2: 475.350006 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.046000 Kernel 1: 0.011000 Kernel 2: 184.376999 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.002249 0.867893 fi:0.254212. Ave ac:0.002208,0.008091 Best acc 0.002249 0.867893 Initialization: 6.440000 Memcpy Classifiers: 0.640000 Memcpy Instances: 9.061000 Kernel 1: 0.024000 Kernel 2: 112.898003 Copyback: 0.017000 Sum: 0.031000 Initial population average accuracy1:0.006783 accuracy2:0.282636 Initialization: 6.466000 Memcpy Classifiers: 0.618000 Memcpy Instances: 9.064000 Kernel 1: 0.026000 Kernel 2: 113.737000 Copyback: 0.017000 Sum: 0.055000 It 0,Best ac:0.001300 0.857143 fi:0.242742. Ave ac:0.008480,0.014827 Initialization: 6.450000 Memcpy Classifiers: 0.468000 Memcpy Instances: 9.031000 Kernel 1: 0.027000 Kernel 2: 113.434998 Copyback: 0.017000 Sum: 0.025000 It 1,Best ac:0.002167 0.909091 fi:0.190495. Ave ac:0.008033,0.012664 Initialization: 6.420000 Memcpy Classifiers: 0.509000 Memcpy Instances: 9.073000 Kernel 1: 0.028000 Kernel 2: 112.710999 Copyback: 0.017000 Sum: 0.026000 It 2,Best ac:0.002167 1.000000 fi:0.099585. Ave ac:0.006257,0.008934 Initialization: 6.445000 Memcpy Classifiers: 0.469000 Memcpy Instances: 9.040000 Kernel 1: 0.025000 Kernel 2: 108.277000 Copyback: 0.018000 Sum: 0.028000 It 3,Best ac:0.001300 1.000000 fi:0.099885. Ave ac:0.006147,0.010383 Initialization: 6.403000 Memcpy Classifiers: 0.468000 Memcpy Instances: 9.036000 Kernel 1: 0.027000 Kernel 2: 106.367996 Copyback: 0.017000 Sum: 0.028000 It 4,Best ac:0.001734 1.000000 fi:0.099735. Ave ac:0.005648,0.010102 Initialization: 6.414000 Memcpy Classifiers: 0.488000 Memcpy Instances: 9.059000 Kernel 1: 0.025000 Kernel 2: 104.510002 Copyback: 0.372000 Sum: 0.031000 It 5,Best ac:0.001733 1.000000 fi:0.099735. Ave ac:0.004861,0.008799 Initialization: 6.506000 Memcpy Classifiers: 0.470000 Memcpy Instances: 9.071000 Kernel 1: 0.026000 Kernel 2: 101.061996 Copyback: 0.017000 Sum: 0.030000 It 6,Best ac:0.001950 1.000000 fi:0.099660. Ave ac:0.003666,0.006296 Initialization: 6.494000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.041000 Kernel 1: 0.024000 Kernel 2: 99.731003 Copyback: 0.017000 Sum: 0.033000 It 7,Best ac:0.001734 1.000000 fi:0.099735. Ave ac:0.004265,0.005829 Initialization: 6.602000 Memcpy Classifiers: 0.712000 Memcpy Instances: 13.175000 Kernel 1: 0.026000 Kernel 2: 99.376999 Copyback: 0.017000 Sum: 0.033000 It 8,Best ac:0.001517 1.000000 fi:0.099810. Ave ac:0.003633,0.006318 Initialization: 6.394000 Memcpy Classifiers: 0.435000 Memcpy Instances: 10.498000 Kernel 1: 0.025000 Kernel 2: 103.398003 Copyback: 0.017000 Sum: 0.028000 It 9,Best ac:0.002168 1.000000 fi:0.099585. Ave ac:0.003950,0.006574 Iteration 10:MDL fitness activated Error 0.099585 TL 0.043631 MDL Theory Length Weight: 0.7608199406 (1) Initialization: 7.609000 Memcpy Classifiers: 0.450000 Memcpy Instances: 11.391000 Kernel 1: 0.024000 Kernel 2: 101.210999 Copyback: 0.018000 Sum: 0.037000 It 10,Best ac:0.001083 1.000000 fi:0.123302. Ave ac:0.004021,0.007203 Initialization: 6.483000 Memcpy Classifiers: 0.452000 Memcpy Instances: 11.331000 Kernel 1: 0.026000 Kernel 2: 99.486000 Copyback: 0.017000 Sum: 0.030000 It 11,Best ac:0.003684 1.000000 fi:0.118367. Ave ac:0.004045,0.008338 Initialization: 7.727000 Memcpy Classifiers: 0.807000 Memcpy Instances: 9.838000 Kernel 1: 0.024000 Kernel 2: 97.311996 Copyback: 0.017000 Sum: 0.031000 It 12,Best ac:0.001083 1.000000 fi:0.115778. Ave ac:0.003344,0.005760 Initialization: 7.371000 Memcpy Classifiers: 0.416000 Memcpy Instances: 10.237000 Kernel 1: 0.024000 Kernel 2: 95.016998 Copyback: 0.017000 Sum: 0.035000 It 13,Best ac:0.001950 1.000000 fi:0.113582. Ave ac:0.003441,0.007166 Initialization: 8.412000 Memcpy Classifiers: 0.679000 Memcpy Instances: 10.460000 Kernel 1: 0.022000 Kernel 2: 94.749001 Copyback: 0.017000 Sum: 0.031000 It 14,Best ac:0.001083 1.000000 fi:0.117889. Ave ac:0.003155,0.005095 Initialization: 7.380000 Memcpy Classifiers: 0.451000 Memcpy Instances: 9.092000 Kernel 1: 0.024000 Kernel 2: 95.287003 Copyback: 0.017000 Sum: 0.034000 It 15,Best ac:0.001300 1.000000 fi:0.117784. Ave ac:0.003320,0.005802 Initialization: 7.048000 Memcpy Classifiers: 0.399000 Memcpy Instances: 11.050000 Kernel 1: 0.024000 Kernel 2: 93.161003 Copyback: 0.017000 Sum: 0.040000 It 16,Best ac:0.001083 1.000000 fi:0.113042. Ave ac:0.004260,0.007574 Initialization: 6.949000 Memcpy Classifiers: 0.380000 Memcpy Instances: 12.672000 Kernel 1: 0.025000 Kernel 2: 93.264000 Copyback: 0.019000 Sum: 0.042000 It 17,Best ac:0.001300 1.000000 fi:0.121969. Ave ac:0.003854,0.007818 Initialization: 6.485000 Memcpy Classifiers: 0.435000 Memcpy Instances: 11.909000 Kernel 1: 0.024000 Kernel 2: 96.182999 Copyback: 0.018000 Sum: 0.039000 It 18,Best ac:0.001300 1.000000 fi:0.115943. Ave ac:0.002899,0.004567 Initialization: 8.357000 Memcpy Classifiers: 0.540000 Memcpy Instances: 11.592000 Kernel 1: 0.027000 Kernel 2: 96.195999 Copyback: 0.017000 Sum: 0.034000 It 19,Best ac:0.001083 1.000000 fi:0.120390. Ave ac:0.002976,0.004269 Initialization: 8.133000 Memcpy Classifiers: 0.416000 Memcpy Instances: 12.359000 Kernel 1: 0.027000 Kernel 2: 95.524002 Copyback: 0.018000 Sum: 0.040000 It 20,Best ac:0.001517 1.000000 fi:0.118564. Ave ac:0.003802,0.006150 Initialization: 7.046000 Memcpy Classifiers: 0.414000 Memcpy Instances: 13.060000 Kernel 1: 0.025000 Kernel 2: 96.971001 Copyback: 0.019000 Sum: 0.040000 It 21,Best ac:0.001300 1.000000 fi:0.115484. Ave ac:0.003900,0.008476 Initialization: 8.603000 Memcpy Classifiers: 0.615000 Memcpy Instances: 12.051000 Kernel 1: 0.026000 Kernel 2: 96.275002 Copyback: 0.017000 Sum: 0.028000 It 22,Best ac:0.001084 1.000000 fi:0.114844. Ave ac:0.003035,0.003507 Initialization: 7.162000 Memcpy Classifiers: 0.399000 Memcpy Instances: 12.255000 Kernel 1: 0.025000 Kernel 2: 96.198997 Copyback: 0.018000 Sum: 0.031000 It 23,Best ac:0.001517 1.000000 fi:0.116775. Ave ac:0.003453,0.005239 Initialization: 7.842000 Memcpy Classifiers: 0.615000 Memcpy Instances: 10.497000 Kernel 1: 0.024000 Kernel 2: 94.351997 Copyback: 0.017000 Sum: 0.030000 It 24,Best ac:0.001951 1.000000 fi:0.115678. Ave ac:0.003203,0.005864 Initialization: 8.561000 Memcpy Classifiers: 0.648000 Memcpy Instances: 13.262000 Kernel 1: 0.025000 Kernel 2: 96.205002 Copyback: 0.018000 Sum: 0.037000 It 25,Best ac:0.001951 1.000000 fi:0.113423. Ave ac:0.003086,0.004376 MDL Theory Length Weight: 0.6847379466 (10) Initialization: 6.699000 Memcpy Classifiers: 0.397000 Memcpy Instances: 9.030000 Kernel 1: 0.024000 Kernel 2: 97.990997 Copyback: 0.017000 Sum: 0.030000 It 26,Best ac:0.002167 1.000000 fi:0.111359. Ave ac:0.003028,0.005469 Initialization: 6.413000 Memcpy Classifiers: 0.379000 Memcpy Instances: 9.066000 Kernel 1: 0.024000 Kernel 2: 100.391998 Copyback: 0.017000 Sum: 0.028000 It 27,Best ac:0.002817 1.000000 fi:0.111219. Ave ac:0.003281,0.005046 Initialization: 6.472000 Memcpy Classifiers: 0.373000 Memcpy Instances: 9.038000 Kernel 1: 0.025000 Kernel 2: 97.257004 Copyback: 0.016000 Sum: 0.032000 It 28,Best ac:0.001517 1.000000 fi:0.114182. Ave ac:0.003218,0.005005 Initialization: 6.483000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.037000 Kernel 1: 0.024000 Kernel 2: 98.873001 Copyback: 0.017000 Sum: 0.028000 It 29,Best ac:0.001733 1.000000 fi:0.112264. Ave ac:0.003740,0.006924 Initialization: 6.491000 Memcpy Classifiers: 0.408000 Memcpy Instances: 9.046000 Kernel 1: 0.024000 Kernel 2: 99.036003 Copyback: 0.017000 Sum: 0.029000 It 30,Best ac:0.002600 1.000000 fi:0.112545. Ave ac:0.003668,0.007027 Initialization: 7.575000 Memcpy Classifiers: 0.417000 Memcpy Instances: 9.735000 Kernel 1: 0.025000 Kernel 2: 98.946999 Copyback: 0.016000 Sum: 0.031000 It 31,Best ac:0.001083 1.000000 fi:0.113068. Ave ac:0.003298,0.006525 Initialization: 6.407000 Memcpy Classifiers: 0.429000 Memcpy Instances: 9.035000 Kernel 1: 0.024000 Kernel 2: 102.279999 Copyback: 0.017000 Sum: 0.032000 It 32,Best ac:0.001517 1.000000 fi:0.113946. Ave ac:0.003122,0.005280 Initialization: 6.386000 Memcpy Classifiers: 0.398000 Memcpy Instances: 9.063000 Kernel 1: 0.025000 Kernel 2: 102.628998 Copyback: 0.017000 Sum: 0.033000 It 33,Best ac:0.002600 1.000000 fi:0.111294. Ave ac:0.002897,0.003240 Initialization: 21.481001 Memcpy Instances: 454.070007 Memcpy Classifiers: 0.067000 Kernel 1: 0.027000 Kernel 2: 516.370972 Copyback: 0.015000 Sum: 0.014000 Memcpy Classifiers: 0.058000 Kernel 1: 0.012000 Kernel 2: 512.929016 Copyback: 0.017000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.017000 Kernel 2: 523.119995 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.012000 Kernel 2: 512.642029 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 511.826996 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 528.591980 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.012000 Kernel 2: 498.553986 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.012000 Kernel 2: 519.640991 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 538.145020 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.012000 Kernel 2: 527.471008 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.090000 Kernel 1: 0.021000 Kernel 2: 520.218994 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 517.528992 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.012000 Kernel 2: 528.596008 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 505.752014 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 190.897003 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.001543 0.853717 fi:0.259480. Ave ac:0.002604,0.009649 Best acc 0.001543 0.853717 Rule:Att PSSM_-2_20 is [>1.265868]|Att PSSM_-1_9 is [<-3.095237]|Att PSSM_0_2 is [-6.452226,-2.399028]|Att PSSM_0_6 is [<-3.234900]|Att PSSM_1_15 is [<-0.274060]|Att PSSM_2_7 is [-5.516957,-0.483043]|Att PSSM_4_6 is [-5.605641,-1.669873]|Att PSSM_4_13 is [<10.993622]|1 Accuracy : 0.714479 0 1 163611 469 66525 4033 Removed 598 instances. 230136 Instances left. Acc of rule 0.002249-0.867893 Initialization: 6.454000 Memcpy Classifiers: 0.523000 Memcpy Instances: 9.013000 Kernel 1: 0.025000 Kernel 2: 114.146004 Copyback: 0.017000 Sum: 0.046000 Initial population average accuracy1:0.006532 accuracy2:0.273752 Initialization: 6.465000 Memcpy Classifiers: 0.523000 Memcpy Instances: 9.044000 Kernel 1: 0.024000 Kernel 2: 115.751999 Copyback: 0.016000 Sum: 0.048000 It 0,Best ac:0.000869 1.000000 fi:0.186660. Ave ac:0.007491,0.014202 Initialization: 6.497000 Memcpy Classifiers: 0.488000 Memcpy Instances: 11.166000 Kernel 1: 0.023000 Kernel 2: 114.267998 Copyback: 0.017000 Sum: 0.030000 It 1,Best ac:0.000869 1.000000 fi:0.186048. Ave ac:0.007231,0.014363 Initialization: 6.490000 Memcpy Classifiers: 0.506000 Memcpy Instances: 9.025000 Kernel 1: 0.024000 Kernel 2: 115.040001 Copyback: 0.017000 Sum: 0.031000 It 2,Best ac:0.001303 1.000000 fi:0.099881. Ave ac:0.007073,0.012249 Initialization: 6.548000 Memcpy Classifiers: 0.506000 Memcpy Instances: 9.050000 Kernel 1: 0.023000 Kernel 2: 111.994003 Copyback: 0.019000 Sum: 0.045000 It 3,Best ac:0.002390 1.000000 fi:0.099504. Ave ac:0.007280,0.013685 Initialization: 7.747000 Memcpy Classifiers: 0.674000 Memcpy Instances: 11.357000 Kernel 1: 0.024000 Kernel 2: 110.481003 Copyback: 0.017000 Sum: 0.036000 It 4,Best ac:0.002173 1.000000 fi:0.099579. Ave ac:0.006515,0.014312 Initialization: 6.887000 Memcpy Classifiers: 0.523000 Memcpy Instances: 11.248000 Kernel 1: 0.023000 Kernel 2: 106.828003 Copyback: 0.017000 Sum: 0.038000 It 5,Best ac:0.002390 1.000000 fi:0.099504. Ave ac:0.005450,0.009674 Initialization: 7.656000 Memcpy Classifiers: 0.469000 Memcpy Instances: 9.858000 Kernel 1: 0.024000 Kernel 2: 101.390999 Copyback: 0.017000 Sum: 0.040000 It 6,Best ac:0.003476 1.000000 fi:0.099127. Ave ac:0.003776,0.005517 Initialization: 7.357000 Memcpy Classifiers: 0.469000 Memcpy Instances: 9.058000 Kernel 1: 0.023000 Kernel 2: 96.885002 Copyback: 0.017000 Sum: 0.048000 It 7,Best ac:0.001520 0.875000 fi:0.224806. Ave ac:0.003596,0.005136 Initialization: 7.063000 Memcpy Classifiers: 0.451000 Memcpy Instances: 13.060000 Kernel 1: 0.025000 Kernel 2: 98.193001 Copyback: 0.018000 Sum: 0.045000 It 8,Best ac:0.002390 1.000000 fi:0.099504. Ave ac:0.003822,0.007812 Initialization: 6.340000 Memcpy Classifiers: 0.490000 Memcpy Instances: 12.075000 Kernel 1: 0.023000 Kernel 2: 100.311996 Copyback: 0.017000 Sum: 0.036000 It 9,Best ac:0.001304 1.000000 fi:0.099881. Ave ac:0.004622,0.008586 Iteration 10:MDL fitness activated Error 0.099881 TL 0.034651 MDL Theory Length Weight: 0.9608296907 (4) Initialization: 8.313000 Memcpy Classifiers: 0.776000 Memcpy Instances: 9.698000 Kernel 1: 0.023000 Kernel 2: 100.016998 Copyback: 0.017000 Sum: 0.038000 It 10,Best ac:0.001521 1.000000 fi:0.125791. Ave ac:0.004711,0.008460 Initialization: 7.803000 Memcpy Classifiers: 0.565000 Memcpy Instances: 12.026000 Kernel 1: 0.033000 Kernel 2: 97.855003 Copyback: 0.017000 Sum: 0.039000 It 11,Best ac:0.001738 1.000000 fi:0.130445. Ave ac:0.004855,0.008030 Initialization: 9.766000 Memcpy Classifiers: 0.621000 Memcpy Instances: 12.609000 Kernel 1: 0.024000 Kernel 2: 95.136002 Copyback: 0.017000 Sum: 0.034000 It 12,Best ac:0.002825 1.000000 fi:0.123198. Ave ac:0.003979,0.009860 Initialization: 8.633000 Memcpy Classifiers: 0.416000 Memcpy Instances: 13.609000 Kernel 1: 0.026000 Kernel 2: 96.483002 Copyback: 0.017000 Sum: 0.030000 It 13,Best ac:0.002606 1.000000 fi:0.122718. Ave ac:0.004677,0.007233 Initialization: 8.912000 Memcpy Classifiers: 0.432000 Memcpy Instances: 8.998000 Kernel 1: 0.024000 Kernel 2: 96.043999 Copyback: 0.018000 Sum: 0.036000 It 14,Best ac:0.001521 1.000000 fi:0.133884. Ave ac:0.004022,0.007787 Initialization: 7.931000 Memcpy Classifiers: 0.594000 Memcpy Instances: 11.258000 Kernel 1: 0.024000 Kernel 2: 94.146004 Copyback: 0.017000 Sum: 0.037000 It 15,Best ac:0.001303 1.000000 fi:0.126602. Ave ac:0.004344,0.008215 Initialization: 6.510000 Memcpy Classifiers: 0.434000 Memcpy Instances: 12.274000 Kernel 1: 0.023000 Kernel 2: 95.776001 Copyback: 0.017000 Sum: 0.032000 It 16,Best ac:0.001086 1.000000 fi:0.124518. Ave ac:0.004037,0.007133 Initialization: 6.569000 Memcpy Classifiers: 0.435000 Memcpy Instances: 10.795000 Kernel 1: 0.024000 Kernel 2: 96.457001 Copyback: 0.018000 Sum: 0.029000 It 17,Best ac:0.001521 1.000000 fi:0.125123. Ave ac:0.004581,0.010975 Initialization: 7.377000 Memcpy Classifiers: 0.723000 Memcpy Instances: 9.526000 Kernel 1: 0.023000 Kernel 2: 94.468002 Copyback: 0.017000 Sum: 0.031000 It 18,Best ac:0.001303 1.000000 fi:0.127348. Ave ac:0.003984,0.009092 Initialization: 8.303000 Memcpy Classifiers: 0.415000 Memcpy Instances: 9.394000 Kernel 1: 0.022000 Kernel 2: 95.072998 Copyback: 0.017000 Sum: 0.031000 It 19,Best ac:0.002824 1.000000 fi:0.125928. Ave ac:0.004424,0.007377 Initialization: 7.821000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.864000 Kernel 1: 0.033000 Kernel 2: 95.254997 Copyback: 0.017000 Sum: 0.032000 It 20,Best ac:0.001521 1.000000 fi:0.122219. Ave ac:0.004198,0.005820 Initialization: 7.746000 Memcpy Classifiers: 0.469000 Memcpy Instances: 10.469000 Kernel 1: 0.022000 Kernel 2: 92.075996 Copyback: 0.017000 Sum: 0.030000 It 21,Best ac:0.001304 1.000000 fi:0.123080. Ave ac:0.004345,0.007725 Initialization: 6.558000 Memcpy Classifiers: 0.601000 Memcpy Instances: 12.211000 Kernel 1: 0.028000 Kernel 2: 91.253998 Copyback: 0.017000 Sum: 0.035000 It 22,Best ac:0.001956 1.000000 fi:0.120142. Ave ac:0.004170,0.006363 Initialization: 7.414000 Memcpy Classifiers: 0.379000 Memcpy Instances: 9.024000 Kernel 1: 0.024000 Kernel 2: 90.566002 Copyback: 0.017000 Sum: 0.032000 It 23,Best ac:0.002390 1.000000 fi:0.120405. Ave ac:0.003824,0.007899 Initialization: 6.509000 Memcpy Classifiers: 0.435000 Memcpy Instances: 9.024000 Kernel 1: 0.023000 Kernel 2: 93.264000 Copyback: 0.017000 Sum: 0.031000 It 24,Best ac:0.001086 1.000000 fi:0.117815. Ave ac:0.003900,0.005517 Initialization: 6.473000 Memcpy Classifiers: 0.398000 Memcpy Instances: 9.027000 Kernel 1: 0.024000 Kernel 2: 89.349998 Copyback: 0.016000 Sum: 0.031000 It 25,Best ac:0.001086 1.000000 fi:0.122868. Ave ac:0.003678,0.006965 Initialization: 6.479000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.002000 Kernel 1: 0.026000 Kernel 2: 90.384003 Copyback: 0.017000 Sum: 0.030000 It 26,Best ac:0.001086 1.000000 fi:0.123348. Ave ac:0.003326,0.004775 Initialization: 6.511000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.001000 Kernel 1: 0.024000 Kernel 2: 93.556999 Copyback: 0.017000 Sum: 0.032000 It 27,Best ac:0.001303 1.000000 fi:0.120783. Ave ac:0.004235,0.007753 Initialization: 6.522000 Memcpy Classifiers: 0.398000 Memcpy Instances: 9.014000 Kernel 1: 0.023000 Kernel 2: 93.619003 Copyback: 0.017000 Sum: 0.034000 It 28,Best ac:0.001955 1.000000 fi:0.116652. Ave ac:0.003858,0.007190 Initialization: 6.483000 Memcpy Classifiers: 0.415000 Memcpy Instances: 9.051000 Kernel 1: 0.023000 Kernel 2: 92.808998 Copyback: 0.017000 Sum: 0.035000 It 29,Best ac:0.001303 1.000000 fi:0.119637. Ave ac:0.004265,0.006756 Initialization: 6.463000 Memcpy Classifiers: 0.400000 Memcpy Instances: 9.030000 Kernel 1: 0.023000 Kernel 2: 88.196999 Copyback: 0.017000 Sum: 0.035000 It 30,Best ac:0.001086 1.000000 fi:0.122383. Ave ac:0.003224,0.004867 Initialization: 6.442000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.013000 Kernel 1: 0.024000 Kernel 2: 91.037003 Copyback: 0.017000 Sum: 0.033000 It 31,Best ac:0.001303 1.000000 fi:0.122308. Ave ac:0.002770,0.004019 Initialization: 6.452000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.025000 Kernel 1: 0.024000 Kernel 2: 89.934998 Copyback: 0.017000 Sum: 0.033000 It 32,Best ac:0.001304 1.000000 fi:0.124580. Ave ac:0.003666,0.005858 Initialization: 6.505000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.999000 Kernel 1: 0.025000 Kernel 2: 94.424004 Copyback: 0.017000 Sum: 0.030000 It 33,Best ac:0.001521 1.000000 fi:0.120707. Ave ac:0.003178,0.006462 Initialization: 21.349001 Memcpy Instances: 447.864990 Memcpy Classifiers: 0.068000 Kernel 1: 0.026000 Kernel 2: 481.740997 Copyback: 0.017000 Sum: 0.014000 Memcpy Classifiers: 0.060000 Kernel 1: 0.016000 Kernel 2: 481.634003 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.012000 Kernel 2: 489.037994 Copyback: 0.018000 Sum: 0.003000 Memcpy Classifiers: 0.067000 Kernel 1: 0.016000 Kernel 2: 483.993988 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.012000 Kernel 2: 478.324005 Copyback: 0.366000 Sum: 0.001000 Memcpy Classifiers: 0.095000 Kernel 1: 0.022000 Kernel 2: 496.040985 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 471.544006 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.012000 Kernel 2: 480.217987 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.012000 Kernel 2: 477.084015 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.012000 Kernel 2: 494.716003 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.011000 Kernel 2: 480.084991 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.012000 Kernel 2: 470.760986 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.012000 Kernel 2: 478.286987 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.012000 Kernel 2: 475.362000 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.057000 Kernel 1: 0.022000 Kernel 2: 190.281006 Copyback: 0.015000 Sum: 0.000000 It 34,Best ac:0.000973 0.845283 fi:0.277139. Ave ac:0.003098,0.011777 Best acc 0.000973 0.845283 Initialization: 6.513000 Memcpy Classifiers: 0.558000 Memcpy Instances: 11.750000 Kernel 1: 0.025000 Kernel 2: 110.467003 Copyback: 0.017000 Sum: 0.044000 Initial population average accuracy1:0.004974 accuracy2:0.271477 Initialization: 6.475000 Memcpy Classifiers: 0.505000 Memcpy Instances: 9.006000 Kernel 1: 0.025000 Kernel 2: 109.401001 Copyback: 0.017000 Sum: 0.054000 It 0,Best ac:0.001738 1.000000 fi:0.099730. Ave ac:0.005737,0.009966 Initialization: 6.328000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.998000 Kernel 1: 0.024000 Kernel 2: 108.850998 Copyback: 0.017000 Sum: 0.031000 It 1,Best ac:0.000869 1.000000 fi:0.186660. Ave ac:0.006890,0.011201 Initialization: 6.524000 Memcpy Classifiers: 0.470000 Memcpy Instances: 11.383000 Kernel 1: 0.025000 Kernel 2: 109.638000 Copyback: 0.016000 Sum: 0.029000 It 2,Best ac:0.001738 1.000000 fi:0.099731. Ave ac:0.007701,0.013933 Initialization: 6.483000 Memcpy Classifiers: 0.454000 Memcpy Instances: 9.013000 Kernel 1: 0.025000 Kernel 2: 112.822998 Copyback: 0.017000 Sum: 0.033000 It 3,Best ac:0.001303 1.000000 fi:0.099881. Ave ac:0.007245,0.012336 Initialization: 6.443000 Memcpy Classifiers: 0.451000 Memcpy Instances: 9.022000 Kernel 1: 0.024000 Kernel 2: 113.912003 Copyback: 0.017000 Sum: 0.033000 It 4,Best ac:0.002172 1.000000 fi:0.099580. Ave ac:0.006477,0.011314 Initialization: 6.449000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.013000 Kernel 1: 0.025000 Kernel 2: 112.922997 Copyback: 0.017000 Sum: 0.032000 It 5,Best ac:0.001955 1.000000 fi:0.099655. Ave ac:0.005764,0.009559 Initialization: 6.581000 Memcpy Classifiers: 0.451000 Memcpy Instances: 10.729000 Kernel 1: 0.023000 Kernel 2: 113.574997 Copyback: 0.370000 Sum: 0.037000 It 6,Best ac:0.002173 1.000000 fi:0.099579. Ave ac:0.004498,0.006593 Initialization: 6.420000 Memcpy Classifiers: 0.451000 Memcpy Instances: 9.046000 Kernel 1: 0.024000 Kernel 2: 115.653999 Copyback: 0.017000 Sum: 0.042000 It 7,Best ac:0.003042 1.000000 fi:0.099278. Ave ac:0.003484,0.004208 Initialization: 6.461000 Memcpy Classifiers: 0.469000 Memcpy Instances: 9.024000 Kernel 1: 0.022000 Kernel 2: 114.063004 Copyback: 0.017000 Sum: 0.030000 It 8,Best ac:0.001955 1.000000 fi:0.099655. Ave ac:0.003128,0.004427 Initialization: 8.778000 Memcpy Classifiers: 0.475000 Memcpy Instances: 8.994000 Kernel 1: 0.024000 Kernel 2: 115.314003 Copyback: 0.016000 Sum: 0.039000 It 9,Best ac:0.002172 1.000000 fi:0.099580. Ave ac:0.003133,0.004142 Iteration 10:MDL fitness activated Error 0.099580 TL 0.042586 MDL Theory Length Weight: 0.7794456780 (3) Initialization: 6.555000 Memcpy Classifiers: 0.451000 Memcpy Instances: 11.150000 Kernel 1: 0.023000 Kernel 2: 114.224998 Copyback: 0.017000 Sum: 0.033000 It 10,Best ac:0.001521 1.000000 fi:0.126420. Ave ac:0.002617,0.003257 Initialization: 7.387000 Memcpy Classifiers: 0.807000 Memcpy Instances: 9.826000 Kernel 1: 0.022000 Kernel 2: 113.610001 Copyback: 0.016000 Sum: 0.036000 It 11,Best ac:0.003042 1.000000 fi:0.126580. Ave ac:0.002609,0.003168 Initialization: 7.381000 Memcpy Classifiers: 0.435000 Memcpy Instances: 9.036000 Kernel 1: 0.024000 Kernel 2: 114.578003 Copyback: 0.018000 Sum: 0.042000 It 12,Best ac:0.001304 1.000000 fi:0.129061. Ave ac:0.002859,0.003026 Initialization: 8.838000 Memcpy Classifiers: 0.842000 Memcpy Instances: 11.976000 Kernel 1: 0.033000 Kernel 2: 114.043999 Copyback: 0.018000 Sum: 0.048000 It 13,Best ac:0.001956 1.000000 fi:0.126836. Ave ac:0.003091,0.003975 Initialization: 6.492000 Memcpy Classifiers: 0.469000 Memcpy Instances: 9.014000 Kernel 1: 0.024000 Kernel 2: 115.677002 Copyback: 0.018000 Sum: 0.038000 It 14,Best ac:0.001086 1.000000 fi:0.129925. Ave ac:0.002950,0.003738 Initialization: 6.498000 Memcpy Classifiers: 0.451000 Memcpy Instances: 11.120000 Kernel 1: 0.024000 Kernel 2: 118.352997 Copyback: 0.017000 Sum: 0.040000 It 15,Best ac:0.001521 1.000000 fi:0.120522. Ave ac:0.002372,0.002908 Initialization: 6.961000 Memcpy Classifiers: 0.450000 Memcpy Instances: 11.309000 Kernel 1: 0.032000 Kernel 2: 118.695000 Copyback: 0.017000 Sum: 0.038000 It 16,Best ac:0.001304 1.000000 fi:0.116545. Ave ac:0.002367,0.003017 Initialization: 8.833000 Memcpy Classifiers: 0.451000 Memcpy Instances: 9.079000 Kernel 1: 0.023000 Kernel 2: 117.198997 Copyback: 0.017000 Sum: 0.039000 It 17,Best ac:0.001086 1.000000 fi:0.126217. Ave ac:0.002314,0.003440 Initialization: 6.572000 Memcpy Classifiers: 0.451000 Memcpy Instances: 10.433000 Kernel 1: 0.022000 Kernel 2: 121.210999 Copyback: 0.017000 Sum: 0.034000 It 18,Best ac:0.001303 1.000000 fi:0.133961. Ave ac:0.002473,0.002971 Initialization: 7.786000 Memcpy Classifiers: 0.459000 Memcpy Instances: 11.630000 Kernel 1: 0.032000 Kernel 2: 118.421997 Copyback: 0.017000 Sum: 0.037000 It 19,Best ac:0.001303 1.000000 fi:0.129371. Ave ac:0.002647,0.003757 Initialization: 7.186000 Memcpy Classifiers: 0.587000 Memcpy Instances: 14.920000 Kernel 1: 0.026000 Kernel 2: 115.394997 Copyback: 0.017000 Sum: 0.041000 It 20,Best ac:0.001521 1.000000 fi:0.127147. Ave ac:0.002831,0.004264 Initialization: 8.260000 Memcpy Classifiers: 0.451000 Memcpy Instances: 11.218000 Kernel 1: 0.024000 Kernel 2: 118.250999 Copyback: 0.017000 Sum: 0.047000 It 21,Best ac:0.001955 1.000000 fi:0.121853. Ave ac:0.002236,0.002640 Initialization: 8.814000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.996000 Kernel 1: 0.025000 Kernel 2: 115.153999 Copyback: 0.018000 Sum: 0.050000 It 22,Best ac:0.002173 1.000000 fi:0.119401. Ave ac:0.002786,0.003561 Initialization: 8.625000 Memcpy Classifiers: 0.744000 Memcpy Instances: 9.942000 Kernel 1: 0.032000 Kernel 2: 118.212997 Copyback: 0.017000 Sum: 0.038000 It 23,Best ac:0.001303 1.000000 fi:0.125139. Ave ac:0.003034,0.004212 Initialization: 6.498000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.000000 Kernel 1: 0.025000 Kernel 2: 110.652000 Copyback: 0.017000 Sum: 0.037000 It 24,Best ac:0.001086 1.000000 fi:0.121760. Ave ac:0.002702,0.004280 Initialization: 7.640000 Memcpy Classifiers: 0.415000 Memcpy Instances: 12.811000 Kernel 1: 0.024000 Kernel 2: 109.767998 Copyback: 0.016000 Sum: 0.034000 It 25,Best ac:0.001086 1.000000 fi:0.123066. Ave ac:0.002872,0.003952 MDL Theory Length Weight: 0.7015011102 (10) Initialization: 6.414000 Memcpy Classifiers: 0.470000 Memcpy Instances: 10.817000 Kernel 1: 0.027000 Kernel 2: 109.374001 Copyback: 0.017000 Sum: 0.036000 It 26,Best ac:0.002390 1.000000 fi:0.114780. Ave ac:0.002928,0.005144 Initialization: 6.408000 Memcpy Classifiers: 0.472000 Memcpy Instances: 8.993000 Kernel 1: 0.024000 Kernel 2: 106.402000 Copyback: 0.016000 Sum: 0.037000 It 27,Best ac:0.001086 1.000000 fi:0.115482. Ave ac:0.002503,0.004794 Initialization: 7.045000 Memcpy Classifiers: 0.481000 Memcpy Instances: 9.009000 Kernel 1: 0.024000 Kernel 2: 108.120003 Copyback: 0.017000 Sum: 0.034000 It 28,Best ac:0.001303 1.000000 fi:0.115811. Ave ac:0.004182,0.008054 Initialization: 7.608000 Memcpy Classifiers: 0.429000 Memcpy Instances: 12.675000 Kernel 1: 0.033000 Kernel 2: 102.787003 Copyback: 0.017000 Sum: 0.033000 It 29,Best ac:0.001521 1.000000 fi:0.117976. Ave ac:0.003108,0.005994 Initialization: 6.355000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.002000 Kernel 1: 0.024000 Kernel 2: 110.306000 Copyback: 0.017000 Sum: 0.035000 It 30,Best ac:0.001303 1.000000 fi:0.112656. Ave ac:0.002517,0.003107 Initialization: 6.549000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.017000 Kernel 1: 0.024000 Kernel 2: 108.900002 Copyback: 0.017000 Sum: 0.032000 It 31,Best ac:0.001304 1.000000 fi:0.118251. Ave ac:0.003609,0.006919 Initialization: 6.435000 Memcpy Classifiers: 0.487000 Memcpy Instances: 9.013000 Kernel 1: 0.025000 Kernel 2: 103.987999 Copyback: 0.017000 Sum: 0.032000 It 32,Best ac:0.002173 1.000000 fi:0.114823. Ave ac:0.002948,0.006127 Initialization: 7.843000 Memcpy Classifiers: 0.614000 Memcpy Instances: 11.912000 Kernel 1: 0.033000 Kernel 2: 104.349998 Copyback: 0.017000 Sum: 0.030000 It 33,Best ac:0.001086 1.000000 fi:0.116305. Ave ac:0.002935,0.005684 Initialization: 21.367001 Memcpy Instances: 453.007996 Memcpy Classifiers: 0.074000 Kernel 1: 0.027000 Kernel 2: 544.875977 Copyback: 0.014000 Sum: 0.014000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 548.533020 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.071000 Kernel 1: 0.013000 Kernel 2: 532.000977 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.014000 Kernel 2: 538.090027 Copyback: 0.368000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.012000 Kernel 2: 533.018982 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.071000 Kernel 1: 0.013000 Kernel 2: 529.411987 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.103000 Kernel 1: 0.020000 Kernel 2: 533.661011 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.071000 Kernel 1: 0.013000 Kernel 2: 552.903015 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.012000 Kernel 2: 522.460999 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.012000 Kernel 2: 547.343994 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.012000 Kernel 2: 546.648987 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.089000 Kernel 1: 0.016000 Kernel 2: 543.979004 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.071000 Kernel 1: 0.012000 Kernel 2: 545.958008 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.071000 Kernel 1: 0.014000 Kernel 2: 545.616028 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.012000 Kernel 2: 206.332001 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.001603 0.842466 fi:0.277289. Ave ac:0.002908,0.010997 Best acc 0.001603 0.842466 Rule:Att PSSM_-3_12 is [<-0.266699]|Att PSSM_-2_5 is [0.207847,11.792153]|Att PSSM_-2_9 is [-5.305094,7.407458]|Att PSSM_-1_12 is [-5.541555,-1.463381]|Att PSSM_0_7 is [-6.864045,-4.321606]|Att PSSM_2_9 is [-5.546490,-2.149022]|Att PSSM_2_15 is [<5.567920]|Att PSSM_3_13 is [-4.564064,6.564064]|1 Accuracy : 0.715259 0 1 163570 510 66301 4257 Removed 265 instances. 229871 Instances left. Acc of rule 0.000973-0.845283 Initialization: 6.674000 Memcpy Classifiers: 0.541000 Memcpy Instances: 9.045000 Kernel 1: 0.024000 Kernel 2: 111.723999 Copyback: 0.017000 Sum: 0.041000 Initial population average accuracy1:0.006422 accuracy2:0.263146 Initialization: 6.454000 Memcpy Classifiers: 0.488000 Memcpy Instances: 9.006000 Kernel 1: 0.024000 Kernel 2: 113.355003 Copyback: 0.017000 Sum: 0.031000 It 0,Best ac:0.001740 0.800000 fi:0.299728. Ave ac:0.008585,0.015626 Initialization: 6.481000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.986000 Kernel 1: 0.024000 Kernel 2: 111.199997 Copyback: 0.017000 Sum: 0.032000 It 1,Best ac:0.000870 1.000000 fi:0.183593. Ave ac:0.007718,0.012190 Initialization: 6.312000 Memcpy Classifiers: 0.505000 Memcpy Instances: 9.003000 Kernel 1: 0.024000 Kernel 2: 111.175003 Copyback: 0.017000 Sum: 0.032000 It 2,Best ac:0.001958 0.900000 fi:0.199653. Ave ac:0.008133,0.013894 Initialization: 6.536000 Memcpy Classifiers: 0.490000 Memcpy Instances: 8.986000 Kernel 1: 0.025000 Kernel 2: 112.246002 Copyback: 0.017000 Sum: 0.030000 It 3,Best ac:0.001088 1.000000 fi:0.099955. Ave ac:0.008532,0.012219 Initialization: 6.529000 Memcpy Classifiers: 0.516000 Memcpy Instances: 9.003000 Kernel 1: 0.023000 Kernel 2: 112.427002 Copyback: 0.017000 Sum: 0.030000 It 4,Best ac:0.000870 1.000000 fi:0.183593. Ave ac:0.009520,0.013688 Initialization: 6.398000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.992000 Kernel 1: 0.024000 Kernel 2: 110.853996 Copyback: 0.019000 Sum: 0.034000 It 5,Best ac:0.001957 1.000000 fi:0.099653. Ave ac:0.008783,0.011968 Initialization: 6.442000 Memcpy Classifiers: 0.477000 Memcpy Instances: 9.023000 Kernel 1: 0.024000 Kernel 2: 111.216003 Copyback: 0.017000 Sum: 0.034000 It 6,Best ac:0.001523 1.000000 fi:0.099804. Ave ac:0.007130,0.010185 Initialization: 6.497000 Memcpy Classifiers: 0.468000 Memcpy Instances: 9.013000 Kernel 1: 0.024000 Kernel 2: 110.873001 Copyback: 0.017000 Sum: 0.035000 It 7,Best ac:0.001958 1.000000 fi:0.099653. Ave ac:0.006829,0.010121 Initialization: 6.499000 Memcpy Classifiers: 0.487000 Memcpy Instances: 9.012000 Kernel 1: 0.024000 Kernel 2: 111.010002 Copyback: 0.017000 Sum: 0.031000 It 8,Best ac:0.001523 1.000000 fi:0.099804. Ave ac:0.006546,0.009814 Initialization: 6.426000 Memcpy Classifiers: 0.469000 Memcpy Instances: 9.010000 Kernel 1: 0.024000 Kernel 2: 111.943001 Copyback: 0.017000 Sum: 0.029000 It 9,Best ac:0.002610 1.000000 fi:0.099426. Ave ac:0.005329,0.008150 Iteration 10:MDL fitness activated Error 0.099426 TL 0.050283 MDL Theory Length Weight: 0.6591048570 (1) Initialization: 6.489000 Memcpy Classifiers: 0.488000 Memcpy Instances: 9.000000 Kernel 1: 0.024000 Kernel 2: 110.551003 Copyback: 0.017000 Sum: 0.034000 It 10,Best ac:0.001088 1.000000 fi:0.113468. Ave ac:0.004278,0.006272 Initialization: 6.526000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.991000 Kernel 1: 0.024000 Kernel 2: 106.217003 Copyback: 0.017000 Sum: 0.031000 It 11,Best ac:0.002174 1.000000 fi:0.114721. Ave ac:0.004544,0.007591 Initialization: 6.548000 Memcpy Classifiers: 0.451000 Memcpy Instances: 11.100000 Kernel 1: 0.023000 Kernel 2: 103.134003 Copyback: 0.018000 Sum: 0.037000 It 12,Best ac:0.002175 1.000000 fi:0.112067. Ave ac:0.003919,0.008012 Initialization: 6.476000 Memcpy Classifiers: 0.512000 Memcpy Instances: 8.997000 Kernel 1: 0.025000 Kernel 2: 98.296997 Copyback: 0.016000 Sum: 0.039000 It 13,Best ac:0.001305 1.000000 fi:0.113130. Ave ac:0.004464,0.008704 Initialization: 6.432000 Memcpy Classifiers: 0.465000 Memcpy Instances: 9.011000 Kernel 1: 0.025000 Kernel 2: 95.692001 Copyback: 0.017000 Sum: 0.039000 It 14,Best ac:0.001523 1.000000 fi:0.110127. Ave ac:0.003641,0.006423 Initialization: 6.446000 Memcpy Classifiers: 0.415000 Memcpy Instances: 9.005000 Kernel 1: 0.024000 Kernel 2: 93.398003 Copyback: 0.017000 Sum: 0.034000 It 15,Best ac:0.001088 1.000000 fi:0.109567. Ave ac:0.004222,0.007316 Initialization: 6.460000 Memcpy Classifiers: 0.415000 Memcpy Instances: 9.007000 Kernel 1: 0.027000 Kernel 2: 94.646004 Copyback: 0.016000 Sum: 0.036000 It 16,Best ac:0.001523 1.000000 fi:0.108793. Ave ac:0.003639,0.006071 Initialization: 6.492000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.984000 Kernel 1: 0.025000 Kernel 2: 89.669998 Copyback: 0.017000 Sum: 0.038000 It 17,Best ac:0.001305 1.000000 fi:0.111811. Ave ac:0.004366,0.007676 Initialization: 6.484000 Memcpy Classifiers: 0.415000 Memcpy Instances: 9.025000 Kernel 1: 0.025000 Kernel 2: 87.307999 Copyback: 0.017000 Sum: 0.038000 It 18,Best ac:0.001958 1.000000 fi:0.107988. Ave ac:0.005127,0.010185 Initialization: 6.500000 Memcpy Classifiers: 0.361000 Memcpy Instances: 10.947000 Kernel 1: 0.023000 Kernel 2: 84.828003 Copyback: 0.017000 Sum: 0.035000 It 19,Best ac:0.001305 1.000000 fi:0.111751. Ave ac:0.003602,0.006536 Initialization: 8.275000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.007000 Kernel 1: 0.023000 Kernel 2: 84.571999 Copyback: 0.017000 Sum: 0.035000 It 20,Best ac:0.001087 1.000000 fi:0.109141. Ave ac:0.004075,0.010180 Initialization: 6.479000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.031000 Kernel 1: 0.023000 Kernel 2: 84.767998 Copyback: 0.017000 Sum: 0.033000 It 21,Best ac:0.001522 1.000000 fi:0.110289. Ave ac:0.004217,0.008784 Initialization: 6.998000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.993000 Kernel 1: 0.024000 Kernel 2: 87.320999 Copyback: 0.016000 Sum: 0.029000 It 22,Best ac:0.002610 1.000000 fi:0.109537. Ave ac:0.003722,0.010089 Initialization: 6.512000 Memcpy Classifiers: 0.398000 Memcpy Instances: 12.588000 Kernel 1: 0.023000 Kernel 2: 90.905998 Copyback: 0.019000 Sum: 0.036000 It 23,Best ac:0.001088 1.000000 fi:0.107059. Ave ac:0.004746,0.008122 Initialization: 8.138000 Memcpy Classifiers: 0.680000 Memcpy Instances: 9.812000 Kernel 1: 0.024000 Kernel 2: 87.570999 Copyback: 0.017000 Sum: 0.027000 It 24,Best ac:0.001522 1.000000 fi:0.107678. Ave ac:0.003635,0.006069 Initialization: 7.807000 Memcpy Classifiers: 0.515000 Memcpy Instances: 11.308000 Kernel 1: 0.024000 Kernel 2: 86.542000 Copyback: 0.017000 Sum: 0.029000 It 25,Best ac:0.002827 1.000000 fi:0.107213. Ave ac:0.003492,0.004429 Initialization: 6.560000 Memcpy Classifiers: 0.379000 Memcpy Instances: 11.306000 Kernel 1: 0.024000 Kernel 2: 87.188004 Copyback: 0.018000 Sum: 0.039000 It 26,Best ac:0.001523 1.000000 fi:0.105848. Ave ac:0.003970,0.009185 Initialization: 6.638000 Memcpy Classifiers: 0.366000 Memcpy Instances: 11.592000 Kernel 1: 0.021000 Kernel 2: 84.344002 Copyback: 0.017000 Sum: 0.032000 It 27,Best ac:0.001523 1.000000 fi:0.107561. Ave ac:0.003986,0.009044 Initialization: 7.878000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.000000 Kernel 1: 0.023000 Kernel 2: 81.643997 Copyback: 0.018000 Sum: 0.037000 It 28,Best ac:0.001305 1.000000 fi:0.107754. Ave ac:0.003176,0.010438 Initialization: 8.582000 Memcpy Classifiers: 0.683000 Memcpy Instances: 11.993000 Kernel 1: 0.024000 Kernel 2: 82.848000 Copyback: 0.017000 Sum: 0.025000 It 29,Best ac:0.001523 1.000000 fi:0.109625. Ave ac:0.004588,0.010571 Initialization: 8.995000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.005000 Kernel 1: 0.024000 Kernel 2: 84.084000 Copyback: 0.018000 Sum: 0.028000 It 30,Best ac:0.001087 1.000000 fi:0.107830. Ave ac:0.005784,0.013213 Initialization: 6.525000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.989000 Kernel 1: 0.024000 Kernel 2: 84.978996 Copyback: 0.018000 Sum: 0.024000 It 31,Best ac:0.001523 1.000000 fi:0.107506. Ave ac:0.004320,0.007358 Initialization: 7.332000 Memcpy Classifiers: 0.323000 Memcpy Instances: 9.896000 Kernel 1: 0.024000 Kernel 2: 83.097000 Copyback: 0.019000 Sum: 0.034000 It 32,Best ac:0.001305 1.000000 fi:0.107335. Ave ac:0.003462,0.006717 Initialization: 8.387000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.995000 Kernel 1: 0.025000 Kernel 2: 81.904999 Copyback: 0.017000 Sum: 0.027000 It 33,Best ac:0.004568 1.000000 fi:0.105940. Ave ac:0.003106,0.007442 Initialization: 26.801001 Memcpy Instances: 550.370972 Memcpy Classifiers: 0.074000 Kernel 1: 0.026000 Kernel 2: 436.776001 Copyback: 0.015000 Sum: 0.014000 Memcpy Classifiers: 0.076000 Kernel 1: 0.017000 Kernel 2: 455.141998 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 458.662994 Copyback: 0.367000 Sum: 0.002000 Memcpy Classifiers: 0.092000 Kernel 1: 0.022000 Kernel 2: 460.591003 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.015000 Kernel 2: 459.309998 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.075000 Kernel 1: 0.016000 Kernel 2: 456.540985 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 447.953003 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.081000 Kernel 1: 0.018000 Kernel 2: 469.143005 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 448.872986 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.062000 Kernel 1: 0.014000 Kernel 2: 454.255005 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.093000 Kernel 1: 0.021000 Kernel 2: 463.807007 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 441.800995 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.012000 Kernel 2: 455.614990 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.075000 Kernel 1: 0.016000 Kernel 2: 436.375000 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.001231 0.887147 fi:0.223243. Ave ac:0.004158,0.018095 Best acc 0.001231 0.887147 Initialization: 7.173000 Memcpy Classifiers: 0.541000 Memcpy Instances: 9.026000 Kernel 1: 0.026000 Kernel 2: 113.102997 Copyback: 0.019000 Sum: 0.063000 Initial population average accuracy1:0.006702 accuracy2:0.276869 Initialization: 7.792000 Memcpy Classifiers: 0.667000 Memcpy Instances: 11.290000 Kernel 1: 0.031000 Kernel 2: 111.027000 Copyback: 0.017000 Sum: 0.039000 It 0,Best ac:0.000870 1.000000 fi:0.183593. Ave ac:0.008029,0.012762 Initialization: 6.438000 Memcpy Classifiers: 0.505000 Memcpy Instances: 9.010000 Kernel 1: 0.024000 Kernel 2: 110.735001 Copyback: 0.017000 Sum: 0.037000 It 1,Best ac:0.001305 0.857143 fi:0.242737. Ave ac:0.007882,0.012358 Initialization: 6.577000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.990000 Kernel 1: 0.025000 Kernel 2: 109.528999 Copyback: 0.018000 Sum: 0.030000 It 2,Best ac:0.001957 1.000000 fi:0.099653. Ave ac:0.006949,0.012143 Initialization: 6.409000 Memcpy Classifiers: 0.469000 Memcpy Instances: 9.017000 Kernel 1: 0.024000 Kernel 2: 108.588997 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.001088 1.000000 fi:0.099955. Ave ac:0.006158,0.010477 Initialization: 7.461000 Memcpy Classifiers: 0.460000 Memcpy Instances: 11.456000 Kernel 1: 0.023000 Kernel 2: 108.505997 Copyback: 0.018000 Sum: 0.032000 It 4,Best ac:0.001740 1.000000 fi:0.099728. Ave ac:0.005027,0.010017 Initialization: 7.693000 Memcpy Classifiers: 0.505000 Memcpy Instances: 9.034000 Kernel 1: 0.023000 Kernel 2: 107.350998 Copyback: 0.368000 Sum: 0.042000 It 5,Best ac:0.002610 1.000000 fi:0.099426. Ave ac:0.005738,0.011835 Initialization: 7.814000 Memcpy Classifiers: 0.591000 Memcpy Instances: 10.446000 Kernel 1: 0.024000 Kernel 2: 112.403999 Copyback: 0.017000 Sum: 0.034000 It 6,Best ac:0.002393 1.000000 fi:0.099501. Ave ac:0.004097,0.008604 Initialization: 6.432000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.989000 Kernel 1: 0.024000 Kernel 2: 110.181000 Copyback: 0.016000 Sum: 0.034000 It 7,Best ac:0.001957 1.000000 fi:0.099653. Ave ac:0.003342,0.005140 Initialization: 7.075000 Memcpy Classifiers: 0.473000 Memcpy Instances: 8.999000 Kernel 1: 0.025000 Kernel 2: 108.191002 Copyback: 0.018000 Sum: 0.048000 It 8,Best ac:0.001958 1.000000 fi:0.099653. Ave ac:0.002530,0.006077 Initialization: 8.163000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.019000 Kernel 1: 0.025000 Kernel 2: 112.990997 Copyback: 0.017000 Sum: 0.033000 It 9,Best ac:0.001523 1.000000 fi:0.099804. Ave ac:0.002906,0.003541 Iteration 10:MDL fitness activated Error 0.099804 TL 0.049947 MDL Theory Length Weight: 0.6660625403 (5) Initialization: 8.036000 Memcpy Classifiers: 0.451000 Memcpy Instances: 9.022000 Kernel 1: 0.024000 Kernel 2: 110.575996 Copyback: 0.017000 Sum: 0.035000 It 10,Best ac:0.001522 1.000000 fi:0.120727. Ave ac:0.002578,0.003543 Initialization: 6.465000 Memcpy Classifiers: 0.434000 Memcpy Instances: 13.370000 Kernel 1: 0.028000 Kernel 2: 112.735001 Copyback: 0.017000 Sum: 0.029000 It 11,Best ac:0.002175 1.000000 fi:0.121009. Ave ac:0.002563,0.006445 Initialization: 7.526000 Memcpy Classifiers: 0.452000 Memcpy Instances: 9.109000 Kernel 1: 0.024000 Kernel 2: 108.087997 Copyback: 0.017000 Sum: 0.031000 It 12,Best ac:0.001087 1.000000 fi:0.120453. Ave ac:0.002715,0.004375 Initialization: 7.649000 Memcpy Classifiers: 0.434000 Memcpy Instances: 11.311000 Kernel 1: 0.024000 Kernel 2: 110.058998 Copyback: 0.016000 Sum: 0.031000 It 13,Best ac:0.001087 1.000000 fi:0.115697. Ave ac:0.003232,0.005310 Initialization: 8.390000 Memcpy Classifiers: 0.774000 Memcpy Instances: 13.279000 Kernel 1: 0.024000 Kernel 2: 110.672997 Copyback: 0.018000 Sum: 0.041000 It 14,Best ac:0.001958 1.000000 fi:0.118892. Ave ac:0.002780,0.003605 Initialization: 6.499000 Memcpy Classifiers: 0.434000 Memcpy Instances: 12.465000 Kernel 1: 0.027000 Kernel 2: 112.318001 Copyback: 0.017000 Sum: 0.036000 It 15,Best ac:0.001088 1.000000 fi:0.119413. Ave ac:0.002620,0.003283 Initialization: 6.572000 Memcpy Classifiers: 0.435000 Memcpy Instances: 10.067000 Kernel 1: 0.024000 Kernel 2: 109.828003 Copyback: 0.017000 Sum: 0.035000 It 16,Best ac:0.001958 1.000000 fi:0.121085. Ave ac:0.002157,0.003137 Initialization: 8.751000 Memcpy Classifiers: 0.462000 Memcpy Instances: 12.368000 Kernel 1: 0.023000 Kernel 2: 109.847000 Copyback: 0.017000 Sum: 0.038000 It 17,Best ac:0.001958 1.000000 fi:0.120737. Ave ac:0.002767,0.002429 Initialization: 7.659000 Memcpy Classifiers: 0.434000 Memcpy Instances: 10.071000 Kernel 1: 0.024000 Kernel 2: 113.670998 Copyback: 0.017000 Sum: 0.033000 It 18,Best ac:0.001740 1.000000 fi:0.119186. Ave ac:0.002891,0.002977 Initialization: 7.723000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.303000 Kernel 1: 0.021000 Kernel 2: 111.281998 Copyback: 0.017000 Sum: 0.035000 It 19,Best ac:0.001523 1.000000 fi:0.121275. Ave ac:0.002573,0.002890 Initialization: 8.236000 Memcpy Classifiers: 0.435000 Memcpy Instances: 9.104000 Kernel 1: 0.024000 Kernel 2: 109.865997 Copyback: 0.018000 Sum: 0.045000 It 20,Best ac:0.002610 1.000000 fi:0.120163. Ave ac:0.002321,0.002252 Initialization: 7.683000 Memcpy Classifiers: 0.565000 Memcpy Instances: 13.088000 Kernel 1: 0.027000 Kernel 2: 107.583000 Copyback: 0.017000 Sum: 0.040000 It 21,Best ac:0.001305 1.000000 fi:0.115621. Ave ac:0.002586,0.002697 Initialization: 8.225000 Memcpy Classifiers: 0.434000 Memcpy Instances: 11.173000 Kernel 1: 0.028000 Kernel 2: 109.445999 Copyback: 0.017000 Sum: 0.044000 It 22,Best ac:0.001740 1.000000 fi:0.116464. Ave ac:0.002457,0.003453 Initialization: 7.650000 Memcpy Classifiers: 0.435000 Memcpy Instances: 12.242000 Kernel 1: 0.026000 Kernel 2: 107.342003 Copyback: 0.017000 Sum: 0.038000 It 23,Best ac:0.001958 1.000000 fi:0.117592. Ave ac:0.001856,0.002144 Initialization: 6.580000 Memcpy Classifiers: 0.433000 Memcpy Instances: 11.261000 Kernel 1: 0.025000 Kernel 2: 105.782997 Copyback: 0.018000 Sum: 0.048000 It 24,Best ac:0.003480 1.000000 fi:0.115031. Ave ac:0.002824,0.003968 Initialization: 9.442000 Memcpy Classifiers: 0.596000 Memcpy Instances: 11.316000 Kernel 1: 0.024000 Kernel 2: 101.077003 Copyback: 0.018000 Sum: 0.048000 It 25,Best ac:0.001087 1.000000 fi:0.115520. Ave ac:0.002900,0.003744 Initialization: 8.358000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.056000 Kernel 1: 0.025000 Kernel 2: 104.714996 Copyback: 0.018000 Sum: 0.040000 It 26,Best ac:0.003045 1.000000 fi:0.119381. Ave ac:0.002900,0.004280 Initialization: 7.242000 Memcpy Classifiers: 0.713000 Memcpy Instances: 12.939000 Kernel 1: 0.025000 Kernel 2: 97.014000 Copyback: 0.018000 Sum: 0.045000 It 27,Best ac:0.001740 1.000000 fi:0.116089. Ave ac:0.002365,0.004496 Initialization: 6.433000 Memcpy Classifiers: 0.416000 Memcpy Instances: 10.301000 Kernel 1: 0.024000 Kernel 2: 96.946999 Copyback: 0.018000 Sum: 0.032000 It 28,Best ac:0.001305 1.000000 fi:0.113851. Ave ac:0.002403,0.002947 Initialization: 6.402000 Memcpy Classifiers: 0.415000 Memcpy Instances: 12.176000 Kernel 1: 0.027000 Kernel 2: 97.259003 Copyback: 0.019000 Sum: 0.048000 It 29,Best ac:0.001088 1.000000 fi:0.113926. Ave ac:0.002668,0.003422 Initialization: 9.318000 Memcpy Classifiers: 0.569000 Memcpy Instances: 11.877000 Kernel 1: 0.025000 Kernel 2: 96.291000 Copyback: 0.018000 Sum: 0.037000 It 30,Best ac:0.001305 1.000000 fi:0.116005. Ave ac:0.002038,0.002472 Initialization: 7.088000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.006000 Kernel 1: 0.024000 Kernel 2: 102.767998 Copyback: 0.017000 Sum: 0.030000 It 31,Best ac:0.001305 1.000000 fi:0.116379. Ave ac:0.002719,0.002918 Initialization: 8.558000 Memcpy Classifiers: 0.398000 Memcpy Instances: 9.007000 Kernel 1: 0.025000 Kernel 2: 96.786003 Copyback: 0.020000 Sum: 0.052000 It 32,Best ac:0.002610 1.000000 fi:0.115436. Ave ac:0.002456,0.002682 Initialization: 8.369000 Memcpy Classifiers: 0.380000 Memcpy Instances: 12.803000 Kernel 1: 0.023000 Kernel 2: 99.348000 Copyback: 0.017000 Sum: 0.033000 It 33,Best ac:0.001088 1.000000 fi:0.116795. Ave ac:0.002791,0.002792 Initialization: 27.839001 Memcpy Instances: 551.807983 Memcpy Classifiers: 0.087000 Kernel 1: 0.028000 Kernel 2: 508.057007 Copyback: 0.016000 Sum: 0.018000 Memcpy Classifiers: 0.101000 Kernel 1: 0.023000 Kernel 2: 519.961975 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 502.533997 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.014000 Kernel 2: 516.481018 Copyback: 0.368000 Sum: 0.001000 Memcpy Classifiers: 0.069000 Kernel 1: 0.015000 Kernel 2: 521.768982 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.099000 Kernel 1: 0.022000 Kernel 2: 514.648010 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.014000 Kernel 2: 499.912994 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 504.071991 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.012000 Kernel 2: 504.951996 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.069000 Kernel 1: 0.017000 Kernel 2: 512.289978 Copyback: 0.018000 Sum: 0.004000 Memcpy Classifiers: 0.102000 Kernel 1: 0.024000 Kernel 2: 516.892029 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.099000 Kernel 1: 0.023000 Kernel 2: 506.631989 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 528.992981 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.094000 Kernel 1: 0.022000 Kernel 2: 485.772003 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.001897 0.840077 fi:0.273568. Ave ac:0.002930,0.010609 Best acc 0.001897 0.840077 Rule:Att PSSM_-1_12 is [<-1.001352]|Att PSSM_0_1 is [>4.991261]|Att PSSM_0_12 is [<-3.160177]|Att PSSM_1_10 is [-1.346194,7.346194]|Att PSSM_4_13 is [-5.696239,7.743084]|1 Accuracy : 0.716312 0 1 163534 546 66018 4540 Removed 319 instances. 229552 Instances left. Acc of rule 0.001231-0.887147 Initialization: 6.484000 Memcpy Classifiers: 0.667000 Memcpy Instances: 9.031000 Kernel 1: 0.026000 Kernel 2: 114.012001 Copyback: 0.017000 Sum: 0.045000 Initial population average accuracy1:0.006537 accuracy2:0.273389 Initialization: 6.496000 Memcpy Classifiers: 0.524000 Memcpy Instances: 8.970000 Kernel 1: 0.025000 Kernel 2: 112.261002 Copyback: 0.017000 Sum: 0.040000 It 0,Best ac:0.003049 0.777778 fi:0.321493. Ave ac:0.006886,0.012360 Initialization: 6.501000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.994000 Kernel 1: 0.024000 Kernel 2: 109.688004 Copyback: 0.019000 Sum: 0.045000 It 1,Best ac:0.001743 1.000000 fi:0.099726. Ave ac:0.006536,0.010910 Initialization: 6.406000 Memcpy Classifiers: 0.451000 Memcpy Instances: 9.002000 Kernel 1: 0.031000 Kernel 2: 109.357002 Copyback: 0.372000 Sum: 0.037000 It 2,Best ac:0.001307 1.000000 fi:0.099878. Ave ac:0.006659,0.011371 Initialization: 9.062000 Memcpy Classifiers: 0.451000 Memcpy Instances: 9.014000 Kernel 1: 0.024000 Kernel 2: 110.309998 Copyback: 0.016000 Sum: 0.033000 It 3,Best ac:0.001524 1.000000 fi:0.099802. Ave ac:0.006680,0.012450 Initialization: 7.945000 Memcpy Classifiers: 0.496000 Memcpy Instances: 12.292000 Kernel 1: 0.023000 Kernel 2: 108.845001 Copyback: 0.017000 Sum: 0.034000 It 4,Best ac:0.001525 1.000000 fi:0.099802. Ave ac:0.004824,0.008108 Initialization: 6.493000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.986000 Kernel 1: 0.025000 Kernel 2: 106.764999 Copyback: 0.016000 Sum: 0.029000 It 5,Best ac:0.001307 1.000000 fi:0.099878. Ave ac:0.004021,0.006471 Initialization: 6.481000 Memcpy Classifiers: 0.468000 Memcpy Instances: 9.006000 Kernel 1: 0.025000 Kernel 2: 106.197998 Copyback: 0.016000 Sum: 0.033000 It 6,Best ac:0.003267 1.000000 fi:0.099194. Ave ac:0.004625,0.009964 Initialization: 6.459000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.994000 Kernel 1: 0.025000 Kernel 2: 106.725998 Copyback: 0.017000 Sum: 0.032000 It 7,Best ac:0.002832 1.000000 fi:0.099346. Ave ac:0.003289,0.005238 Initialization: 6.498000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.993000 Kernel 1: 0.025000 Kernel 2: 105.108002 Copyback: 0.017000 Sum: 0.031000 It 8,Best ac:0.003050 1.000000 fi:0.099270. Ave ac:0.002894,0.005649 Initialization: 6.460000 Memcpy Classifiers: 0.468000 Memcpy Instances: 9.006000 Kernel 1: 0.024000 Kernel 2: 108.459000 Copyback: 0.017000 Sum: 0.030000 It 9,Best ac:0.003267 1.000000 fi:0.099194. Ave ac:0.002859,0.004089 Iteration 10:MDL fitness activated Error 0.099194 TL 0.037977 MDL Theory Length Weight: 0.8706424719 (1) Initialization: 6.468000 Memcpy Classifiers: 0.464000 Memcpy Instances: 8.973000 Kernel 1: 0.026000 Kernel 2: 111.097000 Copyback: 0.018000 Sum: 0.035000 It 10,Best ac:0.001089 1.000000 fi:0.121260. Ave ac:0.003097,0.003839 Initialization: 6.451000 Memcpy Classifiers: 0.495000 Memcpy Instances: 8.985000 Kernel 1: 0.024000 Kernel 2: 108.869003 Copyback: 0.017000 Sum: 0.032000 It 11,Best ac:0.001089 1.000000 fi:0.121260. Ave ac:0.003327,0.003960 Initialization: 6.478000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.986000 Kernel 1: 0.025000 Kernel 2: 107.283997 Copyback: 0.017000 Sum: 0.032000 It 12,Best ac:0.002832 1.000000 fi:0.120259. Ave ac:0.002930,0.003868 Initialization: 6.565000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.980000 Kernel 1: 0.024000 Kernel 2: 102.992996 Copyback: 0.017000 Sum: 0.032000 It 13,Best ac:0.001307 1.000000 fi:0.127262. Ave ac:0.003193,0.003568 Initialization: 6.334000 Memcpy Classifiers: 0.451000 Memcpy Instances: 9.001000 Kernel 1: 0.025000 Kernel 2: 106.652000 Copyback: 0.020000 Sum: 0.030000 It 14,Best ac:0.001743 1.000000 fi:0.118244. Ave ac:0.003263,0.003478 Initialization: 6.477000 Memcpy Classifiers: 0.474000 Memcpy Instances: 9.000000 Kernel 1: 0.025000 Kernel 2: 105.646004 Copyback: 0.017000 Sum: 0.031000 It 15,Best ac:0.001089 1.000000 fi:0.127691. Ave ac:0.002822,0.003321 Initialization: 6.364000 Memcpy Classifiers: 0.468000 Memcpy Instances: 9.009000 Kernel 1: 0.024000 Kernel 2: 106.264999 Copyback: 0.017000 Sum: 0.040000 It 16,Best ac:0.002179 1.000000 fi:0.120487. Ave ac:0.001980,0.002587 Initialization: 6.536000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.995000 Kernel 1: 0.024000 Kernel 2: 109.053001 Copyback: 0.017000 Sum: 0.034000 It 17,Best ac:0.002397 1.000000 fi:0.127244. Ave ac:0.002217,0.003755 Initialization: 6.510000 Memcpy Classifiers: 0.492000 Memcpy Instances: 9.067000 Kernel 1: 0.023000 Kernel 2: 113.918999 Copyback: 0.017000 Sum: 0.038000 It 18,Best ac:0.002396 1.000000 fi:0.120804. Ave ac:0.003003,0.003652 Initialization: 6.502000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.996000 Kernel 1: 0.024000 Kernel 2: 108.936996 Copyback: 0.017000 Sum: 0.029000 It 19,Best ac:0.003049 1.000000 fi:0.122489. Ave ac:0.002643,0.002961 Initialization: 6.409000 Memcpy Classifiers: 0.506000 Memcpy Instances: 9.002000 Kernel 1: 0.024000 Kernel 2: 109.001999 Copyback: 0.017000 Sum: 0.030000 It 20,Best ac:0.001960 1.000000 fi:0.120086. Ave ac:0.002118,0.001976 Initialization: 6.467000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.997000 Kernel 1: 0.026000 Kernel 2: 101.889000 Copyback: 0.017000 Sum: 0.039000 It 21,Best ac:0.001960 1.000000 fi:0.117740. Ave ac:0.001767,0.001677 Initialization: 6.474000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.983000 Kernel 1: 0.025000 Kernel 2: 90.902000 Copyback: 0.017000 Sum: 0.043000 It 22,Best ac:0.003486 1.000000 fi:0.118187. Ave ac:0.002235,0.002126 Initialization: 6.454000 Memcpy Classifiers: 0.398000 Memcpy Instances: 9.020000 Kernel 1: 0.023000 Kernel 2: 92.970001 Copyback: 0.016000 Sum: 0.041000 It 23,Best ac:0.001960 1.000000 fi:0.117739. Ave ac:0.001753,0.002247 Initialization: 6.459000 Memcpy Classifiers: 0.397000 Memcpy Instances: 9.033000 Kernel 1: 0.024000 Kernel 2: 94.850998 Copyback: 0.017000 Sum: 0.034000 It 24,Best ac:0.002397 1.000000 fi:0.119935. Ave ac:0.002248,0.002191 Initialization: 7.954000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.264000 Kernel 1: 0.022000 Kernel 2: 95.916000 Copyback: 0.017000 Sum: 0.033000 It 25,Best ac:0.002178 1.000000 fi:0.120417. Ave ac:0.002170,0.002414 Initialization: 7.025000 Memcpy Classifiers: 0.615000 Memcpy Instances: 13.657000 Kernel 1: 0.025000 Kernel 2: 94.983002 Copyback: 0.017000 Sum: 0.041000 It 26,Best ac:0.002395 1.000000 fi:0.117588. Ave ac:0.002577,0.003105 Initialization: 9.480000 Memcpy Classifiers: 0.648000 Memcpy Instances: 13.136000 Kernel 1: 0.025000 Kernel 2: 94.764000 Copyback: 0.017000 Sum: 0.031000 It 27,Best ac:0.003485 1.000000 fi:0.118761. Ave ac:0.002426,0.002492 Initialization: 6.467000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.005000 Kernel 1: 0.024000 Kernel 2: 93.898003 Copyback: 0.016000 Sum: 0.031000 It 28,Best ac:0.001960 1.000000 fi:0.120087. Ave ac:0.002889,0.002870 Initialization: 6.435000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.989000 Kernel 1: 0.025000 Kernel 2: 94.313004 Copyback: 0.016000 Sum: 0.032000 It 29,Best ac:0.003049 1.000000 fi:0.123268. Ave ac:0.002365,0.003567 Initialization: 6.456000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.993000 Kernel 1: 0.025000 Kernel 2: 95.853996 Copyback: 0.020000 Sum: 0.029000 It 30,Best ac:0.001307 1.000000 fi:0.120315. Ave ac:0.002168,0.001976 Initialization: 6.439000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.994000 Kernel 1: 0.025000 Kernel 2: 97.153999 Copyback: 0.018000 Sum: 0.032000 It 31,Best ac:0.001089 1.000000 fi:0.116489. Ave ac:0.002589,0.002755 Initialization: 6.530000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.013000 Kernel 1: 0.023000 Kernel 2: 95.873001 Copyback: 0.017000 Sum: 0.031000 It 32,Best ac:0.001525 1.000000 fi:0.117891. Ave ac:0.001774,0.002204 Initialization: 6.529000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.971000 Kernel 1: 0.025000 Kernel 2: 93.467003 Copyback: 0.017000 Sum: 0.038000 It 33,Best ac:0.002396 1.000000 fi:0.121203. Ave ac:0.002241,0.002312 Initialization: 22.193001 Memcpy Instances: 450.700012 Memcpy Classifiers: 0.058000 Kernel 1: 0.025000 Kernel 2: 481.510986 Copyback: 0.015000 Sum: 0.014000 Memcpy Classifiers: 0.049000 Kernel 1: 0.013000 Kernel 2: 467.329010 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.015000 Kernel 2: 481.119995 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.081000 Kernel 1: 0.021000 Kernel 2: 484.183990 Copyback: 0.369000 Sum: 0.002000 Memcpy Classifiers: 0.056000 Kernel 1: 0.013000 Kernel 2: 480.743988 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.012000 Kernel 2: 476.526001 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.012000 Kernel 2: 459.523010 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.012000 Kernel 2: 484.846985 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.012000 Kernel 2: 475.024994 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.013000 Kernel 2: 463.003998 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.056000 Kernel 1: 0.014000 Kernel 2: 461.510986 Copyback: 0.020000 Sum: 0.004000 Memcpy Classifiers: 0.058000 Kernel 1: 0.020000 Kernel 2: 474.296997 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 459.631989 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.057000 Kernel 1: 0.013000 Kernel 2: 457.881012 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.002056 0.885553 fi:0.238061. Ave ac:0.002469,0.008580 Best acc 0.002056 0.885553 Initialization: 6.427000 Memcpy Classifiers: 0.487000 Memcpy Instances: 9.026000 Kernel 1: 0.027000 Kernel 2: 111.150002 Copyback: 0.017000 Sum: 0.044000 Initial population average accuracy1:0.006751 accuracy2:0.289437 Initialization: 6.440000 Memcpy Classifiers: 0.505000 Memcpy Instances: 9.017000 Kernel 1: 0.025000 Kernel 2: 111.166000 Copyback: 0.017000 Sum: 0.053000 It 0,Best ac:0.001524 1.000000 fi:0.099802. Ave ac:0.007831,0.013621 Initialization: 7.791000 Memcpy Classifiers: 0.739000 Memcpy Instances: 11.884000 Kernel 1: 0.032000 Kernel 2: 107.398003 Copyback: 0.017000 Sum: 0.031000 It 1,Best ac:0.000871 1.000000 fi:0.179882. Ave ac:0.006962,0.013001 Initialization: 6.410000 Memcpy Classifiers: 0.505000 Memcpy Instances: 9.003000 Kernel 1: 0.023000 Kernel 2: 107.196999 Copyback: 0.017000 Sum: 0.038000 It 2,Best ac:0.001525 1.000000 fi:0.099802. Ave ac:0.006522,0.011417 Initialization: 6.544000 Memcpy Classifiers: 0.469000 Memcpy Instances: 9.187000 Kernel 1: 0.024000 Kernel 2: 105.559998 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.001307 0.857143 fi:0.242735. Ave ac:0.004966,0.009108 Initialization: 7.723000 Memcpy Classifiers: 0.744000 Memcpy Instances: 9.392000 Kernel 1: 0.024000 Kernel 2: 108.250000 Copyback: 0.018000 Sum: 0.041000 It 4,Best ac:0.002614 1.000000 fi:0.099422. Ave ac:0.005320,0.008693 Initialization: 6.426000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.976000 Kernel 1: 0.024000 Kernel 2: 106.028000 Copyback: 0.017000 Sum: 0.036000 It 5,Best ac:0.002178 1.000000 fi:0.099574. Ave ac:0.004185,0.006828 Initialization: 6.396000 Memcpy Classifiers: 0.469000 Memcpy Instances: 13.276000 Kernel 1: 0.027000 Kernel 2: 105.220001 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.002395 1.000000 fi:0.099498. Ave ac:0.004292,0.006758 Initialization: 6.614000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.972000 Kernel 1: 0.026000 Kernel 2: 104.669998 Copyback: 0.371000 Sum: 0.036000 It 7,Best ac:0.001089 1.000000 fi:0.099954. Ave ac:0.003977,0.005843 Initialization: 6.538000 Memcpy Classifiers: 0.451000 Memcpy Instances: 9.555000 Kernel 1: 0.024000 Kernel 2: 105.787003 Copyback: 0.017000 Sum: 0.032000 It 8,Best ac:0.002178 1.000000 fi:0.099574. Ave ac:0.004854,0.007747 Initialization: 7.540000 Memcpy Classifiers: 0.433000 Memcpy Instances: 10.259000 Kernel 1: 0.034000 Kernel 2: 105.226997 Copyback: 0.016000 Sum: 0.038000 It 9,Best ac:0.004357 1.000000 fi:0.098813. Ave ac:0.004659,0.007250 Iteration 10:MDL fitness activated Error 0.098813 TL 0.031405 MDL Theory Length Weight: 1.0488201913 (1) Initialization: 6.462000 Memcpy Classifiers: 0.469000 Memcpy Instances: 12.316000 Kernel 1: 0.024000 Kernel 2: 101.206001 Copyback: 0.020000 Sum: 0.038000 It 10,Best ac:0.001307 1.000000 fi:0.136417. Ave ac:0.003031,0.004708 Initialization: 7.557000 Memcpy Classifiers: 0.416000 Memcpy Instances: 10.539000 Kernel 1: 0.024000 Kernel 2: 101.115997 Copyback: 0.017000 Sum: 0.034000 It 11,Best ac:0.003267 1.000000 fi:0.127736. Ave ac:0.003836,0.005219 Initialization: 6.449000 Memcpy Classifiers: 0.416000 Memcpy Instances: 11.137000 Kernel 1: 0.023000 Kernel 2: 100.674004 Copyback: 0.018000 Sum: 0.042000 It 12,Best ac:0.003703 1.000000 fi:0.127584. Ave ac:0.003227,0.005401 Initialization: 7.411000 Memcpy Classifiers: 0.434000 Memcpy Instances: 12.258000 Kernel 1: 0.026000 Kernel 2: 103.598000 Copyback: 0.018000 Sum: 0.044000 It 13,Best ac:0.001089 1.000000 fi:0.131409. Ave ac:0.003719,0.006190 Initialization: 6.448000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.987000 Kernel 1: 0.025000 Kernel 2: 104.085999 Copyback: 0.017000 Sum: 0.036000 It 14,Best ac:0.002614 1.000000 fi:0.130091. Ave ac:0.003813,0.005447 Initialization: 6.402000 Memcpy Classifiers: 0.433000 Memcpy Instances: 9.008000 Kernel 1: 0.024000 Kernel 2: 105.857002 Copyback: 0.016000 Sum: 0.032000 It 15,Best ac:0.001089 1.000000 fi:0.129803. Ave ac:0.003703,0.005301 Initialization: 6.555000 Memcpy Classifiers: 0.471000 Memcpy Instances: 8.976000 Kernel 1: 0.024000 Kernel 2: 102.454002 Copyback: 0.017000 Sum: 0.034000 It 16,Best ac:0.003485 1.000000 fi:0.130611. Ave ac:0.003152,0.004493 Initialization: 6.451000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.977000 Kernel 1: 0.025000 Kernel 2: 104.278000 Copyback: 0.018000 Sum: 0.032000 It 17,Best ac:0.001089 1.000000 fi:0.127073. Ave ac:0.003156,0.004990 Initialization: 6.427000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.022000 Kernel 1: 0.024000 Kernel 2: 104.775002 Copyback: 0.017000 Sum: 0.034000 It 18,Best ac:0.001960 1.000000 fi:0.126808. Ave ac:0.002998,0.004539 Initialization: 6.465000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.994000 Kernel 1: 0.024000 Kernel 2: 101.939003 Copyback: 0.017000 Sum: 0.032000 It 19,Best ac:0.002395 1.000000 fi:0.130111. Ave ac:0.003068,0.004279 Initialization: 6.464000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.980000 Kernel 1: 0.025000 Kernel 2: 99.886002 Copyback: 0.017000 Sum: 0.032000 It 20,Best ac:0.001525 1.000000 fi:0.132030. Ave ac:0.003246,0.004318 Initialization: 6.425000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.002000 Kernel 1: 0.024000 Kernel 2: 101.595001 Copyback: 0.017000 Sum: 0.033000 It 21,Best ac:0.003049 1.000000 fi:0.126389. Ave ac:0.003606,0.005437 Initialization: 6.457000 Memcpy Classifiers: 0.451000 Memcpy Instances: 9.005000 Kernel 1: 0.025000 Kernel 2: 101.240997 Copyback: 0.017000 Sum: 0.031000 It 22,Best ac:0.002614 1.000000 fi:0.126580. Ave ac:0.003306,0.004728 Initialization: 6.543000 Memcpy Classifiers: 0.468000 Memcpy Instances: 9.012000 Kernel 1: 0.024000 Kernel 2: 100.582001 Copyback: 0.017000 Sum: 0.032000 It 23,Best ac:0.001089 1.000000 fi:0.128234. Ave ac:0.003665,0.005378 Initialization: 7.667000 Memcpy Classifiers: 0.435000 Memcpy Instances: 11.533000 Kernel 1: 0.027000 Kernel 2: 98.075996 Copyback: 0.018000 Sum: 0.033000 It 24,Best ac:0.001525 1.000000 fi:0.126960. Ave ac:0.002781,0.004207 Initialization: 6.390000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.997000 Kernel 1: 0.025000 Kernel 2: 99.613998 Copyback: 0.017000 Sum: 0.031000 It 25,Best ac:0.002614 1.000000 fi:0.127645. Ave ac:0.003614,0.005774 Initialization: 6.515000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.987000 Kernel 1: 0.025000 Kernel 2: 94.945000 Copyback: 0.017000 Sum: 0.030000 It 26,Best ac:0.001743 1.000000 fi:0.126366. Ave ac:0.002630,0.003527 Initialization: 7.768000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.667000 Kernel 1: 0.024000 Kernel 2: 92.348999 Copyback: 0.017000 Sum: 0.034000 It 27,Best ac:0.002179 1.000000 fi:0.124328. Ave ac:0.002790,0.003377 Initialization: 6.528000 Memcpy Classifiers: 0.353000 Memcpy Instances: 12.520000 Kernel 1: 0.024000 Kernel 2: 92.889999 Copyback: 0.017000 Sum: 0.034000 It 28,Best ac:0.001525 1.000000 fi:0.124961. Ave ac:0.003015,0.004130 Initialization: 6.456000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.977000 Kernel 1: 0.024000 Kernel 2: 89.551003 Copyback: 0.018000 Sum: 0.038000 It 29,Best ac:0.003268 1.000000 fi:0.120562. Ave ac:0.002478,0.002545 Initialization: 7.109000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.979000 Kernel 1: 0.026000 Kernel 2: 88.334000 Copyback: 0.018000 Sum: 0.037000 It 30,Best ac:0.001961 1.000000 fi:0.124404. Ave ac:0.002374,0.002762 Initialization: 8.291000 Memcpy Classifiers: 0.647000 Memcpy Instances: 13.183000 Kernel 1: 0.024000 Kernel 2: 89.115997 Copyback: 0.017000 Sum: 0.039000 It 31,Best ac:0.001525 1.000000 fi:0.121312. Ave ac:0.001959,0.003089 Initialization: 7.273000 Memcpy Classifiers: 0.460000 Memcpy Instances: 11.783000 Kernel 1: 0.027000 Kernel 2: 89.392998 Copyback: 0.018000 Sum: 0.034000 It 32,Best ac:0.001307 1.000000 fi:0.127190. Ave ac:0.002528,0.003415 Initialization: 7.099000 Memcpy Classifiers: 0.420000 Memcpy Instances: 12.816000 Kernel 1: 0.025000 Kernel 2: 91.334999 Copyback: 0.017000 Sum: 0.030000 It 33,Best ac:0.001089 1.000000 fi:0.124011. Ave ac:0.003300,0.004456 Initialization: 22.753000 Memcpy Instances: 528.861023 Memcpy Classifiers: 0.086000 Kernel 1: 0.029000 Kernel 2: 470.743011 Copyback: 0.015000 Sum: 0.015000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 466.705994 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 468.118988 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.099000 Kernel 1: 0.023000 Kernel 2: 474.910004 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.014000 Kernel 2: 495.424011 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.101000 Kernel 1: 0.022000 Kernel 2: 464.302002 Copyback: 0.368000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.014000 Kernel 2: 473.717010 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.014000 Kernel 2: 471.083008 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 484.066010 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.012000 Kernel 2: 473.602997 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.012000 Kernel 2: 449.955994 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.012000 Kernel 2: 486.976990 Copyback: 0.016000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.014000 Kernel 2: 453.441986 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.012000 Kernel 2: 444.470001 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.001734 0.845011 fi:0.281877. Ave ac:0.003008,0.011412 Best acc 0.001734 0.845011 Rule:Att PSSM_-3_7 is [<3.313498]|Att PSSM_-2_7 is [-6.521938,3.513666]|Att PSSM_-1_6 is [-6.945337,-1.054663]|Att PSSM_0_2 is [-6.106969,-4.933470]|Att PSSM_0_13 is [-0.679541,4.679541]|Att PSSM_1_12 is [<-2.224452]|Att PSSM_1_15 is [<-1.694902]|Att PSSM_4_7 is [<-2.681551]|1 Accuracy : 0.718064 0 1 163473 607 65546 5012 Removed 533 instances. 229019 Instances left. Acc of rule 0.002056-0.885553 Initialization: 6.659000 Memcpy Classifiers: 0.541000 Memcpy Instances: 8.953000 Kernel 1: 0.028000 Kernel 2: 108.011002 Copyback: 0.017000 Sum: 0.044000 Initial population average accuracy1:0.005398 accuracy2:0.283510 Initialization: 6.505000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.984000 Kernel 1: 0.024000 Kernel 2: 109.309998 Copyback: 0.017000 Sum: 0.048000 It 0,Best ac:0.001747 1.000000 fi:0.099721. Ave ac:0.007258,0.013086 Initialization: 6.529000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.956000 Kernel 1: 0.026000 Kernel 2: 108.250999 Copyback: 0.017000 Sum: 0.031000 It 1,Best ac:0.001310 0.857143 fi:0.242732. Ave ac:0.008307,0.013839 Initialization: 6.445000 Memcpy Classifiers: 0.450000 Memcpy Instances: 9.162000 Kernel 1: 0.024000 Kernel 2: 106.642998 Copyback: 0.017000 Sum: 0.033000 It 2,Best ac:0.001092 1.000000 fi:0.099951. Ave ac:0.007645,0.011876 Initialization: 6.404000 Memcpy Classifiers: 0.506000 Memcpy Instances: 8.999000 Kernel 1: 0.024000 Kernel 2: 106.860001 Copyback: 0.017000 Sum: 0.030000 It 3,Best ac:0.001310 1.000000 fi:0.099874. Ave ac:0.006333,0.011226 Initialization: 6.548000 Memcpy Classifiers: 0.507000 Memcpy Instances: 8.975000 Kernel 1: 0.024000 Kernel 2: 103.445999 Copyback: 0.017000 Sum: 0.030000 It 4,Best ac:0.001528 1.000000 fi:0.099798. Ave ac:0.005699,0.011166 Initialization: 6.442000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.952000 Kernel 1: 0.024000 Kernel 2: 103.491997 Copyback: 0.017000 Sum: 0.033000 It 5,Best ac:0.002183 1.000000 fi:0.099568. Ave ac:0.005290,0.008093 Initialization: 6.435000 Memcpy Classifiers: 0.522000 Memcpy Instances: 8.980000 Kernel 1: 0.024000 Kernel 2: 101.946999 Copyback: 0.017000 Sum: 0.032000 It 6,Best ac:0.002183 1.000000 fi:0.099568. Ave ac:0.005179,0.007548 Initialization: 8.640000 Memcpy Classifiers: 0.881000 Memcpy Instances: 12.998000 Kernel 1: 0.024000 Kernel 2: 100.971001 Copyback: 0.017000 Sum: 0.029000 It 7,Best ac:0.002838 1.000000 fi:0.099339. Ave ac:0.003806,0.004727 Initialization: 6.387000 Memcpy Classifiers: 0.486000 Memcpy Instances: 8.971000 Kernel 1: 0.024000 Kernel 2: 100.755997 Copyback: 0.017000 Sum: 0.032000 It 8,Best ac:0.002401 1.000000 fi:0.099492. Ave ac:0.003362,0.004305 Initialization: 6.473000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.971000 Kernel 1: 0.025000 Kernel 2: 101.299004 Copyback: 0.017000 Sum: 0.035000 It 9,Best ac:0.003711 1.000000 fi:0.099033. Ave ac:0.003298,0.004281 Iteration 10:MDL fitness activated Error 0.099033 TL 0.037406 MDL Theory Length Weight: 0.8825047556 (1) Initialization: 6.489000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.975000 Kernel 1: 0.025000 Kernel 2: 104.510002 Copyback: 0.017000 Sum: 0.028000 It 10,Best ac:0.001310 1.000000 fi:0.124292. Ave ac:0.003283,0.004873 Initialization: 6.497000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.956000 Kernel 1: 0.025000 Kernel 2: 105.557999 Copyback: 0.372000 Sum: 0.027000 It 11,Best ac:0.001310 1.000000 fi:0.123416. Ave ac:0.003727,0.004885 Initialization: 6.454000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.992000 Kernel 1: 0.024000 Kernel 2: 101.657997 Copyback: 0.017000 Sum: 0.031000 It 12,Best ac:0.001310 1.000000 fi:0.123085. Ave ac:0.004105,0.006521 Initialization: 6.459000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.996000 Kernel 1: 0.024000 Kernel 2: 102.305000 Copyback: 0.017000 Sum: 0.028000 It 13,Best ac:0.002620 1.000000 fi:0.120979. Ave ac:0.003629,0.005332 Initialization: 6.903000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.948000 Kernel 1: 0.025000 Kernel 2: 101.616997 Copyback: 0.017000 Sum: 0.031000 It 14,Best ac:0.001528 1.000000 fi:0.122276. Ave ac:0.002377,0.003893 Initialization: 6.424000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.952000 Kernel 1: 0.024000 Kernel 2: 102.433998 Copyback: 0.017000 Sum: 0.033000 It 15,Best ac:0.001091 1.000000 fi:0.118473. Ave ac:0.002746,0.003775 Initialization: 6.460000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.009000 Kernel 1: 0.025000 Kernel 2: 101.211998 Copyback: 0.017000 Sum: 0.032000 It 16,Best ac:0.001310 1.000000 fi:0.122796. Ave ac:0.003225,0.004553 Initialization: 6.441000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.983000 Kernel 1: 0.024000 Kernel 2: 101.063004 Copyback: 0.017000 Sum: 0.029000 It 17,Best ac:0.001091 1.000000 fi:0.120153. Ave ac:0.003001,0.005579 Initialization: 6.439000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.966000 Kernel 1: 0.025000 Kernel 2: 100.603996 Copyback: 0.017000 Sum: 0.030000 It 18,Best ac:0.002838 1.000000 fi:0.124970. Ave ac:0.002753,0.003923 Initialization: 6.564000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.943000 Kernel 1: 0.025000 Kernel 2: 100.403999 Copyback: 0.018000 Sum: 0.040000 It 19,Best ac:0.001747 1.000000 fi:0.119923. Ave ac:0.003124,0.004684 Initialization: 8.524000 Memcpy Classifiers: 0.682000 Memcpy Instances: 13.542000 Kernel 1: 0.027000 Kernel 2: 98.296997 Copyback: 0.018000 Sum: 0.036000 It 20,Best ac:0.001528 1.000000 fi:0.124684. Ave ac:0.003050,0.004300 Initialization: 8.717000 Memcpy Classifiers: 0.679000 Memcpy Instances: 9.077000 Kernel 1: 0.025000 Kernel 2: 99.036003 Copyback: 0.017000 Sum: 0.033000 It 21,Best ac:0.001965 1.000000 fi:0.120234. Ave ac:0.002886,0.003190 Initialization: 8.004000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.980000 Kernel 1: 0.025000 Kernel 2: 99.021004 Copyback: 0.017000 Sum: 0.027000 It 22,Best ac:0.002183 1.000000 fi:0.128649. Ave ac:0.002511,0.003527 Initialization: 6.506000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.950000 Kernel 1: 0.025000 Kernel 2: 99.948997 Copyback: 0.017000 Sum: 0.030000 It 23,Best ac:0.001965 1.000000 fi:0.120234. Ave ac:0.002512,0.003037 Initialization: 6.485000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.989000 Kernel 1: 0.024000 Kernel 2: 99.478996 Copyback: 0.016000 Sum: 0.029000 It 24,Best ac:0.002183 1.000000 fi:0.120645. Ave ac:0.003240,0.005678 MDL Theory Length Weight: 0.7942542801 (10) Initialization: 6.411000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.983000 Kernel 1: 0.024000 Kernel 2: 96.388000 Copyback: 0.017000 Sum: 0.030000 It 25,Best ac:0.001310 1.000000 fi:0.117792. Ave ac:0.003035,0.003343 Initialization: 6.447000 Memcpy Classifiers: 0.454000 Memcpy Instances: 8.952000 Kernel 1: 0.026000 Kernel 2: 99.099998 Copyback: 0.017000 Sum: 0.031000 It 26,Best ac:0.002620 1.000000 fi:0.118518. Ave ac:0.003053,0.004057 Initialization: 6.511000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.975000 Kernel 1: 0.023000 Kernel 2: 94.080002 Copyback: 0.016000 Sum: 0.027000 It 27,Best ac:0.001747 1.000000 fi:0.117786. Ave ac:0.002613,0.005547 Initialization: 6.516000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.962000 Kernel 1: 0.024000 Kernel 2: 95.773003 Copyback: 0.017000 Sum: 0.028000 It 28,Best ac:0.003274 1.000000 fi:0.118593. Ave ac:0.002438,0.003763 Initialization: 6.455000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.954000 Kernel 1: 0.025000 Kernel 2: 95.384003 Copyback: 0.017000 Sum: 0.025000 It 29,Best ac:0.002183 1.000000 fi:0.115684. Ave ac:0.002861,0.003485 Initialization: 6.419000 Memcpy Classifiers: 0.398000 Memcpy Instances: 9.017000 Kernel 1: 0.024000 Kernel 2: 93.780998 Copyback: 0.016000 Sum: 0.030000 It 30,Best ac:0.001091 1.000000 fi:0.119265. Ave ac:0.002094,0.002555 Initialization: 6.397000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.971000 Kernel 1: 0.025000 Kernel 2: 94.789001 Copyback: 0.017000 Sum: 0.031000 It 31,Best ac:0.002183 1.000000 fi:0.116045. Ave ac:0.002422,0.003409 Initialization: 7.174000 Memcpy Classifiers: 0.361000 Memcpy Instances: 12.701000 Kernel 1: 0.023000 Kernel 2: 93.535004 Copyback: 0.017000 Sum: 0.036000 It 32,Best ac:0.001528 1.000000 fi:0.114456. Ave ac:0.003995,0.005444 Initialization: 6.522000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.951000 Kernel 1: 0.026000 Kernel 2: 92.656998 Copyback: 0.017000 Sum: 0.030000 It 33,Best ac:0.002401 1.000000 fi:0.112569. Ave ac:0.002990,0.004108 Initialization: 22.044001 Memcpy Instances: 562.935974 Memcpy Classifiers: 0.067000 Kernel 1: 0.026000 Kernel 2: 454.691010 Copyback: 0.016000 Sum: 0.018000 Memcpy Classifiers: 0.102000 Kernel 1: 0.023000 Kernel 2: 460.756989 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.094000 Kernel 1: 0.023000 Kernel 2: 464.877991 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.077000 Kernel 1: 0.017000 Kernel 2: 462.317993 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.076000 Kernel 1: 0.017000 Kernel 2: 477.359009 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.094000 Kernel 1: 0.023000 Kernel 2: 463.170013 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 477.842010 Copyback: 0.366000 Sum: 0.001000 Memcpy Classifiers: 0.094000 Kernel 1: 0.022000 Kernel 2: 479.785004 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.094000 Kernel 1: 0.022000 Kernel 2: 470.825012 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 475.764008 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 484.419006 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.079000 Kernel 1: 0.020000 Kernel 2: 469.255005 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 463.847992 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 467.088013 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.002563 0.834993 fi:0.290615. Ave ac:0.003325,0.012754 Best acc 0.002563 0.834993 Initialization: 6.508000 Memcpy Classifiers: 0.540000 Memcpy Instances: 8.974000 Kernel 1: 0.026000 Kernel 2: 110.732002 Copyback: 0.017000 Sum: 0.045000 Initial population average accuracy1:0.006455 accuracy2:0.274040 Initialization: 6.535000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.949000 Kernel 1: 0.025000 Kernel 2: 110.675003 Copyback: 0.017000 Sum: 0.059000 It 0,Best ac:0.001747 0.888889 fi:0.210833. Ave ac:0.008020,0.014648 Initialization: 6.452000 Memcpy Classifiers: 0.541000 Memcpy Instances: 8.965000 Kernel 1: 0.024000 Kernel 2: 110.487999 Copyback: 0.016000 Sum: 0.034000 It 1,Best ac:0.001528 0.875000 fi:0.224798. Ave ac:0.008024,0.015615 Initialization: 6.391000 Memcpy Classifiers: 0.550000 Memcpy Instances: 9.007000 Kernel 1: 0.024000 Kernel 2: 111.473999 Copyback: 0.019000 Sum: 0.039000 It 2,Best ac:0.001529 1.000000 fi:0.099798. Ave ac:0.006867,0.013430 Initialization: 6.845000 Memcpy Classifiers: 0.944000 Memcpy Instances: 10.256000 Kernel 1: 0.024000 Kernel 2: 109.755997 Copyback: 0.017000 Sum: 0.035000 It 3,Best ac:0.002838 0.928571 fi:0.170767. Ave ac:0.005214,0.008589 Initialization: 6.451000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.944000 Kernel 1: 0.026000 Kernel 2: 110.113998 Copyback: 0.017000 Sum: 0.035000 It 4,Best ac:0.001310 1.000000 fi:0.099874. Ave ac:0.006352,0.010650 Initialization: 6.467000 Memcpy Classifiers: 0.469000 Memcpy Instances: 9.009000 Kernel 1: 0.025000 Kernel 2: 106.997002 Copyback: 0.016000 Sum: 0.033000 It 5,Best ac:0.001528 1.000000 fi:0.099798. Ave ac:0.005518,0.009334 Initialization: 6.456000 Memcpy Classifiers: 0.524000 Memcpy Instances: 8.960000 Kernel 1: 0.025000 Kernel 2: 106.478996 Copyback: 0.017000 Sum: 0.032000 It 6,Best ac:0.002183 1.000000 fi:0.099568. Ave ac:0.004800,0.010300 Initialization: 6.397000 Memcpy Classifiers: 0.479000 Memcpy Instances: 8.991000 Kernel 1: 0.024000 Kernel 2: 107.155998 Copyback: 0.017000 Sum: 0.034000 It 7,Best ac:0.001965 1.000000 fi:0.099645. Ave ac:0.004873,0.008620 Initialization: 6.371000 Memcpy Classifiers: 0.494000 Memcpy Instances: 8.951000 Kernel 1: 0.026000 Kernel 2: 104.293999 Copyback: 0.017000 Sum: 0.037000 It 8,Best ac:0.001528 1.000000 fi:0.099798. Ave ac:0.003819,0.007927 Initialization: 6.450000 Memcpy Classifiers: 0.451000 Memcpy Instances: 11.461000 Kernel 1: 0.025000 Kernel 2: 103.690002 Copyback: 0.018000 Sum: 0.029000 It 9,Best ac:0.002838 1.000000 fi:0.099339. Ave ac:0.003119,0.005290 Iteration 10:MDL fitness activated Error 0.099339 TL 0.038629 MDL Theory Length Weight: 0.8571974647 (1) Initialization: 6.571000 Memcpy Classifiers: 0.488000 Memcpy Instances: 11.346000 Kernel 1: 0.024000 Kernel 2: 105.415001 Copyback: 0.017000 Sum: 0.035000 It 10,Best ac:0.001965 1.000000 fi:0.122533. Ave ac:0.004199,0.008406 Initialization: 6.433000 Memcpy Classifiers: 0.487000 Memcpy Instances: 10.900000 Kernel 1: 0.024000 Kernel 2: 104.360001 Copyback: 0.017000 Sum: 0.035000 It 11,Best ac:0.001310 1.000000 fi:0.128668. Ave ac:0.002461,0.004575 Initialization: 6.848000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.986000 Kernel 1: 0.024000 Kernel 2: 100.098999 Copyback: 0.018000 Sum: 0.041000 It 12,Best ac:0.003275 1.000000 fi:0.120577. Ave ac:0.003261,0.005564 Initialization: 8.248000 Memcpy Classifiers: 0.416000 Memcpy Instances: 11.867000 Kernel 1: 0.024000 Kernel 2: 99.778000 Copyback: 0.017000 Sum: 0.034000 It 13,Best ac:0.001310 1.000000 fi:0.121910. Ave ac:0.003287,0.003832 Initialization: 6.419000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.977000 Kernel 1: 0.025000 Kernel 2: 99.455002 Copyback: 0.017000 Sum: 0.032000 It 14,Best ac:0.001310 1.000000 fi:0.119173. Ave ac:0.002837,0.004570 Initialization: 6.428000 Memcpy Classifiers: 0.497000 Memcpy Instances: 9.021000 Kernel 1: 0.024000 Kernel 2: 99.920998 Copyback: 0.372000 Sum: 0.031000 It 15,Best ac:0.001528 1.000000 fi:0.121687. Ave ac:0.002967,0.005143 Initialization: 6.461000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.969000 Kernel 1: 0.025000 Kernel 2: 96.310997 Copyback: 0.017000 Sum: 0.031000 It 16,Best ac:0.001528 1.000000 fi:0.121447. Ave ac:0.002870,0.004024 Initialization: 6.472000 Memcpy Classifiers: 0.379000 Memcpy Instances: 12.425000 Kernel 1: 0.025000 Kernel 2: 97.428001 Copyback: 0.017000 Sum: 0.035000 It 17,Best ac:0.001965 1.000000 fi:0.119140. Ave ac:0.001961,0.002652 Initialization: 6.461000 Memcpy Classifiers: 0.416000 Memcpy Instances: 11.506000 Kernel 1: 0.025000 Kernel 2: 98.264999 Copyback: 0.017000 Sum: 0.030000 It 18,Best ac:0.001528 1.000000 fi:0.120621. Ave ac:0.002579,0.004586 Initialization: 8.516000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.969000 Kernel 1: 0.024000 Kernel 2: 102.929001 Copyback: 0.017000 Sum: 0.033000 It 19,Best ac:0.002183 1.000000 fi:0.121902. Ave ac:0.002164,0.004134 Initialization: 6.423000 Memcpy Classifiers: 0.415000 Memcpy Instances: 11.458000 Kernel 1: 0.025000 Kernel 2: 98.413002 Copyback: 0.017000 Sum: 0.030000 It 20,Best ac:0.001310 1.000000 fi:0.119370. Ave ac:0.002208,0.003386 Initialization: 8.101000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.970000 Kernel 1: 0.025000 Kernel 2: 102.324997 Copyback: 0.017000 Sum: 0.031000 It 21,Best ac:0.003057 1.000000 fi:0.121596. Ave ac:0.003088,0.003159 Initialization: 6.420000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.976000 Kernel 1: 0.026000 Kernel 2: 101.168999 Copyback: 0.018000 Sum: 0.039000 It 22,Best ac:0.001310 1.000000 fi:0.118814. Ave ac:0.002636,0.003581 Initialization: 8.434000 Memcpy Classifiers: 0.565000 Memcpy Instances: 10.386000 Kernel 1: 0.026000 Kernel 2: 100.091003 Copyback: 0.019000 Sum: 0.034000 It 23,Best ac:0.001310 1.000000 fi:0.125931. Ave ac:0.002235,0.002717 Initialization: 6.512000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.981000 Kernel 1: 0.025000 Kernel 2: 101.221001 Copyback: 0.017000 Sum: 0.033000 It 24,Best ac:0.001746 1.000000 fi:0.118662. Ave ac:0.002092,0.002317 Initialization: 6.519000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.995000 Kernel 1: 0.025000 Kernel 2: 102.353996 Copyback: 0.018000 Sum: 0.042000 It 25,Best ac:0.001747 1.000000 fi:0.124607. Ave ac:0.002235,0.003436 Initialization: 6.386000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.987000 Kernel 1: 0.026000 Kernel 2: 101.847000 Copyback: 0.017000 Sum: 0.029000 It 26,Best ac:0.001528 1.000000 fi:0.114083. Ave ac:0.002388,0.003601 Initialization: 6.408000 Memcpy Classifiers: 0.397000 Memcpy Instances: 9.015000 Kernel 1: 0.024000 Kernel 2: 101.106003 Copyback: 0.017000 Sum: 0.043000 It 27,Best ac:0.001747 1.000000 fi:0.122174. Ave ac:0.002240,0.002610 Initialization: 6.466000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.958000 Kernel 1: 0.026000 Kernel 2: 97.515999 Copyback: 0.017000 Sum: 0.032000 It 28,Best ac:0.001310 1.000000 fi:0.120464. Ave ac:0.002260,0.003635 Initialization: 6.401000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.961000 Kernel 1: 0.026000 Kernel 2: 97.191002 Copyback: 0.018000 Sum: 0.036000 It 29,Best ac:0.001091 1.000000 fi:0.119046. Ave ac:0.001979,0.004489 Initialization: 6.487000 Memcpy Classifiers: 0.436000 Memcpy Instances: 8.984000 Kernel 1: 0.025000 Kernel 2: 99.120003 Copyback: 0.016000 Sum: 0.039000 It 30,Best ac:0.001092 1.000000 fi:0.117105. Ave ac:0.002305,0.002684 Initialization: 6.401000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.961000 Kernel 1: 0.025000 Kernel 2: 96.728996 Copyback: 0.017000 Sum: 0.027000 It 31,Best ac:0.001528 1.000000 fi:0.121671. Ave ac:0.001651,0.001714 Initialization: 6.455000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.980000 Kernel 1: 0.025000 Kernel 2: 97.198997 Copyback: 0.017000 Sum: 0.032000 It 32,Best ac:0.001528 1.000000 fi:0.121228. Ave ac:0.002151,0.002829 Initialization: 6.448000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.968000 Kernel 1: 0.025000 Kernel 2: 96.385002 Copyback: 0.017000 Sum: 0.032000 It 33,Best ac:0.001965 1.000000 fi:0.120263. Ave ac:0.002472,0.002829 Initialization: 21.878000 Memcpy Instances: 555.181030 Memcpy Classifiers: 0.069000 Kernel 1: 0.028000 Kernel 2: 494.553009 Copyback: 0.016000 Sum: 0.015000 Memcpy Classifiers: 0.095000 Kernel 1: 0.025000 Kernel 2: 490.661987 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 492.234985 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 501.145996 Copyback: 0.016000 Sum: 0.001000 Memcpy Classifiers: 0.094000 Kernel 1: 0.025000 Kernel 2: 502.308014 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.015000 Kernel 2: 513.801025 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 498.402008 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.016000 Kernel 2: 498.251007 Copyback: 0.368000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 509.122009 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 504.191010 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 514.552002 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 491.980011 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 495.493011 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 477.984985 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.002585 0.874446 fi:0.246411. Ave ac:0.002459,0.009580 Best acc 0.002585 0.874446 Rule:Att PSSM_-1_12 is [<-3.249287]|Att PSSM_0_4 is [<-2.358634]|Att PSSM_0_5 is [>-0.427573]|Att PSSM_0_9 is [<4.836078]|Att PSSM_0_12 is [<-3.316688]|Att PSSM_1_12 is [-6.248335,-2.472793]|Att PSSM_2_2 is [<-0.402901]|Att PSSM_2_14 is [<3.378044]|1 Accuracy : 0.720224 0 1 163388 692 64954 5604 Removed 677 instances. 228342 Instances left. Acc of rule 0.002585-0.874446 Initialization: 6.491000 Memcpy Classifiers: 0.823000 Memcpy Instances: 11.871000 Kernel 1: 0.026000 Kernel 2: 110.477997 Copyback: 0.018000 Sum: 0.049000 Initial population average accuracy1:0.006068 accuracy2:0.269700 Initialization: 6.384000 Memcpy Classifiers: 0.487000 Memcpy Instances: 12.694000 Kernel 1: 0.028000 Kernel 2: 111.441002 Copyback: 0.017000 Sum: 0.053000 It 0,Best ac:0.004379 0.869565 fi:0.229224. Ave ac:0.007051,0.011703 Initialization: 8.554000 Memcpy Classifiers: 0.557000 Memcpy Instances: 11.349000 Kernel 1: 0.027000 Kernel 2: 109.684998 Copyback: 0.017000 Sum: 0.034000 It 1,Best ac:0.001533 1.000000 fi:0.099793. Ave ac:0.007118,0.013151 Initialization: 6.449000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.953000 Kernel 1: 0.026000 Kernel 2: 110.040001 Copyback: 0.016000 Sum: 0.031000 It 2,Best ac:0.001533 1.000000 fi:0.099793. Ave ac:0.005189,0.008659 Initialization: 7.626000 Memcpy Classifiers: 0.506000 Memcpy Instances: 10.900000 Kernel 1: 0.025000 Kernel 2: 109.372002 Copyback: 0.019000 Sum: 0.040000 It 3,Best ac:0.001095 1.000000 fi:0.099947. Ave ac:0.004837,0.007534 Initialization: 6.795000 Memcpy Classifiers: 0.487000 Memcpy Instances: 12.238000 Kernel 1: 0.026000 Kernel 2: 110.824997 Copyback: 0.017000 Sum: 0.035000 It 4,Best ac:0.000876 1.000000 fi:0.166623. Ave ac:0.005065,0.008505 Initialization: 6.397000 Memcpy Classifiers: 0.470000 Memcpy Instances: 11.822000 Kernel 1: 0.027000 Kernel 2: 107.768997 Copyback: 0.017000 Sum: 0.029000 It 5,Best ac:0.001971 1.000000 fi:0.099639. Ave ac:0.003799,0.006191 Initialization: 7.319000 Memcpy Classifiers: 0.507000 Memcpy Instances: 11.988000 Kernel 1: 0.028000 Kernel 2: 109.788002 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.002190 1.000000 fi:0.099561. Ave ac:0.003678,0.005243 Initialization: 6.339000 Memcpy Classifiers: 0.469000 Memcpy Instances: 9.390000 Kernel 1: 0.024000 Kernel 2: 107.595001 Copyback: 0.018000 Sum: 0.041000 It 7,Best ac:0.001752 1.000000 fi:0.099716. Ave ac:0.003950,0.007134 Initialization: 7.480000 Memcpy Classifiers: 0.507000 Memcpy Instances: 12.629000 Kernel 1: 0.027000 Kernel 2: 110.146004 Copyback: 0.019000 Sum: 0.040000 It 8,Best ac:0.004598 1.000000 fi:0.098712. Ave ac:0.003883,0.005548 Initialization: 7.425000 Memcpy Classifiers: 0.672000 Memcpy Instances: 11.212000 Kernel 1: 0.025000 Kernel 2: 106.264999 Copyback: 0.018000 Sum: 0.041000 It 9,Best ac:0.002847 1.000000 fi:0.099330. Ave ac:0.003131,0.005500 Iteration 10:MDL fitness activated Error 0.099330 TL 0.039192 MDL Theory Length Weight: 0.8448184698 (2) Initialization: 7.004000 Memcpy Classifiers: 0.819000 Memcpy Instances: 12.489000 Kernel 1: 0.034000 Kernel 2: 104.814003 Copyback: 0.019000 Sum: 0.036000 It 10,Best ac:0.001533 1.000000 fi:0.122343. Ave ac:0.003296,0.006649 Initialization: 8.428000 Memcpy Classifiers: 0.433000 Memcpy Instances: 10.923000 Kernel 1: 0.035000 Kernel 2: 105.120003 Copyback: 0.017000 Sum: 0.036000 It 11,Best ac:0.001752 1.000000 fi:0.121573. Ave ac:0.003411,0.006681 Initialization: 8.952000 Memcpy Classifiers: 0.469000 Memcpy Instances: 11.246000 Kernel 1: 0.024000 Kernel 2: 104.615997 Copyback: 0.017000 Sum: 0.032000 It 12,Best ac:0.001752 1.000000 fi:0.124907. Ave ac:0.003332,0.006434 Initialization: 7.796000 Memcpy Classifiers: 0.451000 Memcpy Instances: 12.131000 Kernel 1: 0.025000 Kernel 2: 103.516998 Copyback: 0.371000 Sum: 0.033000 It 13,Best ac:0.001095 1.000000 fi:0.116875. Ave ac:0.002330,0.004084 Initialization: 7.928000 Memcpy Classifiers: 0.589000 Memcpy Instances: 9.632000 Kernel 1: 0.024000 Kernel 2: 103.143997 Copyback: 0.020000 Sum: 0.049000 It 14,Best ac:0.002847 1.000000 fi:0.126258. Ave ac:0.002115,0.004263 Initialization: 7.448000 Memcpy Classifiers: 0.435000 Memcpy Instances: 12.861000 Kernel 1: 0.028000 Kernel 2: 104.258003 Copyback: 0.018000 Sum: 0.046000 It 15,Best ac:0.001314 1.000000 fi:0.122814. Ave ac:0.002745,0.006201 Initialization: 6.520000 Memcpy Classifiers: 0.434000 Memcpy Instances: 10.769000 Kernel 1: 0.024000 Kernel 2: 107.087997 Copyback: 0.018000 Sum: 0.041000 It 16,Best ac:0.002190 1.000000 fi:0.127627. Ave ac:0.002885,0.004452 Initialization: 7.683000 Memcpy Classifiers: 0.590000 Memcpy Instances: 10.696000 Kernel 1: 0.023000 Kernel 2: 105.488998 Copyback: 0.017000 Sum: 0.035000 It 17,Best ac:0.001752 1.000000 fi:0.124485. Ave ac:0.003536,0.005340 Initialization: 6.466000 Memcpy Classifiers: 0.404000 Memcpy Instances: 8.927000 Kernel 1: 0.026000 Kernel 2: 101.242996 Copyback: 0.017000 Sum: 0.031000 It 18,Best ac:0.001314 1.000000 fi:0.122320. Ave ac:0.002356,0.003712 Initialization: 8.281000 Memcpy Classifiers: 0.416000 Memcpy Instances: 12.251000 Kernel 1: 0.025000 Kernel 2: 101.524002 Copyback: 0.018000 Sum: 0.038000 It 19,Best ac:0.001533 1.000000 fi:0.119891. Ave ac:0.002989,0.004805 Initialization: 6.466000 Memcpy Classifiers: 0.444000 Memcpy Instances: 10.169000 Kernel 1: 0.033000 Kernel 2: 103.514000 Copyback: 0.019000 Sum: 0.045000 It 20,Best ac:0.001095 1.000000 fi:0.120377. Ave ac:0.003244,0.005347 Initialization: 7.027000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.831000 Kernel 1: 0.024000 Kernel 2: 103.960999 Copyback: 0.018000 Sum: 0.047000 It 21,Best ac:0.001314 1.000000 fi:0.120070. Ave ac:0.002536,0.002882 Initialization: 7.166000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.935000 Kernel 1: 0.026000 Kernel 2: 101.318001 Copyback: 0.018000 Sum: 0.044000 It 22,Best ac:0.001752 1.000000 fi:0.121485. Ave ac:0.002519,0.003680 MDL Theory Length Weight: 0.7603366228 (10) Initialization: 9.124000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.693000 Kernel 1: 0.025000 Kernel 2: 102.766998 Copyback: 0.017000 Sum: 0.034000 It 23,Best ac:0.001533 1.000000 fi:0.125052. Ave ac:0.001771,0.002732 Initialization: 7.613000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.929000 Kernel 1: 0.025000 Kernel 2: 100.438004 Copyback: 0.016000 Sum: 0.036000 It 24,Best ac:0.001752 1.000000 fi:0.117895. Ave ac:0.002465,0.004258 Initialization: 9.550000 Memcpy Classifiers: 0.569000 Memcpy Instances: 12.886000 Kernel 1: 0.028000 Kernel 2: 100.488998 Copyback: 0.018000 Sum: 0.039000 It 25,Best ac:0.001095 1.000000 fi:0.122297. Ave ac:0.002597,0.003469 Initialization: 6.497000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.014000 Kernel 1: 0.035000 Kernel 2: 101.119003 Copyback: 0.017000 Sum: 0.034000 It 26,Best ac:0.001532 1.000000 fi:0.113804. Ave ac:0.002992,0.005168 Initialization: 7.823000 Memcpy Classifiers: 0.416000 Memcpy Instances: 12.243000 Kernel 1: 0.025000 Kernel 2: 102.050003 Copyback: 0.017000 Sum: 0.036000 It 27,Best ac:0.001533 1.000000 fi:0.121086. Ave ac:0.003010,0.008605 Initialization: 7.496000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.933000 Kernel 1: 0.025000 Kernel 2: 98.964996 Copyback: 0.018000 Sum: 0.033000 It 28,Best ac:0.001095 1.000000 fi:0.115183. Ave ac:0.002214,0.003202 Initialization: 6.747000 Memcpy Classifiers: 0.646000 Memcpy Instances: 13.262000 Kernel 1: 0.024000 Kernel 2: 97.760002 Copyback: 0.017000 Sum: 0.035000 It 29,Best ac:0.001095 1.000000 fi:0.117140. Ave ac:0.002755,0.006695 Initialization: 7.810000 Memcpy Classifiers: 0.452000 Memcpy Instances: 10.447000 Kernel 1: 0.025000 Kernel 2: 100.081001 Copyback: 0.017000 Sum: 0.041000 It 30,Best ac:0.001095 1.000000 fi:0.115183. Ave ac:0.002362,0.002825 Initialization: 8.327000 Memcpy Classifiers: 0.541000 Memcpy Instances: 12.777000 Kernel 1: 0.027000 Kernel 2: 98.249001 Copyback: 0.017000 Sum: 0.044000 It 31,Best ac:0.001095 1.000000 fi:0.118315. Ave ac:0.002446,0.003319 Initialization: 7.011000 Memcpy Classifiers: 0.398000 Memcpy Instances: 11.051000 Kernel 1: 0.024000 Kernel 2: 97.195999 Copyback: 0.017000 Sum: 0.028000 It 32,Best ac:0.003284 1.000000 fi:0.115569. Ave ac:0.002326,0.002951 Initialization: 8.597000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.915000 Kernel 1: 0.026000 Kernel 2: 96.210999 Copyback: 0.017000 Sum: 0.032000 It 33,Best ac:0.001533 1.000000 fi:0.116187. Ave ac:0.002942,0.004723 Initialization: 21.850000 Memcpy Instances: 497.720001 Memcpy Classifiers: 0.069000 Kernel 1: 0.032000 Kernel 2: 523.583984 Copyback: 0.015000 Sum: 0.014000 Memcpy Classifiers: 0.078000 Kernel 1: 0.017000 Kernel 2: 509.463989 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.078000 Kernel 1: 0.017000 Kernel 2: 483.473999 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.015000 Kernel 2: 511.987000 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.015000 Kernel 2: 512.007996 Copyback: 0.016000 Sum: 0.001000 Memcpy Classifiers: 0.096000 Kernel 1: 0.023000 Kernel 2: 514.440979 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 501.063995 Copyback: 0.366000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 508.005005 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.015000 Kernel 2: 512.963989 Copyback: 0.014000 Sum: 0.061000 Memcpy Classifiers: 0.135000 Kernel 1: 0.071000 Kernel 2: 524.943970 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 504.065002 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 522.705017 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.096000 Kernel 1: 0.023000 Kernel 2: 515.002014 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.014000 Kernel 2: 493.701996 Copyback: 0.015000 Sum: 0.002000 It 34,Best ac:0.001182 0.835913 fi:0.283596. Ave ac:0.002249,0.008933 Best acc 0.001182 0.835913 Initialization: 6.434000 Memcpy Classifiers: 0.613000 Memcpy Instances: 10.016000 Kernel 1: 0.037000 Kernel 2: 110.561996 Copyback: 0.019000 Sum: 0.053000 Initial population average accuracy1:0.005705 accuracy2:0.265547 Initialization: 6.471000 Memcpy Classifiers: 0.540000 Memcpy Instances: 8.947000 Kernel 1: 0.025000 Kernel 2: 111.446999 Copyback: 0.017000 Sum: 0.046000 It 0,Best ac:0.000876 1.000000 fi:0.166623. Ave ac:0.006323,0.010651 Initialization: 7.287000 Memcpy Classifiers: 0.557000 Memcpy Instances: 9.120000 Kernel 1: 0.026000 Kernel 2: 110.579002 Copyback: 0.020000 Sum: 0.034000 It 1,Best ac:0.001314 1.000000 fi:0.099870. Ave ac:0.007707,0.015483 Initialization: 7.448000 Memcpy Classifiers: 0.541000 Memcpy Instances: 10.421000 Kernel 1: 0.025000 Kernel 2: 111.505997 Copyback: 0.017000 Sum: 0.033000 It 2,Best ac:0.001095 0.833333 fi:0.266614. Ave ac:0.006630,0.011673 Initialization: 9.144000 Memcpy Classifiers: 0.747000 Memcpy Instances: 10.478000 Kernel 1: 0.025000 Kernel 2: 111.630997 Copyback: 0.016000 Sum: 0.030000 It 3,Best ac:0.001095 1.000000 fi:0.099947. Ave ac:0.007271,0.012365 Initialization: 7.694000 Memcpy Classifiers: 0.639000 Memcpy Instances: 10.646000 Kernel 1: 0.024000 Kernel 2: 107.489998 Copyback: 0.019000 Sum: 0.042000 It 4,Best ac:0.002190 1.000000 fi:0.099561. Ave ac:0.007376,0.013821 Initialization: 6.463000 Memcpy Classifiers: 0.573000 Memcpy Instances: 8.934000 Kernel 1: 0.024000 Kernel 2: 107.897003 Copyback: 0.017000 Sum: 0.034000 It 5,Best ac:0.001533 1.000000 fi:0.099793. Ave ac:0.007051,0.013231 Initialization: 6.425000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.991000 Kernel 1: 0.024000 Kernel 2: 105.817001 Copyback: 0.064000 Sum: 0.031000 It 6,Best ac:0.001533 1.000000 fi:0.099793. Ave ac:0.005373,0.008937 Initialization: 6.447000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.928000 Kernel 1: 0.026000 Kernel 2: 106.629997 Copyback: 0.017000 Sum: 0.032000 It 7,Best ac:0.002190 1.000000 fi:0.099561. Ave ac:0.004414,0.007183 Initialization: 6.466000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.934000 Kernel 1: 0.026000 Kernel 2: 108.606003 Copyback: 0.018000 Sum: 0.042000 It 8,Best ac:0.001752 1.000000 fi:0.099716. Ave ac:0.004837,0.008887 Initialization: 8.243000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.931000 Kernel 1: 0.024000 Kernel 2: 105.960999 Copyback: 0.017000 Sum: 0.031000 It 9,Best ac:0.002847 1.000000 fi:0.099330. Ave ac:0.003971,0.005957 Iteration 10:MDL fitness activated Error 0.099330 TL 0.040759 MDL Theory Length Weight: 0.8123386644 (1) Initialization: 7.117000 Memcpy Classifiers: 0.872000 Memcpy Instances: 12.988000 Kernel 1: 0.026000 Kernel 2: 105.316002 Copyback: 0.017000 Sum: 0.029000 It 10,Best ac:0.004160 1.000000 fi:0.115219. Ave ac:0.004034,0.006682 Initialization: 6.743000 Memcpy Classifiers: 0.814000 Memcpy Instances: 10.424000 Kernel 1: 0.025000 Kernel 2: 104.584999 Copyback: 0.017000 Sum: 0.030000 It 11,Best ac:0.001532 1.000000 fi:0.132979. Ave ac:0.003887,0.006770 Initialization: 8.440000 Memcpy Classifiers: 0.740000 Memcpy Instances: 9.665000 Kernel 1: 0.025000 Kernel 2: 101.335999 Copyback: 0.369000 Sum: 0.040000 It 12,Best ac:0.003065 1.000000 fi:0.132147. Ave ac:0.004336,0.007340 Initialization: 7.349000 Memcpy Classifiers: 0.468000 Memcpy Instances: 10.093000 Kernel 1: 0.024000 Kernel 2: 101.773003 Copyback: 0.019000 Sum: 0.042000 It 13,Best ac:0.001095 1.000000 fi:0.131329. Ave ac:0.004925,0.006590 Initialization: 7.212000 Memcpy Classifiers: 0.505000 Memcpy Instances: 9.041000 Kernel 1: 0.034000 Kernel 2: 100.606003 Copyback: 0.019000 Sum: 0.037000 It 14,Best ac:0.001533 1.000000 fi:0.124071. Ave ac:0.003516,0.005687 Initialization: 7.325000 Memcpy Classifiers: 0.529000 Memcpy Instances: 9.035000 Kernel 1: 0.034000 Kernel 2: 99.276001 Copyback: 0.018000 Sum: 0.035000 It 15,Best ac:0.001533 1.000000 fi:0.119477. Ave ac:0.003362,0.006429 Initialization: 8.238000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.940000 Kernel 1: 0.025000 Kernel 2: 102.166000 Copyback: 0.018000 Sum: 0.047000 It 16,Best ac:0.001095 1.000000 fi:0.123518. Ave ac:0.003574,0.004140 Initialization: 8.066000 Memcpy Classifiers: 0.775000 Memcpy Instances: 13.017000 Kernel 1: 0.025000 Kernel 2: 101.735001 Copyback: 0.016000 Sum: 0.033000 It 17,Best ac:0.001095 1.000000 fi:0.119631. Ave ac:0.003295,0.005258 Initialization: 7.871000 Memcpy Classifiers: 0.469000 Memcpy Instances: 12.987000 Kernel 1: 0.025000 Kernel 2: 101.682999 Copyback: 0.017000 Sum: 0.033000 It 18,Best ac:0.001314 1.000000 fi:0.119525. Ave ac:0.003123,0.004581 Initialization: 7.090000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.950000 Kernel 1: 0.026000 Kernel 2: 101.882004 Copyback: 0.017000 Sum: 0.029000 It 19,Best ac:0.001752 1.000000 fi:0.123286. Ave ac:0.002873,0.003429 MDL Theory Length Weight: 0.7311047980 (11) Initialization: 6.521000 Memcpy Classifiers: 0.488000 Memcpy Instances: 12.947000 Kernel 1: 0.025000 Kernel 2: 100.882004 Copyback: 0.017000 Sum: 0.034000 It 20,Best ac:0.003284 1.000000 fi:0.120674. Ave ac:0.002668,0.003760 Initialization: 7.784000 Memcpy Classifiers: 0.469000 Memcpy Instances: 9.146000 Kernel 1: 0.025000 Kernel 2: 99.963997 Copyback: 0.017000 Sum: 0.036000 It 21,Best ac:0.002409 1.000000 fi:0.117053. Ave ac:0.002979,0.004546 Initialization: 6.442000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.932000 Kernel 1: 0.026000 Kernel 2: 100.018997 Copyback: 0.017000 Sum: 0.034000 It 22,Best ac:0.001752 1.000000 fi:0.115727. Ave ac:0.002522,0.003214 Initialization: 7.513000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.939000 Kernel 1: 0.024000 Kernel 2: 96.007004 Copyback: 0.018000 Sum: 0.042000 It 23,Best ac:0.001533 1.000000 fi:0.115223. Ave ac:0.003205,0.004821 Initialization: 6.419000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.975000 Kernel 1: 0.025000 Kernel 2: 92.403000 Copyback: 0.017000 Sum: 0.040000 It 24,Best ac:0.001970 1.000000 fi:0.115258. Ave ac:0.002865,0.004262 Initialization: 6.447000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.091000 Kernel 1: 0.024000 Kernel 2: 94.174004 Copyback: 0.016000 Sum: 0.034000 It 25,Best ac:0.001095 1.000000 fi:0.116845. Ave ac:0.002528,0.003394 Initialization: 6.282000 Memcpy Classifiers: 0.488000 Memcpy Instances: 13.663000 Kernel 1: 0.029000 Kernel 2: 92.719002 Copyback: 0.018000 Sum: 0.045000 It 26,Best ac:0.001971 1.000000 fi:0.114745. Ave ac:0.002557,0.003792 Initialization: 6.401000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.945000 Kernel 1: 0.024000 Kernel 2: 91.422997 Copyback: 0.017000 Sum: 0.034000 It 27,Best ac:0.002847 1.000000 fi:0.111613. Ave ac:0.002910,0.003961 Initialization: 6.372000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.962000 Kernel 1: 0.025000 Kernel 2: 88.417999 Copyback: 0.017000 Sum: 0.041000 It 28,Best ac:0.001095 1.000000 fi:0.115637. Ave ac:0.002475,0.003015 Initialization: 7.691000 Memcpy Classifiers: 0.665000 Memcpy Instances: 11.747000 Kernel 1: 0.035000 Kernel 2: 88.908997 Copyback: 0.018000 Sum: 0.040000 It 29,Best ac:0.001533 1.000000 fi:0.115223. Ave ac:0.002728,0.003242 Initialization: 6.331000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.971000 Kernel 1: 0.024000 Kernel 2: 87.922997 Copyback: 0.017000 Sum: 0.031000 It 30,Best ac:0.001533 1.000000 fi:0.114445. Ave ac:0.002563,0.003161 Initialization: 6.426000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.963000 Kernel 1: 0.025000 Kernel 2: 86.033997 Copyback: 0.017000 Sum: 0.033000 It 31,Best ac:0.001095 1.000000 fi:0.115645. Ave ac:0.002970,0.003870 Initialization: 7.606000 Memcpy Classifiers: 0.681000 Memcpy Instances: 9.175000 Kernel 1: 0.024000 Kernel 2: 84.589996 Copyback: 0.018000 Sum: 0.043000 It 32,Best ac:0.001971 1.000000 fi:0.116130. Ave ac:0.002140,0.003446 Initialization: 7.983000 Memcpy Classifiers: 0.440000 Memcpy Instances: 10.791000 Kernel 1: 0.023000 Kernel 2: 87.486000 Copyback: 0.017000 Sum: 0.035000 It 33,Best ac:0.002409 1.000000 fi:0.117123. Ave ac:0.002966,0.004580 Initialization: 25.268999 Memcpy Instances: 550.155029 Memcpy Classifiers: 0.068000 Kernel 1: 0.025000 Kernel 2: 468.647003 Copyback: 0.015000 Sum: 0.018000 Memcpy Classifiers: 0.097000 Kernel 1: 0.023000 Kernel 2: 466.135986 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.015000 Kernel 2: 460.510010 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 457.540985 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.016000 Kernel 2: 472.264008 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.016000 Kernel 2: 468.949005 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.077000 Kernel 1: 0.018000 Kernel 2: 459.420990 Copyback: 0.367000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 469.266998 Copyback: 0.014000 Sum: 0.000000 Memcpy Classifiers: 0.067000 Kernel 1: 0.014000 Kernel 2: 474.772003 Copyback: 0.017000 Sum: 0.004000 Memcpy Classifiers: 0.098000 Kernel 1: 0.024000 Kernel 2: 464.359009 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.078000 Kernel 1: 0.018000 Kernel 2: 466.093994 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.095000 Kernel 1: 0.024000 Kernel 2: 462.363007 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 466.243988 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.079000 Kernel 1: 0.017000 Kernel 2: 455.908997 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.002098 0.823024 fi:0.292259. Ave ac:0.002793,0.010242 Best acc 0.002098 0.823024 Rule:Att PSSM_-3_7 is [-6.107087,-1.662644]|Att PSSM_-3_11 is [-0.312510,4.934284]|Att PSSM_-2_6 is [-6.863321,-1.136679]|Att PSSM_-1_2 is [-6.204013,-2.828405]|Att PSSM_0_6 is [<-4.019130]|Att PSSM_0_7 is [<1.977170]|Att PSSM_3_1 is [<3.287776]|Att PSSM_3_20 is [<1.518706]|1 Accuracy : 0.721149 0 1 163335 745 64684 5874 Removed 323 instances. 228019 Instances left. Acc of rule 0.001182-0.835913 Initialization: 6.535000 Memcpy Classifiers: 0.524000 Memcpy Instances: 10.806000 Kernel 1: 0.027000 Kernel 2: 111.678001 Copyback: 0.019000 Sum: 0.055000 Initial population average accuracy1:0.004576 accuracy2:0.283109 Initialization: 8.155000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.927000 Kernel 1: 0.027000 Kernel 2: 112.620003 Copyback: 0.018000 Sum: 0.057000 It 0,Best ac:0.001096 1.000000 fi:0.099946. Ave ac:0.005769,0.009139 Initialization: 7.595000 Memcpy Classifiers: 0.543000 Memcpy Instances: 11.356000 Kernel 1: 0.029000 Kernel 2: 110.073997 Copyback: 0.018000 Sum: 0.045000 It 1,Best ac:0.001316 1.000000 fi:0.099868. Ave ac:0.004862,0.007916 Initialization: 6.388000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.907000 Kernel 1: 0.026000 Kernel 2: 108.327003 Copyback: 0.018000 Sum: 0.030000 It 2,Best ac:0.002193 1.000000 fi:0.099558. Ave ac:0.005931,0.009503 Initialization: 6.367000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.930000 Kernel 1: 0.025000 Kernel 2: 108.084999 Copyback: 0.017000 Sum: 0.032000 It 3,Best ac:0.000877 1.000000 fi:0.163403. Ave ac:0.005723,0.009035 Initialization: 6.434000 Memcpy Classifiers: 0.523000 Memcpy Instances: 10.578000 Kernel 1: 0.023000 Kernel 2: 106.288002 Copyback: 0.017000 Sum: 0.035000 It 4,Best ac:0.001316 1.000000 fi:0.099868. Ave ac:0.004542,0.007036 Initialization: 6.457000 Memcpy Classifiers: 0.506000 Memcpy Instances: 8.942000 Kernel 1: 0.025000 Kernel 2: 106.502998 Copyback: 0.017000 Sum: 0.033000 It 5,Best ac:0.002193 1.000000 fi:0.099558. Ave ac:0.004314,0.006331 Initialization: 7.355000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.952000 Kernel 1: 0.024000 Kernel 2: 104.439003 Copyback: 0.017000 Sum: 0.037000 It 6,Best ac:0.002851 1.000000 fi:0.099325. Ave ac:0.003958,0.005656 Initialization: 6.456000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.909000 Kernel 1: 0.026000 Kernel 2: 105.290001 Copyback: 0.017000 Sum: 0.032000 It 7,Best ac:0.002631 1.000000 fi:0.099403. Ave ac:0.003671,0.005274 Initialization: 6.413000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.954000 Kernel 1: 0.025000 Kernel 2: 105.391998 Copyback: 0.017000 Sum: 0.030000 It 8,Best ac:0.002632 1.000000 fi:0.099402. Ave ac:0.003545,0.006054 Initialization: 6.424000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.940000 Kernel 1: 0.025000 Kernel 2: 104.620003 Copyback: 0.017000 Sum: 0.030000 It 9,Best ac:0.001974 1.000000 fi:0.099635. Ave ac:0.003547,0.007045 Iteration 10:MDL fitness activated Error 0.099635 TL 0.031452 MDL Theory Length Weight: 1.0559630367 (4) Initialization: 6.399000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.921000 Kernel 1: 0.026000 Kernel 2: 105.672997 Copyback: 0.017000 Sum: 0.033000 It 10,Best ac:0.001535 1.000000 fi:0.129683. Ave ac:0.003594,0.004756 Initialization: 6.529000 Memcpy Classifiers: 0.506000 Memcpy Instances: 8.919000 Kernel 1: 0.026000 Kernel 2: 105.120003 Copyback: 0.017000 Sum: 0.030000 It 11,Best ac:0.001754 1.000000 fi:0.130121. Ave ac:0.003268,0.004554 Initialization: 6.468000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.928000 Kernel 1: 0.025000 Kernel 2: 104.096001 Copyback: 0.017000 Sum: 0.031000 It 12,Best ac:0.001535 1.000000 fi:0.131077. Ave ac:0.003150,0.004864 Initialization: 6.439000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.934000 Kernel 1: 0.025000 Kernel 2: 101.249001 Copyback: 0.017000 Sum: 0.035000 It 13,Best ac:0.001535 1.000000 fi:0.133446. Ave ac:0.003365,0.004970 Initialization: 6.600000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.931000 Kernel 1: 0.025000 Kernel 2: 101.032997 Copyback: 0.371000 Sum: 0.034000 It 14,Best ac:0.003289 1.000000 fi:0.124367. Ave ac:0.003602,0.005079 Initialization: 6.415000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.921000 Kernel 1: 0.024000 Kernel 2: 100.828003 Copyback: 0.016000 Sum: 0.037000 It 15,Best ac:0.001535 1.000000 fi:0.129570. Ave ac:0.003598,0.005814 Initialization: 6.439000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.930000 Kernel 1: 0.026000 Kernel 2: 99.750999 Copyback: 0.017000 Sum: 0.030000 It 16,Best ac:0.001096 1.000000 fi:0.124857. Ave ac:0.003270,0.004850 Initialization: 6.444000 Memcpy Classifiers: 0.416000 Memcpy Instances: 11.062000 Kernel 1: 0.027000 Kernel 2: 103.958000 Copyback: 0.017000 Sum: 0.029000 It 17,Best ac:0.002412 1.000000 fi:0.129260. Ave ac:0.002941,0.004387 Initialization: 6.344000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.922000 Kernel 1: 0.026000 Kernel 2: 102.888000 Copyback: 0.016000 Sum: 0.031000 It 18,Best ac:0.001974 1.000000 fi:0.130770. Ave ac:0.002489,0.003938 Initialization: 6.439000 Memcpy Classifiers: 0.421000 Memcpy Instances: 8.928000 Kernel 1: 0.025000 Kernel 2: 101.446999 Copyback: 0.017000 Sum: 0.031000 It 19,Best ac:0.002193 1.000000 fi:0.129235. Ave ac:0.003239,0.004997 Initialization: 6.358000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.944000 Kernel 1: 0.026000 Kernel 2: 104.802002 Copyback: 0.017000 Sum: 0.028000 It 20,Best ac:0.001535 1.000000 fi:0.124702. Ave ac:0.003162,0.004894 Initialization: 6.431000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.925000 Kernel 1: 0.025000 Kernel 2: 107.216003 Copyback: 0.017000 Sum: 0.030000 It 21,Best ac:0.001754 1.000000 fi:0.127723. Ave ac:0.003580,0.005338 Initialization: 6.295000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.953000 Kernel 1: 0.025000 Kernel 2: 101.111000 Copyback: 0.017000 Sum: 0.031000 It 22,Best ac:0.001754 1.000000 fi:0.124259. Ave ac:0.002421,0.004317 Initialization: 6.448000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.909000 Kernel 1: 0.026000 Kernel 2: 100.336998 Copyback: 0.018000 Sum: 0.041000 It 23,Best ac:0.003728 1.000000 fi:0.123561. Ave ac:0.002890,0.004241 Initialization: 6.377000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.939000 Kernel 1: 0.025000 Kernel 2: 98.926003 Copyback: 0.016000 Sum: 0.030000 It 24,Best ac:0.001096 1.000000 fi:0.124857. Ave ac:0.002730,0.004667 Initialization: 6.370000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.956000 Kernel 1: 0.025000 Kernel 2: 96.435997 Copyback: 0.017000 Sum: 0.040000 It 25,Best ac:0.001316 1.000000 fi:0.125142. Ave ac:0.003018,0.004200 Initialization: 6.554000 Memcpy Classifiers: 0.400000 Memcpy Instances: 8.936000 Kernel 1: 0.026000 Kernel 2: 94.075996 Copyback: 0.017000 Sum: 0.030000 It 26,Best ac:0.003070 1.000000 fi:0.126305. Ave ac:0.002220,0.003908 Initialization: 6.398000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.936000 Kernel 1: 0.025000 Kernel 2: 93.348999 Copyback: 0.017000 Sum: 0.031000 It 27,Best ac:0.001535 1.000000 fi:0.126357. Ave ac:0.002511,0.003097 Initialization: 6.378000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.933000 Kernel 1: 0.024000 Kernel 2: 93.500000 Copyback: 0.017000 Sum: 0.029000 It 28,Best ac:0.001316 1.000000 fi:0.119714. Ave ac:0.002796,0.003803 Initialization: 6.417000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.938000 Kernel 1: 0.023000 Kernel 2: 90.959000 Copyback: 0.017000 Sum: 0.028000 It 29,Best ac:0.003070 1.000000 fi:0.120094. Ave ac:0.002476,0.005911 Initialization: 6.434000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.922000 Kernel 1: 0.022000 Kernel 2: 88.820999 Copyback: 0.017000 Sum: 0.032000 It 30,Best ac:0.002631 1.000000 fi:0.121881. Ave ac:0.002802,0.002881 Initialization: 6.490000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.906000 Kernel 1: 0.025000 Kernel 2: 87.850998 Copyback: 0.017000 Sum: 0.034000 It 31,Best ac:0.001096 1.000000 fi:0.123476. Ave ac:0.001572,0.001631 Initialization: 6.446000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.934000 Kernel 1: 0.023000 Kernel 2: 88.408997 Copyback: 0.017000 Sum: 0.035000 It 32,Best ac:0.001754 1.000000 fi:0.119714. Ave ac:0.002363,0.002283 Initialization: 7.754000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.943000 Kernel 1: 0.023000 Kernel 2: 88.344002 Copyback: 0.017000 Sum: 0.029000 It 33,Best ac:0.001974 1.000000 fi:0.119637. Ave ac:0.002833,0.002515 Initialization: 21.756001 Memcpy Instances: 448.339996 Memcpy Classifiers: 0.067000 Kernel 1: 0.026000 Kernel 2: 481.777008 Copyback: 0.014000 Sum: 0.014000 Memcpy Classifiers: 0.058000 Kernel 1: 0.012000 Kernel 2: 493.098999 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.012000 Kernel 2: 489.921997 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.012000 Kernel 2: 480.050995 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.012000 Kernel 2: 481.424988 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.012000 Kernel 2: 473.450989 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.012000 Kernel 2: 494.675995 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.012000 Kernel 2: 475.601013 Copyback: 0.368000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.012000 Kernel 2: 475.572998 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 469.565002 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.012000 Kernel 2: 492.009003 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.012000 Kernel 2: 484.933014 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 491.721008 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.012000 Kernel 2: 460.022003 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.001206 0.859375 fi:0.260378. Ave ac:0.001938,0.006813 Best acc 0.001206 0.859375 Initialization: 6.416000 Memcpy Classifiers: 0.558000 Memcpy Instances: 8.922000 Kernel 1: 0.025000 Kernel 2: 109.637001 Copyback: 0.017000 Sum: 0.045000 Initial population average accuracy1:0.006043 accuracy2:0.279808 Initialization: 6.443000 Memcpy Classifiers: 0.596000 Memcpy Instances: 8.902000 Kernel 1: 0.024000 Kernel 2: 110.379997 Copyback: 0.017000 Sum: 0.059000 It 0,Best ac:0.001316 1.000000 fi:0.099868. Ave ac:0.007202,0.012225 Initialization: 6.435000 Memcpy Classifiers: 0.576000 Memcpy Instances: 8.966000 Kernel 1: 0.023000 Kernel 2: 111.403999 Copyback: 0.017000 Sum: 0.031000 It 1,Best ac:0.001096 1.000000 fi:0.099946. Ave ac:0.007656,0.012140 Initialization: 6.382000 Memcpy Classifiers: 0.613000 Memcpy Instances: 8.903000 Kernel 1: 0.025000 Kernel 2: 107.259003 Copyback: 0.017000 Sum: 0.033000 It 2,Best ac:0.000877 1.000000 fi:0.163403. Ave ac:0.007029,0.011035 Initialization: 6.370000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.928000 Kernel 1: 0.024000 Kernel 2: 105.657997 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.001754 1.000000 fi:0.099713. Ave ac:0.007196,0.010640 Initialization: 6.378000 Memcpy Classifiers: 0.489000 Memcpy Instances: 8.953000 Kernel 1: 0.024000 Kernel 2: 105.498001 Copyback: 0.017000 Sum: 0.034000 It 4,Best ac:0.001535 1.000000 fi:0.099791. Ave ac:0.005649,0.008656 Initialization: 6.388000 Memcpy Classifiers: 0.577000 Memcpy Instances: 8.926000 Kernel 1: 0.024000 Kernel 2: 101.878998 Copyback: 0.016000 Sum: 0.030000 It 5,Best ac:0.001535 1.000000 fi:0.099791. Ave ac:0.004873,0.008661 Initialization: 6.448000 Memcpy Classifiers: 0.603000 Memcpy Instances: 8.915000 Kernel 1: 0.025000 Kernel 2: 101.080002 Copyback: 0.020000 Sum: 0.036000 It 6,Best ac:0.002412 1.000000 fi:0.099480. Ave ac:0.004818,0.009090 Initialization: 6.367000 Memcpy Classifiers: 0.594000 Memcpy Instances: 8.935000 Kernel 1: 0.024000 Kernel 2: 100.297997 Copyback: 0.017000 Sum: 0.036000 It 7,Best ac:0.001754 1.000000 fi:0.099713. Ave ac:0.003831,0.006811 Initialization: 6.374000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.954000 Kernel 1: 0.024000 Kernel 2: 99.924004 Copyback: 0.017000 Sum: 0.030000 It 8,Best ac:0.001316 1.000000 fi:0.099868. Ave ac:0.004551,0.007790 Initialization: 6.418000 Memcpy Classifiers: 0.437000 Memcpy Instances: 8.920000 Kernel 1: 0.023000 Kernel 2: 98.561996 Copyback: 0.017000 Sum: 0.036000 It 9,Best ac:0.003728 1.000000 fi:0.099014. Ave ac:0.003954,0.006277 Iteration 10:MDL fitness activated Error 0.099014 TL 0.042421 MDL Theory Length Weight: 0.7780335854 (1) Initialization: 6.388000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.921000 Kernel 1: 0.029000 Kernel 2: 102.200996 Copyback: 0.017000 Sum: 0.036000 It 10,Best ac:0.001973 1.000000 fi:0.122740. Ave ac:0.003534,0.005514 Initialization: 6.393000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.920000 Kernel 1: 0.024000 Kernel 2: 99.414001 Copyback: 0.017000 Sum: 0.034000 It 11,Best ac:0.001096 1.000000 fi:0.125782. Ave ac:0.002856,0.004154 Initialization: 6.469000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.915000 Kernel 1: 0.024000 Kernel 2: 100.417000 Copyback: 0.017000 Sum: 0.035000 It 12,Best ac:0.001535 1.000000 fi:0.122006. Ave ac:0.003338,0.004780 Initialization: 6.396000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.931000 Kernel 1: 0.023000 Kernel 2: 98.484001 Copyback: 0.017000 Sum: 0.036000 It 13,Best ac:0.001096 1.000000 fi:0.124129. Ave ac:0.003074,0.005192 Initialization: 9.121000 Memcpy Classifiers: 0.559000 Memcpy Instances: 12.327000 Kernel 1: 0.025000 Kernel 2: 96.450996 Copyback: 0.017000 Sum: 0.033000 It 14,Best ac:0.001096 1.000000 fi:0.119145. Ave ac:0.002765,0.003721 Initialization: 6.439000 Memcpy Classifiers: 0.547000 Memcpy Instances: 8.902000 Kernel 1: 0.025000 Kernel 2: 94.870003 Copyback: 0.016000 Sum: 0.029000 It 15,Best ac:0.001316 1.000000 fi:0.118714. Ave ac:0.003044,0.005072 Initialization: 6.388000 Memcpy Classifiers: 0.506000 Memcpy Instances: 11.631000 Kernel 1: 0.063000 Kernel 2: 97.376999 Copyback: 0.017000 Sum: 0.037000 It 16,Best ac:0.001097 1.000000 fi:0.125717. Ave ac:0.003265,0.003868 Initialization: 6.364000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.920000 Kernel 1: 0.024000 Kernel 2: 99.000000 Copyback: 0.016000 Sum: 0.029000 It 17,Best ac:0.002413 1.000000 fi:0.123140. Ave ac:0.002845,0.003357 Initialization: 6.408000 Memcpy Classifiers: 0.472000 Memcpy Instances: 8.917000 Kernel 1: 0.024000 Kernel 2: 96.906998 Copyback: 0.016000 Sum: 0.033000 It 18,Best ac:0.001535 1.000000 fi:0.122313. Ave ac:0.002208,0.002851 Initialization: 6.552000 Memcpy Classifiers: 0.616000 Memcpy Instances: 8.928000 Kernel 1: 0.024000 Kernel 2: 98.192001 Copyback: 0.017000 Sum: 0.030000 It 19,Best ac:0.001097 1.000000 fi:0.123620. Ave ac:0.002396,0.003049 Initialization: 6.349000 Memcpy Classifiers: 0.576000 Memcpy Instances: 8.936000 Kernel 1: 0.025000 Kernel 2: 96.630997 Copyback: 0.017000 Sum: 0.033000 It 20,Best ac:0.001973 1.000000 fi:0.121851. Ave ac:0.002425,0.003118 Initialization: 6.500000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.948000 Kernel 1: 0.023000 Kernel 2: 98.787003 Copyback: 0.017000 Sum: 0.030000 It 21,Best ac:0.002412 1.000000 fi:0.119581. Ave ac:0.002682,0.002630 Initialization: 8.843000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.902000 Kernel 1: 0.024000 Kernel 2: 99.831001 Copyback: 0.017000 Sum: 0.032000 It 22,Best ac:0.001754 1.000000 fi:0.122645. Ave ac:0.002053,0.002312 Initialization: 6.949000 Memcpy Classifiers: 0.481000 Memcpy Instances: 11.345000 Kernel 1: 0.024000 Kernel 2: 102.925003 Copyback: 0.017000 Sum: 0.032000 It 23,Best ac:0.001973 1.000000 fi:0.119737. Ave ac:0.002360,0.002693 Initialization: 7.284000 Memcpy Classifiers: 0.450000 Memcpy Instances: 9.116000 Kernel 1: 0.024000 Kernel 2: 100.856003 Copyback: 0.017000 Sum: 0.036000 It 24,Best ac:0.001316 1.000000 fi:0.122340. Ave ac:0.002197,0.002486 MDL Theory Length Weight: 0.7002302269 (10) Initialization: 7.293000 Memcpy Classifiers: 0.417000 Memcpy Instances: 10.558000 Kernel 1: 0.023000 Kernel 2: 98.123001 Copyback: 0.017000 Sum: 0.032000 It 25,Best ac:0.002632 1.000000 fi:0.119626. Ave ac:0.001975,0.001894 Initialization: 7.729000 Memcpy Classifiers: 0.765000 Memcpy Instances: 11.342000 Kernel 1: 0.033000 Kernel 2: 97.185997 Copyback: 0.018000 Sum: 0.046000 It 26,Best ac:0.001096 1.000000 fi:0.119949. Ave ac:0.001791,0.001754 Initialization: 7.101000 Memcpy Classifiers: 0.416000 Memcpy Instances: 12.240000 Kernel 1: 0.034000 Kernel 2: 95.613998 Copyback: 0.016000 Sum: 0.030000 It 27,Best ac:0.001096 1.000000 fi:0.120269. Ave ac:0.001876,0.001939 Initialization: 6.459000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.955000 Kernel 1: 0.024000 Kernel 2: 102.642998 Copyback: 0.018000 Sum: 0.029000 It 28,Best ac:0.001096 1.000000 fi:0.120174. Ave ac:0.001978,0.002290 Initialization: 6.434000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.938000 Kernel 1: 0.024000 Kernel 2: 97.066002 Copyback: 0.017000 Sum: 0.031000 It 29,Best ac:0.001535 1.000000 fi:0.117070. Ave ac:0.001953,0.002115 Initialization: 7.106000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.918000 Kernel 1: 0.024000 Kernel 2: 99.124001 Copyback: 0.017000 Sum: 0.037000 It 30,Best ac:0.002193 1.000000 fi:0.116827. Ave ac:0.002344,0.002576 Initialization: 9.686000 Memcpy Classifiers: 0.621000 Memcpy Instances: 12.082000 Kernel 1: 0.025000 Kernel 2: 98.556999 Copyback: 0.017000 Sum: 0.038000 It 31,Best ac:0.002193 1.000000 fi:0.115798. Ave ac:0.002243,0.002691 Initialization: 6.418000 Memcpy Classifiers: 0.416000 Memcpy Instances: 12.280000 Kernel 1: 0.023000 Kernel 2: 94.102997 Copyback: 0.017000 Sum: 0.030000 It 32,Best ac:0.002412 1.000000 fi:0.119750. Ave ac:0.002293,0.002272 Initialization: 7.700000 Memcpy Classifiers: 0.495000 Memcpy Instances: 9.356000 Kernel 1: 0.024000 Kernel 2: 97.732002 Copyback: 0.018000 Sum: 0.039000 It 33,Best ac:0.002193 1.000000 fi:0.117259. Ave ac:0.001870,0.002372 Initialization: 24.598000 Memcpy Instances: 530.708008 Memcpy Classifiers: 0.071000 Kernel 1: 0.024000 Kernel 2: 513.520020 Copyback: 0.014000 Sum: 0.014000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 506.782013 Copyback: 0.016000 Sum: 0.001000 Memcpy Classifiers: 0.069000 Kernel 1: 0.015000 Kernel 2: 525.515015 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 524.874023 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.014000 Kernel 2: 523.239990 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 541.176025 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 522.736023 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.013000 Kernel 2: 536.385010 Copyback: 0.367000 Sum: 0.001000 Memcpy Classifiers: 0.069000 Kernel 1: 0.013000 Kernel 2: 523.856018 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.099000 Kernel 1: 0.021000 Kernel 2: 512.614014 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.014000 Kernel 2: 535.507996 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.081000 Kernel 1: 0.016000 Kernel 2: 514.880005 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.081000 Kernel 1: 0.016000 Kernel 2: 520.900024 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.072000 Kernel 1: 0.012000 Kernel 2: 502.597992 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.001465 0.822660 fi:0.298450. Ave ac:0.002327,0.008405 Best acc 0.001465 0.822660 Rule:Att PSSM_-1_7 is [<0.399516]|Att PSSM_0_1 is [>1.763001]|Att PSSM_0_12 is [-6.904921,-3.095079]|Att PSSM_0_19 is [<1.783032]|Att PSSM_1_12 is [<-3.283912]|Att PSSM_4_5 is [>-1.348922]|1 Accuracy : 0.722129 0 1 163290 790 64409 6149 Removed 320 instances. 227699 Instances left. Acc of rule 0.001206-0.859375 Initialization: 6.285000 Memcpy Classifiers: 0.506000 Memcpy Instances: 8.934000 Kernel 1: 0.025000 Kernel 2: 111.953003 Copyback: 0.017000 Sum: 0.044000 Initial population average accuracy1:0.005407 accuracy2:0.275275 Initialization: 6.391000 Memcpy Classifiers: 0.506000 Memcpy Instances: 8.915000 Kernel 1: 0.024000 Kernel 2: 112.448997 Copyback: 0.017000 Sum: 0.040000 It 0,Best ac:0.001537 0.777778 fi:0.322011. Ave ac:0.006042,0.010042 Initialization: 6.543000 Memcpy Classifiers: 0.507000 Memcpy Instances: 8.910000 Kernel 1: 0.024000 Kernel 2: 111.699997 Copyback: 0.017000 Sum: 0.029000 It 1,Best ac:0.001318 1.000000 fi:0.099866. Ave ac:0.005925,0.009590 Initialization: 6.424000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.933000 Kernel 1: 0.024000 Kernel 2: 112.447998 Copyback: 0.017000 Sum: 0.035000 It 2,Best ac:0.001756 1.000000 fi:0.099711. Ave ac:0.005231,0.008895 Initialization: 6.467000 Memcpy Classifiers: 0.541000 Memcpy Instances: 9.017000 Kernel 1: 0.028000 Kernel 2: 109.346001 Copyback: 0.016000 Sum: 0.034000 It 3,Best ac:0.001757 0.888889 fi:0.210822. Ave ac:0.004668,0.009031 Initialization: 6.455000 Memcpy Classifiers: 0.470000 Memcpy Instances: 10.548000 Kernel 1: 0.026000 Kernel 2: 108.083000 Copyback: 0.017000 Sum: 0.030000 It 4,Best ac:0.001537 1.000000 fi:0.099789. Ave ac:0.004067,0.007190 Initialization: 6.415000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.893000 Kernel 1: 0.025000 Kernel 2: 105.398003 Copyback: 0.016000 Sum: 0.033000 It 5,Best ac:0.001976 1.000000 fi:0.099633. Ave ac:0.004001,0.010996 Initialization: 6.454000 Memcpy Classifiers: 0.494000 Memcpy Instances: 8.905000 Kernel 1: 0.024000 Kernel 2: 103.578003 Copyback: 0.017000 Sum: 0.035000 It 6,Best ac:0.002195 1.000000 fi:0.099555. Ave ac:0.004537,0.008897 Initialization: 6.399000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.894000 Kernel 1: 0.024000 Kernel 2: 103.086998 Copyback: 0.016000 Sum: 0.033000 It 7,Best ac:0.002636 1.000000 fi:0.099399. Ave ac:0.004433,0.006568 Initialization: 6.389000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.916000 Kernel 1: 0.025000 Kernel 2: 103.847000 Copyback: 0.016000 Sum: 0.031000 It 8,Best ac:0.001098 1.000000 fi:0.099944. Ave ac:0.003747,0.005073 Initialization: 6.394000 Memcpy Classifiers: 0.483000 Memcpy Instances: 9.063000 Kernel 1: 0.022000 Kernel 2: 103.015999 Copyback: 0.017000 Sum: 0.032000 It 9,Best ac:0.001318 1.000000 fi:0.099866. Ave ac:0.003844,0.006610 Iteration 10:MDL fitness activated Error 0.099866 TL 0.031995 MDL Theory Length Weight: 1.0404419472 (3) Initialization: 6.334000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.953000 Kernel 1: 0.025000 Kernel 2: 99.087997 Copyback: 0.017000 Sum: 0.035000 It 10,Best ac:0.001976 1.000000 fi:0.134202. Ave ac:0.004332,0.005937 Initialization: 6.431000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.927000 Kernel 1: 0.023000 Kernel 2: 95.213997 Copyback: 0.017000 Sum: 0.031000 It 11,Best ac:0.002196 1.000000 fi:0.138127. Ave ac:0.004353,0.007505 Initialization: 6.420000 Memcpy Classifiers: 0.422000 Memcpy Instances: 8.923000 Kernel 1: 0.023000 Kernel 2: 95.544998 Copyback: 0.017000 Sum: 0.028000 It 12,Best ac:0.001977 1.000000 fi:0.130323. Ave ac:0.004595,0.007140 Initialization: 6.374000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.903000 Kernel 1: 0.025000 Kernel 2: 94.248001 Copyback: 0.017000 Sum: 0.029000 It 13,Best ac:0.001098 1.000000 fi:0.123390. Ave ac:0.004140,0.009724 Initialization: 6.479000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.893000 Kernel 1: 0.025000 Kernel 2: 97.858002 Copyback: 0.017000 Sum: 0.036000 It 14,Best ac:0.001757 1.000000 fi:0.131138. Ave ac:0.004407,0.009474 Initialization: 6.410000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.907000 Kernel 1: 0.025000 Kernel 2: 92.682999 Copyback: 0.017000 Sum: 0.029000 It 15,Best ac:0.001757 1.000000 fi:0.119221. Ave ac:0.004174,0.006641 Initialization: 6.425000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.917000 Kernel 1: 0.024000 Kernel 2: 94.528999 Copyback: 0.372000 Sum: 0.031000 It 16,Best ac:0.001976 1.000000 fi:0.130055. Ave ac:0.004558,0.008660 Initialization: 6.407000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.918000 Kernel 1: 0.024000 Kernel 2: 98.318001 Copyback: 0.017000 Sum: 0.032000 It 17,Best ac:0.002196 1.000000 fi:0.130942. Ave ac:0.003841,0.006618 Initialization: 6.513000 Memcpy Classifiers: 0.419000 Memcpy Instances: 8.914000 Kernel 1: 0.023000 Kernel 2: 93.983002 Copyback: 0.017000 Sum: 0.028000 It 18,Best ac:0.001537 1.000000 fi:0.120216. Ave ac:0.003632,0.005279 Initialization: 6.457000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.910000 Kernel 1: 0.024000 Kernel 2: 97.157997 Copyback: 0.016000 Sum: 0.027000 It 19,Best ac:0.001977 1.000000 fi:0.123960. Ave ac:0.002924,0.004964 Initialization: 6.457000 Memcpy Classifiers: 0.408000 Memcpy Instances: 8.903000 Kernel 1: 0.024000 Kernel 2: 94.223000 Copyback: 0.017000 Sum: 0.030000 It 20,Best ac:0.001318 1.000000 fi:0.129808. Ave ac:0.002968,0.006700 Initialization: 6.411000 Memcpy Classifiers: 0.393000 Memcpy Instances: 8.923000 Kernel 1: 0.024000 Kernel 2: 97.345001 Copyback: 0.017000 Sum: 0.028000 It 21,Best ac:0.001098 1.000000 fi:0.123390. Ave ac:0.003593,0.006161 Initialization: 6.443000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.894000 Kernel 1: 0.025000 Kernel 2: 95.651001 Copyback: 0.017000 Sum: 0.029000 It 22,Best ac:0.001098 1.000000 fi:0.120670. Ave ac:0.003703,0.006333 Initialization: 6.479000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.893000 Kernel 1: 0.025000 Kernel 2: 95.305000 Copyback: 0.017000 Sum: 0.036000 It 23,Best ac:0.001098 1.000000 fi:0.128776. Ave ac:0.003018,0.004076 Initialization: 6.404000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.946000 Kernel 1: 0.023000 Kernel 2: 97.865997 Copyback: 0.017000 Sum: 0.029000 It 24,Best ac:0.001098 1.000000 fi:0.131332. Ave ac:0.003818,0.007215 MDL Theory Length Weight: 0.9363977525 (10) Initialization: 6.454000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.905000 Kernel 1: 0.024000 Kernel 2: 95.539001 Copyback: 0.017000 Sum: 0.032000 It 25,Best ac:0.001976 1.000000 fi:0.123903. Ave ac:0.003367,0.004898 Initialization: 6.471000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.913000 Kernel 1: 0.024000 Kernel 2: 94.639000 Copyback: 0.017000 Sum: 0.032000 It 26,Best ac:0.001318 1.000000 fi:0.127359. Ave ac:0.002984,0.005047 Initialization: 6.461000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.912000 Kernel 1: 0.024000 Kernel 2: 94.751999 Copyback: 0.017000 Sum: 0.031000 It 27,Best ac:0.001537 1.000000 fi:0.129023. Ave ac:0.003366,0.004544 Initialization: 6.424000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.894000 Kernel 1: 0.025000 Kernel 2: 92.392998 Copyback: 0.017000 Sum: 0.031000 It 28,Best ac:0.001537 1.000000 fi:0.117348. Ave ac:0.003137,0.005195 Initialization: 6.390000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.914000 Kernel 1: 0.024000 Kernel 2: 94.207001 Copyback: 0.017000 Sum: 0.034000 It 29,Best ac:0.001976 1.000000 fi:0.122737. Ave ac:0.003394,0.004750 Initialization: 6.471000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.925000 Kernel 1: 0.024000 Kernel 2: 93.988998 Copyback: 0.017000 Sum: 0.031000 It 30,Best ac:0.002196 1.000000 fi:0.123981. Ave ac:0.002672,0.003634 Initialization: 6.402000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.918000 Kernel 1: 0.024000 Kernel 2: 91.888000 Copyback: 0.017000 Sum: 0.034000 It 31,Best ac:0.001318 1.000000 fi:0.125567. Ave ac:0.003017,0.006484 Initialization: 6.507000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.922000 Kernel 1: 0.024000 Kernel 2: 92.348999 Copyback: 0.017000 Sum: 0.030000 It 32,Best ac:0.002195 1.000000 fi:0.122849. Ave ac:0.003611,0.009079 Initialization: 6.372000 Memcpy Classifiers: 0.400000 Memcpy Instances: 8.981000 Kernel 1: 0.022000 Kernel 2: 92.177002 Copyback: 0.017000 Sum: 0.027000 It 33,Best ac:0.001318 1.000000 fi:0.119996. Ave ac:0.003354,0.004654 Initialization: 22.351000 Memcpy Instances: 449.716003 Memcpy Classifiers: 0.068000 Kernel 1: 0.028000 Kernel 2: 516.695984 Copyback: 0.014000 Sum: 0.014000 Memcpy Classifiers: 0.060000 Kernel 1: 0.012000 Kernel 2: 494.717987 Copyback: 0.017000 Sum: 0.003000 Memcpy Classifiers: 0.067000 Kernel 1: 0.016000 Kernel 2: 507.195007 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.012000 Kernel 2: 503.363007 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.015000 Kernel 2: 487.936005 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.012000 Kernel 2: 509.684998 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.011000 Kernel 2: 499.622009 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.012000 Kernel 2: 507.830994 Copyback: 0.368000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 493.562988 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.012000 Kernel 2: 497.576996 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.011000 Kernel 2: 510.558990 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.012000 Kernel 2: 483.080994 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.011000 Kernel 2: 493.191010 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.056000 Kernel 1: 0.012000 Kernel 2: 243.212997 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.001502 0.838235 fi:0.284670. Ave ac:0.003095,0.011694 Best acc 0.001502 0.838235 Initialization: 6.384000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.919000 Kernel 1: 0.025000 Kernel 2: 109.514000 Copyback: 0.016000 Sum: 0.046000 Initial population average accuracy1:0.006005 accuracy2:0.267950 Initialization: 6.463000 Memcpy Classifiers: 0.551000 Memcpy Instances: 8.933000 Kernel 1: 0.024000 Kernel 2: 111.849998 Copyback: 0.017000 Sum: 0.041000 It 0,Best ac:0.001537 1.000000 fi:0.099789. Ave ac:0.006702,0.011970 Initialization: 6.402000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.890000 Kernel 1: 0.026000 Kernel 2: 112.674004 Copyback: 0.017000 Sum: 0.028000 It 1,Best ac:0.001098 0.833333 fi:0.266611. Ave ac:0.007842,0.015293 Initialization: 6.380000 Memcpy Classifiers: 0.482000 Memcpy Instances: 8.904000 Kernel 1: 0.025000 Kernel 2: 106.990997 Copyback: 0.016000 Sum: 0.037000 It 2,Best ac:0.000878 1.000000 fi:0.159506. Ave ac:0.008803,0.018553 Initialization: 6.417000 Memcpy Classifiers: 0.522000 Memcpy Instances: 8.908000 Kernel 1: 0.025000 Kernel 2: 104.412003 Copyback: 0.017000 Sum: 0.033000 It 3,Best ac:0.001318 0.857143 fi:0.242723. Ave ac:0.006368,0.012229 Initialization: 6.355000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.897000 Kernel 1: 0.025000 Kernel 2: 104.399002 Copyback: 0.017000 Sum: 0.034000 It 4,Best ac:0.000878 1.000000 fi:0.159506. Ave ac:0.006006,0.009826 Initialization: 6.359000 Memcpy Classifiers: 0.423000 Memcpy Instances: 8.915000 Kernel 1: 0.024000 Kernel 2: 99.058998 Copyback: 0.017000 Sum: 0.035000 It 5,Best ac:0.002196 1.000000 fi:0.099555. Ave ac:0.006273,0.011287 Initialization: 6.397000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.919000 Kernel 1: 0.024000 Kernel 2: 96.758003 Copyback: 0.017000 Sum: 0.033000 It 6,Best ac:0.001976 1.000000 fi:0.099633. Ave ac:0.005115,0.008622 Initialization: 6.425000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.906000 Kernel 1: 0.024000 Kernel 2: 97.220001 Copyback: 0.017000 Sum: 0.031000 It 7,Best ac:0.001976 1.000000 fi:0.099633. Ave ac:0.004656,0.007795 Initialization: 6.408000 Memcpy Classifiers: 0.382000 Memcpy Instances: 8.927000 Kernel 1: 0.023000 Kernel 2: 96.823997 Copyback: 0.019000 Sum: 0.033000 It 8,Best ac:0.001976 1.000000 fi:0.099633. Ave ac:0.005786,0.010872 Initialization: 6.325000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.924000 Kernel 1: 0.024000 Kernel 2: 95.667999 Copyback: 0.017000 Sum: 0.031000 It 9,Best ac:0.002196 1.000000 fi:0.099555. Ave ac:0.003974,0.007272 Iteration 10:MDL fitness activated Error 0.099555 TL 0.031837 MDL Theory Length Weight: 1.0423434899 (5) Initialization: 6.376000 Memcpy Classifiers: 0.393000 Memcpy Instances: 8.890000 Kernel 1: 0.025000 Kernel 2: 95.827003 Copyback: 0.017000 Sum: 0.030000 It 10,Best ac:0.001098 1.000000 fi:0.115646. Ave ac:0.004160,0.006488 Initialization: 6.398000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.906000 Kernel 1: 0.024000 Kernel 2: 95.626999 Copyback: 0.017000 Sum: 0.031000 It 11,Best ac:0.001537 1.000000 fi:0.127392. Ave ac:0.004202,0.007020 Initialization: 6.460000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.901000 Kernel 1: 0.023000 Kernel 2: 94.377998 Copyback: 0.017000 Sum: 0.031000 It 12,Best ac:0.002196 1.000000 fi:0.125663. Ave ac:0.004075,0.006747 Initialization: 6.393000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.906000 Kernel 1: 0.024000 Kernel 2: 95.380997 Copyback: 0.017000 Sum: 0.030000 It 13,Best ac:0.001318 1.000000 fi:0.129706. Ave ac:0.004490,0.007850 Initialization: 6.406000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.897000 Kernel 1: 0.024000 Kernel 2: 92.391998 Copyback: 0.016000 Sum: 0.030000 It 14,Best ac:0.001757 1.000000 fi:0.128109. Ave ac:0.004168,0.006178 Initialization: 6.405000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.937000 Kernel 1: 0.024000 Kernel 2: 90.987000 Copyback: 0.016000 Sum: 0.033000 It 15,Best ac:0.001098 1.000000 fi:0.114898. Ave ac:0.004810,0.006763 Initialization: 6.390000 Memcpy Classifiers: 0.400000 Memcpy Instances: 8.894000 Kernel 1: 0.023000 Kernel 2: 87.705002 Copyback: 0.017000 Sum: 0.030000 It 16,Best ac:0.001537 1.000000 fi:0.123328. Ave ac:0.004308,0.009992 Initialization: 6.360000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.934000 Kernel 1: 0.024000 Kernel 2: 86.428001 Copyback: 0.017000 Sum: 0.032000 It 17,Best ac:0.001757 1.000000 fi:0.114664. Ave ac:0.004700,0.009596 Initialization: 6.398000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.906000 Kernel 1: 0.024000 Kernel 2: 86.325996 Copyback: 0.017000 Sum: 0.032000 It 18,Best ac:0.001757 1.000000 fi:0.120669. Ave ac:0.004457,0.006153 Initialization: 6.405000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.891000 Kernel 1: 0.025000 Kernel 2: 88.722000 Copyback: 0.016000 Sum: 0.036000 It 19,Best ac:0.001098 1.000000 fi:0.112951. Ave ac:0.004047,0.007736 Initialization: 6.402000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.925000 Kernel 1: 0.024000 Kernel 2: 86.430000 Copyback: 0.017000 Sum: 0.028000 It 20,Best ac:0.004392 1.000000 fi:0.118514. Ave ac:0.003678,0.012676 Initialization: 6.392000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.900000 Kernel 1: 0.025000 Kernel 2: 86.071999 Copyback: 0.017000 Sum: 0.030000 It 21,Best ac:0.001537 1.000000 fi:0.112795. Ave ac:0.003312,0.007277 Initialization: 6.357000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.917000 Kernel 1: 0.025000 Kernel 2: 82.640999 Copyback: 0.016000 Sum: 0.034000 It 22,Best ac:0.001537 1.000000 fi:0.118949. Ave ac:0.003391,0.006652 Initialization: 6.429000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.919000 Kernel 1: 0.024000 Kernel 2: 82.403000 Copyback: 0.370000 Sum: 0.030000 It 23,Best ac:0.001757 1.000000 fi:0.117236. Ave ac:0.003592,0.005771 Initialization: 6.376000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.945000 Kernel 1: 0.024000 Kernel 2: 80.882004 Copyback: 0.017000 Sum: 0.036000 It 24,Best ac:0.002196 1.000000 fi:0.119743. Ave ac:0.002883,0.004255 Initialization: 6.455000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.930000 Kernel 1: 0.023000 Kernel 2: 81.088997 Copyback: 0.018000 Sum: 0.041000 It 25,Best ac:0.001757 1.000000 fi:0.115811. Ave ac:0.002964,0.003792 Initialization: 6.473000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.905000 Kernel 1: 0.024000 Kernel 2: 80.086998 Copyback: 0.017000 Sum: 0.031000 It 26,Best ac:0.001098 1.000000 fi:0.117470. Ave ac:0.002687,0.004232 Initialization: 6.380000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.898000 Kernel 1: 0.024000 Kernel 2: 83.836998 Copyback: 0.017000 Sum: 0.029000 It 27,Best ac:0.002635 1.000000 fi:0.115534. Ave ac:0.002891,0.004378 Initialization: 6.404000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.901000 Kernel 1: 0.025000 Kernel 2: 83.391998 Copyback: 0.017000 Sum: 0.032000 It 28,Best ac:0.001098 1.000000 fi:0.115675. Ave ac:0.002347,0.003820 Initialization: 6.390000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.943000 Kernel 1: 0.023000 Kernel 2: 83.612000 Copyback: 0.018000 Sum: 0.032000 It 29,Best ac:0.001098 1.000000 fi:0.117857. Ave ac:0.002987,0.003525 Initialization: 6.432000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.901000 Kernel 1: 0.024000 Kernel 2: 81.664001 Copyback: 0.017000 Sum: 0.033000 It 30,Best ac:0.001318 1.000000 fi:0.118956. Ave ac:0.002882,0.005645 MDL Theory Length Weight: 0.9381091409 (10) Initialization: 6.435000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.900000 Kernel 1: 0.024000 Kernel 2: 83.007004 Copyback: 0.016000 Sum: 0.036000 It 31,Best ac:0.001757 1.000000 fi:0.114063. Ave ac:0.003054,0.007070 Initialization: 6.426000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.887000 Kernel 1: 0.025000 Kernel 2: 83.751999 Copyback: 0.017000 Sum: 0.027000 It 32,Best ac:0.001537 1.000000 fi:0.117328. Ave ac:0.003261,0.004913 Initialization: 6.385000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.919000 Kernel 1: 0.023000 Kernel 2: 81.698997 Copyback: 0.017000 Sum: 0.034000 It 33,Best ac:0.001098 1.000000 fi:0.117026. Ave ac:0.002742,0.004706 Initialization: 22.459000 Memcpy Instances: 445.036987 Memcpy Classifiers: 0.064000 Kernel 1: 0.026000 Kernel 2: 477.854004 Copyback: 0.014000 Sum: 0.015000 Memcpy Classifiers: 0.055000 Kernel 1: 0.012000 Kernel 2: 484.532990 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.012000 Kernel 2: 453.615997 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.012000 Kernel 2: 468.587006 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.012000 Kernel 2: 487.574005 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.061000 Kernel 1: 0.017000 Kernel 2: 464.044006 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.012000 Kernel 2: 490.838013 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.062000 Kernel 1: 0.015000 Kernel 2: 475.774994 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 469.524994 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 466.015991 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.012000 Kernel 2: 494.154999 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.012000 Kernel 2: 485.407013 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.072000 Kernel 1: 0.012000 Kernel 2: 481.940002 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.012000 Kernel 2: 237.882996 Copyback: 0.015000 Sum: 0.000000 It 34,Best ac:0.001014 0.865169 fi:0.250926. Ave ac:0.003680,0.014145 Best acc 0.001014 0.865169 Rule:Att PSSM_0_5 is [-2.209226,9.830011]|Att PSSM_0_12 is [<-3.873029]|Att PSSM_1_5 is [-1.715708,11.407309]|Att PSSM_1_20 is [>0.173750]|Att PSSM_3_19 is [0.680170,9.448828]|Att PSSM_4_12 is [<-1.441621]|1 Accuracy : 0.722960 0 1 163254 826 64178 6380 Removed 267 instances. 227432 Instances left. Acc of rule 0.001014-0.865169 Initialization: 6.358000 Memcpy Classifiers: 0.612000 Memcpy Instances: 8.948000 Kernel 1: 0.027000 Kernel 2: 109.887001 Copyback: 0.018000 Sum: 0.048000 Initial population average accuracy1:0.006930 accuracy2:0.262101 Initialization: 6.440000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.890000 Kernel 1: 0.024000 Kernel 2: 111.414001 Copyback: 0.017000 Sum: 0.055000 It 0,Best ac:0.002198 0.769231 fi:0.330321. Ave ac:0.008191,0.016222 Initialization: 6.390000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.900000 Kernel 1: 0.024000 Kernel 2: 112.919998 Copyback: 0.017000 Sum: 0.031000 It 1,Best ac:0.001539 0.875000 fi:0.224786. Ave ac:0.008164,0.015727 Initialization: 6.414000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.888000 Kernel 1: 0.024000 Kernel 2: 110.297997 Copyback: 0.017000 Sum: 0.035000 It 2,Best ac:0.001319 0.857143 fi:0.242722. Ave ac:0.007035,0.013324 Initialization: 6.265000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.878000 Kernel 1: 0.023000 Kernel 2: 111.497002 Copyback: 0.017000 Sum: 0.035000 It 3,Best ac:0.001099 1.000000 fi:0.099943. Ave ac:0.005292,0.009162 Initialization: 6.399000 Memcpy Classifiers: 0.506000 Memcpy Instances: 8.895000 Kernel 1: 0.024000 Kernel 2: 111.769997 Copyback: 0.016000 Sum: 0.030000 It 4,Best ac:0.001319 1.000000 fi:0.099864. Ave ac:0.004221,0.006226 Initialization: 6.357000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.905000 Kernel 1: 0.024000 Kernel 2: 111.124001 Copyback: 0.017000 Sum: 0.036000 It 5,Best ac:0.001759 1.000000 fi:0.099709. Ave ac:0.003976,0.010170 Initialization: 6.422000 Memcpy Classifiers: 0.540000 Memcpy Instances: 8.922000 Kernel 1: 0.024000 Kernel 2: 110.216003 Copyback: 0.020000 Sum: 0.050000 It 6,Best ac:0.001759 1.000000 fi:0.099709. Ave ac:0.003682,0.009174 Initialization: 6.484000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.926000 Kernel 1: 0.024000 Kernel 2: 111.389999 Copyback: 0.016000 Sum: 0.037000 It 7,Best ac:0.001319 1.000000 fi:0.099865. Ave ac:0.003434,0.006346 Initialization: 6.436000 Memcpy Classifiers: 0.506000 Memcpy Instances: 8.892000 Kernel 1: 0.023000 Kernel 2: 106.528999 Copyback: 0.016000 Sum: 0.036000 It 8,Best ac:0.001539 1.000000 fi:0.099787. Ave ac:0.002957,0.005102 Initialization: 6.430000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.884000 Kernel 1: 0.024000 Kernel 2: 103.683998 Copyback: 0.018000 Sum: 0.042000 It 9,Best ac:0.001759 1.000000 fi:0.099709. Ave ac:0.002853,0.004173 Iteration 10:MDL fitness activated Error 0.099709 TL 0.035174 MDL Theory Length Weight: 0.9449021309 (5) Initialization: 6.421000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.867000 Kernel 1: 0.023000 Kernel 2: 101.644997 Copyback: 0.017000 Sum: 0.033000 It 10,Best ac:0.001759 1.000000 fi:0.130497. Ave ac:0.002266,0.004430 Initialization: 6.432000 Memcpy Classifiers: 0.447000 Memcpy Instances: 8.891000 Kernel 1: 0.023000 Kernel 2: 100.046997 Copyback: 0.017000 Sum: 0.038000 It 11,Best ac:0.001539 1.000000 fi:0.127354. Ave ac:0.002400,0.003368 Initialization: 6.386000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.878000 Kernel 1: 0.024000 Kernel 2: 95.503998 Copyback: 0.017000 Sum: 0.032000 It 12,Best ac:0.001099 1.000000 fi:0.132359. Ave ac:0.002380,0.002927 Initialization: 6.425000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.914000 Kernel 1: 0.024000 Kernel 2: 93.761002 Copyback: 0.017000 Sum: 0.030000 It 13,Best ac:0.001319 1.000000 fi:0.131404. Ave ac:0.002515,0.003450 Initialization: 6.355000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.892000 Kernel 1: 0.024000 Kernel 2: 93.681999 Copyback: 0.016000 Sum: 0.034000 It 14,Best ac:0.001319 1.000000 fi:0.123005. Ave ac:0.002219,0.002771 Initialization: 6.350000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.896000 Kernel 1: 0.024000 Kernel 2: 95.221001 Copyback: 0.017000 Sum: 0.033000 It 15,Best ac:0.001759 1.000000 fi:0.129086. Ave ac:0.002651,0.003062 Initialization: 6.433000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.874000 Kernel 1: 0.023000 Kernel 2: 93.748001 Copyback: 0.017000 Sum: 0.032000 It 16,Best ac:0.002638 1.000000 fi:0.132294. Ave ac:0.002192,0.002629 Initialization: 6.419000 Memcpy Classifiers: 0.421000 Memcpy Instances: 8.916000 Kernel 1: 0.022000 Kernel 2: 93.526001 Copyback: 0.017000 Sum: 0.032000 It 17,Best ac:0.003957 1.000000 fi:0.124495. Ave ac:0.002510,0.003758 Initialization: 6.491000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.906000 Kernel 1: 0.024000 Kernel 2: 95.901001 Copyback: 0.017000 Sum: 0.032000 It 18,Best ac:0.001099 1.000000 fi:0.128165. Ave ac:0.002686,0.003248 Initialization: 6.355000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.905000 Kernel 1: 0.024000 Kernel 2: 93.984001 Copyback: 0.016000 Sum: 0.031000 It 19,Best ac:0.001758 1.000000 fi:0.132638. Ave ac:0.002308,0.002879 Initialization: 6.600000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.876000 Kernel 1: 0.025000 Kernel 2: 94.117996 Copyback: 0.017000 Sum: 0.030000 It 20,Best ac:0.002198 1.000000 fi:0.131468. Ave ac:0.002745,0.002753 Initialization: 6.469000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.924000 Kernel 1: 0.024000 Kernel 2: 93.608002 Copyback: 0.017000 Sum: 0.033000 It 21,Best ac:0.001099 1.000000 fi:0.127599. Ave ac:0.002822,0.003346 Initialization: 6.390000 Memcpy Classifiers: 0.385000 Memcpy Instances: 8.890000 Kernel 1: 0.024000 Kernel 2: 92.773003 Copyback: 0.017000 Sum: 0.033000 It 22,Best ac:0.001758 1.000000 fi:0.128371. Ave ac:0.002318,0.002678 Initialization: 6.398000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.932000 Kernel 1: 0.023000 Kernel 2: 92.642998 Copyback: 0.017000 Sum: 0.033000 It 23,Best ac:0.001759 1.000000 fi:0.126159. Ave ac:0.002091,0.002069 MDL Theory Length Weight: 0.8504119178 (10) Initialization: 6.405000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.908000 Kernel 1: 0.024000 Kernel 2: 94.723999 Copyback: 0.017000 Sum: 0.031000 It 24,Best ac:0.001319 1.000000 fi:0.127871. Ave ac:0.001543,0.003375 Initialization: 6.403000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.927000 Kernel 1: 0.024000 Kernel 2: 91.235001 Copyback: 0.017000 Sum: 0.032000 It 25,Best ac:0.001979 1.000000 fi:0.119167. Ave ac:0.002238,0.002324 Initialization: 6.432000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.872000 Kernel 1: 0.024000 Kernel 2: 89.123001 Copyback: 0.017000 Sum: 0.029000 It 26,Best ac:0.001099 1.000000 fi:0.123548. Ave ac:0.001770,0.001773 Initialization: 6.283000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.917000 Kernel 1: 0.023000 Kernel 2: 88.829002 Copyback: 0.016000 Sum: 0.029000 It 27,Best ac:0.001539 1.000000 fi:0.120505. Ave ac:0.001884,0.002055 Initialization: 6.432000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.907000 Kernel 1: 0.024000 Kernel 2: 89.317001 Copyback: 0.017000 Sum: 0.033000 It 28,Best ac:0.001539 1.000000 fi:0.121113. Ave ac:0.001938,0.002060 Initialization: 6.435000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.875000 Kernel 1: 0.025000 Kernel 2: 87.453003 Copyback: 0.017000 Sum: 0.025000 It 29,Best ac:0.001759 1.000000 fi:0.123209. Ave ac:0.001989,0.002758 Initialization: 6.350000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.906000 Kernel 1: 0.023000 Kernel 2: 91.789001 Copyback: 0.017000 Sum: 0.029000 It 30,Best ac:0.001099 1.000000 fi:0.121871. Ave ac:0.002753,0.003137 Initialization: 6.370000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.882000 Kernel 1: 0.025000 Kernel 2: 90.037003 Copyback: 0.371000 Sum: 0.035000 It 31,Best ac:0.002198 1.000000 fi:0.117654. Ave ac:0.002294,0.002903 Initialization: 6.384000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.877000 Kernel 1: 0.026000 Kernel 2: 89.949997 Copyback: 0.017000 Sum: 0.031000 It 32,Best ac:0.001099 1.000000 fi:0.121527. Ave ac:0.002561,0.003397 Initialization: 6.431000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.890000 Kernel 1: 0.023000 Kernel 2: 89.458000 Copyback: 0.017000 Sum: 0.031000 It 33,Best ac:0.001539 1.000000 fi:0.121526. Ave ac:0.002432,0.003106 Initialization: 22.488001 Memcpy Instances: 545.791992 Memcpy Classifiers: 0.064000 Kernel 1: 0.023000 Kernel 2: 495.188995 Copyback: 0.015000 Sum: 0.014000 Memcpy Classifiers: 0.058000 Kernel 1: 0.013000 Kernel 2: 474.808990 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.093000 Kernel 1: 0.023000 Kernel 2: 478.584015 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 504.621002 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 490.239014 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.012000 Kernel 2: 488.621002 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 499.390991 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.074000 Kernel 1: 0.017000 Kernel 2: 490.165985 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 490.427002 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 495.707001 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.091000 Kernel 1: 0.021000 Kernel 2: 495.921997 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 496.395996 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 489.252991 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.075000 Kernel 1: 0.022000 Kernel 2: 244.761993 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.001389 0.829396 fi:0.291770. Ave ac:0.002190,0.007561 Best acc 0.001389 0.829396 Initialization: 6.394000 Memcpy Classifiers: 0.541000 Memcpy Instances: 8.921000 Kernel 1: 0.026000 Kernel 2: 110.301003 Copyback: 0.017000 Sum: 0.046000 Initial population average accuracy1:0.005765 accuracy2:0.264015 Initialization: 6.395000 Memcpy Classifiers: 0.465000 Memcpy Instances: 8.887000 Kernel 1: 0.025000 Kernel 2: 111.221001 Copyback: 0.017000 Sum: 0.061000 It 0,Best ac:0.001539 1.000000 fi:0.099787. Ave ac:0.006993,0.011733 Initialization: 6.395000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.904000 Kernel 1: 0.024000 Kernel 2: 108.818001 Copyback: 0.017000 Sum: 0.035000 It 1,Best ac:0.001978 1.000000 fi:0.099630. Ave ac:0.006188,0.009684 Initialization: 6.358000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.914000 Kernel 1: 0.024000 Kernel 2: 107.317001 Copyback: 0.017000 Sum: 0.032000 It 2,Best ac:0.001319 1.000000 fi:0.099864. Ave ac:0.006099,0.010561 Initialization: 6.248000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.899000 Kernel 1: 0.025000 Kernel 2: 107.792000 Copyback: 0.016000 Sum: 0.032000 It 3,Best ac:0.002198 1.000000 fi:0.099552. Ave ac:0.005924,0.009790 Initialization: 6.512000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.882000 Kernel 1: 0.024000 Kernel 2: 108.972000 Copyback: 0.017000 Sum: 0.032000 It 4,Best ac:0.001539 1.000000 fi:0.099786. Ave ac:0.005177,0.009189 Initialization: 6.390000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.906000 Kernel 1: 0.024000 Kernel 2: 108.204002 Copyback: 0.018000 Sum: 0.034000 It 5,Best ac:0.001758 1.000000 fi:0.099709. Ave ac:0.004587,0.008905 Initialization: 6.382000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.895000 Kernel 1: 0.025000 Kernel 2: 110.078003 Copyback: 0.017000 Sum: 0.030000 It 6,Best ac:0.002858 1.000000 fi:0.099318. Ave ac:0.003450,0.005061 Initialization: 6.379000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.961000 Kernel 1: 0.023000 Kernel 2: 110.291000 Copyback: 0.017000 Sum: 0.042000 It 7,Best ac:0.002638 1.000000 fi:0.099396. Ave ac:0.002696,0.004038 Initialization: 6.424000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.875000 Kernel 1: 0.025000 Kernel 2: 108.642998 Copyback: 0.016000 Sum: 0.029000 It 8,Best ac:0.002419 1.000000 fi:0.099473. Ave ac:0.002433,0.003785 Initialization: 6.303000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.921000 Kernel 1: 0.025000 Kernel 2: 107.806000 Copyback: 0.017000 Sum: 0.034000 It 9,Best ac:0.002198 1.000000 fi:0.099552. Ave ac:0.002920,0.003663 Iteration 10:MDL fitness activated Error 0.099552 TL 0.030126 MDL Theory Length Weight: 1.1015003777 (4) Initialization: 6.396000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.877000 Kernel 1: 0.026000 Kernel 2: 103.436996 Copyback: 0.017000 Sum: 0.030000 It 10,Best ac:0.003297 1.000000 fi:0.130116. Ave ac:0.003176,0.004782 Initialization: 6.450000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.892000 Kernel 1: 0.025000 Kernel 2: 101.468002 Copyback: 0.017000 Sum: 0.035000 It 11,Best ac:0.002638 1.000000 fi:0.128423. Ave ac:0.003459,0.005897 Initialization: 6.331000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.936000 Kernel 1: 0.023000 Kernel 2: 102.259003 Copyback: 0.017000 Sum: 0.032000 It 12,Best ac:0.001319 1.000000 fi:0.116899. Ave ac:0.002622,0.004246 Initialization: 6.389000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.899000 Kernel 1: 0.025000 Kernel 2: 104.636002 Copyback: 0.016000 Sum: 0.032000 It 13,Best ac:0.002199 1.000000 fi:0.132980. Ave ac:0.002946,0.005079 Initialization: 6.422000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.876000 Kernel 1: 0.025000 Kernel 2: 105.399002 Copyback: 0.017000 Sum: 0.031000 It 14,Best ac:0.001319 1.000000 fi:0.131522. Ave ac:0.003372,0.006789 Initialization: 6.407000 Memcpy Classifiers: 0.462000 Memcpy Instances: 8.916000 Kernel 1: 0.026000 Kernel 2: 100.883003 Copyback: 0.018000 Sum: 0.040000 It 15,Best ac:0.001099 1.000000 fi:0.113925. Ave ac:0.003341,0.005008 Initialization: 6.383000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.909000 Kernel 1: 0.024000 Kernel 2: 98.203003 Copyback: 0.017000 Sum: 0.029000 It 16,Best ac:0.001099 1.000000 fi:0.134853. Ave ac:0.002663,0.003809 Initialization: 6.478000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.893000 Kernel 1: 0.025000 Kernel 2: 99.248001 Copyback: 0.016000 Sum: 0.034000 It 17,Best ac:0.001979 1.000000 fi:0.129281. Ave ac:0.003594,0.006222 Initialization: 6.406000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.928000 Kernel 1: 0.025000 Kernel 2: 100.484001 Copyback: 0.017000 Sum: 0.032000 It 18,Best ac:0.001099 1.000000 fi:0.125252. Ave ac:0.002852,0.004105 Initialization: 6.387000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.924000 Kernel 1: 0.024000 Kernel 2: 99.171997 Copyback: 0.017000 Sum: 0.024000 It 19,Best ac:0.001319 1.000000 fi:0.125174. Ave ac:0.002987,0.004058 Initialization: 6.384000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.914000 Kernel 1: 0.024000 Kernel 2: 97.124001 Copyback: 0.016000 Sum: 0.029000 It 20,Best ac:0.001539 1.000000 fi:0.124669. Ave ac:0.003369,0.006470 Initialization: 6.400000 Memcpy Classifiers: 0.414000 Memcpy Instances: 8.887000 Kernel 1: 0.024000 Kernel 2: 96.976997 Copyback: 0.017000 Sum: 0.031000 It 21,Best ac:0.001539 1.000000 fi:0.122986. Ave ac:0.003630,0.005364 Initialization: 6.343000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.905000 Kernel 1: 0.024000 Kernel 2: 95.113998 Copyback: 0.018000 Sum: 0.041000 It 22,Best ac:0.001319 1.000000 fi:0.113847. Ave ac:0.002736,0.004693 Initialization: 6.404000 Memcpy Classifiers: 0.369000 Memcpy Instances: 8.880000 Kernel 1: 0.023000 Kernel 2: 91.898003 Copyback: 0.017000 Sum: 0.035000 It 23,Best ac:0.001099 1.000000 fi:0.113747. Ave ac:0.003087,0.006725 Initialization: 6.383000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.893000 Kernel 1: 0.024000 Kernel 2: 91.003998 Copyback: 0.017000 Sum: 0.033000 It 24,Best ac:0.001319 1.000000 fi:0.126397. Ave ac:0.003639,0.004595 Initialization: 6.406000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.878000 Kernel 1: 0.023000 Kernel 2: 93.142998 Copyback: 0.017000 Sum: 0.030000 It 25,Best ac:0.001099 1.000000 fi:0.126815. Ave ac:0.002272,0.003198 Initialization: 6.418000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.926000 Kernel 1: 0.025000 Kernel 2: 95.574997 Copyback: 0.017000 Sum: 0.031000 It 26,Best ac:0.001319 1.000000 fi:0.124747. Ave ac:0.003286,0.005007 Initialization: 6.414000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.886000 Kernel 1: 0.024000 Kernel 2: 93.094002 Copyback: 0.016000 Sum: 0.029000 It 27,Best ac:0.001319 1.000000 fi:0.125174. Ave ac:0.002680,0.003980 Initialization: 6.390000 Memcpy Classifiers: 0.406000 Memcpy Instances: 8.885000 Kernel 1: 0.024000 Kernel 2: 94.978996 Copyback: 0.017000 Sum: 0.029000 It 28,Best ac:0.002419 1.000000 fi:0.122673. Ave ac:0.002897,0.003953 Initialization: 6.395000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.883000 Kernel 1: 0.024000 Kernel 2: 94.582001 Copyback: 0.017000 Sum: 0.029000 It 29,Best ac:0.001099 1.000000 fi:0.119618. Ave ac:0.002901,0.008903 Initialization: 6.387000 Memcpy Classifiers: 0.408000 Memcpy Instances: 8.887000 Kernel 1: 0.023000 Kernel 2: 92.865997 Copyback: 0.017000 Sum: 0.034000 It 30,Best ac:0.002199 1.000000 fi:0.121126. Ave ac:0.002568,0.008583 Initialization: 6.373000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.894000 Kernel 1: 0.024000 Kernel 2: 95.138000 Copyback: 0.017000 Sum: 0.030000 It 31,Best ac:0.002638 1.000000 fi:0.122926. Ave ac:0.001977,0.003866 Initialization: 6.290000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.896000 Kernel 1: 0.024000 Kernel 2: 97.458000 Copyback: 0.017000 Sum: 0.034000 It 32,Best ac:0.001319 1.000000 fi:0.127994. Ave ac:0.002571,0.003388 MDL Theory Length Weight: 0.9913503400 (10) Initialization: 6.357000 Memcpy Classifiers: 0.393000 Memcpy Instances: 8.884000 Kernel 1: 0.024000 Kernel 2: 98.188004 Copyback: 0.017000 Sum: 0.034000 It 33,Best ac:0.001319 1.000000 fi:0.125395. Ave ac:0.002778,0.004807 Initialization: 22.410999 Memcpy Instances: 442.542999 Memcpy Classifiers: 0.068000 Kernel 1: 0.027000 Kernel 2: 548.177979 Copyback: 0.015000 Sum: 0.015000 Memcpy Classifiers: 0.060000 Kernel 1: 0.012000 Kernel 2: 513.890991 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.012000 Kernel 2: 526.953979 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.011000 Kernel 2: 504.496002 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 532.341003 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 551.036011 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 511.453003 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.012000 Kernel 2: 532.304993 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 553.427002 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.012000 Kernel 2: 531.520020 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.012000 Kernel 2: 525.133972 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.067000 Kernel 1: 0.014000 Kernel 2: 548.940002 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.012000 Kernel 2: 522.523010 Copyback: 0.365000 Sum: 0.002000 Memcpy Classifiers: 0.057000 Kernel 1: 0.015000 Kernel 2: 262.549011 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.001095 0.846939 fi:0.278322. Ave ac:0.003306,0.011668 Best acc 0.001095 0.846939 Rule:Att PSSM_-4_7 is [-5.731103,1.115920]|Att PSSM_-3_2 is [<4.879533]|Att PSSM_-3_6 is [<8.868618]|Att PSSM_0_5 is [-2.525727,8.102597]|Att PSSM_0_6 is [<-2.821868]|Att PSSM_0_8 is [-3.642676,3.175169]|Att PSSM_0_9 is [<-4.314577]|Att PSSM_1_12 is [-4.220083,-2.371656]|Att PSSM_2_17 is [-3.594644,5.023837]|1 Accuracy : 0.723830 0 1 163209 871 63929 6629 Removed 294 instances. 227138 Instances left. Acc of rule 0.001095-0.846939 Initialization: 6.430000 Memcpy Classifiers: 0.506000 Memcpy Instances: 8.890000 Kernel 1: 0.027000 Kernel 2: 114.803001 Copyback: 0.017000 Sum: 0.046000 Initial population average accuracy1:0.006157 accuracy2:0.272887 Initialization: 6.391000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.856000 Kernel 1: 0.026000 Kernel 2: 112.512001 Copyback: 0.017000 Sum: 0.049000 It 0,Best ac:0.002202 0.909091 fi:0.190458. Ave ac:0.007181,0.012449 Initialization: 6.456000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.892000 Kernel 1: 0.024000 Kernel 2: 110.380997 Copyback: 0.017000 Sum: 0.034000 It 1,Best ac:0.002422 0.916667 fi:0.182803. Ave ac:0.006171,0.009393 Initialization: 6.362000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.880000 Kernel 1: 0.024000 Kernel 2: 109.137001 Copyback: 0.017000 Sum: 0.030000 It 2,Best ac:0.002642 0.923077 fi:0.176315. Ave ac:0.005874,0.007767 Initialization: 6.432000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.878000 Kernel 1: 0.024000 Kernel 2: 110.607002 Copyback: 0.017000 Sum: 0.029000 It 3,Best ac:0.001761 1.000000 fi:0.099706. Ave ac:0.005697,0.009388 Initialization: 6.386000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.900000 Kernel 1: 0.024000 Kernel 2: 113.745003 Copyback: 0.017000 Sum: 0.033000 It 4,Best ac:0.001321 1.000000 fi:0.099863. Ave ac:0.005174,0.007596 Initialization: 6.436000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.874000 Kernel 1: 0.024000 Kernel 2: 116.621002 Copyback: 0.017000 Sum: 0.029000 It 5,Best ac:0.002201 1.000000 fi:0.099549. Ave ac:0.004908,0.006668 Initialization: 6.387000 Memcpy Classifiers: 0.475000 Memcpy Instances: 8.885000 Kernel 1: 0.024000 Kernel 2: 117.891998 Copyback: 0.017000 Sum: 0.037000 It 6,Best ac:0.001541 1.000000 fi:0.099784. Ave ac:0.004036,0.008747 Initialization: 6.324000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.897000 Kernel 1: 0.025000 Kernel 2: 118.038002 Copyback: 0.017000 Sum: 0.029000 It 7,Best ac:0.001981 1.000000 fi:0.099628. Ave ac:0.004294,0.008115 Initialization: 6.430000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.890000 Kernel 1: 0.024000 Kernel 2: 119.294998 Copyback: 0.017000 Sum: 0.031000 It 8,Best ac:0.003522 1.000000 fi:0.099079. Ave ac:0.003389,0.005118 Initialization: 6.392000 Memcpy Classifiers: 0.441000 Memcpy Instances: 8.870000 Kernel 1: 0.024000 Kernel 2: 122.252998 Copyback: 0.016000 Sum: 0.035000 It 9,Best ac:0.002201 1.000000 fi:0.099549. Ave ac:0.003126,0.004362 Iteration 10:MDL fitness activated Error 0.099549 TL 0.038138 MDL Theory Length Weight: 0.8700630662 (2) Initialization: 6.388000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.873000 Kernel 1: 0.023000 Kernel 2: 119.484001 Copyback: 0.017000 Sum: 0.033000 It 10,Best ac:0.001981 1.000000 fi:0.122959. Ave ac:0.003073,0.004807 Initialization: 6.428000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.902000 Kernel 1: 0.022000 Kernel 2: 134.731995 Copyback: 0.018000 Sum: 0.031000 It 11,Best ac:0.002201 1.000000 fi:0.122881. Ave ac:0.003153,0.004285 Initialization: 6.425000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.872000 Kernel 1: 0.024000 Kernel 2: 118.774002 Copyback: 0.017000 Sum: 0.033000 It 12,Best ac:0.002641 1.000000 fi:0.115209. Ave ac:0.002280,0.003126 Initialization: 6.446000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.877000 Kernel 1: 0.024000 Kernel 2: 116.031998 Copyback: 0.017000 Sum: 0.036000 It 13,Best ac:0.001101 1.000000 fi:0.120304. Ave ac:0.003025,0.003500 Initialization: 6.445000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.900000 Kernel 1: 0.024000 Kernel 2: 111.140999 Copyback: 0.017000 Sum: 0.028000 It 14,Best ac:0.001541 1.000000 fi:0.125026. Ave ac:0.002281,0.003612 Initialization: 6.354000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.885000 Kernel 1: 0.024000 Kernel 2: 108.343002 Copyback: 0.017000 Sum: 0.028000 It 15,Best ac:0.001982 1.000000 fi:0.117479. Ave ac:0.002121,0.003895 Initialization: 6.432000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.878000 Kernel 1: 0.025000 Kernel 2: 111.275002 Copyback: 0.017000 Sum: 0.032000 It 16,Best ac:0.001981 1.000000 fi:0.115127. Ave ac:0.002894,0.004719 Initialization: 6.426000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.858000 Kernel 1: 0.025000 Kernel 2: 109.694000 Copyback: 0.017000 Sum: 0.033000 It 17,Best ac:0.001981 1.000000 fi:0.129457. Ave ac:0.003612,0.013713 Initialization: 6.397000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.885000 Kernel 1: 0.024000 Kernel 2: 109.672997 Copyback: 0.017000 Sum: 0.036000 It 18,Best ac:0.001541 1.000000 fi:0.114612. Ave ac:0.002786,0.004950 Initialization: 6.378000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.887000 Kernel 1: 0.024000 Kernel 2: 106.802002 Copyback: 0.016000 Sum: 0.032000 It 19,Best ac:0.001101 1.000000 fi:0.115229. Ave ac:0.003202,0.008889 Initialization: 6.408000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.869000 Kernel 1: 0.025000 Kernel 2: 102.985001 Copyback: 0.016000 Sum: 0.036000 It 20,Best ac:0.001981 1.000000 fi:0.118980. Ave ac:0.002508,0.005113 Initialization: 6.360000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.908000 Kernel 1: 0.024000 Kernel 2: 103.003998 Copyback: 0.017000 Sum: 0.040000 It 21,Best ac:0.001761 1.000000 fi:0.119330. Ave ac:0.002555,0.006066 Initialization: 6.500000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.867000 Kernel 1: 0.024000 Kernel 2: 101.401001 Copyback: 0.017000 Sum: 0.034000 It 22,Best ac:0.001541 1.000000 fi:0.112919. Ave ac:0.002291,0.004891 Initialization: 6.474000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.882000 Kernel 1: 0.024000 Kernel 2: 107.347000 Copyback: 0.017000 Sum: 0.031000 It 23,Best ac:0.001101 1.000000 fi:0.114259. Ave ac:0.002938,0.005011 Initialization: 6.363000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.874000 Kernel 1: 0.024000 Kernel 2: 105.321999 Copyback: 0.017000 Sum: 0.031000 It 24,Best ac:0.001541 1.000000 fi:0.112372. Ave ac:0.002879,0.011306 Initialization: 6.371000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.901000 Kernel 1: 0.025000 Kernel 2: 123.352997 Copyback: 0.018000 Sum: 0.033000 It 25,Best ac:0.001540 1.000000 fi:0.115072. Ave ac:0.003364,0.010573 Initialization: 6.375000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.902000 Kernel 1: 0.023000 Kernel 2: 108.424004 Copyback: 0.016000 Sum: 0.034000 It 26,Best ac:0.001101 1.000000 fi:0.109562. Ave ac:0.003987,0.009673 Initialization: 6.399000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.889000 Kernel 1: 0.024000 Kernel 2: 109.303001 Copyback: 0.016000 Sum: 0.029000 It 27,Best ac:0.001761 1.000000 fi:0.109390. Ave ac:0.004077,0.010814 Initialization: 6.266000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.897000 Kernel 1: 0.024000 Kernel 2: 123.188004 Copyback: 0.017000 Sum: 0.031000 It 28,Best ac:0.001320 1.000000 fi:0.114263. Ave ac:0.005799,0.020322 Initialization: 6.383000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.893000 Kernel 1: 0.024000 Kernel 2: 112.419998 Copyback: 0.016000 Sum: 0.028000 It 29,Best ac:0.001321 1.000000 fi:0.109483. Ave ac:0.004656,0.011562 Initialization: 6.428000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.919000 Kernel 1: 0.022000 Kernel 2: 127.163002 Copyback: 0.016000 Sum: 0.031000 It 30,Best ac:0.001100 1.000000 fi:0.120699. Ave ac:0.004425,0.015055 Initialization: 6.383000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.919000 Kernel 1: 0.024000 Kernel 2: 114.402000 Copyback: 0.016000 Sum: 0.038000 It 31,Best ac:0.001761 1.000000 fi:0.112020. Ave ac:0.003632,0.009161 Initialization: 6.526000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.796000 Kernel 1: 0.024000 Kernel 2: 117.179001 Copyback: 0.017000 Sum: 0.032000 It 32,Best ac:0.001981 1.000000 fi:0.119939. Ave ac:0.003715,0.010906 Initialization: 6.545000 Memcpy Classifiers: 0.399000 Memcpy Instances: 11.272000 Kernel 1: 0.032000 Kernel 2: 119.303001 Copyback: 0.370000 Sum: 0.049000 It 33,Best ac:0.001761 1.000000 fi:0.110858. Ave ac:0.002519,0.007476 Initialization: 26.486000 Memcpy Instances: 565.107971 Memcpy Classifiers: 0.065000 Kernel 1: 0.025000 Kernel 2: 573.158020 Copyback: 0.014000 Sum: 0.015000 Memcpy Classifiers: 0.058000 Kernel 1: 0.013000 Kernel 2: 595.494019 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.090000 Kernel 1: 0.022000 Kernel 2: 567.419983 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.073000 Kernel 1: 0.016000 Kernel 2: 570.960999 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 588.622009 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.017000 Kernel 2: 585.262024 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 548.583008 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.014000 Kernel 2: 566.075989 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.073000 Kernel 1: 0.017000 Kernel 2: 565.763977 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 587.926025 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.074000 Kernel 1: 0.017000 Kernel 2: 557.450012 Copyback: 0.347000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 574.700989 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.063000 Kernel 1: 0.016000 Kernel 2: 558.755981 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.075000 Kernel 1: 0.022000 Kernel 2: 280.376007 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.001743 0.804878 fi:0.305987. Ave ac:0.003523,0.014164 Best acc 0.001743 0.804878 Initialization: 8.294000 Memcpy Classifiers: 0.578000 Memcpy Instances: 8.863000 Kernel 1: 0.027000 Kernel 2: 113.914001 Copyback: 0.018000 Sum: 0.048000 Initial population average accuracy1:0.005265 accuracy2:0.271809 Initialization: 8.579000 Memcpy Classifiers: 0.716000 Memcpy Instances: 9.006000 Kernel 1: 0.033000 Kernel 2: 113.477997 Copyback: 0.017000 Sum: 0.045000 It 0,Best ac:0.004624 0.750000 fi:0.348685. Ave ac:0.006262,0.012141 Initialization: 7.290000 Memcpy Classifiers: 0.685000 Memcpy Instances: 14.241000 Kernel 1: 0.028000 Kernel 2: 111.869003 Copyback: 0.018000 Sum: 0.047000 It 1,Best ac:0.001101 1.000000 fi:0.099941. Ave ac:0.005637,0.009830 Initialization: 8.840000 Memcpy Classifiers: 0.775000 Memcpy Instances: 12.028000 Kernel 1: 0.024000 Kernel 2: 107.225998 Copyback: 0.017000 Sum: 0.042000 It 2,Best ac:0.001541 1.000000 fi:0.099784. Ave ac:0.005033,0.008529 Initialization: 7.516000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.876000 Kernel 1: 0.025000 Kernel 2: 123.209999 Copyback: 0.018000 Sum: 0.044000 It 3,Best ac:0.000880 1.000000 fi:0.153592. Ave ac:0.004708,0.007058 Initialization: 7.996000 Memcpy Classifiers: 0.452000 Memcpy Instances: 11.004000 Kernel 1: 0.032000 Kernel 2: 120.446999 Copyback: 0.017000 Sum: 0.036000 It 4,Best ac:0.001320 1.000000 fi:0.099863. Ave ac:0.005348,0.008681 Initialization: 6.446000 Memcpy Classifiers: 0.397000 Memcpy Instances: 11.043000 Kernel 1: 0.023000 Kernel 2: 101.664001 Copyback: 0.019000 Sum: 0.033000 It 5,Best ac:0.001321 1.000000 fi:0.099863. Ave ac:0.004918,0.008872 Initialization: 7.383000 Memcpy Classifiers: 0.681000 Memcpy Instances: 9.588000 Kernel 1: 0.024000 Kernel 2: 116.565002 Copyback: 0.017000 Sum: 0.032000 It 6,Best ac:0.001981 1.000000 fi:0.099628. Ave ac:0.005343,0.008551 Initialization: 7.670000 Memcpy Classifiers: 0.565000 Memcpy Instances: 10.810000 Kernel 1: 0.023000 Kernel 2: 100.108002 Copyback: 0.018000 Sum: 0.043000 It 7,Best ac:0.001321 1.000000 fi:0.099863. Ave ac:0.005234,0.008659 Initialization: 6.547000 Memcpy Classifiers: 0.398000 Memcpy Instances: 12.000000 Kernel 1: 0.024000 Kernel 2: 100.165001 Copyback: 0.017000 Sum: 0.028000 It 8,Best ac:0.001541 1.000000 fi:0.099784. Ave ac:0.005100,0.008439 Initialization: 7.297000 Memcpy Classifiers: 0.418000 Memcpy Instances: 11.315000 Kernel 1: 0.024000 Kernel 2: 100.760002 Copyback: 0.017000 Sum: 0.030000 It 9,Best ac:0.001761 1.000000 fi:0.099706. Ave ac:0.004550,0.007680 Iteration 10:MDL fitness activated Error 0.099706 TL 0.033788 MDL Theory Length Weight: 0.9836547912 (4) Initialization: 8.450000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.922000 Kernel 1: 0.024000 Kernel 2: 101.084999 Copyback: 0.017000 Sum: 0.040000 It 10,Best ac:0.001321 1.000000 fi:0.125396. Ave ac:0.003598,0.006206 Initialization: 8.273000 Memcpy Classifiers: 0.680000 Memcpy Instances: 12.836000 Kernel 1: 0.027000 Kernel 2: 99.404999 Copyback: 0.017000 Sum: 0.033000 It 11,Best ac:0.001101 1.000000 fi:0.129766. Ave ac:0.003671,0.006247 Initialization: 7.820000 Memcpy Classifiers: 0.513000 Memcpy Instances: 10.341000 Kernel 1: 0.027000 Kernel 2: 100.708000 Copyback: 0.017000 Sum: 0.028000 It 12,Best ac:0.001321 1.000000 fi:0.128659. Ave ac:0.004008,0.006678 Initialization: 6.416000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.934000 Kernel 1: 0.024000 Kernel 2: 98.013000 Copyback: 0.017000 Sum: 0.033000 It 13,Best ac:0.001541 1.000000 fi:0.130275. Ave ac:0.003579,0.006030 Initialization: 7.837000 Memcpy Classifiers: 0.398000 Memcpy Instances: 12.212000 Kernel 1: 0.024000 Kernel 2: 98.464996 Copyback: 0.018000 Sum: 0.040000 It 14,Best ac:0.001101 1.000000 fi:0.129766. Ave ac:0.003918,0.005682 Initialization: 8.140000 Memcpy Classifiers: 0.398000 Memcpy Instances: 12.522000 Kernel 1: 0.023000 Kernel 2: 98.139000 Copyback: 0.016000 Sum: 0.032000 It 15,Best ac:0.001101 1.000000 fi:0.127544. Ave ac:0.003660,0.005297 Initialization: 8.429000 Memcpy Classifiers: 0.775000 Memcpy Instances: 13.517000 Kernel 1: 0.024000 Kernel 2: 98.644997 Copyback: 0.017000 Sum: 0.030000 It 16,Best ac:0.001982 1.000000 fi:0.127877. Ave ac:0.003553,0.006279 Initialization: 8.538000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.899000 Kernel 1: 0.022000 Kernel 2: 100.473000 Copyback: 0.018000 Sum: 0.037000 It 17,Best ac:0.002642 1.000000 fi:0.124264. Ave ac:0.003997,0.006711 Initialization: 6.260000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.883000 Kernel 1: 0.023000 Kernel 2: 101.677002 Copyback: 0.017000 Sum: 0.030000 It 18,Best ac:0.004183 1.000000 fi:0.128363. Ave ac:0.002897,0.003525 Initialization: 6.424000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.876000 Kernel 1: 0.025000 Kernel 2: 96.384003 Copyback: 0.017000 Sum: 0.034000 It 19,Best ac:0.001101 1.000000 fi:0.126304. Ave ac:0.002957,0.003392 Initialization: 7.062000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.879000 Kernel 1: 0.024000 Kernel 2: 114.788002 Copyback: 0.016000 Sum: 0.027000 It 20,Best ac:0.001320 1.000000 fi:0.123495. Ave ac:0.003926,0.004429 Initialization: 6.513000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.890000 Kernel 1: 0.024000 Kernel 2: 96.153999 Copyback: 0.017000 Sum: 0.032000 It 21,Best ac:0.001321 1.000000 fi:0.128890. Ave ac:0.003282,0.005116 Initialization: 6.428000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.910000 Kernel 1: 0.024000 Kernel 2: 93.650002 Copyback: 0.017000 Sum: 0.030000 It 22,Best ac:0.001982 1.000000 fi:0.126019. Ave ac:0.002537,0.002763 Initialization: 6.344000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.877000 Kernel 1: 0.024000 Kernel 2: 94.424004 Copyback: 0.017000 Sum: 0.030000 It 23,Best ac:0.001541 1.000000 fi:0.128403. Ave ac:0.003064,0.004076 Initialization: 6.285000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.913000 Kernel 1: 0.024000 Kernel 2: 95.425003 Copyback: 0.017000 Sum: 0.032000 It 24,Best ac:0.001321 1.000000 fi:0.126302. Ave ac:0.002677,0.003917 Initialization: 7.960000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.871000 Kernel 1: 0.025000 Kernel 2: 94.422997 Copyback: 0.019000 Sum: 0.036000 It 25,Best ac:0.001101 1.000000 fi:0.122486. Ave ac:0.002163,0.003724 Initialization: 7.056000 Memcpy Classifiers: 0.397000 Memcpy Instances: 9.456000 Kernel 1: 0.033000 Kernel 2: 95.530998 Copyback: 0.017000 Sum: 0.030000 It 26,Best ac:0.001541 1.000000 fi:0.113467. Ave ac:0.002849,0.002699 Initialization: 6.459000 Memcpy Classifiers: 0.396000 Memcpy Instances: 12.075000 Kernel 1: 0.023000 Kernel 2: 95.280998 Copyback: 0.017000 Sum: 0.037000 It 27,Best ac:0.001321 1.000000 fi:0.127649. Ave ac:0.002725,0.003146 Initialization: 8.118000 Memcpy Classifiers: 0.473000 Memcpy Instances: 10.297000 Kernel 1: 0.024000 Kernel 2: 97.079002 Copyback: 0.017000 Sum: 0.029000 It 28,Best ac:0.001541 1.000000 fi:0.126122. Ave ac:0.003156,0.004181 Initialization: 8.888000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.952000 Kernel 1: 0.024000 Kernel 2: 95.737000 Copyback: 0.017000 Sum: 0.033000 It 29,Best ac:0.001541 1.000000 fi:0.123416. Ave ac:0.002760,0.003065 Initialization: 7.155000 Memcpy Classifiers: 0.362000 Memcpy Instances: 12.209000 Kernel 1: 0.024000 Kernel 2: 109.843002 Copyback: 0.018000 Sum: 0.040000 It 30,Best ac:0.001540 1.000000 fi:0.127033. Ave ac:0.002975,0.003309 Initialization: 7.411000 Memcpy Classifiers: 0.362000 Memcpy Instances: 13.496000 Kernel 1: 0.025000 Kernel 2: 92.721001 Copyback: 0.017000 Sum: 0.031000 It 31,Best ac:0.001541 1.000000 fi:0.126122. Ave ac:0.002262,0.002593 Initialization: 6.328000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.894000 Kernel 1: 0.024000 Kernel 2: 94.613998 Copyback: 0.017000 Sum: 0.032000 It 32,Best ac:0.001321 1.000000 fi:0.126765. Ave ac:0.002376,0.003829 Initialization: 6.374000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.879000 Kernel 1: 0.024000 Kernel 2: 94.713997 Copyback: 0.017000 Sum: 0.030000 It 33,Best ac:0.001761 1.000000 fi:0.130212. Ave ac:0.002661,0.002963 Initialization: 22.322001 Memcpy Instances: 446.268005 Memcpy Classifiers: 0.069000 Kernel 1: 0.028000 Kernel 2: 507.549011 Copyback: 0.015000 Sum: 0.014000 Memcpy Classifiers: 0.060000 Kernel 1: 0.013000 Kernel 2: 486.006989 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.012000 Kernel 2: 496.483002 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 490.217987 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.012000 Kernel 2: 498.269989 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.012000 Kernel 2: 495.665985 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 511.821014 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.012000 Kernel 2: 503.338013 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.011000 Kernel 2: 492.647003 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.012000 Kernel 2: 491.235992 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 500.067993 Copyback: 0.370000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.012000 Kernel 2: 485.050995 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.012000 Kernel 2: 475.546997 Copyback: 0.018000 Sum: 0.003000 Memcpy Classifiers: 0.048000 Kernel 1: 0.015000 Kernel 2: 246.203003 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.001567 0.822171 fi:0.305390. Ave ac:0.002393,0.008587 Best acc 0.001567 0.822171 Rule:Att PSSM_-4_19 is [<5.478523]|Att PSSM_0_2 is [<-3.046018]|Att PSSM_0_5 is [-0.971183,6.463706]|Att PSSM_0_6 is [<-2.277020]|Att PSSM_0_9 is [-6.191857,-3.549767]|Att PSSM_1_4 is [-6.560868,-4.989413]|Att PSSM_2_16 is [<1.969435]|Att PSSM_3_12 is [-6.799208,-1.200792]|1 Accuracy : 0.725019 0 1 163132 948 63573 6985 Removed 433 instances. 226705 Instances left. Acc of rule 0.001567-0.822171 Initialization: 6.585000 Memcpy Classifiers: 0.625000 Memcpy Instances: 10.556000 Kernel 1: 0.026000 Kernel 2: 110.143997 Copyback: 0.017000 Sum: 0.046000 Initial population average accuracy1:0.006597 accuracy2:0.258758 Initialization: 6.405000 Memcpy Classifiers: 0.524000 Memcpy Instances: 8.876000 Kernel 1: 0.025000 Kernel 2: 111.148003 Copyback: 0.018000 Sum: 0.071000 It 0,Best ac:0.004191 0.791667 fi:0.307167. Ave ac:0.007212,0.014513 Initialization: 6.395000 Memcpy Classifiers: 0.557000 Memcpy Instances: 8.916000 Kernel 1: 0.023000 Kernel 2: 107.633003 Copyback: 0.017000 Sum: 0.031000 It 1,Best ac:0.000882 1.000000 fi:0.148934. Ave ac:0.006532,0.013511 Initialization: 6.341000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.872000 Kernel 1: 0.024000 Kernel 2: 103.985001 Copyback: 0.017000 Sum: 0.037000 It 2,Best ac:0.002206 0.909091 fi:0.190453. Ave ac:0.005055,0.007495 Initialization: 6.257000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.882000 Kernel 1: 0.024000 Kernel 2: 103.890999 Copyback: 0.017000 Sum: 0.034000 It 3,Best ac:0.000882 1.000000 fi:0.148934. Ave ac:0.004885,0.007411 Initialization: 7.072000 Memcpy Classifiers: 0.935000 Memcpy Instances: 13.867000 Kernel 1: 0.024000 Kernel 2: 101.864998 Copyback: 0.017000 Sum: 0.036000 It 4,Best ac:0.002647 1.000000 fi:0.099386. Ave ac:0.004455,0.006185 Initialization: 6.465000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.857000 Kernel 1: 0.025000 Kernel 2: 102.338997 Copyback: 0.017000 Sum: 0.029000 It 5,Best ac:0.002206 0.909091 fi:0.190453. Ave ac:0.004364,0.006759 Initialization: 6.441000 Memcpy Classifiers: 0.506000 Memcpy Instances: 8.908000 Kernel 1: 0.024000 Kernel 2: 102.783997 Copyback: 0.018000 Sum: 0.046000 It 6,Best ac:0.002427 1.000000 fi:0.099465. Ave ac:0.004109,0.006368 Initialization: 6.818000 Memcpy Classifiers: 0.817000 Memcpy Instances: 10.349000 Kernel 1: 0.024000 Kernel 2: 102.378998 Copyback: 0.017000 Sum: 0.039000 It 7,Best ac:0.001323 1.000000 fi:0.099860. Ave ac:0.004270,0.007216 Initialization: 6.343000 Memcpy Classifiers: 0.468000 Memcpy Instances: 11.012000 Kernel 1: 0.027000 Kernel 2: 101.710999 Copyback: 0.016000 Sum: 0.032000 It 8,Best ac:0.002205 1.000000 fi:0.099545. Ave ac:0.004487,0.008461 Initialization: 8.519000 Memcpy Classifiers: 0.744000 Memcpy Instances: 12.005000 Kernel 1: 0.027000 Kernel 2: 104.744003 Copyback: 0.017000 Sum: 0.032000 It 9,Best ac:0.002426 1.000000 fi:0.099466. Ave ac:0.003751,0.007625 Iteration 10:MDL fitness activated Error 0.099466 TL 0.036265 MDL Theory Length Weight: 0.9142456428 (6) Initialization: 6.360000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.892000 Kernel 1: 0.024000 Kernel 2: 102.191002 Copyback: 0.018000 Sum: 0.033000 It 10,Best ac:0.001323 1.000000 fi:0.125151. Ave ac:0.003811,0.006432 Initialization: 6.407000 Memcpy Classifiers: 0.434000 Memcpy Instances: 11.793000 Kernel 1: 0.024000 Kernel 2: 102.258003 Copyback: 0.017000 Sum: 0.036000 It 11,Best ac:0.001544 1.000000 fi:0.124769. Ave ac:0.003806,0.006883 Initialization: 7.448000 Memcpy Classifiers: 0.416000 Memcpy Instances: 12.912000 Kernel 1: 0.024000 Kernel 2: 99.029999 Copyback: 0.018000 Sum: 0.034000 It 12,Best ac:0.002647 1.000000 fi:0.125544. Ave ac:0.003608,0.004784 Initialization: 6.264000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.927000 Kernel 1: 0.024000 Kernel 2: 98.138000 Copyback: 0.018000 Sum: 0.040000 It 13,Best ac:0.001544 1.000000 fi:0.119086. Ave ac:0.003534,0.005361 Initialization: 8.752000 Memcpy Classifiers: 0.578000 Memcpy Instances: 8.910000 Kernel 1: 0.022000 Kernel 2: 98.682999 Copyback: 0.017000 Sum: 0.035000 It 14,Best ac:0.001103 1.000000 fi:0.126588. Ave ac:0.003232,0.006529 Initialization: 8.478000 Memcpy Classifiers: 0.590000 Memcpy Instances: 11.849000 Kernel 1: 0.025000 Kernel 2: 102.889999 Copyback: 0.016000 Sum: 0.033000 It 15,Best ac:0.001103 1.000000 fi:0.124768. Ave ac:0.002478,0.004130 Initialization: 6.480000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.868000 Kernel 1: 0.025000 Kernel 2: 99.778999 Copyback: 0.017000 Sum: 0.045000 It 16,Best ac:0.001103 1.000000 fi:0.119244. Ave ac:0.003368,0.004518 Initialization: 6.395000 Memcpy Classifiers: 0.484000 Memcpy Instances: 10.858000 Kernel 1: 0.023000 Kernel 2: 99.401001 Copyback: 0.017000 Sum: 0.032000 It 17,Best ac:0.001103 1.000000 fi:0.128418. Ave ac:0.002030,0.002286 Initialization: 7.449000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.878000 Kernel 1: 0.024000 Kernel 2: 99.162003 Copyback: 0.017000 Sum: 0.030000 It 18,Best ac:0.001323 1.000000 fi:0.120015. Ave ac:0.002948,0.003316 Initialization: 6.807000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.865000 Kernel 1: 0.024000 Kernel 2: 100.220001 Copyback: 0.017000 Sum: 0.028000 It 19,Best ac:0.002206 1.000000 fi:0.126400. Ave ac:0.002913,0.006661 Initialization: 7.862000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.856000 Kernel 1: 0.024000 Kernel 2: 103.195999 Copyback: 0.016000 Sum: 0.034000 It 20,Best ac:0.001764 1.000000 fi:0.124993. Ave ac:0.002873,0.002928 Initialization: 8.152000 Memcpy Classifiers: 0.712000 Memcpy Instances: 12.454000 Kernel 1: 0.026000 Kernel 2: 102.818001 Copyback: 0.017000 Sum: 0.032000 It 21,Best ac:0.001103 1.000000 fi:0.129410. Ave ac:0.002990,0.003677 Initialization: 6.836000 Memcpy Classifiers: 0.416000 Memcpy Instances: 10.111000 Kernel 1: 0.032000 Kernel 2: 101.241997 Copyback: 0.017000 Sum: 0.033000 It 22,Best ac:0.001985 1.000000 fi:0.124312. Ave ac:0.002359,0.003126 MDL Theory Length Weight: 0.8228210785 (10) Initialization: 6.399000 Memcpy Classifiers: 0.451000 Memcpy Instances: 12.231000 Kernel 1: 0.024000 Kernel 2: 103.584999 Copyback: 0.017000 Sum: 0.034000 It 23,Best ac:0.001985 1.000000 fi:0.123689. Ave ac:0.002360,0.004067 Initialization: 7.755000 Memcpy Classifiers: 0.595000 Memcpy Instances: 12.684000 Kernel 1: 0.023000 Kernel 2: 100.470001 Copyback: 0.017000 Sum: 0.036000 It 24,Best ac:0.003308 1.000000 fi:0.121302. Ave ac:0.002791,0.003320 Initialization: 6.877000 Memcpy Classifiers: 0.434000 Memcpy Instances: 11.083000 Kernel 1: 0.033000 Kernel 2: 100.209000 Copyback: 0.021000 Sum: 0.047000 It 25,Best ac:0.001544 1.000000 fi:0.122973. Ave ac:0.002187,0.002761 Initialization: 8.061000 Memcpy Classifiers: 0.653000 Memcpy Instances: 12.676000 Kernel 1: 0.025000 Kernel 2: 99.336998 Copyback: 0.017000 Sum: 0.038000 It 26,Best ac:0.001765 1.000000 fi:0.119829. Ave ac:0.002194,0.002525 Initialization: 6.427000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.926000 Kernel 1: 0.021000 Kernel 2: 97.915001 Copyback: 0.371000 Sum: 0.032000 It 27,Best ac:0.001103 1.000000 fi:0.122622. Ave ac:0.001565,0.001437 Initialization: 6.380000 Memcpy Classifiers: 0.408000 Memcpy Instances: 8.908000 Kernel 1: 0.024000 Kernel 2: 97.997002 Copyback: 0.016000 Sum: 0.035000 It 28,Best ac:0.001764 1.000000 fi:0.124514. Ave ac:0.001801,0.001655 Initialization: 6.332000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.898000 Kernel 1: 0.024000 Kernel 2: 100.758003 Copyback: 0.017000 Sum: 0.032000 It 29,Best ac:0.001764 1.000000 fi:0.118561. Ave ac:0.001974,0.002075 Initialization: 6.392000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.864000 Kernel 1: 0.024000 Kernel 2: 99.457001 Copyback: 0.016000 Sum: 0.034000 It 30,Best ac:0.002646 1.000000 fi:0.118486. Ave ac:0.001593,0.001373 Initialization: 6.392000 Memcpy Classifiers: 0.408000 Memcpy Instances: 8.862000 Kernel 1: 0.022000 Kernel 2: 98.022003 Copyback: 0.017000 Sum: 0.037000 It 31,Best ac:0.001544 1.000000 fi:0.118640. Ave ac:0.002192,0.001633 Initialization: 6.358000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.892000 Kernel 1: 0.024000 Kernel 2: 99.083000 Copyback: 0.017000 Sum: 0.033000 It 32,Best ac:0.001765 1.000000 fi:0.117076. Ave ac:0.001887,0.001710 Initialization: 6.386000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.870000 Kernel 1: 0.024000 Kernel 2: 98.125000 Copyback: 0.017000 Sum: 0.029000 It 33,Best ac:0.001103 1.000000 fi:0.118975. Ave ac:0.002236,0.002158 Initialization: 22.410000 Memcpy Instances: 442.083008 Memcpy Classifiers: 0.070000 Kernel 1: 0.025000 Kernel 2: 539.208984 Copyback: 0.015000 Sum: 0.014000 Memcpy Classifiers: 0.061000 Kernel 1: 0.012000 Kernel 2: 545.270020 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 538.518982 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.012000 Kernel 2: 531.781006 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.012000 Kernel 2: 539.226013 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.012000 Kernel 2: 533.728027 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.012000 Kernel 2: 540.533020 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.012000 Kernel 2: 531.682983 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.012000 Kernel 2: 549.447998 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.012000 Kernel 2: 531.148010 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.012000 Kernel 2: 540.708008 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.011000 Kernel 2: 540.302979 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 540.559021 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.057000 Kernel 1: 0.013000 Kernel 2: 274.282990 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.001306 0.826816 fi:0.295540. Ave ac:0.001757,0.006255 Best acc 0.001306 0.826816 Initialization: 6.487000 Memcpy Classifiers: 0.535000 Memcpy Instances: 8.857000 Kernel 1: 0.025000 Kernel 2: 109.875999 Copyback: 0.017000 Sum: 0.047000 Initial population average accuracy1:0.007204 accuracy2:0.262786 Initialization: 6.385000 Memcpy Classifiers: 0.524000 Memcpy Instances: 8.868000 Kernel 1: 0.024000 Kernel 2: 110.633003 Copyback: 0.017000 Sum: 0.060000 It 0,Best ac:0.001985 0.750000 fi:0.349624. Ave ac:0.008985,0.018094 Initialization: 6.346000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.889000 Kernel 1: 0.025000 Kernel 2: 107.708000 Copyback: 0.017000 Sum: 0.033000 It 1,Best ac:0.001544 1.000000 fi:0.099782. Ave ac:0.008420,0.015873 Initialization: 6.236000 Memcpy Classifiers: 0.492000 Memcpy Instances: 8.859000 Kernel 1: 0.023000 Kernel 2: 107.325996 Copyback: 0.016000 Sum: 0.034000 It 2,Best ac:0.000882 1.000000 fi:0.148934. Ave ac:0.007187,0.013843 Initialization: 6.442000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.864000 Kernel 1: 0.024000 Kernel 2: 104.616997 Copyback: 0.018000 Sum: 0.030000 It 3,Best ac:0.001323 1.000000 fi:0.099860. Ave ac:0.006026,0.011812 Initialization: 6.236000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.872000 Kernel 1: 0.024000 Kernel 2: 103.250000 Copyback: 0.017000 Sum: 0.033000 It 4,Best ac:0.001985 0.900000 fi:0.199623. Ave ac:0.005559,0.010611 Initialization: 6.425000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.902000 Kernel 1: 0.023000 Kernel 2: 105.969002 Copyback: 0.017000 Sum: 0.033000 It 5,Best ac:0.001544 1.000000 fi:0.099782. Ave ac:0.005434,0.010056 Initialization: 6.386000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.889000 Kernel 1: 0.024000 Kernel 2: 107.696999 Copyback: 0.017000 Sum: 0.036000 It 6,Best ac:0.001103 1.000000 fi:0.099939. Ave ac:0.004764,0.008383 Initialization: 6.497000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.863000 Kernel 1: 0.024000 Kernel 2: 103.391998 Copyback: 0.017000 Sum: 0.036000 It 7,Best ac:0.001544 1.000000 fi:0.099782. Ave ac:0.003912,0.008941 Initialization: 6.426000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.866000 Kernel 1: 0.023000 Kernel 2: 100.349998 Copyback: 0.016000 Sum: 0.035000 It 8,Best ac:0.001985 1.000000 fi:0.099623. Ave ac:0.002875,0.007138 Initialization: 6.462000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.865000 Kernel 1: 0.023000 Kernel 2: 103.675003 Copyback: 0.017000 Sum: 0.041000 It 9,Best ac:0.003308 1.000000 fi:0.099150. Ave ac:0.003879,0.007480 Iteration 10:MDL fitness activated Error 0.099150 TL 0.037497 MDL Theory Length Weight: 0.8814067070 (1) Initialization: 6.428000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.913000 Kernel 1: 0.023000 Kernel 2: 103.877998 Copyback: 0.017000 Sum: 0.031000 It 10,Best ac:0.001103 1.000000 fi:0.132288. Ave ac:0.002576,0.006375 Initialization: 6.416000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.871000 Kernel 1: 0.024000 Kernel 2: 103.778000 Copyback: 0.016000 Sum: 0.032000 It 11,Best ac:0.001544 1.000000 fi:0.119806. Ave ac:0.002748,0.005381 Initialization: 6.333000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.898000 Kernel 1: 0.024000 Kernel 2: 100.292999 Copyback: 0.017000 Sum: 0.031000 It 12,Best ac:0.001544 1.000000 fi:0.117224. Ave ac:0.002813,0.004854 Initialization: 6.353000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.885000 Kernel 1: 0.024000 Kernel 2: 99.803001 Copyback: 0.017000 Sum: 0.031000 It 13,Best ac:0.003749 1.000000 fi:0.123697. Ave ac:0.002720,0.004435 Initialization: 6.472000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.865000 Kernel 1: 0.022000 Kernel 2: 100.149002 Copyback: 0.017000 Sum: 0.033000 It 14,Best ac:0.001985 1.000000 fi:0.124022. Ave ac:0.002015,0.002195 Initialization: 6.436000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.869000 Kernel 1: 0.025000 Kernel 2: 100.927002 Copyback: 0.017000 Sum: 0.030000 It 15,Best ac:0.001103 1.000000 fi:0.123084. Ave ac:0.001837,0.002988 Initialization: 6.422000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.884000 Kernel 1: 0.025000 Kernel 2: 98.349998 Copyback: 0.016000 Sum: 0.038000 It 16,Best ac:0.001103 1.000000 fi:0.124378. Ave ac:0.002387,0.002521 Initialization: 6.412000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.870000 Kernel 1: 0.024000 Kernel 2: 97.438004 Copyback: 0.017000 Sum: 0.033000 It 17,Best ac:0.001103 1.000000 fi:0.116278. Ave ac:0.002257,0.002477 Initialization: 6.413000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.863000 Kernel 1: 0.024000 Kernel 2: 96.478996 Copyback: 0.017000 Sum: 0.037000 It 18,Best ac:0.003088 1.000000 fi:0.120150. Ave ac:0.001849,0.002099 Initialization: 6.450000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.865000 Kernel 1: 0.024000 Kernel 2: 97.386002 Copyback: 0.017000 Sum: 0.029000 It 19,Best ac:0.001323 1.000000 fi:0.124523. Ave ac:0.001712,0.002280 Initialization: 6.455000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.854000 Kernel 1: 0.025000 Kernel 2: 99.471001 Copyback: 0.017000 Sum: 0.032000 It 20,Best ac:0.002206 1.000000 fi:0.125027. Ave ac:0.002547,0.003103 Initialization: 6.407000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.863000 Kernel 1: 0.023000 Kernel 2: 97.422997 Copyback: 0.016000 Sum: 0.033000 It 21,Best ac:0.001544 1.000000 fi:0.123935. Ave ac:0.002368,0.002596 Initialization: 6.508000 Memcpy Classifiers: 0.398000 Memcpy Instances: 10.098000 Kernel 1: 0.024000 Kernel 2: 95.929001 Copyback: 0.017000 Sum: 0.028000 It 22,Best ac:0.001103 1.000000 fi:0.123356. Ave ac:0.003077,0.005465 Initialization: 7.581000 Memcpy Classifiers: 0.681000 Memcpy Instances: 9.287000 Kernel 1: 0.024000 Kernel 2: 96.914001 Copyback: 0.017000 Sum: 0.029000 It 23,Best ac:0.001103 1.000000 fi:0.122321. Ave ac:0.002479,0.003954 Initialization: 7.592000 Memcpy Classifiers: 0.415000 Memcpy Instances: 9.358000 Kernel 1: 0.031000 Kernel 2: 94.396004 Copyback: 0.018000 Sum: 0.045000 It 24,Best ac:0.001103 1.000000 fi:0.121896. Ave ac:0.002841,0.003944 Initialization: 6.779000 Memcpy Classifiers: 0.729000 Memcpy Instances: 12.932000 Kernel 1: 0.027000 Kernel 2: 94.867996 Copyback: 0.018000 Sum: 0.041000 It 25,Best ac:0.001985 1.000000 fi:0.122328. Ave ac:0.003750,0.006380 Initialization: 7.581000 Memcpy Classifiers: 0.648000 Memcpy Instances: 9.862000 Kernel 1: 0.024000 Kernel 2: 95.488998 Copyback: 0.017000 Sum: 0.030000 It 26,Best ac:0.001544 1.000000 fi:0.122163. Ave ac:0.002817,0.003908 MDL Theory Length Weight: 0.7932660363 (10) Initialization: 8.127000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.416000 Kernel 1: 0.033000 Kernel 2: 95.410004 Copyback: 0.369000 Sum: 0.046000 It 27,Best ac:0.001764 1.000000 fi:0.120107. Ave ac:0.002898,0.003163 Initialization: 7.064000 Memcpy Classifiers: 0.416000 Memcpy Instances: 11.343000 Kernel 1: 0.024000 Kernel 2: 92.542000 Copyback: 0.018000 Sum: 0.033000 It 28,Best ac:0.001103 1.000000 fi:0.116156. Ave ac:0.001758,0.001848 Initialization: 8.476000 Memcpy Classifiers: 0.712000 Memcpy Instances: 13.002000 Kernel 1: 0.023000 Kernel 2: 93.021004 Copyback: 0.017000 Sum: 0.034000 It 29,Best ac:0.001324 1.000000 fi:0.116138. Ave ac:0.002456,0.002404 Initialization: 6.366000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.878000 Kernel 1: 0.024000 Kernel 2: 90.167999 Copyback: 0.017000 Sum: 0.033000 It 30,Best ac:0.001985 1.000000 fi:0.118233. Ave ac:0.002113,0.002562 Initialization: 6.412000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.856000 Kernel 1: 0.024000 Kernel 2: 91.649002 Copyback: 0.016000 Sum: 0.029000 It 31,Best ac:0.001323 1.000000 fi:0.115785. Ave ac:0.002061,0.002288 Initialization: 6.453000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.872000 Kernel 1: 0.025000 Kernel 2: 92.221001 Copyback: 0.017000 Sum: 0.032000 It 32,Best ac:0.001103 1.000000 fi:0.115203. Ave ac:0.002508,0.003228 Initialization: 6.505000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.947000 Kernel 1: 0.032000 Kernel 2: 90.272003 Copyback: 0.017000 Sum: 0.032000 It 33,Best ac:0.001544 1.000000 fi:0.114736. Ave ac:0.002045,0.002582 Initialization: 22.379000 Memcpy Instances: 445.423004 Memcpy Classifiers: 0.066000 Kernel 1: 0.028000 Kernel 2: 517.382019 Copyback: 0.016000 Sum: 0.011000 Memcpy Classifiers: 0.058000 Kernel 1: 0.014000 Kernel 2: 524.468994 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.012000 Kernel 2: 513.164001 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.012000 Kernel 2: 533.174988 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.012000 Kernel 2: 517.630981 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 531.710022 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.011000 Kernel 2: 531.059998 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.012000 Kernel 2: 523.385010 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.012000 Kernel 2: 520.273987 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.012000 Kernel 2: 517.880005 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.014000 Kernel 2: 541.689026 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.012000 Kernel 2: 517.786987 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.012000 Kernel 2: 520.549011 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.057000 Kernel 1: 0.012000 Kernel 2: 267.139008 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.000922 0.813230 fi:0.313307. Ave ac:0.002162,0.007708 Best acc 0.000922 0.813230 Rule:Att PSSM_-4_6 is [<1.417170]|Att PSSM_-4_19 is [<5.143316]|Att PSSM_-1_5 is [<11.031136]|Att PSSM_0_2 is [<-3.616981]|Att PSSM_0_4 is [<0.995761]|Att PSSM_0_5 is [0.851212,7.148788]|Att PSSM_0_16 is [<3.172791]|Att PSSM_1_6 is [-3.786680,-2.827109]|Att PSSM_1_13 is [-4.921396,6.921396]|Att PSSM_2_12 is [-6.611897,-1.388102]|1 Accuracy : 0.726016 0 1 163070 1010 63277 7281 Removed 358 instances. 226347 Instances left. Acc of rule 0.001306-0.826816 Initialization: 6.427000 Memcpy Classifiers: 0.576000 Memcpy Instances: 8.861000 Kernel 1: 0.025000 Kernel 2: 111.600998 Copyback: 0.018000 Sum: 0.047000 Initial population average accuracy1:0.006787 accuracy2:0.265675 Initialization: 6.340000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.905000 Kernel 1: 0.024000 Kernel 2: 111.416000 Copyback: 0.017000 Sum: 0.045000 It 0,Best ac:0.002209 0.833333 fi:0.266208. Ave ac:0.008045,0.014871 Initialization: 6.400000 Memcpy Classifiers: 0.575000 Memcpy Instances: 8.852000 Kernel 1: 0.026000 Kernel 2: 107.952003 Copyback: 0.017000 Sum: 0.034000 It 1,Best ac:0.001105 1.000000 fi:0.099937. Ave ac:0.007119,0.014190 Initialization: 6.443000 Memcpy Classifiers: 0.577000 Memcpy Instances: 8.872000 Kernel 1: 0.024000 Kernel 2: 109.691002 Copyback: 0.017000 Sum: 0.033000 It 2,Best ac:0.001105 1.000000 fi:0.099937. Ave ac:0.006109,0.015496 Initialization: 6.337000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.892000 Kernel 1: 0.024000 Kernel 2: 109.913002 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.003977 0.947368 fi:0.151538. Ave ac:0.005586,0.011498 Initialization: 6.389000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.860000 Kernel 1: 0.025000 Kernel 2: 109.240997 Copyback: 0.017000 Sum: 0.033000 It 4,Best ac:0.001767 1.000000 fi:0.099699. Ave ac:0.005312,0.007781 Initialization: 6.439000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.890000 Kernel 1: 0.024000 Kernel 2: 104.197998 Copyback: 0.017000 Sum: 0.033000 It 5,Best ac:0.001768 1.000000 fi:0.099699. Ave ac:0.005157,0.008183 Initialization: 6.211000 Memcpy Classifiers: 0.501000 Memcpy Instances: 8.877000 Kernel 1: 0.024000 Kernel 2: 105.011002 Copyback: 0.017000 Sum: 0.035000 It 6,Best ac:0.001767 1.000000 fi:0.099700. Ave ac:0.006366,0.012098 Initialization: 6.399000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.857000 Kernel 1: 0.024000 Kernel 2: 105.239998 Copyback: 0.017000 Sum: 0.033000 It 7,Best ac:0.001988 1.000000 fi:0.099620. Ave ac:0.005913,0.008134 Initialization: 6.330000 Memcpy Classifiers: 0.522000 Memcpy Instances: 8.872000 Kernel 1: 0.024000 Kernel 2: 102.632004 Copyback: 0.016000 Sum: 0.032000 It 8,Best ac:0.001988 1.000000 fi:0.099620. Ave ac:0.004108,0.005700 Initialization: 6.347000 Memcpy Classifiers: 0.491000 Memcpy Instances: 8.875000 Kernel 1: 0.024000 Kernel 2: 102.222000 Copyback: 0.017000 Sum: 0.034000 It 9,Best ac:0.002651 1.000000 fi:0.099383. Ave ac:0.003519,0.006050 Iteration 10:MDL fitness activated Error 0.099383 TL 0.043090 MDL Theory Length Weight: 0.7687911630 (1) Initialization: 6.415000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.898000 Kernel 1: 0.022000 Kernel 2: 101.905998 Copyback: 0.017000 Sum: 0.034000 It 10,Best ac:0.001104 1.000000 fi:0.121778. Ave ac:0.003650,0.005598 Initialization: 6.682000 Memcpy Classifiers: 0.442000 Memcpy Instances: 8.910000 Kernel 1: 0.022000 Kernel 2: 104.761002 Copyback: 0.017000 Sum: 0.038000 It 11,Best ac:0.001105 1.000000 fi:0.115443. Ave ac:0.003836,0.008854 Initialization: 6.708000 Memcpy Classifiers: 0.744000 Memcpy Instances: 10.486000 Kernel 1: 0.023000 Kernel 2: 105.085999 Copyback: 0.017000 Sum: 0.032000 It 12,Best ac:0.001989 1.000000 fi:0.117552. Ave ac:0.003388,0.004567 Initialization: 6.429000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.852000 Kernel 1: 0.024000 Kernel 2: 102.440002 Copyback: 0.016000 Sum: 0.031000 It 13,Best ac:0.002209 1.000000 fi:0.115839. Ave ac:0.003484,0.006892 Initialization: 6.361000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.898000 Kernel 1: 0.024000 Kernel 2: 104.752998 Copyback: 0.017000 Sum: 0.034000 It 14,Best ac:0.003534 1.000000 fi:0.119344. Ave ac:0.002532,0.003162 Initialization: 6.419000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.898000 Kernel 1: 0.023000 Kernel 2: 99.136002 Copyback: 0.017000 Sum: 0.032000 It 15,Best ac:0.001325 1.000000 fi:0.116918. Ave ac:0.003305,0.004614 Initialization: 6.408000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.885000 Kernel 1: 0.024000 Kernel 2: 96.117996 Copyback: 0.017000 Sum: 0.036000 It 16,Best ac:0.001104 1.000000 fi:0.115443. Ave ac:0.003343,0.005261 Initialization: 6.330000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.882000 Kernel 1: 0.024000 Kernel 2: 95.944000 Copyback: 0.017000 Sum: 0.037000 It 17,Best ac:0.001104 1.000000 fi:0.116341. Ave ac:0.003602,0.005617 Initialization: 6.362000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.876000 Kernel 1: 0.024000 Kernel 2: 96.655998 Copyback: 0.017000 Sum: 0.032000 It 18,Best ac:0.001546 1.000000 fi:0.115001. Ave ac:0.004004,0.005886 Initialization: 6.374000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.887000 Kernel 1: 0.023000 Kernel 2: 94.288002 Copyback: 0.017000 Sum: 0.031000 It 19,Best ac:0.001326 1.000000 fi:0.119401. Ave ac:0.003562,0.005822 Initialization: 6.356000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.866000 Kernel 1: 0.024000 Kernel 2: 92.461998 Copyback: 0.017000 Sum: 0.029000 It 20,Best ac:0.001325 1.000000 fi:0.117764. Ave ac:0.002883,0.004301 Initialization: 6.235000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.889000 Kernel 1: 0.023000 Kernel 2: 93.863998 Copyback: 0.017000 Sum: 0.030000 It 21,Best ac:0.001105 1.000000 fi:0.119066. Ave ac:0.003558,0.005734 Initialization: 8.953000 Memcpy Classifiers: 0.569000 Memcpy Instances: 12.662000 Kernel 1: 0.027000 Kernel 2: 92.352997 Copyback: 0.017000 Sum: 0.031000 It 22,Best ac:0.001547 1.000000 fi:0.114892. Ave ac:0.003414,0.005779 Initialization: 6.527000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.864000 Kernel 1: 0.025000 Kernel 2: 93.407997 Copyback: 0.018000 Sum: 0.041000 It 23,Best ac:0.001104 1.000000 fi:0.113391. Ave ac:0.002818,0.004332 Initialization: 8.017000 Memcpy Classifiers: 0.491000 Memcpy Instances: 10.491000 Kernel 1: 0.025000 Kernel 2: 92.887001 Copyback: 0.017000 Sum: 0.029000 It 24,Best ac:0.001325 1.000000 fi:0.116156. Ave ac:0.003215,0.005290 Initialization: 7.626000 Memcpy Classifiers: 0.515000 Memcpy Instances: 10.684000 Kernel 1: 0.023000 Kernel 2: 93.014000 Copyback: 0.018000 Sum: 0.039000 It 25,Best ac:0.002209 1.000000 fi:0.118763. Ave ac:0.002747,0.006422 Initialization: 8.176000 Memcpy Classifiers: 0.713000 Memcpy Instances: 11.758000 Kernel 1: 0.024000 Kernel 2: 88.375999 Copyback: 0.018000 Sum: 0.042000 It 26,Best ac:0.001105 1.000000 fi:0.113391. Ave ac:0.002799,0.006198 Initialization: 6.400000 Memcpy Classifiers: 0.361000 Memcpy Instances: 11.023000 Kernel 1: 0.032000 Kernel 2: 88.530998 Copyback: 0.370000 Sum: 0.041000 It 27,Best ac:0.001325 1.000000 fi:0.115217. Ave ac:0.002931,0.005493 Initialization: 9.301000 Memcpy Classifiers: 0.542000 Memcpy Instances: 11.726000 Kernel 1: 0.024000 Kernel 2: 89.876999 Copyback: 0.018000 Sum: 0.034000 It 28,Best ac:0.001325 1.000000 fi:0.114554. Ave ac:0.003175,0.005520 Initialization: 7.744000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.867000 Kernel 1: 0.022000 Kernel 2: 90.913002 Copyback: 0.017000 Sum: 0.027000 It 29,Best ac:0.002209 1.000000 fi:0.114853. Ave ac:0.002971,0.004918 Initialization: 6.396000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.867000 Kernel 1: 0.024000 Kernel 2: 88.311996 Copyback: 0.017000 Sum: 0.028000 It 30,Best ac:0.001325 1.000000 fi:0.114973. Ave ac:0.002732,0.004771 Initialization: 7.411000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.899000 Kernel 1: 0.024000 Kernel 2: 86.514000 Copyback: 0.017000 Sum: 0.031000 It 31,Best ac:0.001767 1.000000 fi:0.115012. Ave ac:0.002977,0.003360 Initialization: 6.344000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.850000 Kernel 1: 0.024000 Kernel 2: 88.884003 Copyback: 0.017000 Sum: 0.034000 It 32,Best ac:0.001326 1.000000 fi:0.113069. Ave ac:0.003494,0.004369 Initialization: 6.441000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.857000 Kernel 1: 0.024000 Kernel 2: 86.027000 Copyback: 0.017000 Sum: 0.031000 It 33,Best ac:0.001325 1.000000 fi:0.113979. Ave ac:0.002476,0.002827 Initialization: 22.549000 Memcpy Instances: 449.420013 Memcpy Classifiers: 0.068000 Kernel 1: 0.025000 Kernel 2: 479.188995 Copyback: 0.014000 Sum: 0.011000 Memcpy Classifiers: 0.057000 Kernel 1: 0.013000 Kernel 2: 469.401001 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.012000 Kernel 2: 461.764008 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 481.878998 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.062000 Kernel 1: 0.012000 Kernel 2: 491.018005 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.011000 Kernel 2: 477.694000 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.012000 Kernel 2: 486.989014 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.062000 Kernel 1: 0.012000 Kernel 2: 493.032013 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.012000 Kernel 2: 474.592010 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.012000 Kernel 2: 479.548004 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.012000 Kernel 2: 482.290985 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.012000 Kernel 2: 489.218994 Copyback: 0.370000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.012000 Kernel 2: 477.695007 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 247.442993 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.001476 0.804819 fi:0.310297. Ave ac:0.002880,0.010904 Best acc 0.001476 0.804819 Initialization: 6.370000 Memcpy Classifiers: 0.540000 Memcpy Instances: 11.010000 Kernel 1: 0.029000 Kernel 2: 112.391998 Copyback: 0.018000 Sum: 0.045000 Initial population average accuracy1:0.006158 accuracy2:0.261583 Initialization: 6.377000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.852000 Kernel 1: 0.027000 Kernel 2: 113.917999 Copyback: 0.018000 Sum: 0.070000 It 0,Best ac:0.000883 1.000000 fi:0.144900. Ave ac:0.007165,0.011864 Initialization: 6.373000 Memcpy Classifiers: 0.523000 Memcpy Instances: 12.157000 Kernel 1: 0.024000 Kernel 2: 114.288002 Copyback: 0.017000 Sum: 0.038000 It 1,Best ac:0.000884 1.000000 fi:0.144900. Ave ac:0.007743,0.013728 Initialization: 6.351000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.867000 Kernel 1: 0.024000 Kernel 2: 107.224998 Copyback: 0.019000 Sum: 0.040000 It 2,Best ac:0.001767 0.800000 fi:0.299700. Ave ac:0.007041,0.011772 Initialization: 6.356000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.871000 Kernel 1: 0.025000 Kernel 2: 107.002998 Copyback: 0.017000 Sum: 0.040000 It 3,Best ac:0.001325 0.857143 fi:0.242715. Ave ac:0.005940,0.010240 Initialization: 7.827000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.897000 Kernel 1: 0.023000 Kernel 2: 105.677002 Copyback: 0.017000 Sum: 0.035000 It 4,Best ac:0.004196 0.863636 fi:0.235191. Ave ac:0.006265,0.009499 Initialization: 6.808000 Memcpy Classifiers: 0.450000 Memcpy Instances: 10.646000 Kernel 1: 0.023000 Kernel 2: 107.093002 Copyback: 0.017000 Sum: 0.034000 It 5,Best ac:0.001989 1.000000 fi:0.099620. Ave ac:0.005346,0.008316 Initialization: 6.867000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.905000 Kernel 1: 0.024000 Kernel 2: 108.144997 Copyback: 0.018000 Sum: 0.043000 It 6,Best ac:0.002651 1.000000 fi:0.099383. Ave ac:0.005302,0.007254 Initialization: 6.856000 Memcpy Classifiers: 0.468000 Memcpy Instances: 12.621000 Kernel 1: 0.032000 Kernel 2: 105.154999 Copyback: 0.016000 Sum: 0.032000 It 7,Best ac:0.001768 1.000000 fi:0.099699. Ave ac:0.004417,0.006334 Initialization: 7.149000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.895000 Kernel 1: 0.024000 Kernel 2: 106.255997 Copyback: 0.018000 Sum: 0.036000 It 8,Best ac:0.001988 1.000000 fi:0.099620. Ave ac:0.004688,0.006766 Initialization: 6.394000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.897000 Kernel 1: 0.024000 Kernel 2: 105.084000 Copyback: 0.017000 Sum: 0.030000 It 9,Best ac:0.001988 1.000000 fi:0.099620. Ave ac:0.003505,0.005882 Iteration 10:MDL fitness activated Error 0.099620 TL 0.044533 MDL Theory Length Weight: 0.7456668999 (4) Initialization: 6.360000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.870000 Kernel 1: 0.024000 Kernel 2: 105.889000 Copyback: 0.017000 Sum: 0.032000 It 10,Best ac:0.003093 1.000000 fi:0.123436. Ave ac:0.003673,0.005267 Initialization: 8.218000 Memcpy Classifiers: 0.469000 Memcpy Instances: 12.145000 Kernel 1: 0.024000 Kernel 2: 103.906998 Copyback: 0.017000 Sum: 0.033000 It 11,Best ac:0.001546 1.000000 fi:0.120066. Ave ac:0.003931,0.006243 Initialization: 9.179000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.894000 Kernel 1: 0.025000 Kernel 2: 105.515999 Copyback: 0.017000 Sum: 0.035000 It 12,Best ac:0.001104 1.000000 fi:0.126161. Ave ac:0.003294,0.005480 Initialization: 8.165000 Memcpy Classifiers: 0.451000 Memcpy Instances: 12.665000 Kernel 1: 0.027000 Kernel 2: 102.797997 Copyback: 0.017000 Sum: 0.036000 It 13,Best ac:0.001105 1.000000 fi:0.125637. Ave ac:0.003822,0.004754 Initialization: 6.444000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.880000 Kernel 1: 0.025000 Kernel 2: 103.038002 Copyback: 0.017000 Sum: 0.029000 It 14,Best ac:0.001767 1.000000 fi:0.114895. Ave ac:0.003192,0.004009 Initialization: 6.443000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.871000 Kernel 1: 0.023000 Kernel 2: 101.815002 Copyback: 0.017000 Sum: 0.037000 It 15,Best ac:0.001104 1.000000 fi:0.121717. Ave ac:0.002539,0.003263 Initialization: 6.400000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.882000 Kernel 1: 0.024000 Kernel 2: 99.736000 Copyback: 0.021000 Sum: 0.036000 It 16,Best ac:0.001767 1.000000 fi:0.118249. Ave ac:0.003162,0.006504 Initialization: 6.493000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.876000 Kernel 1: 0.024000 Kernel 2: 99.478996 Copyback: 0.017000 Sum: 0.033000 It 17,Best ac:0.001326 1.000000 fi:0.119354. Ave ac:0.002711,0.003331 Initialization: 7.308000 Memcpy Classifiers: 0.435000 Memcpy Instances: 11.669000 Kernel 1: 0.024000 Kernel 2: 98.875000 Copyback: 0.017000 Sum: 0.030000 It 18,Best ac:0.003093 1.000000 fi:0.124757. Ave ac:0.002683,0.003599 Initialization: 7.608000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.854000 Kernel 1: 0.024000 Kernel 2: 98.774002 Copyback: 0.019000 Sum: 0.045000 It 19,Best ac:0.002430 1.000000 fi:0.117025. Ave ac:0.002437,0.003164 Initialization: 7.671000 Memcpy Classifiers: 0.435000 Memcpy Instances: 9.890000 Kernel 1: 0.022000 Kernel 2: 99.030998 Copyback: 0.018000 Sum: 0.047000 It 20,Best ac:0.002430 1.000000 fi:0.116932. Ave ac:0.002792,0.003408 Initialization: 6.383000 Memcpy Classifiers: 0.438000 Memcpy Instances: 8.898000 Kernel 1: 0.023000 Kernel 2: 98.579002 Copyback: 0.017000 Sum: 0.036000 It 21,Best ac:0.005082 1.000000 fi:0.122979. Ave ac:0.002758,0.003595 Initialization: 6.453000 Memcpy Classifiers: 0.416000 Memcpy Instances: 10.808000 Kernel 1: 0.023000 Kernel 2: 95.794998 Copyback: 0.017000 Sum: 0.036000 It 22,Best ac:0.002209 1.000000 fi:0.124958. Ave ac:0.002837,0.003191 Initialization: 6.723000 Memcpy Classifiers: 0.417000 Memcpy Instances: 11.198000 Kernel 1: 0.023000 Kernel 2: 95.680000 Copyback: 0.017000 Sum: 0.031000 It 23,Best ac:0.001546 1.000000 fi:0.117145. Ave ac:0.002362,0.003526 MDL Theory Length Weight: 0.6711002099 (10) Initialization: 7.827000 Memcpy Classifiers: 0.712000 Memcpy Instances: 9.068000 Kernel 1: 0.024000 Kernel 2: 95.021004 Copyback: 0.017000 Sum: 0.031000 It 24,Best ac:0.002651 1.000000 fi:0.119524. Ave ac:0.002166,0.002481 Initialization: 7.728000 Memcpy Classifiers: 0.417000 Memcpy Instances: 9.094000 Kernel 1: 0.024000 Kernel 2: 95.304001 Copyback: 0.018000 Sum: 0.044000 It 25,Best ac:0.001326 1.000000 fi:0.117404. Ave ac:0.002164,0.003345 Initialization: 6.479000 Memcpy Classifiers: 0.426000 Memcpy Instances: 9.853000 Kernel 1: 0.032000 Kernel 2: 95.863998 Copyback: 0.016000 Sum: 0.033000 It 26,Best ac:0.001105 1.000000 fi:0.118692. Ave ac:0.002826,0.003671 Initialization: 8.986000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.878000 Kernel 1: 0.024000 Kernel 2: 99.619003 Copyback: 0.018000 Sum: 0.034000 It 27,Best ac:0.002651 1.000000 fi:0.118531. Ave ac:0.002023,0.002401 Initialization: 6.324000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.880000 Kernel 1: 0.023000 Kernel 2: 96.246002 Copyback: 0.017000 Sum: 0.031000 It 28,Best ac:0.001105 1.000000 fi:0.115744. Ave ac:0.001991,0.002533 Initialization: 6.359000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.874000 Kernel 1: 0.025000 Kernel 2: 98.512001 Copyback: 0.017000 Sum: 0.033000 It 29,Best ac:0.001104 1.000000 fi:0.116462. Ave ac:0.002913,0.003512 Initialization: 6.377000 Memcpy Classifiers: 0.441000 Memcpy Instances: 8.881000 Kernel 1: 0.024000 Kernel 2: 97.559998 Copyback: 0.016000 Sum: 0.032000 It 30,Best ac:0.002871 1.000000 fi:0.116794. Ave ac:0.002939,0.004121 Initialization: 6.356000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.862000 Kernel 1: 0.025000 Kernel 2: 95.893997 Copyback: 0.017000 Sum: 0.030000 It 31,Best ac:0.001325 1.000000 fi:0.115665. Ave ac:0.002436,0.002764 Initialization: 6.378000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.853000 Kernel 1: 0.025000 Kernel 2: 91.660004 Copyback: 0.017000 Sum: 0.033000 It 32,Best ac:0.001325 1.000000 fi:0.117349. Ave ac:0.002111,0.002364 Initialization: 6.377000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.899000 Kernel 1: 0.024000 Kernel 2: 91.291000 Copyback: 0.371000 Sum: 0.037000 It 33,Best ac:0.001989 1.000000 fi:0.115343. Ave ac:0.002331,0.002822 Initialization: 22.313000 Memcpy Instances: 445.304993 Memcpy Classifiers: 0.068000 Kernel 1: 0.028000 Kernel 2: 515.619019 Copyback: 0.015000 Sum: 0.014000 Memcpy Classifiers: 0.061000 Kernel 1: 0.012000 Kernel 2: 517.052979 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.078000 Kernel 1: 0.017000 Kernel 2: 504.803986 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.012000 Kernel 2: 504.911011 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.012000 Kernel 2: 520.645996 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.096000 Kernel 1: 0.022000 Kernel 2: 502.125000 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 516.705994 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.012000 Kernel 2: 510.790009 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 518.346985 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.012000 Kernel 2: 515.221985 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.012000 Kernel 2: 522.447021 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.012000 Kernel 2: 509.649994 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.080000 Kernel 1: 0.019000 Kernel 2: 522.679016 Copyback: 0.368000 Sum: 0.002000 Memcpy Classifiers: 0.072000 Kernel 1: 0.016000 Kernel 2: 258.824005 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.001635 0.806100 fi:0.313789. Ave ac:0.002149,0.007432 Best acc 0.001635 0.806100 Rule:Att PSSM_-3_20 is [>-1.854167]|Att PSSM_-2_2 is [<3.760202]|Att PSSM_-1_6 is [-6.592317,-1.795303]|Att PSSM_0_2 is [<-2.179837]|Att PSSM_0_10 is [-3.403466,7.403466]|Att PSSM_0_13 is [>1.436519]|Att PSSM_0_15 is [<1.191162]|Att PSSM_1_10 is [-3.815274,1.815274]|Att PSSM_3_15 is [<3.490116]|Att PSSM_4_12 is [<-2.257751]|Att PSSM_4_18 is [<2.829874]|1 Accuracy : 0.727214 0 1 162981 1099 62907 7651 Removed 459 instances. 225888 Instances left. Acc of rule 0.001635-0.806100 Initialization: 6.470000 Memcpy Classifiers: 0.539000 Memcpy Instances: 8.862000 Kernel 1: 0.026000 Kernel 2: 107.886002 Copyback: 0.019000 Sum: 0.054000 Initial population average accuracy1:0.005898 accuracy2:0.266066 Initialization: 6.426000 Memcpy Classifiers: 0.492000 Memcpy Instances: 8.867000 Kernel 1: 0.024000 Kernel 2: 110.346001 Copyback: 0.017000 Sum: 0.036000 It 0,Best ac:0.001107 0.833333 fi:0.266602. Ave ac:0.007321,0.012234 Initialization: 6.357000 Memcpy Classifiers: 0.540000 Memcpy Instances: 8.873000 Kernel 1: 0.024000 Kernel 2: 108.582001 Copyback: 0.017000 Sum: 0.031000 It 1,Best ac:0.001107 1.000000 fi:0.099935. Ave ac:0.006953,0.012531 Initialization: 6.492000 Memcpy Classifiers: 0.487000 Memcpy Instances: 11.441000 Kernel 1: 0.024000 Kernel 2: 108.372002 Copyback: 0.018000 Sum: 0.042000 It 2,Best ac:0.000886 1.000000 fi:0.139463. Ave ac:0.006900,0.011731 Initialization: 6.233000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.860000 Kernel 1: 0.025000 Kernel 2: 107.274002 Copyback: 0.017000 Sum: 0.028000 It 3,Best ac:0.001550 1.000000 fi:0.099775. Ave ac:0.007245,0.011849 Initialization: 6.365000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.879000 Kernel 1: 0.024000 Kernel 2: 106.869003 Copyback: 0.017000 Sum: 0.030000 It 4,Best ac:0.001328 1.000000 fi:0.099855. Ave ac:0.006798,0.012668 Initialization: 6.342000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.870000 Kernel 1: 0.025000 Kernel 2: 110.397003 Copyback: 0.017000 Sum: 0.033000 It 5,Best ac:0.001771 1.000000 fi:0.099696. Ave ac:0.006276,0.010037 Initialization: 6.393000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.874000 Kernel 1: 0.024000 Kernel 2: 105.559998 Copyback: 0.017000 Sum: 0.032000 It 6,Best ac:0.001550 1.000000 fi:0.099775. Ave ac:0.006154,0.012381 Initialization: 6.281000 Memcpy Classifiers: 0.502000 Memcpy Instances: 8.872000 Kernel 1: 0.024000 Kernel 2: 105.515999 Copyback: 0.017000 Sum: 0.027000 It 7,Best ac:0.002435 1.000000 fi:0.099456. Ave ac:0.004487,0.008796 Initialization: 6.330000 Memcpy Classifiers: 0.432000 Memcpy Instances: 8.865000 Kernel 1: 0.024000 Kernel 2: 105.074997 Copyback: 0.017000 Sum: 0.032000 It 8,Best ac:0.000886 1.000000 fi:0.139463. Ave ac:0.004535,0.009888 Initialization: 6.547000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.869000 Kernel 1: 0.024000 Kernel 2: 102.317001 Copyback: 0.017000 Sum: 0.033000 It 9,Best ac:0.002214 1.000000 fi:0.099536. Ave ac:0.004036,0.006808 Iteration 10:MDL fitness activated Error 0.099536 TL 0.029850 MDL Theory Length Weight: 1.1114974492 (3) Initialization: 6.425000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.855000 Kernel 1: 0.024000 Kernel 2: 102.638000 Copyback: 0.017000 Sum: 0.030000 It 10,Best ac:0.001107 1.000000 fi:0.135421. Ave ac:0.003849,0.007122 Initialization: 7.057000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.910000 Kernel 1: 0.023000 Kernel 2: 104.082001 Copyback: 0.017000 Sum: 0.037000 It 11,Best ac:0.001550 1.000000 fi:0.129014. Ave ac:0.004080,0.009476 Initialization: 6.356000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.875000 Kernel 1: 0.024000 Kernel 2: 100.502998 Copyback: 0.018000 Sum: 0.035000 It 12,Best ac:0.001771 1.000000 fi:0.125672. Ave ac:0.003813,0.007721 Initialization: 6.398000 Memcpy Classifiers: 0.403000 Memcpy Instances: 10.072000 Kernel 1: 0.034000 Kernel 2: 104.300003 Copyback: 0.017000 Sum: 0.030000 It 13,Best ac:0.001328 1.000000 fi:0.126133. Ave ac:0.003719,0.005423 Initialization: 6.376000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.854000 Kernel 1: 0.023000 Kernel 2: 103.592003 Copyback: 0.017000 Sum: 0.032000 It 14,Best ac:0.001328 1.000000 fi:0.130325. Ave ac:0.003531,0.008959 Initialization: 6.342000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.870000 Kernel 1: 0.024000 Kernel 2: 101.577003 Copyback: 0.016000 Sum: 0.039000 It 15,Best ac:0.001771 1.000000 fi:0.126241. Ave ac:0.003213,0.005894 Initialization: 6.438000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.878000 Kernel 1: 0.024000 Kernel 2: 100.542999 Copyback: 0.017000 Sum: 0.028000 It 16,Best ac:0.001107 1.000000 fi:0.125533. Ave ac:0.003107,0.005028 Initialization: 6.353000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.879000 Kernel 1: 0.024000 Kernel 2: 99.070000 Copyback: 0.017000 Sum: 0.030000 It 17,Best ac:0.002214 1.000000 fi:0.122242. Ave ac:0.003034,0.006935 Initialization: 6.246000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.880000 Kernel 1: 0.024000 Kernel 2: 99.188004 Copyback: 0.017000 Sum: 0.032000 It 18,Best ac:0.001992 1.000000 fi:0.123192. Ave ac:0.003157,0.005173 Initialization: 6.362000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.883000 Kernel 1: 0.023000 Kernel 2: 97.790001 Copyback: 0.018000 Sum: 0.031000 It 19,Best ac:0.001771 1.000000 fi:0.121113. Ave ac:0.003083,0.011049 Initialization: 6.536000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.017000 Kernel 1: 0.032000 Kernel 2: 95.044998 Copyback: 0.021000 Sum: 0.040000 It 20,Best ac:0.001328 1.000000 fi:0.120055. Ave ac:0.003846,0.006757 Initialization: 6.502000 Memcpy Classifiers: 0.380000 Memcpy Instances: 11.551000 Kernel 1: 0.023000 Kernel 2: 92.084000 Copyback: 0.018000 Sum: 0.045000 It 21,Best ac:0.001328 1.000000 fi:0.120055. Ave ac:0.003881,0.006569 Initialization: 8.092000 Memcpy Classifiers: 0.514000 Memcpy Instances: 11.201000 Kernel 1: 0.024000 Kernel 2: 90.994003 Copyback: 0.017000 Sum: 0.033000 It 22,Best ac:0.001992 1.000000 fi:0.121384. Ave ac:0.002945,0.006304 Initialization: 6.486000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.852000 Kernel 1: 0.025000 Kernel 2: 91.067001 Copyback: 0.017000 Sum: 0.040000 It 23,Best ac:0.002435 1.000000 fi:0.115962. Ave ac:0.003643,0.007406 Initialization: 7.046000 Memcpy Classifiers: 0.352000 Memcpy Instances: 10.477000 Kernel 1: 0.024000 Kernel 2: 89.018997 Copyback: 0.018000 Sum: 0.035000 It 24,Best ac:0.002656 1.000000 fi:0.128310. Ave ac:0.003163,0.004921 Initialization: 6.965000 Memcpy Classifiers: 0.614000 Memcpy Instances: 10.657000 Kernel 1: 0.024000 Kernel 2: 91.486000 Copyback: 0.018000 Sum: 0.042000 It 25,Best ac:0.002435 1.000000 fi:0.116931. Ave ac:0.004007,0.009151 Initialization: 6.516000 Memcpy Classifiers: 0.352000 Memcpy Instances: 12.287000 Kernel 1: 0.024000 Kernel 2: 94.348999 Copyback: 0.017000 Sum: 0.035000 It 26,Best ac:0.001106 1.000000 fi:0.118829. Ave ac:0.004305,0.007077 Initialization: 8.952000 Memcpy Classifiers: 0.352000 Memcpy Instances: 11.315000 Kernel 1: 0.031000 Kernel 2: 91.252998 Copyback: 0.016000 Sum: 0.033000 It 27,Best ac:0.001550 1.000000 fi:0.121096. Ave ac:0.004436,0.010441 Initialization: 6.428000 Memcpy Classifiers: 0.351000 Memcpy Instances: 12.366000 Kernel 1: 0.031000 Kernel 2: 91.703003 Copyback: 0.018000 Sum: 0.033000 It 28,Best ac:0.001549 1.000000 fi:0.122635. Ave ac:0.003961,0.005939 Initialization: 9.443000 Memcpy Classifiers: 0.498000 Memcpy Instances: 11.477000 Kernel 1: 0.023000 Kernel 2: 91.626999 Copyback: 0.017000 Sum: 0.030000 It 29,Best ac:0.001328 1.000000 fi:0.122570. Ave ac:0.004093,0.008256 Initialization: 7.959000 Memcpy Classifiers: 0.501000 Memcpy Instances: 13.062000 Kernel 1: 0.024000 Kernel 2: 90.033997 Copyback: 0.017000 Sum: 0.031000 It 30,Best ac:0.001992 1.000000 fi:0.119964. Ave ac:0.005243,0.009410 Initialization: 6.961000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.871000 Kernel 1: 0.024000 Kernel 2: 89.624001 Copyback: 0.019000 Sum: 0.037000 It 31,Best ac:0.001328 1.000000 fi:0.118229. Ave ac:0.003652,0.006291 Initialization: 7.026000 Memcpy Classifiers: 0.352000 Memcpy Instances: 12.178000 Kernel 1: 0.024000 Kernel 2: 89.917000 Copyback: 0.017000 Sum: 0.033000 It 32,Best ac:0.001107 1.000000 fi:0.117735. Ave ac:0.004447,0.006870 MDL Theory Length Weight: 1.0003477043 (10) Initialization: 6.316000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.102000 Kernel 1: 0.023000 Kernel 2: 89.084000 Copyback: 0.018000 Sum: 0.043000 It 33,Best ac:0.001771 1.000000 fi:0.117246. Ave ac:0.004320,0.008489 Initialization: 25.781000 Memcpy Instances: 488.282013 Memcpy Classifiers: 0.067000 Kernel 1: 0.023000 Kernel 2: 488.580994 Copyback: 0.015000 Sum: 0.015000 Memcpy Classifiers: 0.060000 Kernel 1: 0.013000 Kernel 2: 488.994995 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.012000 Kernel 2: 506.893005 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.012000 Kernel 2: 513.929016 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.012000 Kernel 2: 503.089996 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.095000 Kernel 1: 0.021000 Kernel 2: 500.118011 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 470.782990 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.076000 Kernel 1: 0.016000 Kernel 2: 482.686005 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.012000 Kernel 2: 524.354980 Copyback: 0.019000 Sum: 0.004000 Memcpy Classifiers: 0.080000 Kernel 1: 0.022000 Kernel 2: 488.777008 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 513.893005 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 512.976990 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.012000 Kernel 2: 507.584015 Copyback: 0.368000 Sum: 0.001000 Memcpy Classifiers: 0.056000 Kernel 1: 0.012000 Kernel 2: 243.817001 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.001129 0.847176 fi:0.273194. Ave ac:0.004635,0.022423 Best acc 0.001129 0.847176 Initialization: 6.358000 Memcpy Classifiers: 0.626000 Memcpy Instances: 8.925000 Kernel 1: 0.034000 Kernel 2: 108.481003 Copyback: 0.017000 Sum: 0.046000 Initial population average accuracy1:0.006289 accuracy2:0.276582 Initialization: 6.374000 Memcpy Classifiers: 0.540000 Memcpy Instances: 8.863000 Kernel 1: 0.025000 Kernel 2: 109.231003 Copyback: 0.016000 Sum: 0.050000 It 0,Best ac:0.000885 1.000000 fi:0.139463. Ave ac:0.006985,0.012329 Initialization: 6.397000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.850000 Kernel 1: 0.024000 Kernel 2: 109.625999 Copyback: 0.017000 Sum: 0.035000 It 1,Best ac:0.001328 0.857143 fi:0.242712. Ave ac:0.007127,0.013195 Initialization: 6.323000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.868000 Kernel 1: 0.025000 Kernel 2: 110.830002 Copyback: 0.017000 Sum: 0.031000 It 2,Best ac:0.002656 1.000000 fi:0.099377. Ave ac:0.006879,0.011251 Initialization: 6.413000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.864000 Kernel 1: 0.024000 Kernel 2: 109.202003 Copyback: 0.016000 Sum: 0.031000 It 3,Best ac:0.003983 0.900000 fi:0.198899. Ave ac:0.007592,0.011996 Initialization: 6.204000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.861000 Kernel 1: 0.024000 Kernel 2: 106.355003 Copyback: 0.017000 Sum: 0.033000 It 4,Best ac:0.000885 1.000000 fi:0.139463. Ave ac:0.007497,0.011616 Initialization: 6.236000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.874000 Kernel 1: 0.024000 Kernel 2: 107.966003 Copyback: 0.017000 Sum: 0.028000 It 5,Best ac:0.000886 1.000000 fi:0.139463. Ave ac:0.006876,0.011120 Initialization: 6.376000 Memcpy Classifiers: 0.495000 Memcpy Instances: 8.868000 Kernel 1: 0.024000 Kernel 2: 105.237999 Copyback: 0.019000 Sum: 0.040000 It 6,Best ac:0.002657 1.000000 fi:0.099377. Ave ac:0.006549,0.011550 Initialization: 7.802000 Memcpy Classifiers: 0.539000 Memcpy Instances: 8.870000 Kernel 1: 0.023000 Kernel 2: 104.170998 Copyback: 0.016000 Sum: 0.031000 It 7,Best ac:0.001771 1.000000 fi:0.099696. Ave ac:0.005461,0.009338 Initialization: 6.509000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.862000 Kernel 1: 0.024000 Kernel 2: 103.981003 Copyback: 0.017000 Sum: 0.031000 It 8,Best ac:0.001328 1.000000 fi:0.099855. Ave ac:0.004900,0.008612 Initialization: 6.365000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.879000 Kernel 1: 0.024000 Kernel 2: 102.550003 Copyback: 0.017000 Sum: 0.033000 It 9,Best ac:0.001992 1.000000 fi:0.099616. Ave ac:0.004148,0.006950 Iteration 10:MDL fitness activated Error 0.099616 TL 0.036789 MDL Theory Length Weight: 0.9025766616 (8) Initialization: 6.361000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.879000 Kernel 1: 0.024000 Kernel 2: 107.075996 Copyback: 0.017000 Sum: 0.033000 It 10,Best ac:0.002213 1.000000 fi:0.125112. Ave ac:0.003060,0.004632 Initialization: 6.410000 Memcpy Classifiers: 0.433000 Memcpy Instances: 9.238000 Kernel 1: 0.024000 Kernel 2: 107.144997 Copyback: 0.020000 Sum: 0.045000 It 11,Best ac:0.003319 1.000000 fi:0.124021. Ave ac:0.003322,0.004335 Initialization: 6.485000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.866000 Kernel 1: 0.024000 Kernel 2: 102.750000 Copyback: 0.017000 Sum: 0.037000 It 12,Best ac:0.001992 1.000000 fi:0.127792. Ave ac:0.002853,0.002820 Initialization: 6.373000 Memcpy Classifiers: 0.414000 Memcpy Instances: 10.709000 Kernel 1: 0.023000 Kernel 2: 106.398003 Copyback: 0.017000 Sum: 0.048000 It 13,Best ac:0.001549 1.000000 fi:0.121494. Ave ac:0.002005,0.002132 Initialization: 7.508000 Memcpy Classifiers: 0.397000 Memcpy Instances: 11.570000 Kernel 1: 0.024000 Kernel 2: 105.250000 Copyback: 0.017000 Sum: 0.031000 It 14,Best ac:0.002214 1.000000 fi:0.123311. Ave ac:0.002097,0.003699 Initialization: 6.430000 Memcpy Classifiers: 0.416000 Memcpy Instances: 13.453000 Kernel 1: 0.027000 Kernel 2: 103.165001 Copyback: 0.017000 Sum: 0.036000 It 15,Best ac:0.001328 1.000000 fi:0.129890. Ave ac:0.002422,0.003301 Initialization: 8.213000 Memcpy Classifiers: 0.566000 Memcpy Instances: 10.275000 Kernel 1: 0.024000 Kernel 2: 99.268997 Copyback: 0.017000 Sum: 0.036000 It 16,Best ac:0.001992 1.000000 fi:0.121335. Ave ac:0.002354,0.002655 Initialization: 6.865000 Memcpy Classifiers: 0.681000 Memcpy Instances: 10.537000 Kernel 1: 0.024000 Kernel 2: 100.414001 Copyback: 0.017000 Sum: 0.033000 It 17,Best ac:0.001549 1.000000 fi:0.125340. Ave ac:0.002253,0.002885 Initialization: 6.250000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.858000 Kernel 1: 0.024000 Kernel 2: 99.502998 Copyback: 0.017000 Sum: 0.032000 It 18,Best ac:0.002435 1.000000 fi:0.125021. Ave ac:0.002123,0.003059 Initialization: 6.395000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.857000 Kernel 1: 0.024000 Kernel 2: 98.333000 Copyback: 0.016000 Sum: 0.030000 It 19,Best ac:0.001107 1.000000 fi:0.121764. Ave ac:0.002549,0.003041 Initialization: 6.385000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.886000 Kernel 1: 0.023000 Kernel 2: 97.458000 Copyback: 0.017000 Sum: 0.032000 It 20,Best ac:0.001328 1.000000 fi:0.127752. Ave ac:0.002502,0.002767 Initialization: 6.415000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.857000 Kernel 1: 0.024000 Kernel 2: 101.204002 Copyback: 0.017000 Sum: 0.032000 It 21,Best ac:0.001107 1.000000 fi:0.126615. Ave ac:0.002201,0.003204 Initialization: 6.196000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.864000 Kernel 1: 0.025000 Kernel 2: 98.779999 Copyback: 0.016000 Sum: 0.026000 It 22,Best ac:0.003099 1.000000 fi:0.122585. Ave ac:0.004228,0.004763 Initialization: 6.288000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.870000 Kernel 1: 0.024000 Kernel 2: 97.452003 Copyback: 0.017000 Sum: 0.030000 It 23,Best ac:0.001550 1.000000 fi:0.124632. Ave ac:0.002547,0.003929 Initialization: 6.386000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.873000 Kernel 1: 0.024000 Kernel 2: 94.195000 Copyback: 0.017000 Sum: 0.032000 It 24,Best ac:0.001771 1.000000 fi:0.121161. Ave ac:0.002556,0.002972 Initialization: 6.354000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.839000 Kernel 1: 0.023000 Kernel 2: 93.675003 Copyback: 0.016000 Sum: 0.033000 It 25,Best ac:0.001107 1.000000 fi:0.123436. Ave ac:0.001984,0.002740 Initialization: 6.398000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.852000 Kernel 1: 0.024000 Kernel 2: 93.870003 Copyback: 0.016000 Sum: 0.030000 It 26,Best ac:0.001328 1.000000 fi:0.119816. Ave ac:0.002363,0.002858 Initialization: 6.224000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.855000 Kernel 1: 0.024000 Kernel 2: 90.234001 Copyback: 0.017000 Sum: 0.036000 It 27,Best ac:0.001328 1.000000 fi:0.121430. Ave ac:0.003150,0.003043 Initialization: 6.396000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.868000 Kernel 1: 0.023000 Kernel 2: 88.137001 Copyback: 0.017000 Sum: 0.030000 It 28,Best ac:0.002877 1.000000 fi:0.122049. Ave ac:0.002477,0.002692 Initialization: 6.354000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.904000 Kernel 1: 0.024000 Kernel 2: 88.401001 Copyback: 0.017000 Sum: 0.031000 It 29,Best ac:0.001107 1.000000 fi:0.121400. Ave ac:0.002336,0.002459 Initialization: 6.204000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.858000 Kernel 1: 0.025000 Kernel 2: 88.086998 Copyback: 0.017000 Sum: 0.031000 It 30,Best ac:0.001328 1.000000 fi:0.116835. Ave ac:0.001880,0.002370 Initialization: 7.145000 Memcpy Classifiers: 0.351000 Memcpy Instances: 12.575000 Kernel 1: 0.026000 Kernel 2: 87.543999 Copyback: 0.017000 Sum: 0.029000 It 31,Best ac:0.001992 1.000000 fi:0.122812. Ave ac:0.002044,0.002594 Initialization: 6.796000 Memcpy Classifiers: 0.439000 Memcpy Instances: 12.431000 Kernel 1: 0.024000 Kernel 2: 88.903999 Copyback: 0.021000 Sum: 0.046000 It 32,Best ac:0.001107 1.000000 fi:0.123951. Ave ac:0.002915,0.004202 Initialization: 6.854000 Memcpy Classifiers: 0.341000 Memcpy Instances: 12.016000 Kernel 1: 0.024000 Kernel 2: 86.876999 Copyback: 0.017000 Sum: 0.031000 It 33,Best ac:0.001992 1.000000 fi:0.122845. Ave ac:0.002581,0.003111 Initialization: 24.746000 Memcpy Instances: 532.203003 Memcpy Classifiers: 0.066000 Kernel 1: 0.025000 Kernel 2: 518.010010 Copyback: 0.017000 Sum: 0.016000 Memcpy Classifiers: 0.096000 Kernel 1: 0.022000 Kernel 2: 483.476013 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.015000 Kernel 2: 524.726990 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.077000 Kernel 1: 0.015000 Kernel 2: 503.867004 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.012000 Kernel 2: 504.800995 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.076000 Kernel 1: 0.016000 Kernel 2: 501.945007 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.095000 Kernel 1: 0.022000 Kernel 2: 503.000000 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.094000 Kernel 1: 0.021000 Kernel 2: 501.790985 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.012000 Kernel 2: 504.958008 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.015000 Kernel 2: 491.895996 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.012000 Kernel 2: 505.352997 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.096000 Kernel 1: 0.022000 Kernel 2: 490.790985 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.094000 Kernel 1: 0.022000 Kernel 2: 498.390991 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.074000 Kernel 1: 0.020000 Kernel 2: 245.182999 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.001558 0.820513 fi:0.302456. Ave ac:0.002635,0.009227 Best acc 0.001558 0.820513 Rule:Att PSSM_-4_4 is [<5.665735]|Att PSSM_-3_17 is [<0.326602]|Att PSSM_0_1 is [2.121067,5.878933]|Att PSSM_0_9 is [<5.696226]|Att PSSM_0_12 is [-6.496787,-3.105600]|Att PSSM_1_5 is [>-3.650192]|Att PSSM_2_7 is [<-2.117302]|Att PSSM_4_7 is [<2.687111]|1 Accuracy : 0.728105 0 1 162935 1145 62652 7906 Removed 301 instances. 225587 Instances left. Acc of rule 0.001129-0.847176 Initialization: 6.565000 Memcpy Classifiers: 0.626000 Memcpy Instances: 12.279000 Kernel 1: 0.026000 Kernel 2: 107.156998 Copyback: 0.018000 Sum: 0.059000 Initial population average accuracy1:0.004984 accuracy2:0.277060 Initialization: 6.504000 Memcpy Classifiers: 0.488000 Memcpy Instances: 10.605000 Kernel 1: 0.026000 Kernel 2: 108.625999 Copyback: 0.017000 Sum: 0.053000 It 0,Best ac:0.000887 1.000000 fi:0.136029. Ave ac:0.005855,0.010866 Initialization: 6.429000 Memcpy Classifiers: 0.636000 Memcpy Instances: 12.755000 Kernel 1: 0.025000 Kernel 2: 108.083000 Copyback: 0.017000 Sum: 0.032000 It 1,Best ac:0.001330 1.000000 fi:0.099853. Ave ac:0.006501,0.010409 Initialization: 6.782000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.932000 Kernel 1: 0.023000 Kernel 2: 105.704002 Copyback: 0.018000 Sum: 0.036000 It 2,Best ac:0.001330 1.000000 fi:0.099853. Ave ac:0.005059,0.007633 Initialization: 7.453000 Memcpy Classifiers: 0.851000 Memcpy Instances: 12.933000 Kernel 1: 0.027000 Kernel 2: 104.403000 Copyback: 0.018000 Sum: 0.044000 It 3,Best ac:0.001330 1.000000 fi:0.099853. Ave ac:0.004373,0.007112 Initialization: 6.371000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.860000 Kernel 1: 0.022000 Kernel 2: 104.014999 Copyback: 0.018000 Sum: 0.041000 It 4,Best ac:0.001551 1.000000 fi:0.099773. Ave ac:0.003817,0.006393 Initialization: 7.977000 Memcpy Classifiers: 0.434000 Memcpy Instances: 10.608000 Kernel 1: 0.033000 Kernel 2: 107.542999 Copyback: 0.018000 Sum: 0.045000 It 5,Best ac:0.001330 1.000000 fi:0.099853. Ave ac:0.004275,0.006126 Initialization: 8.169000 Memcpy Classifiers: 0.435000 Memcpy Instances: 12.134000 Kernel 1: 0.023000 Kernel 2: 105.594002 Copyback: 0.019000 Sum: 0.050000 It 6,Best ac:0.001773 1.000000 fi:0.099693. Ave ac:0.003868,0.007231 Initialization: 6.366000 Memcpy Classifiers: 0.434000 Memcpy Instances: 12.174000 Kernel 1: 0.023000 Kernel 2: 106.335999 Copyback: 0.018000 Sum: 0.047000 It 7,Best ac:0.001773 1.000000 fi:0.099693. Ave ac:0.003697,0.006067 Initialization: 7.216000 Memcpy Classifiers: 0.505000 Memcpy Instances: 13.693000 Kernel 1: 0.027000 Kernel 2: 103.116997 Copyback: 0.018000 Sum: 0.042000 It 8,Best ac:0.002217 1.000000 fi:0.099533. Ave ac:0.003383,0.005891 Initialization: 7.417000 Memcpy Classifiers: 0.470000 Memcpy Instances: 11.311000 Kernel 1: 0.024000 Kernel 2: 104.463997 Copyback: 0.017000 Sum: 0.028000 It 9,Best ac:0.001773 1.000000 fi:0.099693. Ave ac:0.003520,0.005997 Iteration 10:MDL fitness activated Error 0.099693 TL 0.038395 MDL Theory Length Weight: 0.8654943825 (2) Initialization: 7.346000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.864000 Kernel 1: 0.024000 Kernel 2: 102.669998 Copyback: 0.018000 Sum: 0.033000 It 10,Best ac:0.001330 1.000000 fi:0.126494. Ave ac:0.002888,0.003952 Initialization: 6.347000 Memcpy Classifiers: 0.451000 Memcpy Instances: 13.282000 Kernel 1: 0.027000 Kernel 2: 104.915001 Copyback: 0.018000 Sum: 0.041000 It 11,Best ac:0.001330 1.000000 fi:0.125696. Ave ac:0.002557,0.003802 Initialization: 6.376000 Memcpy Classifiers: 0.415000 Memcpy Instances: 9.994000 Kernel 1: 0.032000 Kernel 2: 101.968002 Copyback: 0.017000 Sum: 0.033000 It 12,Best ac:0.001551 1.000000 fi:0.117634. Ave ac:0.003213,0.005572 Initialization: 7.715000 Memcpy Classifiers: 0.744000 Memcpy Instances: 12.717000 Kernel 1: 0.027000 Kernel 2: 105.463997 Copyback: 0.018000 Sum: 0.040000 It 13,Best ac:0.001330 1.000000 fi:0.117714. Ave ac:0.002584,0.004163 Initialization: 7.913000 Memcpy Classifiers: 0.452000 Memcpy Instances: 12.853000 Kernel 1: 0.032000 Kernel 2: 104.232002 Copyback: 0.017000 Sum: 0.036000 It 14,Best ac:0.003103 1.000000 fi:0.121725. Ave ac:0.002666,0.005365 Initialization: 7.198000 Memcpy Classifiers: 0.471000 Memcpy Instances: 9.625000 Kernel 1: 0.023000 Kernel 2: 99.819000 Copyback: 0.019000 Sum: 0.039000 It 15,Best ac:0.001551 1.000000 fi:0.120702. Ave ac:0.002878,0.006341 Initialization: 8.335000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.893000 Kernel 1: 0.022000 Kernel 2: 98.246002 Copyback: 0.017000 Sum: 0.027000 It 16,Best ac:0.001108 1.000000 fi:0.122172. Ave ac:0.002166,0.003330 Initialization: 6.391000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.856000 Kernel 1: 0.033000 Kernel 2: 98.069000 Copyback: 0.018000 Sum: 0.041000 It 17,Best ac:0.002438 1.000000 fi:0.120030. Ave ac:0.002691,0.004040 Initialization: 7.978000 Memcpy Classifiers: 0.711000 Memcpy Instances: 12.779000 Kernel 1: 0.023000 Kernel 2: 95.129997 Copyback: 0.017000 Sum: 0.033000 It 18,Best ac:0.001773 1.000000 fi:0.117554. Ave ac:0.003426,0.005243 Initialization: 7.583000 Memcpy Classifiers: 0.591000 Memcpy Instances: 10.408000 Kernel 1: 0.024000 Kernel 2: 96.194000 Copyback: 0.017000 Sum: 0.037000 It 19,Best ac:0.001108 1.000000 fi:0.116726. Ave ac:0.002783,0.003907 Initialization: 6.366000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.852000 Kernel 1: 0.024000 Kernel 2: 91.169998 Copyback: 0.018000 Sum: 0.036000 It 20,Best ac:0.002216 1.000000 fi:0.118544. Ave ac:0.002229,0.003346 Initialization: 6.365000 Memcpy Classifiers: 0.379000 Memcpy Instances: 12.076000 Kernel 1: 0.027000 Kernel 2: 90.282997 Copyback: 0.018000 Sum: 0.045000 It 21,Best ac:0.001773 1.000000 fi:0.117567. Ave ac:0.003316,0.006216 Initialization: 7.770000 Memcpy Classifiers: 0.567000 Memcpy Instances: 12.772000 Kernel 1: 0.026000 Kernel 2: 89.422997 Copyback: 0.017000 Sum: 0.029000 It 22,Best ac:0.001108 1.000000 fi:0.116127. Ave ac:0.003216,0.005046 Initialization: 6.220000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.904000 Kernel 1: 0.024000 Kernel 2: 88.814003 Copyback: 0.017000 Sum: 0.035000 It 23,Best ac:0.002438 1.000000 fi:0.117489. Ave ac:0.003016,0.004006 Initialization: 7.438000 Memcpy Classifiers: 0.516000 Memcpy Instances: 12.613000 Kernel 1: 0.027000 Kernel 2: 91.279999 Copyback: 0.017000 Sum: 0.032000 It 24,Best ac:0.001108 1.000000 fi:0.115310. Ave ac:0.002446,0.003342 Initialization: 7.423000 Memcpy Classifiers: 0.447000 Memcpy Instances: 9.048000 Kernel 1: 0.023000 Kernel 2: 89.692001 Copyback: 0.017000 Sum: 0.034000 It 25,Best ac:0.001108 1.000000 fi:0.118349. Ave ac:0.002320,0.003758 Initialization: 8.400000 Memcpy Classifiers: 0.516000 Memcpy Instances: 10.651000 Kernel 1: 0.023000 Kernel 2: 89.047997 Copyback: 0.017000 Sum: 0.029000 It 26,Best ac:0.001773 1.000000 fi:0.117648. Ave ac:0.002570,0.004984 Initialization: 7.903000 Memcpy Classifiers: 0.490000 Memcpy Instances: 12.415000 Kernel 1: 0.024000 Kernel 2: 86.458000 Copyback: 0.017000 Sum: 0.042000 It 27,Best ac:0.001108 1.000000 fi:0.115700. Ave ac:0.002333,0.005465 Initialization: 6.456000 Memcpy Classifiers: 0.380000 Memcpy Instances: 10.236000 Kernel 1: 0.023000 Kernel 2: 84.622002 Copyback: 0.017000 Sum: 0.032000 It 28,Best ac:0.001108 1.000000 fi:0.122171. Ave ac:0.001698,0.002417 Initialization: 6.418000 Memcpy Classifiers: 0.352000 Memcpy Instances: 10.135000 Kernel 1: 0.024000 Kernel 2: 84.782997 Copyback: 0.017000 Sum: 0.028000 It 29,Best ac:0.001330 1.000000 fi:0.114362. Ave ac:0.002022,0.002088 Initialization: 6.444000 Memcpy Classifiers: 0.647000 Memcpy Instances: 13.430000 Kernel 1: 0.025000 Kernel 2: 85.205002 Copyback: 0.017000 Sum: 0.031000 It 30,Best ac:0.001551 1.000000 fi:0.114816. Ave ac:0.002570,0.004517 Initialization: 7.998000 Memcpy Classifiers: 0.515000 Memcpy Instances: 9.756000 Kernel 1: 0.024000 Kernel 2: 85.600998 Copyback: 0.016000 Sum: 0.028000 It 31,Best ac:0.001330 1.000000 fi:0.116646. Ave ac:0.001837,0.002676 Initialization: 6.578000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.683000 Kernel 1: 0.024000 Kernel 2: 85.236000 Copyback: 0.017000 Sum: 0.033000 It 32,Best ac:0.001773 1.000000 fi:0.115202. Ave ac:0.002283,0.003243 Initialization: 6.376000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.868000 Kernel 1: 0.024000 Kernel 2: 83.266998 Copyback: 0.017000 Sum: 0.035000 It 33,Best ac:0.002660 1.000000 fi:0.112959. Ave ac:0.003008,0.005877 Initialization: 24.191000 Memcpy Instances: 450.566010 Memcpy Classifiers: 0.064000 Kernel 1: 0.027000 Kernel 2: 469.552002 Copyback: 0.368000 Sum: 0.014000 Memcpy Classifiers: 0.056000 Kernel 1: 0.014000 Kernel 2: 480.123993 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.012000 Kernel 2: 464.832001 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.011000 Kernel 2: 456.480011 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.060000 Kernel 1: 0.013000 Kernel 2: 487.165009 Copyback: 0.018000 Sum: 0.003000 Memcpy Classifiers: 0.062000 Kernel 1: 0.016000 Kernel 2: 476.427002 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.012000 Kernel 2: 469.631989 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.012000 Kernel 2: 471.571014 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.012000 Kernel 2: 472.563995 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.013000 Kernel 2: 464.416992 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 473.498993 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.012000 Kernel 2: 469.290009 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.012000 Kernel 2: 462.812988 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.054000 Kernel 1: 0.011000 Kernel 2: 235.876999 Copyback: 0.015000 Sum: 0.000000 It 34,Best ac:0.001419 0.818414 fi:0.303646. Ave ac:0.001984,0.007127 Best acc 0.001419 0.818414 Initialization: 6.529000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.874000 Kernel 1: 0.026000 Kernel 2: 108.808998 Copyback: 0.017000 Sum: 0.044000 Initial population average accuracy1:0.005035 accuracy2:0.264669 Initialization: 6.325000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.924000 Kernel 1: 0.023000 Kernel 2: 109.322998 Copyback: 0.017000 Sum: 0.051000 It 0,Best ac:0.000665 1.000000 fi:0.352021. Ave ac:0.006239,0.010778 Initialization: 6.413000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.867000 Kernel 1: 0.025000 Kernel 2: 108.302002 Copyback: 0.017000 Sum: 0.033000 It 1,Best ac:0.001551 1.000000 fi:0.099773. Ave ac:0.005958,0.009135 Initialization: 6.379000 Memcpy Classifiers: 0.530000 Memcpy Instances: 8.852000 Kernel 1: 0.023000 Kernel 2: 108.050003 Copyback: 0.016000 Sum: 0.031000 It 2,Best ac:0.000887 1.000000 fi:0.136029. Ave ac:0.005341,0.007622 Initialization: 6.316000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.875000 Kernel 1: 0.024000 Kernel 2: 106.740997 Copyback: 0.017000 Sum: 0.033000 It 3,Best ac:0.001773 1.000000 fi:0.099693. Ave ac:0.006461,0.010266 Initialization: 6.350000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.876000 Kernel 1: 0.025000 Kernel 2: 103.615997 Copyback: 0.017000 Sum: 0.036000 It 4,Best ac:0.001995 1.000000 fi:0.099613. Ave ac:0.006261,0.011079 Initialization: 6.317000 Memcpy Classifiers: 0.489000 Memcpy Instances: 8.877000 Kernel 1: 0.022000 Kernel 2: 104.164001 Copyback: 0.017000 Sum: 0.040000 It 5,Best ac:0.001330 1.000000 fi:0.099853. Ave ac:0.005795,0.006965 Initialization: 6.367000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.852000 Kernel 1: 0.024000 Kernel 2: 101.637001 Copyback: 0.017000 Sum: 0.036000 It 6,Best ac:0.001330 1.000000 fi:0.099853. Ave ac:0.003742,0.005039 Initialization: 6.358000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.852000 Kernel 1: 0.023000 Kernel 2: 96.398003 Copyback: 0.017000 Sum: 0.032000 It 7,Best ac:0.001552 1.000000 fi:0.099773. Ave ac:0.003746,0.005803 Initialization: 6.461000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.854000 Kernel 1: 0.024000 Kernel 2: 97.157997 Copyback: 0.017000 Sum: 0.032000 It 8,Best ac:0.001330 1.000000 fi:0.099853. Ave ac:0.003587,0.006249 Initialization: 6.320000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.857000 Kernel 1: 0.024000 Kernel 2: 98.282997 Copyback: 0.017000 Sum: 0.031000 It 9,Best ac:0.001552 1.000000 fi:0.099773. Ave ac:0.003940,0.006455 Iteration 10:MDL fitness activated Error 0.099773 TL 0.034191 MDL Theory Length Weight: 0.9726997760 (6) Initialization: 6.357000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.851000 Kernel 1: 0.025000 Kernel 2: 101.086998 Copyback: 0.017000 Sum: 0.032000 It 10,Best ac:0.001108 1.000000 fi:0.121816. Ave ac:0.003855,0.005619 Initialization: 6.313000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.886000 Kernel 1: 0.025000 Kernel 2: 97.976997 Copyback: 0.016000 Sum: 0.029000 It 11,Best ac:0.001108 1.000000 fi:0.132827. Ave ac:0.003617,0.006316 Initialization: 6.359000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.896000 Kernel 1: 0.024000 Kernel 2: 101.031998 Copyback: 0.017000 Sum: 0.028000 It 12,Best ac:0.002216 1.000000 fi:0.127481. Ave ac:0.004194,0.006392 Initialization: 6.377000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.859000 Kernel 1: 0.024000 Kernel 2: 98.681999 Copyback: 0.017000 Sum: 0.034000 It 13,Best ac:0.001552 1.000000 fi:0.129146. Ave ac:0.003827,0.005116 Initialization: 6.387000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.871000 Kernel 1: 0.024000 Kernel 2: 98.490997 Copyback: 0.017000 Sum: 0.032000 It 14,Best ac:0.001330 1.000000 fi:0.132244. Ave ac:0.002785,0.004565 Initialization: 6.344000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.848000 Kernel 1: 0.026000 Kernel 2: 97.014999 Copyback: 0.016000 Sum: 0.033000 It 15,Best ac:0.001108 1.000000 fi:0.127640. Ave ac:0.002824,0.004006 Initialization: 6.374000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.871000 Kernel 1: 0.024000 Kernel 2: 98.848999 Copyback: 0.017000 Sum: 0.029000 It 16,Best ac:0.001773 1.000000 fi:0.117809. Ave ac:0.002312,0.003030 Initialization: 6.339000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.843000 Kernel 1: 0.025000 Kernel 2: 102.000999 Copyback: 0.016000 Sum: 0.031000 It 17,Best ac:0.001330 1.000000 fi:0.130084. Ave ac:0.002230,0.003311 Initialization: 6.424000 Memcpy Classifiers: 0.428000 Memcpy Instances: 8.846000 Kernel 1: 0.025000 Kernel 2: 98.792999 Copyback: 0.017000 Sum: 0.032000 It 18,Best ac:0.001108 1.000000 fi:0.136635. Ave ac:0.002486,0.003707 Initialization: 6.365000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.853000 Kernel 1: 0.025000 Kernel 2: 98.489998 Copyback: 0.017000 Sum: 0.027000 It 19,Best ac:0.001330 1.000000 fi:0.125516. Ave ac:0.002961,0.003733 Initialization: 6.317000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.857000 Kernel 1: 0.022000 Kernel 2: 100.706001 Copyback: 0.017000 Sum: 0.032000 It 20,Best ac:0.001330 1.000000 fi:0.129130. Ave ac:0.002553,0.004635 Initialization: 6.322000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.865000 Kernel 1: 0.026000 Kernel 2: 99.668999 Copyback: 0.017000 Sum: 0.028000 It 21,Best ac:0.001108 1.000000 fi:0.127106. Ave ac:0.002565,0.003629 Initialization: 6.265000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.878000 Kernel 1: 0.024000 Kernel 2: 104.176003 Copyback: 0.016000 Sum: 0.035000 It 22,Best ac:0.001108 1.000000 fi:0.129875. Ave ac:0.001816,0.002634 Initialization: 6.392000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.874000 Kernel 1: 0.023000 Kernel 2: 104.130997 Copyback: 0.016000 Sum: 0.032000 It 23,Best ac:0.001330 1.000000 fi:0.130084. Ave ac:0.002263,0.003055 Initialization: 6.314000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.880000 Kernel 1: 0.024000 Kernel 2: 106.005997 Copyback: 0.017000 Sum: 0.028000 It 24,Best ac:0.002660 1.000000 fi:0.124628. Ave ac:0.002506,0.002946 Initialization: 6.423000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.847000 Kernel 1: 0.025000 Kernel 2: 102.712997 Copyback: 0.017000 Sum: 0.029000 It 25,Best ac:0.001330 1.000000 fi:0.126226. Ave ac:0.002518,0.003245 MDL Theory Length Weight: 0.8754297984 (10) Initialization: 6.335000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.867000 Kernel 1: 0.024000 Kernel 2: 101.014999 Copyback: 0.017000 Sum: 0.030000 It 26,Best ac:0.001108 1.000000 fi:0.116238. Ave ac:0.002904,0.003437 Initialization: 6.367000 Memcpy Classifiers: 0.442000 Memcpy Instances: 8.881000 Kernel 1: 0.023000 Kernel 2: 104.405998 Copyback: 0.017000 Sum: 0.033000 It 27,Best ac:0.001108 1.000000 fi:0.126282. Ave ac:0.002598,0.003657 Initialization: 6.467000 Memcpy Classifiers: 0.469000 Memcpy Instances: 9.427000 Kernel 1: 0.031000 Kernel 2: 98.961998 Copyback: 0.017000 Sum: 0.029000 It 28,Best ac:0.001108 1.000000 fi:0.124869. Ave ac:0.002572,0.003245 Initialization: 6.340000 Memcpy Classifiers: 0.401000 Memcpy Instances: 8.891000 Kernel 1: 0.023000 Kernel 2: 101.390999 Copyback: 0.017000 Sum: 0.034000 It 29,Best ac:0.002660 1.000000 fi:0.123152. Ave ac:0.002555,0.002877 Initialization: 6.395000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.873000 Kernel 1: 0.024000 Kernel 2: 101.802002 Copyback: 0.017000 Sum: 0.029000 It 30,Best ac:0.001330 1.000000 fi:0.116085. Ave ac:0.002691,0.004944 Initialization: 6.341000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.845000 Kernel 1: 0.025000 Kernel 2: 103.273003 Copyback: 0.018000 Sum: 0.031000 It 31,Best ac:0.001330 1.000000 fi:0.125530. Ave ac:0.002306,0.002872 Initialization: 6.336000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.879000 Kernel 1: 0.024000 Kernel 2: 104.242996 Copyback: 0.017000 Sum: 0.032000 It 32,Best ac:0.001773 1.000000 fi:0.122477. Ave ac:0.002668,0.002992 Initialization: 6.367000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.851000 Kernel 1: 0.024000 Kernel 2: 102.571999 Copyback: 0.016000 Sum: 0.030000 It 33,Best ac:0.002660 1.000000 fi:0.121946. Ave ac:0.002508,0.003118 Initialization: 22.132000 Memcpy Instances: 438.997986 Memcpy Classifiers: 0.069000 Kernel 1: 0.029000 Kernel 2: 559.721985 Copyback: 0.015000 Sum: 0.014000 Memcpy Classifiers: 0.061000 Kernel 1: 0.012000 Kernel 2: 571.974976 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 532.390991 Copyback: 0.370000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.012000 Kernel 2: 564.211975 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.012000 Kernel 2: 539.757996 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.011000 Kernel 2: 548.697021 Copyback: 0.017000 Sum: 0.003000 Memcpy Classifiers: 0.067000 Kernel 1: 0.016000 Kernel 2: 552.892029 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 567.916016 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 543.393005 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.012000 Kernel 2: 565.807983 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 561.812988 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.012000 Kernel 2: 538.364014 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.012000 Kernel 2: 543.866028 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.058000 Kernel 1: 0.011000 Kernel 2: 270.553009 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.001259 0.795518 fi:0.337392. Ave ac:0.003001,0.011683 Best acc 0.001259 0.795518 Rule:Att PSSM_-4_7 is [<2.719364]|Att PSSM_-3_12 is [<-0.286058]|Att PSSM_0_9 is [<-4.573293]|Att PSSM_1_1 is [-5.826487,3.039563]|Att PSSM_1_10 is [-4.119452,6.119452]|Att PSSM_1_19 is [-2.306035,4.638489]|Att PSSM_2_19 is [<7.527848]|Att PSSM_3_1 is [1.007441,6.992559]|Att PSSM_3_11 is [-3.951341,5.538955]|Att PSSM_4_12 is [-6.839218,-1.160782]|1 Accuracy : 0.729166 0 1 162864 1216 62332 8226 Removed 391 instances. 225196 Instances left. Acc of rule 0.001419-0.818414 Initialization: 6.518000 Memcpy Classifiers: 0.517000 Memcpy Instances: 8.869000 Kernel 1: 0.025000 Kernel 2: 110.688004 Copyback: 0.017000 Sum: 0.047000 Initial population average accuracy1:0.005969 accuracy2:0.272231 Initialization: 6.351000 Memcpy Classifiers: 0.534000 Memcpy Instances: 8.873000 Kernel 1: 0.024000 Kernel 2: 111.737000 Copyback: 0.017000 Sum: 0.043000 It 0,Best ac:0.000888 1.000000 fi:0.131175. Ave ac:0.007147,0.013690 Initialization: 6.357000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.857000 Kernel 1: 0.024000 Kernel 2: 110.418999 Copyback: 0.017000 Sum: 0.030000 It 1,Best ac:0.000888 1.000000 fi:0.131872. Ave ac:0.007456,0.012884 Initialization: 6.328000 Memcpy Classifiers: 0.540000 Memcpy Instances: 8.882000 Kernel 1: 0.024000 Kernel 2: 111.443001 Copyback: 0.017000 Sum: 0.035000 It 2,Best ac:0.001110 0.833333 fi:0.266598. Ave ac:0.006393,0.012321 Initialization: 6.351000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.846000 Kernel 1: 0.025000 Kernel 2: 110.108002 Copyback: 0.017000 Sum: 0.032000 It 3,Best ac:0.001555 1.000000 fi:0.099770. Ave ac:0.006194,0.009752 Initialization: 6.415000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.863000 Kernel 1: 0.023000 Kernel 2: 107.149002 Copyback: 0.016000 Sum: 0.030000 It 4,Best ac:0.001332 0.857143 fi:0.242708. Ave ac:0.005263,0.009167 Initialization: 6.388000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.845000 Kernel 1: 0.025000 Kernel 2: 108.570000 Copyback: 0.017000 Sum: 0.030000 It 5,Best ac:0.001332 1.000000 fi:0.099851. Ave ac:0.004904,0.008817 Initialization: 6.466000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.881000 Kernel 1: 0.024000 Kernel 2: 106.406998 Copyback: 0.017000 Sum: 0.028000 It 6,Best ac:0.001332 1.000000 fi:0.099851. Ave ac:0.004198,0.006691 Initialization: 6.301000 Memcpy Classifiers: 0.524000 Memcpy Instances: 8.861000 Kernel 1: 0.023000 Kernel 2: 103.291000 Copyback: 0.017000 Sum: 0.030000 It 7,Best ac:0.001998 1.000000 fi:0.099610. Ave ac:0.003772,0.008029 Initialization: 6.370000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.879000 Kernel 1: 0.024000 Kernel 2: 103.513000 Copyback: 0.017000 Sum: 0.034000 It 8,Best ac:0.001332 1.000000 fi:0.099851. Ave ac:0.003861,0.007417 Initialization: 6.409000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.874000 Kernel 1: 0.024000 Kernel 2: 101.972000 Copyback: 0.018000 Sum: 0.034000 It 9,Best ac:0.002220 1.000000 fi:0.099529. Ave ac:0.003167,0.004369 Iteration 10:MDL fitness activated Error 0.099529 TL 0.043930 MDL Theory Length Weight: 0.7552159348 (1) Initialization: 6.308000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.893000 Kernel 1: 0.023000 Kernel 2: 103.300003 Copyback: 0.017000 Sum: 0.031000 It 10,Best ac:0.001110 1.000000 fi:0.135407. Ave ac:0.002988,0.004563 Initialization: 6.369000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.864000 Kernel 1: 0.024000 Kernel 2: 100.863998 Copyback: 0.016000 Sum: 0.032000 It 11,Best ac:0.001110 1.000000 fi:0.127214. Ave ac:0.003656,0.008705 Initialization: 6.382000 Memcpy Classifiers: 0.486000 Memcpy Instances: 8.884000 Kernel 1: 0.024000 Kernel 2: 101.484001 Copyback: 0.016000 Sum: 0.035000 It 12,Best ac:0.001332 1.000000 fi:0.119896. Ave ac:0.003393,0.005782 Initialization: 6.294000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.876000 Kernel 1: 0.024000 Kernel 2: 103.022003 Copyback: 0.017000 Sum: 0.031000 It 13,Best ac:0.001332 1.000000 fi:0.124966. Ave ac:0.002581,0.003269 Initialization: 6.412000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.851000 Kernel 1: 0.024000 Kernel 2: 105.352997 Copyback: 0.017000 Sum: 0.038000 It 14,Best ac:0.001332 1.000000 fi:0.129101. Ave ac:0.002186,0.002622 Initialization: 6.343000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.880000 Kernel 1: 0.023000 Kernel 2: 108.311996 Copyback: 0.017000 Sum: 0.039000 It 15,Best ac:0.002887 1.000000 fi:0.124203. Ave ac:0.002604,0.002806 Initialization: 6.430000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.854000 Kernel 1: 0.024000 Kernel 2: 104.612000 Copyback: 0.016000 Sum: 0.034000 It 16,Best ac:0.001332 1.000000 fi:0.126407. Ave ac:0.002211,0.002513 Initialization: 6.304000 Memcpy Classifiers: 0.455000 Memcpy Instances: 8.870000 Kernel 1: 0.021000 Kernel 2: 106.431999 Copyback: 0.017000 Sum: 0.032000 It 17,Best ac:0.001332 1.000000 fi:0.127947. Ave ac:0.002228,0.003083 Initialization: 6.390000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.859000 Kernel 1: 0.024000 Kernel 2: 104.475998 Copyback: 0.017000 Sum: 0.031000 It 18,Best ac:0.001554 1.000000 fi:0.127383. Ave ac:0.002429,0.003330 Initialization: 6.341000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.864000 Kernel 1: 0.024000 Kernel 2: 106.320999 Copyback: 0.017000 Sum: 0.033000 It 19,Best ac:0.001110 1.000000 fi:0.128025. Ave ac:0.002421,0.002709 Initialization: 6.395000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.905000 Kernel 1: 0.023000 Kernel 2: 105.922997 Copyback: 0.018000 Sum: 0.033000 It 20,Best ac:0.001554 1.000000 fi:0.124729. Ave ac:0.002726,0.003002 Initialization: 6.310000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.865000 Kernel 1: 0.025000 Kernel 2: 102.870003 Copyback: 0.017000 Sum: 0.031000 It 21,Best ac:0.002220 1.000000 fi:0.124267. Ave ac:0.002419,0.003394 MDL Theory Length Weight: 0.6796943413 (10) Initialization: 6.369000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.874000 Kernel 1: 0.025000 Kernel 2: 101.150002 Copyback: 0.017000 Sum: 0.038000 It 22,Best ac:0.001998 1.000000 fi:0.119418. Ave ac:0.002073,0.003071 Initialization: 6.195000 Memcpy Classifiers: 0.459000 Memcpy Instances: 8.868000 Kernel 1: 0.024000 Kernel 2: 102.400002 Copyback: 0.017000 Sum: 0.035000 It 23,Best ac:0.001554 1.000000 fi:0.119425. Ave ac:0.001866,0.002132 Initialization: 6.354000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.876000 Kernel 1: 0.023000 Kernel 2: 103.287003 Copyback: 0.017000 Sum: 0.031000 It 24,Best ac:0.001332 1.000000 fi:0.119212. Ave ac:0.002205,0.002333 Initialization: 6.421000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.869000 Kernel 1: 0.024000 Kernel 2: 101.578003 Copyback: 0.017000 Sum: 0.033000 It 25,Best ac:0.001110 1.000000 fi:0.119201. Ave ac:0.001998,0.001970 Initialization: 6.336000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.873000 Kernel 1: 0.025000 Kernel 2: 102.917999 Copyback: 0.016000 Sum: 0.035000 It 26,Best ac:0.001110 1.000000 fi:0.117915. Ave ac:0.001978,0.002215 Initialization: 6.386000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.845000 Kernel 1: 0.025000 Kernel 2: 99.827003 Copyback: 0.017000 Sum: 0.037000 It 27,Best ac:0.003553 1.000000 fi:0.117815. Ave ac:0.002372,0.003240 Initialization: 6.290000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.887000 Kernel 1: 0.024000 Kernel 2: 99.047997 Copyback: 0.017000 Sum: 0.032000 It 28,Best ac:0.002886 1.000000 fi:0.118075. Ave ac:0.002117,0.002174 Initialization: 6.346000 Memcpy Classifiers: 0.416000 Memcpy Instances: 11.052000 Kernel 1: 0.023000 Kernel 2: 99.498001 Copyback: 0.017000 Sum: 0.036000 It 29,Best ac:0.001110 1.000000 fi:0.117586. Ave ac:0.002237,0.002546 Initialization: 6.381000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.848000 Kernel 1: 0.025000 Kernel 2: 101.922997 Copyback: 0.017000 Sum: 0.035000 It 30,Best ac:0.001110 1.000000 fi:0.118152. Ave ac:0.002051,0.002395 Initialization: 6.205000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.862000 Kernel 1: 0.024000 Kernel 2: 99.584999 Copyback: 0.017000 Sum: 0.034000 It 31,Best ac:0.001332 1.000000 fi:0.119145. Ave ac:0.002272,0.003046 Initialization: 6.499000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.846000 Kernel 1: 0.024000 Kernel 2: 99.681999 Copyback: 0.017000 Sum: 0.033000 It 32,Best ac:0.001999 1.000000 fi:0.117835. Ave ac:0.002475,0.002573 Initialization: 6.308000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.884000 Kernel 1: 0.024000 Kernel 2: 101.014000 Copyback: 0.017000 Sum: 0.032000 It 33,Best ac:0.001110 1.000000 fi:0.123035. Ave ac:0.001543,0.002204 Initialization: 22.844999 Memcpy Instances: 438.200989 Memcpy Classifiers: 0.076000 Kernel 1: 0.028000 Kernel 2: 557.812988 Copyback: 0.015000 Sum: 0.015000 Memcpy Classifiers: 0.073000 Kernel 1: 0.012000 Kernel 2: 560.711975 Copyback: 0.370000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.012000 Kernel 2: 545.698975 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.072000 Kernel 1: 0.011000 Kernel 2: 551.005981 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.071000 Kernel 1: 0.012000 Kernel 2: 548.377991 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.072000 Kernel 1: 0.012000 Kernel 2: 551.625977 Copyback: 0.017000 Sum: 0.003000 Memcpy Classifiers: 0.074000 Kernel 1: 0.016000 Kernel 2: 553.872009 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.072000 Kernel 1: 0.012000 Kernel 2: 550.442993 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.071000 Kernel 1: 0.013000 Kernel 2: 539.844971 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.014000 Kernel 2: 539.401978 Copyback: 0.017000 Sum: 0.004000 Memcpy Classifiers: 0.074000 Kernel 1: 0.015000 Kernel 2: 550.041992 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.012000 Kernel 2: 557.650024 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.071000 Kernel 1: 0.011000 Kernel 2: 539.359009 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.012000 Kernel 2: 173.270004 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.002016 0.782759 fi:0.335065. Ave ac:0.003036,0.011090 Best acc 0.002016 0.782759 Initialization: 6.549000 Memcpy Classifiers: 0.535000 Memcpy Instances: 8.870000 Kernel 1: 0.025000 Kernel 2: 107.976997 Copyback: 0.017000 Sum: 0.041000 Initial population average accuracy1:0.006361 accuracy2:0.259885 Initialization: 6.361000 Memcpy Classifiers: 0.480000 Memcpy Instances: 8.849000 Kernel 1: 0.025000 Kernel 2: 108.547997 Copyback: 0.017000 Sum: 0.036000 It 0,Best ac:0.000888 1.000000 fi:0.131872. Ave ac:0.008578,0.014635 Initialization: 6.383000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.858000 Kernel 1: 0.025000 Kernel 2: 109.841003 Copyback: 0.019000 Sum: 0.033000 It 1,Best ac:0.000888 1.000000 fi:0.131872. Ave ac:0.008480,0.015913 Initialization: 6.324000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.861000 Kernel 1: 0.024000 Kernel 2: 108.103996 Copyback: 0.017000 Sum: 0.031000 It 2,Best ac:0.000888 0.800000 fi:0.331175. Ave ac:0.006714,0.011542 Initialization: 6.314000 Memcpy Classifiers: 0.558000 Memcpy Instances: 8.858000 Kernel 1: 0.024000 Kernel 2: 106.945999 Copyback: 0.016000 Sum: 0.031000 It 3,Best ac:0.001110 1.000000 fi:0.099931. Ave ac:0.006476,0.009742 Initialization: 6.336000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.859000 Kernel 1: 0.025000 Kernel 2: 106.542000 Copyback: 0.017000 Sum: 0.029000 It 4,Best ac:0.002442 1.000000 fi:0.099449. Ave ac:0.005567,0.008037 Initialization: 6.348000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.867000 Kernel 1: 0.024000 Kernel 2: 108.232002 Copyback: 0.017000 Sum: 0.031000 It 5,Best ac:0.001554 1.000000 fi:0.099770. Ave ac:0.004944,0.008016 Initialization: 6.339000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.881000 Kernel 1: 0.025000 Kernel 2: 105.924004 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.002664 1.000000 fi:0.099368. Ave ac:0.004223,0.006783 Initialization: 6.382000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.869000 Kernel 1: 0.024000 Kernel 2: 105.678001 Copyback: 0.017000 Sum: 0.032000 It 7,Best ac:0.001999 1.000000 fi:0.099609. Ave ac:0.003919,0.006541 Initialization: 6.368000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.901000 Kernel 1: 0.025000 Kernel 2: 104.776001 Copyback: 0.017000 Sum: 0.042000 It 8,Best ac:0.002665 1.000000 fi:0.099367. Ave ac:0.004534,0.009347 Initialization: 6.326000 Memcpy Classifiers: 0.490000 Memcpy Instances: 8.900000 Kernel 1: 0.022000 Kernel 2: 104.970001 Copyback: 0.017000 Sum: 0.031000 It 9,Best ac:0.002886 1.000000 fi:0.099288. Ave ac:0.003627,0.005676 Iteration 10:MDL fitness activated Error 0.099288 TL 0.030700 MDL Theory Length Weight: 1.0780416325 (1) Initialization: 6.379000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.907000 Kernel 1: 0.023000 Kernel 2: 104.430000 Copyback: 0.017000 Sum: 0.029000 It 10,Best ac:0.001110 1.000000 fi:0.136278. Ave ac:0.003596,0.005696 Initialization: 6.412000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.865000 Kernel 1: 0.025000 Kernel 2: 100.721001 Copyback: 0.017000 Sum: 0.030000 It 11,Best ac:0.001110 1.000000 fi:0.129031. Ave ac:0.003159,0.005009 Initialization: 6.512000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.853000 Kernel 1: 0.025000 Kernel 2: 105.041000 Copyback: 0.020000 Sum: 0.043000 It 12,Best ac:0.002220 1.000000 fi:0.126803. Ave ac:0.004802,0.008437 Initialization: 6.258000 Memcpy Classifiers: 0.523000 Memcpy Instances: 12.195000 Kernel 1: 0.023000 Kernel 2: 100.064003 Copyback: 0.017000 Sum: 0.028000 It 13,Best ac:0.001110 1.000000 fi:0.141810. Ave ac:0.003556,0.005407 Initialization: 6.329000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.864000 Kernel 1: 0.024000 Kernel 2: 100.763000 Copyback: 0.017000 Sum: 0.030000 It 14,Best ac:0.001554 1.000000 fi:0.138041. Ave ac:0.003559,0.007144 Initialization: 6.234000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.846000 Kernel 1: 0.024000 Kernel 2: 101.248001 Copyback: 0.017000 Sum: 0.029000 It 15,Best ac:0.001110 1.000000 fi:0.131279. Ave ac:0.003761,0.007512 Initialization: 6.296000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.897000 Kernel 1: 0.024000 Kernel 2: 103.825996 Copyback: 0.017000 Sum: 0.033000 It 16,Best ac:0.001555 1.000000 fi:0.133852. Ave ac:0.003118,0.004761 Initialization: 6.314000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.879000 Kernel 1: 0.024000 Kernel 2: 105.429001 Copyback: 0.017000 Sum: 0.036000 It 17,Best ac:0.002442 1.000000 fi:0.122948. Ave ac:0.003683,0.005942 Initialization: 6.318000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.873000 Kernel 1: 0.023000 Kernel 2: 99.137001 Copyback: 0.016000 Sum: 0.034000 It 18,Best ac:0.001110 1.000000 fi:0.127205. Ave ac:0.002615,0.004536 Initialization: 6.290000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.869000 Kernel 1: 0.024000 Kernel 2: 100.841003 Copyback: 0.017000 Sum: 0.035000 It 19,Best ac:0.001554 1.000000 fi:0.128594. Ave ac:0.003367,0.005746 Initialization: 6.267000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.891000 Kernel 1: 0.024000 Kernel 2: 100.903999 Copyback: 0.017000 Sum: 0.031000 It 20,Best ac:0.001110 1.000000 fi:0.121905. Ave ac:0.003113,0.004450 Initialization: 6.336000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.854000 Kernel 1: 0.024000 Kernel 2: 97.484001 Copyback: 0.017000 Sum: 0.032000 It 21,Best ac:0.001776 1.000000 fi:0.125838. Ave ac:0.002543,0.004150 Initialization: 6.260000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.845000 Kernel 1: 0.025000 Kernel 2: 98.739998 Copyback: 0.017000 Sum: 0.030000 It 22,Best ac:0.001554 1.000000 fi:0.125884. Ave ac:0.002966,0.004161 Initialization: 6.366000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.892000 Kernel 1: 0.024000 Kernel 2: 99.320000 Copyback: 0.018000 Sum: 0.031000 It 23,Best ac:0.001998 1.000000 fi:0.124134. Ave ac:0.002466,0.004007 Initialization: 6.338000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.878000 Kernel 1: 0.024000 Kernel 2: 99.364998 Copyback: 0.017000 Sum: 0.036000 It 24,Best ac:0.001110 1.000000 fi:0.119730. Ave ac:0.002429,0.003933 Initialization: 6.334000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.868000 Kernel 1: 0.025000 Kernel 2: 98.564003 Copyback: 0.017000 Sum: 0.033000 It 25,Best ac:0.001555 1.000000 fi:0.123524. Ave ac:0.002852,0.007529 Initialization: 6.344000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.863000 Kernel 1: 0.025000 Kernel 2: 99.973999 Copyback: 0.016000 Sum: 0.032000 It 26,Best ac:0.001777 1.000000 fi:0.125030. Ave ac:0.002802,0.003289 Initialization: 6.363000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.854000 Kernel 1: 0.024000 Kernel 2: 98.736000 Copyback: 0.017000 Sum: 0.039000 It 27,Best ac:0.001999 1.000000 fi:0.123863. Ave ac:0.002475,0.003080 Initialization: 6.379000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.856000 Kernel 1: 0.023000 Kernel 2: 97.706001 Copyback: 0.017000 Sum: 0.032000 It 28,Best ac:0.002221 1.000000 fi:0.120308. Ave ac:0.002405,0.003431 Initialization: 6.334000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.867000 Kernel 1: 0.023000 Kernel 2: 92.361000 Copyback: 0.017000 Sum: 0.035000 It 29,Best ac:0.001110 1.000000 fi:0.126000. Ave ac:0.002409,0.004138 Initialization: 6.325000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.860000 Kernel 1: 0.025000 Kernel 2: 93.112999 Copyback: 0.017000 Sum: 0.032000 It 30,Best ac:0.002220 1.000000 fi:0.125604. Ave ac:0.002925,0.004707 Initialization: 6.431000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.847000 Kernel 1: 0.025000 Kernel 2: 92.752998 Copyback: 0.017000 Sum: 0.035000 It 31,Best ac:0.001110 1.000000 fi:0.121090. Ave ac:0.002971,0.004536 Initialization: 6.289000 Memcpy Classifiers: 0.416000 Memcpy Instances: 11.808000 Kernel 1: 0.027000 Kernel 2: 93.619003 Copyback: 0.018000 Sum: 0.043000 It 32,Best ac:0.001999 1.000000 fi:0.118544. Ave ac:0.002853,0.003272 Initialization: 6.784000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.862000 Kernel 1: 0.024000 Kernel 2: 91.680000 Copyback: 0.017000 Sum: 0.031000 It 33,Best ac:0.001110 1.000000 fi:0.116142. Ave ac:0.002272,0.003538 Initialization: 25.323000 Memcpy Instances: 487.984985 Memcpy Classifiers: 0.075000 Kernel 1: 0.028000 Kernel 2: 504.302002 Copyback: 0.017000 Sum: 0.012000 Memcpy Classifiers: 0.075000 Kernel 1: 0.017000 Kernel 2: 482.128998 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 497.729004 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.073000 Kernel 1: 0.012000 Kernel 2: 497.876007 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.109000 Kernel 1: 0.021000 Kernel 2: 534.461975 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.072000 Kernel 1: 0.013000 Kernel 2: 474.946991 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.012000 Kernel 2: 519.512024 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.011000 Kernel 2: 513.671021 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.072000 Kernel 1: 0.012000 Kernel 2: 481.933990 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.012000 Kernel 2: 526.791992 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.012000 Kernel 2: 506.888000 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.073000 Kernel 1: 0.012000 Kernel 2: 494.019989 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.072000 Kernel 1: 0.013000 Kernel 2: 508.308990 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.012000 Kernel 2: 164.897995 Copyback: 0.015000 Sum: 0.000000 It 34,Best ac:0.001234 0.817647 fi:0.309513. Ave ac:0.002486,0.008795 Best acc 0.001234 0.817647 Rule:Att PSSM_-4_8 is [>-1.549659]|Att PSSM_-1_10 is [-2.157331,6.865506]|Att PSSM_0_7 is [<-3.241064]|Att PSSM_1_20 is [>2.914324]|Att PSSM_2_2 is [<1.029612]|Att PSSM_2_5 is [-3.180228,7.180228]|Att PSSM_2_6 is [-5.495827,1.495827]|Att PSSM_3_3 is [<2.064648]|Att PSSM_4_2 is [-6.360742,2.360742]|1 Accuracy : 0.730086 0 1 162802 1278 62054 8504 Removed 340 instances. 224856 Instances left. Acc of rule 0.001234-0.817647 Initialization: 6.570000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.842000 Kernel 1: 0.026000 Kernel 2: 110.815002 Copyback: 0.017000 Sum: 0.046000 Initial population average accuracy1:0.006451 accuracy2:0.274225 Initialization: 6.429000 Memcpy Classifiers: 0.542000 Memcpy Instances: 8.848000 Kernel 1: 0.025000 Kernel 2: 109.558998 Copyback: 0.017000 Sum: 0.057000 It 0,Best ac:0.000889 1.000000 fi:0.127674. Ave ac:0.007760,0.016211 Initialization: 6.306000 Memcpy Classifiers: 0.495000 Memcpy Instances: 8.860000 Kernel 1: 0.023000 Kernel 2: 110.144997 Copyback: 0.017000 Sum: 0.031000 It 1,Best ac:0.001334 0.857143 fi:0.242706. Ave ac:0.006797,0.013274 Initialization: 6.451000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.843000 Kernel 1: 0.025000 Kernel 2: 108.204002 Copyback: 0.016000 Sum: 0.035000 It 2,Best ac:0.000889 1.000000 fi:0.127674. Ave ac:0.005964,0.009183 Initialization: 7.942000 Memcpy Classifiers: 0.724000 Memcpy Instances: 8.898000 Kernel 1: 0.023000 Kernel 2: 107.553001 Copyback: 0.017000 Sum: 0.037000 It 3,Best ac:0.002001 1.000000 fi:0.099606. Ave ac:0.005190,0.008281 Initialization: 6.473000 Memcpy Classifiers: 0.469000 Memcpy Instances: 12.576000 Kernel 1: 0.032000 Kernel 2: 103.526001 Copyback: 0.018000 Sum: 0.048000 It 4,Best ac:0.001334 1.000000 fi:0.099849. Ave ac:0.005450,0.008696 Initialization: 8.050000 Memcpy Classifiers: 0.551000 Memcpy Instances: 8.920000 Kernel 1: 0.024000 Kernel 2: 102.220001 Copyback: 0.018000 Sum: 0.039000 It 5,Best ac:0.001779 1.000000 fi:0.099687. Ave ac:0.005315,0.008125 Initialization: 6.734000 Memcpy Classifiers: 0.732000 Memcpy Instances: 12.560000 Kernel 1: 0.026000 Kernel 2: 95.681000 Copyback: 0.018000 Sum: 0.046000 It 6,Best ac:0.001112 1.000000 fi:0.099930. Ave ac:0.004690,0.006954 Initialization: 8.910000 Memcpy Classifiers: 0.504000 Memcpy Instances: 11.847000 Kernel 1: 0.024000 Kernel 2: 97.428001 Copyback: 0.018000 Sum: 0.042000 It 7,Best ac:0.001557 1.000000 fi:0.099768. Ave ac:0.005316,0.008432 Initialization: 6.318000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.840000 Kernel 1: 0.025000 Kernel 2: 97.973000 Copyback: 0.017000 Sum: 0.030000 It 8,Best ac:0.002446 1.000000 fi:0.099444. Ave ac:0.005208,0.007852 Initialization: 6.288000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.876000 Kernel 1: 0.024000 Kernel 2: 93.316002 Copyback: 0.017000 Sum: 0.038000 It 9,Best ac:0.003780 1.000000 fi:0.098959. Ave ac:0.005106,0.008165 Iteration 10:MDL fitness activated Error 0.098959 TL 0.044684 MDL Theory Length Weight: 0.7382180248 (1) Initialization: 6.415000 Memcpy Classifiers: 0.399000 Memcpy Instances: 11.120000 Kernel 1: 0.024000 Kernel 2: 91.377998 Copyback: 0.017000 Sum: 0.034000 It 10,Best ac:0.001334 1.000000 fi:0.124092. Ave ac:0.004742,0.006850 Initialization: 6.307000 Memcpy Classifiers: 0.419000 Memcpy Instances: 8.858000 Kernel 1: 0.024000 Kernel 2: 89.815002 Copyback: 0.017000 Sum: 0.032000 It 11,Best ac:0.001112 1.000000 fi:0.123815. Ave ac:0.004465,0.007175 Initialization: 6.304000 Memcpy Classifiers: 0.398000 Memcpy Instances: 11.684000 Kernel 1: 0.027000 Kernel 2: 88.380997 Copyback: 0.017000 Sum: 0.034000 It 12,Best ac:0.001112 1.000000 fi:0.122191. Ave ac:0.003925,0.006214 Initialization: 7.752000 Memcpy Classifiers: 0.712000 Memcpy Instances: 12.958000 Kernel 1: 0.024000 Kernel 2: 87.371002 Copyback: 0.018000 Sum: 0.042000 It 13,Best ac:0.001557 1.000000 fi:0.121346. Ave ac:0.004205,0.007122 Initialization: 7.286000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.854000 Kernel 1: 0.024000 Kernel 2: 85.531998 Copyback: 0.017000 Sum: 0.033000 It 14,Best ac:0.002001 1.000000 fi:0.123220. Ave ac:0.003342,0.005320 Initialization: 6.365000 Memcpy Classifiers: 0.431000 Memcpy Instances: 10.955000 Kernel 1: 0.024000 Kernel 2: 86.614998 Copyback: 0.017000 Sum: 0.033000 It 15,Best ac:0.001112 1.000000 fi:0.126377. Ave ac:0.003492,0.005731 Initialization: 9.203000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.414000 Kernel 1: 0.032000 Kernel 2: 89.570000 Copyback: 0.019000 Sum: 0.042000 It 16,Best ac:0.001334 1.000000 fi:0.123388. Ave ac:0.004288,0.006139 Initialization: 7.456000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.852000 Kernel 1: 0.024000 Kernel 2: 86.974998 Copyback: 0.020000 Sum: 0.030000 It 17,Best ac:0.002001 1.000000 fi:0.120434. Ave ac:0.003669,0.004958 Initialization: 6.444000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.854000 Kernel 1: 0.024000 Kernel 2: 84.279999 Copyback: 0.017000 Sum: 0.030000 It 18,Best ac:0.003780 1.000000 fi:0.122182. Ave ac:0.003630,0.005801 Initialization: 8.167000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.849000 Kernel 1: 0.025000 Kernel 2: 86.077003 Copyback: 0.017000 Sum: 0.030000 It 19,Best ac:0.001112 1.000000 fi:0.120085. Ave ac:0.004292,0.006261 Initialization: 6.314000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.919000 Kernel 1: 0.024000 Kernel 2: 84.083000 Copyback: 0.016000 Sum: 0.027000 It 20,Best ac:0.001557 1.000000 fi:0.120266. Ave ac:0.003637,0.006562 Initialization: 6.655000 Memcpy Classifiers: 0.680000 Memcpy Instances: 12.312000 Kernel 1: 0.024000 Kernel 2: 82.920998 Copyback: 0.017000 Sum: 0.028000 It 21,Best ac:0.001334 1.000000 fi:0.119432. Ave ac:0.003192,0.006651 Initialization: 6.434000 Memcpy Classifiers: 0.362000 Memcpy Instances: 12.762000 Kernel 1: 0.032000 Kernel 2: 83.171997 Copyback: 0.021000 Sum: 0.038000 It 22,Best ac:0.001334 1.000000 fi:0.119765. Ave ac:0.003920,0.007243 Initialization: 7.694000 Memcpy Classifiers: 0.543000 Memcpy Instances: 11.327000 Kernel 1: 0.023000 Kernel 2: 86.668999 Copyback: 0.017000 Sum: 0.031000 It 23,Best ac:0.001779 1.000000 fi:0.119369. Ave ac:0.003986,0.006222 Initialization: 6.399000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.955000 Kernel 1: 0.024000 Kernel 2: 87.410004 Copyback: 0.018000 Sum: 0.029000 It 24,Best ac:0.001112 1.000000 fi:0.114280. Ave ac:0.003281,0.005150 Initialization: 6.303000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.845000 Kernel 1: 0.024000 Kernel 2: 88.732002 Copyback: 0.017000 Sum: 0.029000 It 25,Best ac:0.002668 1.000000 fi:0.120885. Ave ac:0.004137,0.006180 Initialization: 7.967000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.859000 Kernel 1: 0.024000 Kernel 2: 92.443001 Copyback: 0.017000 Sum: 0.027000 It 26,Best ac:0.002001 1.000000 fi:0.119498. Ave ac:0.004616,0.006612 Initialization: 6.788000 Memcpy Classifiers: 0.381000 Memcpy Instances: 14.434000 Kernel 1: 0.026000 Kernel 2: 90.873001 Copyback: 0.017000 Sum: 0.027000 It 27,Best ac:0.001334 1.000000 fi:0.120004. Ave ac:0.004281,0.006336 Initialization: 6.315000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.860000 Kernel 1: 0.024000 Kernel 2: 86.287003 Copyback: 0.016000 Sum: 0.025000 It 28,Best ac:0.002446 1.000000 fi:0.118708. Ave ac:0.003550,0.005913 Initialization: 6.307000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.863000 Kernel 1: 0.023000 Kernel 2: 87.615997 Copyback: 0.018000 Sum: 0.037000 It 29,Best ac:0.001112 1.000000 fi:0.119612. Ave ac:0.003732,0.004833 Initialization: 6.285000 Memcpy Classifiers: 0.354000 Memcpy Instances: 8.890000 Kernel 1: 0.024000 Kernel 2: 85.501999 Copyback: 0.017000 Sum: 0.032000 It 30,Best ac:0.001779 1.000000 fi:0.119272. Ave ac:0.003764,0.006631 Initialization: 7.448000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.892000 Kernel 1: 0.023000 Kernel 2: 84.066002 Copyback: 0.018000 Sum: 0.039000 It 31,Best ac:0.001557 1.000000 fi:0.118465. Ave ac:0.003501,0.005210 Initialization: 6.350000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.844000 Kernel 1: 0.025000 Kernel 2: 84.540001 Copyback: 0.017000 Sum: 0.030000 It 32,Best ac:0.002891 1.000000 fi:0.113906. Ave ac:0.002889,0.003627 Initialization: 6.329000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.860000 Kernel 1: 0.024000 Kernel 2: 84.355003 Copyback: 0.017000 Sum: 0.032000 It 33,Best ac:0.001334 1.000000 fi:0.116200. Ave ac:0.003434,0.004433 Initialization: 22.743999 Memcpy Instances: 439.763000 Memcpy Classifiers: 0.068000 Kernel 1: 0.027000 Kernel 2: 482.635010 Copyback: 0.015000 Sum: 0.015000 Memcpy Classifiers: 0.059000 Kernel 1: 0.013000 Kernel 2: 482.376007 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 479.802002 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.012000 Kernel 2: 465.644989 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.012000 Kernel 2: 480.281006 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 481.502991 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.012000 Kernel 2: 482.334015 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.012000 Kernel 2: 467.290985 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 477.949005 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.012000 Kernel 2: 481.559998 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.094000 Kernel 1: 0.020000 Kernel 2: 470.638000 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.012000 Kernel 2: 464.768005 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.011000 Kernel 2: 478.497986 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.048000 Kernel 1: 0.011000 Kernel 2: 161.153000 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.001441 0.782609 fi:0.338722. Ave ac:0.002744,0.009802 Best acc 0.001441 0.782609 Initialization: 6.325000 Memcpy Classifiers: 0.558000 Memcpy Instances: 8.866000 Kernel 1: 0.026000 Kernel 2: 110.948997 Copyback: 0.017000 Sum: 0.045000 Initial population average accuracy1:0.006328 accuracy2:0.267251 Initialization: 6.341000 Memcpy Classifiers: 0.541000 Memcpy Instances: 8.933000 Kernel 1: 0.022000 Kernel 2: 109.484001 Copyback: 0.017000 Sum: 0.061000 It 0,Best ac:0.005337 0.750000 fi:0.348665. Ave ac:0.006664,0.012240 Initialization: 6.367000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.859000 Kernel 1: 0.024000 Kernel 2: 110.351997 Copyback: 0.017000 Sum: 0.031000 It 1,Best ac:0.000889 1.000000 fi:0.127674. Ave ac:0.008437,0.017592 Initialization: 6.326000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.858000 Kernel 1: 0.024000 Kernel 2: 107.709999 Copyback: 0.017000 Sum: 0.032000 It 2,Best ac:0.000889 1.000000 fi:0.127674. Ave ac:0.007403,0.014387 Initialization: 6.276000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.878000 Kernel 1: 0.023000 Kernel 2: 106.217003 Copyback: 0.019000 Sum: 0.039000 It 3,Best ac:0.000889 1.000000 fi:0.127674. Ave ac:0.006792,0.012195 Initialization: 6.338000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.869000 Kernel 1: 0.024000 Kernel 2: 104.754997 Copyback: 0.017000 Sum: 0.034000 It 4,Best ac:0.002891 1.000000 fi:0.099283. Ave ac:0.007597,0.014477 Initialization: 6.361000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.861000 Kernel 1: 0.025000 Kernel 2: 106.456001 Copyback: 0.371000 Sum: 0.033000 It 5,Best ac:0.002224 0.909091 fi:0.190434. Ave ac:0.007724,0.013298 Initialization: 6.330000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.875000 Kernel 1: 0.024000 Kernel 2: 105.533997 Copyback: 0.017000 Sum: 0.038000 It 6,Best ac:0.000889 1.000000 fi:0.127674. Ave ac:0.007899,0.013218 Initialization: 6.391000 Memcpy Classifiers: 0.551000 Memcpy Instances: 9.038000 Kernel 1: 0.023000 Kernel 2: 102.186996 Copyback: 0.016000 Sum: 0.034000 It 7,Best ac:0.002001 1.000000 fi:0.099606. Ave ac:0.007026,0.012492 Initialization: 6.351000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.860000 Kernel 1: 0.025000 Kernel 2: 101.124001 Copyback: 0.017000 Sum: 0.032000 It 8,Best ac:0.001557 1.000000 fi:0.099768. Ave ac:0.005557,0.009844 Initialization: 6.332000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.870000 Kernel 1: 0.024000 Kernel 2: 101.308998 Copyback: 0.016000 Sum: 0.031000 It 9,Best ac:0.001557 1.000000 fi:0.099768. Ave ac:0.006608,0.013331 Iteration 10:MDL fitness activated Error 0.099768 TL 0.036553 MDL Theory Length Weight: 0.9098000847 (6) Initialization: 6.332000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.856000 Kernel 1: 0.025000 Kernel 2: 106.005997 Copyback: 0.016000 Sum: 0.033000 It 10,Best ac:0.001334 1.000000 fi:0.127611. Ave ac:0.005863,0.011941 Initialization: 6.310000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.879000 Kernel 1: 0.027000 Kernel 2: 105.776001 Copyback: 0.017000 Sum: 0.036000 It 11,Best ac:0.001112 1.000000 fi:0.126158. Ave ac:0.004900,0.009234 Initialization: 6.362000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.858000 Kernel 1: 0.024000 Kernel 2: 102.523003 Copyback: 0.017000 Sum: 0.029000 It 12,Best ac:0.001112 1.000000 fi:0.123386. Ave ac:0.005036,0.008056 Initialization: 6.530000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.851000 Kernel 1: 0.024000 Kernel 2: 101.496002 Copyback: 0.017000 Sum: 0.033000 It 13,Best ac:0.002001 1.000000 fi:0.121889. Ave ac:0.003790,0.006463 Initialization: 6.309000 Memcpy Classifiers: 0.524000 Memcpy Instances: 8.874000 Kernel 1: 0.023000 Kernel 2: 103.332001 Copyback: 0.017000 Sum: 0.030000 It 14,Best ac:0.001557 1.000000 fi:0.123172. Ave ac:0.003372,0.005402 Initialization: 6.371000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.867000 Kernel 1: 0.024000 Kernel 2: 104.329002 Copyback: 0.016000 Sum: 0.033000 It 15,Best ac:0.005337 1.000000 fi:0.117061. Ave ac:0.003599,0.005462 Initialization: 6.312000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.862000 Kernel 1: 0.024000 Kernel 2: 101.624001 Copyback: 0.016000 Sum: 0.034000 It 16,Best ac:0.002224 1.000000 fi:0.122251. Ave ac:0.003799,0.009938 Initialization: 6.351000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.851000 Kernel 1: 0.025000 Kernel 2: 101.486000 Copyback: 0.017000 Sum: 0.034000 It 17,Best ac:0.001112 1.000000 fi:0.120427. Ave ac:0.003358,0.006440 Initialization: 6.358000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.853000 Kernel 1: 0.024000 Kernel 2: 100.121002 Copyback: 0.017000 Sum: 0.030000 It 18,Best ac:0.001112 1.000000 fi:0.116353. Ave ac:0.004145,0.007134 Initialization: 6.426000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.863000 Kernel 1: 0.024000 Kernel 2: 101.513000 Copyback: 0.017000 Sum: 0.032000 It 19,Best ac:0.002446 1.000000 fi:0.119106. Ave ac:0.003142,0.004774 Initialization: 6.288000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.870000 Kernel 1: 0.024000 Kernel 2: 102.167000 Copyback: 0.018000 Sum: 0.044000 It 20,Best ac:0.001112 1.000000 fi:0.119585. Ave ac:0.003034,0.004294 Initialization: 6.955000 Memcpy Classifiers: 0.594000 Memcpy Instances: 11.142000 Kernel 1: 0.024000 Kernel 2: 100.846001 Copyback: 0.017000 Sum: 0.034000 It 21,Best ac:0.002224 1.000000 fi:0.116653. Ave ac:0.003152,0.004283 Initialization: 7.620000 Memcpy Classifiers: 0.566000 Memcpy Instances: 11.025000 Kernel 1: 0.033000 Kernel 2: 97.142998 Copyback: 0.017000 Sum: 0.043000 It 22,Best ac:0.001112 1.000000 fi:0.118929. Ave ac:0.003283,0.008530 Initialization: 6.416000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.855000 Kernel 1: 0.024000 Kernel 2: 97.821999 Copyback: 0.017000 Sum: 0.035000 It 23,Best ac:0.001112 1.000000 fi:0.116867. Ave ac:0.003487,0.008569 Initialization: 6.389000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.856000 Kernel 1: 0.024000 Kernel 2: 94.290001 Copyback: 0.017000 Sum: 0.034000 It 24,Best ac:0.001334 1.000000 fi:0.120556. Ave ac:0.003743,0.006955 Initialization: 6.452000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.844000 Kernel 1: 0.025000 Kernel 2: 93.919998 Copyback: 0.017000 Sum: 0.033000 It 25,Best ac:0.001334 1.000000 fi:0.117600. Ave ac:0.003553,0.009329 Initialization: 6.374000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.849000 Kernel 1: 0.026000 Kernel 2: 94.560997 Copyback: 0.017000 Sum: 0.031000 It 26,Best ac:0.001112 1.000000 fi:0.115260. Ave ac:0.004335,0.012852 Initialization: 6.398000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.847000 Kernel 1: 0.024000 Kernel 2: 95.154999 Copyback: 0.017000 Sum: 0.031000 It 27,Best ac:0.001112 1.000000 fi:0.114590. Ave ac:0.003272,0.008302 Initialization: 6.378000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.859000 Kernel 1: 0.023000 Kernel 2: 94.413002 Copyback: 0.017000 Sum: 0.033000 It 28,Best ac:0.001557 1.000000 fi:0.118249. Ave ac:0.002918,0.006989 Initialization: 6.360000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.861000 Kernel 1: 0.025000 Kernel 2: 94.153999 Copyback: 0.017000 Sum: 0.031000 It 29,Best ac:0.001112 1.000000 fi:0.120665. Ave ac:0.003072,0.006539 Initialization: 6.391000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.858000 Kernel 1: 0.023000 Kernel 2: 96.098999 Copyback: 0.017000 Sum: 0.030000 It 30,Best ac:0.001112 1.000000 fi:0.116353. Ave ac:0.003216,0.006162 Initialization: 6.421000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.841000 Kernel 1: 0.023000 Kernel 2: 92.841003 Copyback: 0.017000 Sum: 0.030000 It 31,Best ac:0.001112 1.000000 fi:0.117213. Ave ac:0.003667,0.009230 Initialization: 6.318000 Memcpy Classifiers: 0.339000 Memcpy Instances: 8.843000 Kernel 1: 0.024000 Kernel 2: 89.917000 Copyback: 0.017000 Sum: 0.029000 It 32,Best ac:0.002446 1.000000 fi:0.108763. Ave ac:0.003325,0.005213 Initialization: 6.334000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.861000 Kernel 1: 0.023000 Kernel 2: 92.242996 Copyback: 0.017000 Sum: 0.027000 It 33,Best ac:0.001112 1.000000 fi:0.119585. Ave ac:0.004472,0.008558 Initialization: 22.677000 Memcpy Instances: 467.613007 Memcpy Classifiers: 0.064000 Kernel 1: 0.028000 Kernel 2: 509.781006 Copyback: 0.015000 Sum: 0.014000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 502.880005 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.058000 Kernel 1: 0.012000 Kernel 2: 518.599976 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.060000 Kernel 1: 0.012000 Kernel 2: 514.994995 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.059000 Kernel 1: 0.011000 Kernel 2: 504.497009 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.060000 Kernel 1: 0.012000 Kernel 2: 505.380005 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.059000 Kernel 1: 0.011000 Kernel 2: 515.033020 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.059000 Kernel 1: 0.012000 Kernel 2: 509.511993 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.059000 Kernel 1: 0.012000 Kernel 2: 488.998993 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.059000 Kernel 1: 0.012000 Kernel 2: 500.145996 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.059000 Kernel 1: 0.012000 Kernel 2: 503.233002 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.059000 Kernel 1: 0.012000 Kernel 2: 496.438995 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.059000 Kernel 1: 0.011000 Kernel 2: 479.862000 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.044000 Kernel 1: 0.013000 Kernel 2: 164.800995 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.001014 0.794425 fi:0.326247. Ave ac:0.004256,0.017406 Best acc 0.001014 0.794425 Rule:Att PSSM_-3_17 is [<2.181500]|Att PSSM_-2_4 is [<0.985563]|Att PSSM_-2_11 is [-5.959789,3.465927]|Att PSSM_-1_12 is [-6.185644,-2.517105]|Att PSSM_0_2 is [-5.803661,-4.929645]|Att PSSM_0_4 is [-6.867994,3.465175]|Att PSSM_1_12 is [<-4.970679]|1 Accuracy : 0.730807 0 1 162743 1337 61826 8732 Removed 287 instances. 224569 Instances left. Acc of rule 0.001014-0.794425 Initialization: 6.337000 Memcpy Classifiers: 0.584000 Memcpy Instances: 8.850000 Kernel 1: 0.027000 Kernel 2: 109.855003 Copyback: 0.018000 Sum: 0.055000 Initial population average accuracy1:0.006749 accuracy2:0.260511 Initialization: 6.335000 Memcpy Classifiers: 0.505000 Memcpy Instances: 9.012000 Kernel 1: 0.032000 Kernel 2: 111.401001 Copyback: 0.017000 Sum: 0.050000 It 0,Best ac:0.000890 1.000000 fi:0.124854. Ave ac:0.008236,0.016541 Initialization: 6.150000 Memcpy Classifiers: 0.470000 Memcpy Instances: 12.048000 Kernel 1: 0.033000 Kernel 2: 108.452003 Copyback: 0.026000 Sum: 0.034000 It 1,Best ac:0.001558 1.000000 fi:0.099766. Ave ac:0.006895,0.011114 Initialization: 6.294000 Memcpy Classifiers: 0.451000 Memcpy Instances: 11.671000 Kernel 1: 0.023000 Kernel 2: 108.730003 Copyback: 0.017000 Sum: 0.029000 It 2,Best ac:0.001558 1.000000 fi:0.099766. Ave ac:0.006135,0.009462 Initialization: 6.397000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.856000 Kernel 1: 0.024000 Kernel 2: 107.009003 Copyback: 0.017000 Sum: 0.032000 It 3,Best ac:0.001113 1.000000 fi:0.099928. Ave ac:0.003439,0.005471 Initialization: 6.803000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.841000 Kernel 1: 0.025000 Kernel 2: 107.575996 Copyback: 0.017000 Sum: 0.033000 It 4,Best ac:0.001336 1.000000 fi:0.099847. Ave ac:0.003149,0.005930 Initialization: 6.332000 Memcpy Classifiers: 0.469000 Memcpy Instances: 11.294000 Kernel 1: 0.024000 Kernel 2: 103.375000 Copyback: 0.017000 Sum: 0.031000 It 5,Best ac:0.001113 1.000000 fi:0.099928. Ave ac:0.002775,0.005643 Initialization: 8.681000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.847000 Kernel 1: 0.025000 Kernel 2: 103.150002 Copyback: 0.017000 Sum: 0.033000 It 6,Best ac:0.001559 1.000000 fi:0.099765. Ave ac:0.002485,0.005069 Initialization: 6.405000 Memcpy Classifiers: 0.487000 Memcpy Instances: 10.400000 Kernel 1: 0.023000 Kernel 2: 103.651001 Copyback: 0.370000 Sum: 0.037000 It 7,Best ac:0.001781 1.000000 fi:0.099685. Ave ac:0.002267,0.003294 Initialization: 6.383000 Memcpy Classifiers: 0.480000 Memcpy Instances: 12.291000 Kernel 1: 0.027000 Kernel 2: 105.123001 Copyback: 0.017000 Sum: 0.032000 It 8,Best ac:0.002227 1.000000 fi:0.099522. Ave ac:0.002109,0.002702 Initialization: 6.319000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.841000 Kernel 1: 0.025000 Kernel 2: 107.092003 Copyback: 0.017000 Sum: 0.030000 It 9,Best ac:0.001336 1.000000 fi:0.099847. Ave ac:0.002215,0.002959 Iteration 10:MDL fitness activated Error 0.099847 TL 0.054655 MDL Theory Length Weight: 0.6089573979 (2) Initialization: 8.581000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.865000 Kernel 1: 0.024000 Kernel 2: 107.932999 Copyback: 0.017000 Sum: 0.034000 It 10,Best ac:0.001336 1.000000 fi:0.121532. Ave ac:0.002087,0.002386 Initialization: 7.498000 Memcpy Classifiers: 0.613000 Memcpy Instances: 11.607000 Kernel 1: 0.032000 Kernel 2: 108.134003 Copyback: 0.018000 Sum: 0.036000 It 11,Best ac:0.001336 1.000000 fi:0.120548. Ave ac:0.001643,0.001933 Initialization: 8.037000 Memcpy Classifiers: 0.614000 Memcpy Instances: 9.901000 Kernel 1: 0.024000 Kernel 2: 109.367996 Copyback: 0.017000 Sum: 0.036000 It 12,Best ac:0.001336 1.000000 fi:0.118346. Ave ac:0.001933,0.002368 Initialization: 6.432000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.865000 Kernel 1: 0.024000 Kernel 2: 110.235001 Copyback: 0.017000 Sum: 0.035000 It 13,Best ac:0.001113 1.000000 fi:0.123542. Ave ac:0.001864,0.002589 Initialization: 6.341000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.844000 Kernel 1: 0.024000 Kernel 2: 110.677002 Copyback: 0.017000 Sum: 0.035000 It 14,Best ac:0.001336 1.000000 fi:0.116870. Ave ac:0.002050,0.002561 Initialization: 7.594000 Memcpy Classifiers: 0.610000 Memcpy Instances: 10.559000 Kernel 1: 0.024000 Kernel 2: 108.611000 Copyback: 0.018000 Sum: 0.033000 It 15,Best ac:0.001559 1.000000 fi:0.119114. Ave ac:0.002028,0.002912 Initialization: 6.838000 Memcpy Classifiers: 0.451000 Memcpy Instances: 11.653000 Kernel 1: 0.023000 Kernel 2: 108.035004 Copyback: 0.017000 Sum: 0.033000 It 16,Best ac:0.001113 1.000000 fi:0.119507. Ave ac:0.001714,0.002192 Initialization: 7.387000 Memcpy Classifiers: 0.808000 Memcpy Instances: 13.335000 Kernel 1: 0.025000 Kernel 2: 107.530998 Copyback: 0.017000 Sum: 0.033000 It 17,Best ac:0.001113 1.000000 fi:0.116371. Ave ac:0.002442,0.003552 Initialization: 6.509000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.901000 Kernel 1: 0.023000 Kernel 2: 106.375000 Copyback: 0.017000 Sum: 0.031000 It 18,Best ac:0.001558 1.000000 fi:0.114008. Ave ac:0.002569,0.003440 Initialization: 6.392000 Memcpy Classifiers: 0.468000 Memcpy Instances: 9.640000 Kernel 1: 0.033000 Kernel 2: 106.814003 Copyback: 0.017000 Sum: 0.038000 It 19,Best ac:0.001559 1.000000 fi:0.120263. Ave ac:0.002672,0.003367 Initialization: 6.341000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.936000 Kernel 1: 0.022000 Kernel 2: 107.237999 Copyback: 0.017000 Sum: 0.031000 It 20,Best ac:0.001559 1.000000 fi:0.116749. Ave ac:0.002514,0.002756 Initialization: 7.422000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.941000 Kernel 1: 0.023000 Kernel 2: 109.843002 Copyback: 0.018000 Sum: 0.040000 It 21,Best ac:0.001113 1.000000 fi:0.120425. Ave ac:0.002714,0.003160 Initialization: 7.980000 Memcpy Classifiers: 0.744000 Memcpy Instances: 10.712000 Kernel 1: 0.023000 Kernel 2: 107.927002 Copyback: 0.018000 Sum: 0.043000 It 22,Best ac:0.001558 1.000000 fi:0.117102. Ave ac:0.002063,0.002630 Initialization: 8.479000 Memcpy Classifiers: 0.711000 Memcpy Instances: 9.389000 Kernel 1: 0.024000 Kernel 2: 104.917000 Copyback: 0.017000 Sum: 0.031000 It 23,Best ac:0.001114 1.000000 fi:0.120573. Ave ac:0.002735,0.003084 Initialization: 8.348000 Memcpy Classifiers: 0.451000 Memcpy Instances: 12.032000 Kernel 1: 0.027000 Kernel 2: 105.889000 Copyback: 0.017000 Sum: 0.034000 It 24,Best ac:0.001336 1.000000 fi:0.121114. Ave ac:0.001564,0.001460 Initialization: 6.357000 Memcpy Classifiers: 0.463000 Memcpy Instances: 10.029000 Kernel 1: 0.024000 Kernel 2: 104.263000 Copyback: 0.017000 Sum: 0.033000 It 25,Best ac:0.001558 1.000000 fi:0.119793. Ave ac:0.001664,0.001990 Initialization: 6.359000 Memcpy Classifiers: 0.451000 Memcpy Instances: 9.670000 Kernel 1: 0.023000 Kernel 2: 105.425003 Copyback: 0.017000 Sum: 0.034000 It 26,Best ac:0.001781 1.000000 fi:0.118310. Ave ac:0.002047,0.002403 Initialization: 7.249000 Memcpy Classifiers: 0.433000 Memcpy Instances: 12.205000 Kernel 1: 0.025000 Kernel 2: 106.573997 Copyback: 0.018000 Sum: 0.045000 It 27,Best ac:0.002004 1.000000 fi:0.121189. Ave ac:0.001925,0.002428 MDL Theory Length Weight: 0.5480616581 (10) Initialization: 6.398000 Memcpy Classifiers: 0.416000 Memcpy Instances: 10.544000 Kernel 1: 0.022000 Kernel 2: 102.586998 Copyback: 0.016000 Sum: 0.033000 It 28,Best ac:0.001336 1.000000 fi:0.117925. Ave ac:0.002910,0.003345 Initialization: 7.311000 Memcpy Classifiers: 0.806000 Memcpy Instances: 12.931000 Kernel 1: 0.026000 Kernel 2: 103.278999 Copyback: 0.017000 Sum: 0.033000 It 29,Best ac:0.001336 1.000000 fi:0.117261. Ave ac:0.002425,0.002786 Initialization: 6.384000 Memcpy Classifiers: 0.487000 Memcpy Instances: 10.830000 Kernel 1: 0.033000 Kernel 2: 103.458000 Copyback: 0.016000 Sum: 0.034000 It 30,Best ac:0.003340 1.000000 fi:0.116343. Ave ac:0.002112,0.002261 Initialization: 7.080000 Memcpy Classifiers: 0.806000 Memcpy Instances: 13.216000 Kernel 1: 0.026000 Kernel 2: 101.278000 Copyback: 0.017000 Sum: 0.031000 It 31,Best ac:0.003339 1.000000 fi:0.116258. Ave ac:0.002072,0.002255 Initialization: 6.259000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.910000 Kernel 1: 0.023000 Kernel 2: 100.806000 Copyback: 0.017000 Sum: 0.038000 It 32,Best ac:0.002449 1.000000 fi:0.114182. Ave ac:0.001618,0.001750 Initialization: 6.373000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.841000 Kernel 1: 0.025000 Kernel 2: 101.035004 Copyback: 0.019000 Sum: 0.048000 It 33,Best ac:0.001336 1.000000 fi:0.116988. Ave ac:0.002333,0.002770 Initialization: 25.694000 Memcpy Instances: 528.763977 Memcpy Classifiers: 0.073000 Kernel 1: 0.026000 Kernel 2: 549.690002 Copyback: 0.016000 Sum: 0.012000 Memcpy Classifiers: 0.069000 Kernel 1: 0.023000 Kernel 2: 537.114990 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.104000 Kernel 1: 0.021000 Kernel 2: 549.343994 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.069000 Kernel 1: 0.013000 Kernel 2: 565.375977 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.102000 Kernel 1: 0.021000 Kernel 2: 549.622986 Copyback: 0.367000 Sum: 0.003000 Memcpy Classifiers: 0.070000 Kernel 1: 0.015000 Kernel 2: 544.268005 Copyback: 0.018000 Sum: 0.003000 Memcpy Classifiers: 0.103000 Kernel 1: 0.023000 Kernel 2: 560.801025 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.013000 Kernel 2: 535.333984 Copyback: 0.017000 Sum: 0.002000 Memcpy Classifiers: 0.104000 Kernel 1: 0.023000 Kernel 2: 545.301025 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.013000 Kernel 2: 559.747986 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.097000 Kernel 1: 0.022000 Kernel 2: 543.765015 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.069000 Kernel 1: 0.013000 Kernel 2: 549.158020 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.013000 Kernel 2: 555.081970 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.053000 Kernel 1: 0.021000 Kernel 2: 176.740005 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.001269 0.776567 fi:0.342731. Ave ac:0.002147,0.008161 Best acc 0.001269 0.776567 Initialization: 7.967000 Memcpy Classifiers: 0.505000 Memcpy Instances: 9.087000 Kernel 1: 0.033000 Kernel 2: 108.652000 Copyback: 0.017000 Sum: 0.038000 Initial population average accuracy1:0.005528 accuracy2:0.256174 Initialization: 7.544000 Memcpy Classifiers: 0.690000 Memcpy Instances: 12.536000 Kernel 1: 0.026000 Kernel 2: 106.803001 Copyback: 0.017000 Sum: 0.039000 It 0,Best ac:0.001113 0.833333 fi:0.266595. Ave ac:0.007184,0.011919 Initialization: 7.928000 Memcpy Classifiers: 0.808000 Memcpy Instances: 10.228000 Kernel 1: 0.032000 Kernel 2: 103.431999 Copyback: 0.017000 Sum: 0.033000 It 1,Best ac:0.001336 1.000000 fi:0.099847. Ave ac:0.005817,0.010014 Initialization: 6.366000 Memcpy Classifiers: 0.487000 Memcpy Instances: 9.344000 Kernel 1: 0.032000 Kernel 2: 103.822998 Copyback: 0.018000 Sum: 0.040000 It 2,Best ac:0.000890 1.000000 fi:0.124854. Ave ac:0.005794,0.009698 Initialization: 6.374000 Memcpy Classifiers: 0.487000 Memcpy Instances: 10.146000 Kernel 1: 0.024000 Kernel 2: 103.852997 Copyback: 0.372000 Sum: 0.031000 It 3,Best ac:0.001336 1.000000 fi:0.099847. Ave ac:0.005475,0.009706 Initialization: 8.571000 Memcpy Classifiers: 0.599000 Memcpy Instances: 10.338000 Kernel 1: 0.026000 Kernel 2: 103.883003 Copyback: 0.020000 Sum: 0.039000 It 4,Best ac:0.002004 1.000000 fi:0.099603. Ave ac:0.004462,0.006125 Initialization: 8.566000 Memcpy Classifiers: 0.860000 Memcpy Instances: 11.363000 Kernel 1: 0.023000 Kernel 2: 102.557999 Copyback: 0.017000 Sum: 0.036000 It 5,Best ac:0.002004 1.000000 fi:0.099604. Ave ac:0.003756,0.006291 Initialization: 6.806000 Memcpy Classifiers: 0.450000 Memcpy Instances: 10.596000 Kernel 1: 0.023000 Kernel 2: 103.690002 Copyback: 0.018000 Sum: 0.049000 It 6,Best ac:0.001113 1.000000 fi:0.099928. Ave ac:0.003783,0.006413 Initialization: 6.805000 Memcpy Classifiers: 0.417000 Memcpy Instances: 11.932000 Kernel 1: 0.023000 Kernel 2: 100.927002 Copyback: 0.017000 Sum: 0.033000 It 7,Best ac:0.002227 1.000000 fi:0.099523. Ave ac:0.003932,0.006106 Initialization: 6.421000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.586000 Kernel 1: 0.023000 Kernel 2: 103.141998 Copyback: 0.017000 Sum: 0.030000 It 8,Best ac:0.002227 1.000000 fi:0.099522. Ave ac:0.004358,0.007135 Initialization: 6.318000 Memcpy Classifiers: 0.451000 Memcpy Instances: 9.956000 Kernel 1: 0.023000 Kernel 2: 97.533997 Copyback: 0.017000 Sum: 0.039000 It 9,Best ac:0.002004 1.000000 fi:0.099604. Ave ac:0.004041,0.007461 Iteration 10:MDL fitness activated Error 0.099604 TL 0.028501 MDL Theory Length Weight: 1.1649109157 (2) Initialization: 8.766000 Memcpy Classifiers: 0.416000 Memcpy Instances: 11.520000 Kernel 1: 0.023000 Kernel 2: 94.902000 Copyback: 0.016000 Sum: 0.034000 It 10,Best ac:0.001113 1.000000 fi:0.124990. Ave ac:0.004071,0.006619 Initialization: 6.358000 Memcpy Classifiers: 0.417000 Memcpy Instances: 12.320000 Kernel 1: 0.024000 Kernel 2: 89.570000 Copyback: 0.017000 Sum: 0.048000 It 11,Best ac:0.001781 1.000000 fi:0.122380. Ave ac:0.003329,0.004640 Initialization: 9.455000 Memcpy Classifiers: 0.643000 Memcpy Instances: 11.362000 Kernel 1: 0.023000 Kernel 2: 89.522003 Copyback: 0.017000 Sum: 0.038000 It 12,Best ac:0.002895 1.000000 fi:0.128768. Ave ac:0.004297,0.007473 Initialization: 6.743000 Memcpy Classifiers: 0.463000 Memcpy Instances: 11.101000 Kernel 1: 0.023000 Kernel 2: 88.114998 Copyback: 0.017000 Sum: 0.032000 It 13,Best ac:0.001559 1.000000 fi:0.128536. Ave ac:0.002876,0.003868 Initialization: 8.625000 Memcpy Classifiers: 0.646000 Memcpy Instances: 8.920000 Kernel 1: 0.024000 Kernel 2: 87.988998 Copyback: 0.018000 Sum: 0.042000 It 14,Best ac:0.001113 1.000000 fi:0.126787. Ave ac:0.003295,0.004471 Initialization: 6.464000 Memcpy Classifiers: 0.380000 Memcpy Instances: 12.149000 Kernel 1: 0.023000 Kernel 2: 88.219002 Copyback: 0.018000 Sum: 0.041000 It 15,Best ac:0.001336 1.000000 fi:0.124910. Ave ac:0.003310,0.004175 Initialization: 6.834000 Memcpy Classifiers: 0.379000 Memcpy Instances: 11.036000 Kernel 1: 0.034000 Kernel 2: 87.928001 Copyback: 0.017000 Sum: 0.029000 It 16,Best ac:0.002226 1.000000 fi:0.127065. Ave ac:0.003238,0.004442 Initialization: 6.396000 Memcpy Classifiers: 0.361000 Memcpy Instances: 12.106000 Kernel 1: 0.024000 Kernel 2: 88.968002 Copyback: 0.017000 Sum: 0.030000 It 17,Best ac:0.001336 1.000000 fi:0.122389. Ave ac:0.003381,0.004261 Initialization: 8.519000 Memcpy Classifiers: 0.681000 Memcpy Instances: 13.437000 Kernel 1: 0.033000 Kernel 2: 88.481003 Copyback: 0.017000 Sum: 0.033000 It 18,Best ac:0.001781 1.000000 fi:0.126214. Ave ac:0.001745,0.002366 Initialization: 6.407000 Memcpy Classifiers: 0.416000 Memcpy Instances: 12.596000 Kernel 1: 0.032000 Kernel 2: 88.889999 Copyback: 0.022000 Sum: 0.031000 It 19,Best ac:0.002895 1.000000 fi:0.131513. Ave ac:0.003227,0.004979 Initialization: 7.111000 Memcpy Classifiers: 0.423000 Memcpy Instances: 11.128000 Kernel 1: 0.033000 Kernel 2: 89.507004 Copyback: 0.017000 Sum: 0.033000 It 20,Best ac:0.001558 1.000000 fi:0.125677. Ave ac:0.003341,0.007060 MDL Theory Length Weight: 1.0484198241 (10) Initialization: 8.919000 Memcpy Classifiers: 0.416000 Memcpy Instances: 12.283000 Kernel 1: 0.024000 Kernel 2: 90.529999 Copyback: 0.018000 Sum: 0.028000 It 21,Best ac:0.002004 1.000000 fi:0.120029. Ave ac:0.003078,0.003886 Initialization: 6.296000 Memcpy Classifiers: 0.363000 Memcpy Instances: 10.460000 Kernel 1: 0.032000 Kernel 2: 90.163002 Copyback: 0.017000 Sum: 0.031000 It 22,Best ac:0.001558 1.000000 fi:0.121843. Ave ac:0.002818,0.004308 Initialization: 6.323000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.867000 Kernel 1: 0.023000 Kernel 2: 91.380997 Copyback: 0.017000 Sum: 0.033000 It 23,Best ac:0.001336 1.000000 fi:0.125239. Ave ac:0.002643,0.006677 Initialization: 6.322000 Memcpy Classifiers: 0.398000 Memcpy Instances: 10.200000 Kernel 1: 0.033000 Kernel 2: 93.190002 Copyback: 0.017000 Sum: 0.028000 It 24,Best ac:0.001336 1.000000 fi:0.120492. Ave ac:0.002790,0.003345 Initialization: 6.316000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.874000 Kernel 1: 0.024000 Kernel 2: 94.802002 Copyback: 0.017000 Sum: 0.029000 It 25,Best ac:0.002227 1.000000 fi:0.117923. Ave ac:0.002741,0.003683 Initialization: 6.401000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.847000 Kernel 1: 0.024000 Kernel 2: 92.030998 Copyback: 0.017000 Sum: 0.035000 It 26,Best ac:0.002449 1.000000 fi:0.120148. Ave ac:0.002452,0.003764 Initialization: 6.327000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.852000 Kernel 1: 0.025000 Kernel 2: 90.702003 Copyback: 0.016000 Sum: 0.033000 It 27,Best ac:0.001559 1.000000 fi:0.116067. Ave ac:0.003320,0.005555 Initialization: 6.305000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.913000 Kernel 1: 0.024000 Kernel 2: 92.564003 Copyback: 0.017000 Sum: 0.028000 It 28,Best ac:0.001336 1.000000 fi:0.117646. Ave ac:0.002521,0.003221 Initialization: 6.295000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.919000 Kernel 1: 0.053000 Kernel 2: 89.966003 Copyback: 0.017000 Sum: 0.033000 It 29,Best ac:0.001558 1.000000 fi:0.121059. Ave ac:0.002592,0.003848 Initialization: 6.341000 Memcpy Classifiers: 0.403000 Memcpy Instances: 8.849000 Kernel 1: 0.025000 Kernel 2: 91.095001 Copyback: 0.017000 Sum: 0.028000 It 30,Best ac:0.001559 1.000000 fi:0.120463. Ave ac:0.002726,0.004567 Initialization: 6.749000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.852000 Kernel 1: 0.023000 Kernel 2: 91.194000 Copyback: 0.017000 Sum: 0.028000 It 31,Best ac:0.003117 1.000000 fi:0.121567. Ave ac:0.002835,0.004091 Initialization: 6.359000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.887000 Kernel 1: 0.024000 Kernel 2: 88.040001 Copyback: 0.017000 Sum: 0.029000 It 32,Best ac:0.001559 1.000000 fi:0.120591. Ave ac:0.002782,0.003634 Initialization: 6.292000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.858000 Kernel 1: 0.024000 Kernel 2: 88.475998 Copyback: 0.016000 Sum: 0.031000 It 33,Best ac:0.002449 1.000000 fi:0.120426. Ave ac:0.002959,0.006098 Initialization: 22.556000 Memcpy Instances: 445.480011 Memcpy Classifiers: 0.063000 Kernel 1: 0.029000 Kernel 2: 479.515015 Copyback: 0.015000 Sum: 0.015000 Memcpy Classifiers: 0.054000 Kernel 1: 0.012000 Kernel 2: 492.523010 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.059000 Kernel 1: 0.012000 Kernel 2: 476.705994 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.060000 Kernel 1: 0.017000 Kernel 2: 482.612000 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.058000 Kernel 1: 0.013000 Kernel 2: 469.649994 Copyback: 0.368000 Sum: 0.002000 Memcpy Classifiers: 0.060000 Kernel 1: 0.012000 Kernel 2: 501.454987 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.059000 Kernel 1: 0.012000 Kernel 2: 497.201996 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.059000 Kernel 1: 0.012000 Kernel 2: 492.579010 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.016000 Kernel 2: 464.372009 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.058000 Kernel 1: 0.012000 Kernel 2: 491.903015 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.060000 Kernel 1: 0.012000 Kernel 2: 489.610992 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.060000 Kernel 1: 0.013000 Kernel 2: 484.023987 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.059000 Kernel 1: 0.012000 Kernel 2: 477.635010 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.043000 Kernel 1: 0.015000 Kernel 2: 165.169998 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.001158 0.812500 fi:0.312804. Ave ac:0.002768,0.010633 Best acc 0.001158 0.812500 Rule:Att PSSM_-4_9 is [-3.392647,10.087064]|Att PSSM_-3_19 is [-3.372395,8.756200]|Att PSSM_0_2 is [<-4.061587]|Att PSSM_0_11 is [0.763267,5.236733]|Att PSSM_0_12 is [<2.999695]|Att PSSM_1_20 is [-1.614432,6.885647]|Att PSSM_2_18 is [<7.222485]|Att PSSM_3_12 is [-6.090827,0.407766]|Att PSSM_4_6 is [<-3.306353]|1 Accuracy : 0.731659 0 1 162683 1397 61566 8992 Removed 320 instances. 224249 Instances left. Acc of rule 0.001158-0.812500 Initialization: 6.398000 Memcpy Classifiers: 0.541000 Memcpy Instances: 8.853000 Kernel 1: 0.027000 Kernel 2: 111.331001 Copyback: 0.017000 Sum: 0.045000 Initial population average accuracy1:0.006601 accuracy2:0.253864 Initialization: 6.360000 Memcpy Classifiers: 0.540000 Memcpy Instances: 8.868000 Kernel 1: 0.025000 Kernel 2: 111.001999 Copyback: 0.017000 Sum: 0.059000 It 0,Best ac:0.001784 0.888889 fi:0.210793. Ave ac:0.007743,0.015835 Initialization: 6.433000 Memcpy Classifiers: 0.524000 Memcpy Instances: 8.858000 Kernel 1: 0.024000 Kernel 2: 109.059998 Copyback: 0.017000 Sum: 0.037000 It 1,Best ac:0.001115 0.833333 fi:0.266593. Ave ac:0.006823,0.011851 Initialization: 6.442000 Memcpy Classifiers: 0.541000 Memcpy Instances: 8.858000 Kernel 1: 0.025000 Kernel 2: 107.861000 Copyback: 0.018000 Sum: 0.037000 It 2,Best ac:0.000892 1.000000 fi:0.120588. Ave ac:0.005944,0.010388 Initialization: 8.145000 Memcpy Classifiers: 0.543000 Memcpy Instances: 10.903000 Kernel 1: 0.022000 Kernel 2: 108.992996 Copyback: 0.017000 Sum: 0.042000 It 3,Best ac:0.002230 1.000000 fi:0.099519. Ave ac:0.005744,0.009034 Initialization: 7.474000 Memcpy Classifiers: 0.488000 Memcpy Instances: 12.668000 Kernel 1: 0.028000 Kernel 2: 105.922997 Copyback: 0.017000 Sum: 0.034000 It 4,Best ac:0.000892 1.000000 fi:0.121302. Ave ac:0.004357,0.006176 Initialization: 7.629000 Memcpy Classifiers: 0.868000 Memcpy Instances: 12.584000 Kernel 1: 0.027000 Kernel 2: 103.911003 Copyback: 0.017000 Sum: 0.037000 It 5,Best ac:0.000892 1.000000 fi:0.121302. Ave ac:0.004682,0.006697 Initialization: 7.496000 Memcpy Classifiers: 0.452000 Memcpy Instances: 11.954000 Kernel 1: 0.024000 Kernel 2: 104.438004 Copyback: 0.017000 Sum: 0.035000 It 6,Best ac:0.001338 1.000000 fi:0.099845. Ave ac:0.005253,0.008166 Initialization: 6.433000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.837000 Kernel 1: 0.025000 Kernel 2: 104.109001 Copyback: 0.017000 Sum: 0.035000 It 7,Best ac:0.001561 1.000000 fi:0.099763. Ave ac:0.004546,0.007584 Initialization: 8.604000 Memcpy Classifiers: 0.807000 Memcpy Instances: 11.823000 Kernel 1: 0.025000 Kernel 2: 102.457001 Copyback: 0.017000 Sum: 0.031000 It 8,Best ac:0.001784 1.000000 fi:0.099682. Ave ac:0.004256,0.007439 Initialization: 7.658000 Memcpy Classifiers: 0.591000 Memcpy Instances: 11.391000 Kernel 1: 0.023000 Kernel 2: 105.878998 Copyback: 0.017000 Sum: 0.037000 It 9,Best ac:0.002007 1.000000 fi:0.099600. Ave ac:0.003632,0.006011 Iteration 10:MDL fitness activated Error 0.099600 TL 0.040851 MDL Theory Length Weight: 0.8127177828 (7) Initialization: 7.625000 Memcpy Classifiers: 0.585000 Memcpy Instances: 10.246000 Kernel 1: 0.023000 Kernel 2: 105.110001 Copyback: 0.017000 Sum: 0.038000 It 10,Best ac:0.001115 1.000000 fi:0.124004. Ave ac:0.003747,0.005194 Initialization: 7.676000 Memcpy Classifiers: 0.871000 Memcpy Instances: 11.672000 Kernel 1: 0.023000 Kernel 2: 101.162003 Copyback: 0.017000 Sum: 0.042000 It 11,Best ac:0.001560 1.000000 fi:0.122199. Ave ac:0.003790,0.006621 Initialization: 6.372000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.895000 Kernel 1: 0.024000 Kernel 2: 102.822998 Copyback: 0.017000 Sum: 0.035000 It 12,Best ac:0.001115 1.000000 fi:0.128737. Ave ac:0.003465,0.006181 Initialization: 6.965000 Memcpy Classifiers: 0.651000 Memcpy Instances: 9.846000 Kernel 1: 0.024000 Kernel 2: 100.704002 Copyback: 0.017000 Sum: 0.034000 It 13,Best ac:0.002007 1.000000 fi:0.124170. Ave ac:0.002627,0.003821 Initialization: 7.375000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.853000 Kernel 1: 0.024000 Kernel 2: 101.893997 Copyback: 0.017000 Sum: 0.039000 It 14,Best ac:0.001115 1.000000 fi:0.123014. Ave ac:0.003339,0.004381 Initialization: 6.333000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.833000 Kernel 1: 0.025000 Kernel 2: 99.084000 Copyback: 0.017000 Sum: 0.031000 It 15,Best ac:0.001561 1.000000 fi:0.123797. Ave ac:0.003600,0.004161 Initialization: 6.317000 Memcpy Classifiers: 0.434000 Memcpy Instances: 11.754000 Kernel 1: 0.028000 Kernel 2: 99.343002 Copyback: 0.017000 Sum: 0.036000 It 16,Best ac:0.001561 1.000000 fi:0.122002. Ave ac:0.002984,0.004286 Initialization: 8.755000 Memcpy Classifiers: 0.416000 Memcpy Instances: 11.073000 Kernel 1: 0.025000 Kernel 2: 95.971001 Copyback: 0.017000 Sum: 0.033000 It 17,Best ac:0.001115 1.000000 fi:0.126698. Ave ac:0.002614,0.004709 Initialization: 6.303000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.868000 Kernel 1: 0.025000 Kernel 2: 97.773003 Copyback: 0.017000 Sum: 0.032000 It 18,Best ac:0.001338 1.000000 fi:0.122932. Ave ac:0.003203,0.004614 Initialization: 7.213000 Memcpy Classifiers: 0.432000 Memcpy Instances: 8.865000 Kernel 1: 0.024000 Kernel 2: 96.208000 Copyback: 0.017000 Sum: 0.033000 It 19,Best ac:0.001561 1.000000 fi:0.125365. Ave ac:0.003161,0.005921 Initialization: 7.329000 Memcpy Classifiers: 0.416000 Memcpy Instances: 12.142000 Kernel 1: 0.023000 Kernel 2: 94.327003 Copyback: 0.016000 Sum: 0.028000 It 20,Best ac:0.001560 1.000000 fi:0.119788. Ave ac:0.003038,0.003058 Initialization: 6.385000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.903000 Kernel 1: 0.023000 Kernel 2: 94.441002 Copyback: 0.017000 Sum: 0.034000 It 21,Best ac:0.001338 1.000000 fi:0.121337. Ave ac:0.003055,0.003909 Initialization: 6.368000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.862000 Kernel 1: 0.024000 Kernel 2: 95.587997 Copyback: 0.017000 Sum: 0.032000 It 22,Best ac:0.001115 1.000000 fi:0.126273. Ave ac:0.002550,0.002820 Initialization: 6.296000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.872000 Kernel 1: 0.024000 Kernel 2: 95.255997 Copyback: 0.017000 Sum: 0.035000 It 23,Best ac:0.002007 1.000000 fi:0.123962. Ave ac:0.002422,0.003612 Initialization: 6.264000 Memcpy Classifiers: 0.539000 Memcpy Instances: 8.848000 Kernel 1: 0.025000 Kernel 2: 95.070000 Copyback: 0.016000 Sum: 0.032000 It 24,Best ac:0.001560 1.000000 fi:0.124289. Ave ac:0.002678,0.003367 Initialization: 6.311000 Memcpy Classifiers: 0.444000 Memcpy Instances: 8.860000 Kernel 1: 0.021000 Kernel 2: 97.492996 Copyback: 0.017000 Sum: 0.032000 It 25,Best ac:0.002007 1.000000 fi:0.121838. Ave ac:0.002845,0.003458 Initialization: 6.340000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.866000 Kernel 1: 0.024000 Kernel 2: 93.778000 Copyback: 0.017000 Sum: 0.034000 It 26,Best ac:0.001338 1.000000 fi:0.124112. Ave ac:0.002775,0.004330 Initialization: 6.362000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.853000 Kernel 1: 0.024000 Kernel 2: 92.065002 Copyback: 0.017000 Sum: 0.032000 It 27,Best ac:0.001115 1.000000 fi:0.122509. Ave ac:0.002392,0.003017 Initialization: 6.343000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.847000 Kernel 1: 0.024000 Kernel 2: 90.555000 Copyback: 0.016000 Sum: 0.034000 It 28,Best ac:0.001783 1.000000 fi:0.120171. Ave ac:0.002535,0.004576 Initialization: 6.302000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.889000 Kernel 1: 0.024000 Kernel 2: 92.408997 Copyback: 0.017000 Sum: 0.031000 It 29,Best ac:0.001338 1.000000 fi:0.119869. Ave ac:0.003234,0.004450 MDL Theory Length Weight: 0.7314460045 (10) Initialization: 6.295000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.857000 Kernel 1: 0.025000 Kernel 2: 92.231003 Copyback: 0.017000 Sum: 0.032000 It 30,Best ac:0.001338 1.000000 fi:0.118650. Ave ac:0.002690,0.003227 Initialization: 6.422000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.849000 Kernel 1: 0.025000 Kernel 2: 92.856003 Copyback: 0.017000 Sum: 0.032000 It 31,Best ac:0.002230 1.000000 fi:0.118610. Ave ac:0.003035,0.003541 Initialization: 6.432000 Memcpy Classifiers: 0.452000 Memcpy Instances: 12.176000 Kernel 1: 0.022000 Kernel 2: 91.880997 Copyback: 0.017000 Sum: 0.033000 It 32,Best ac:0.002898 1.000000 fi:0.116191. Ave ac:0.002788,0.003157 Initialization: 6.385000 Memcpy Classifiers: 0.380000 Memcpy Instances: 12.366000 Kernel 1: 0.025000 Kernel 2: 93.117996 Copyback: 0.018000 Sum: 0.041000 It 33,Best ac:0.001338 1.000000 fi:0.119058. Ave ac:0.002570,0.002934 Initialization: 25.402000 Memcpy Instances: 443.082001 Memcpy Classifiers: 0.072000 Kernel 1: 0.027000 Kernel 2: 543.185974 Copyback: 0.015000 Sum: 0.015000 Memcpy Classifiers: 0.065000 Kernel 1: 0.012000 Kernel 2: 503.682007 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.081000 Kernel 1: 0.012000 Kernel 2: 506.095001 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.011000 Kernel 2: 535.182007 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.012000 Kernel 2: 509.183014 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.012000 Kernel 2: 534.883972 Copyback: 0.365000 Sum: 0.004000 Memcpy Classifiers: 0.072000 Kernel 1: 0.017000 Kernel 2: 500.321014 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.012000 Kernel 2: 535.940979 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.012000 Kernel 2: 508.576996 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.012000 Kernel 2: 515.302979 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.012000 Kernel 2: 512.013977 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.071000 Kernel 1: 0.013000 Kernel 2: 519.517029 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.069000 Kernel 1: 0.012000 Kernel 2: 496.718994 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.048000 Kernel 1: 0.012000 Kernel 2: 162.018005 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.001360 0.835616 fi:0.286293. Ave ac:0.002919,0.010998 Best acc 0.001360 0.835616 Initialization: 6.328000 Memcpy Classifiers: 0.505000 Memcpy Instances: 10.840000 Kernel 1: 0.026000 Kernel 2: 109.260002 Copyback: 0.017000 Sum: 0.043000 Initial population average accuracy1:0.005958 accuracy2:0.262694 Initialization: 6.359000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.873000 Kernel 1: 0.023000 Kernel 2: 111.032997 Copyback: 0.017000 Sum: 0.057000 It 0,Best ac:0.001561 0.777778 fi:0.321985. Ave ac:0.006701,0.013142 Initialization: 7.452000 Memcpy Classifiers: 0.910000 Memcpy Instances: 11.396000 Kernel 1: 0.025000 Kernel 2: 112.574997 Copyback: 0.017000 Sum: 0.033000 It 1,Best ac:0.000892 1.000000 fi:0.120588. Ave ac:0.006154,0.011110 Initialization: 7.813000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.890000 Kernel 1: 0.025000 Kernel 2: 108.954002 Copyback: 0.017000 Sum: 0.034000 It 2,Best ac:0.001115 1.000000 fi:0.099926. Ave ac:0.005046,0.008882 Initialization: 7.863000 Memcpy Classifiers: 0.524000 Memcpy Instances: 10.011000 Kernel 1: 0.024000 Kernel 2: 109.074997 Copyback: 0.017000 Sum: 0.032000 It 3,Best ac:0.002453 1.000000 fi:0.099437. Ave ac:0.005562,0.010571 Initialization: 8.440000 Memcpy Classifiers: 0.469000 Memcpy Instances: 12.653000 Kernel 1: 0.024000 Kernel 2: 107.824997 Copyback: 0.017000 Sum: 0.039000 It 4,Best ac:0.001561 1.000000 fi:0.099763. Ave ac:0.005739,0.008579 Initialization: 6.276000 Memcpy Classifiers: 0.416000 Memcpy Instances: 11.933000 Kernel 1: 0.026000 Kernel 2: 106.379997 Copyback: 0.017000 Sum: 0.036000 It 5,Best ac:0.001784 1.000000 fi:0.099682. Ave ac:0.005611,0.008148 Initialization: 6.406000 Memcpy Classifiers: 0.411000 Memcpy Instances: 11.505000 Kernel 1: 0.023000 Kernel 2: 104.899002 Copyback: 0.017000 Sum: 0.035000 It 6,Best ac:0.001784 1.000000 fi:0.099682. Ave ac:0.004281,0.005442 Initialization: 6.391000 Memcpy Classifiers: 0.416000 Memcpy Instances: 11.856000 Kernel 1: 0.024000 Kernel 2: 102.866997 Copyback: 0.017000 Sum: 0.033000 It 7,Best ac:0.002007 1.000000 fi:0.099600. Ave ac:0.003671,0.004813 Initialization: 6.287000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.865000 Kernel 1: 0.025000 Kernel 2: 106.188004 Copyback: 0.017000 Sum: 0.035000 It 8,Best ac:0.002007 1.000000 fi:0.099600. Ave ac:0.003427,0.004377 Initialization: 6.363000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.848000 Kernel 1: 0.025000 Kernel 2: 100.454002 Copyback: 0.017000 Sum: 0.031000 It 9,Best ac:0.003344 1.000000 fi:0.099111. Ave ac:0.002520,0.003622 Iteration 10:MDL fitness activated Error 0.099111 TL 0.035015 MDL Theory Length Weight: 0.9435078789 (1) Initialization: 7.630000 Memcpy Classifiers: 0.655000 Memcpy Instances: 10.444000 Kernel 1: 0.024000 Kernel 2: 101.653999 Copyback: 0.017000 Sum: 0.030000 It 10,Best ac:0.001115 1.000000 fi:0.127268. Ave ac:0.003136,0.004429 Initialization: 6.341000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.881000 Kernel 1: 0.024000 Kernel 2: 101.806000 Copyback: 0.018000 Sum: 0.037000 It 11,Best ac:0.001115 1.000000 fi:0.129767. Ave ac:0.003315,0.005540 Initialization: 6.695000 Memcpy Classifiers: 0.883000 Memcpy Instances: 11.720000 Kernel 1: 0.024000 Kernel 2: 99.540001 Copyback: 0.370000 Sum: 0.031000 It 12,Best ac:0.001561 1.000000 fi:0.125447. Ave ac:0.002488,0.003507 Initialization: 6.385000 Memcpy Classifiers: 0.437000 Memcpy Instances: 12.004000 Kernel 1: 0.024000 Kernel 2: 97.669998 Copyback: 0.017000 Sum: 0.039000 It 13,Best ac:0.001338 1.000000 fi:0.122023. Ave ac:0.003372,0.005754 Initialization: 7.598000 Memcpy Classifiers: 0.839000 Memcpy Instances: 11.509000 Kernel 1: 0.024000 Kernel 2: 96.303001 Copyback: 0.017000 Sum: 0.036000 It 14,Best ac:0.001115 1.000000 fi:0.136746. Ave ac:0.002735,0.004901 Initialization: 7.645000 Memcpy Classifiers: 0.490000 Memcpy Instances: 11.435000 Kernel 1: 0.025000 Kernel 2: 96.898003 Copyback: 0.017000 Sum: 0.031000 It 15,Best ac:0.001115 1.000000 fi:0.122247. Ave ac:0.003838,0.005692 Initialization: 7.947000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.897000 Kernel 1: 0.024000 Kernel 2: 97.583000 Copyback: 0.018000 Sum: 0.039000 It 16,Best ac:0.001115 1.000000 fi:0.120152. Ave ac:0.003732,0.006855 Initialization: 8.172000 Memcpy Classifiers: 0.398000 Memcpy Instances: 12.270000 Kernel 1: 0.024000 Kernel 2: 95.164001 Copyback: 0.017000 Sum: 0.030000 It 17,Best ac:0.001115 1.000000 fi:0.120305. Ave ac:0.003272,0.005494 Initialization: 6.302000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.900000 Kernel 1: 0.023000 Kernel 2: 94.164001 Copyback: 0.017000 Sum: 0.031000 It 18,Best ac:0.001561 1.000000 fi:0.128305. Ave ac:0.003652,0.006904 Initialization: 7.497000 Memcpy Classifiers: 0.380000 Memcpy Instances: 11.888000 Kernel 1: 0.032000 Kernel 2: 94.665001 Copyback: 0.017000 Sum: 0.031000 It 19,Best ac:0.001338 1.000000 fi:0.118342. Ave ac:0.004355,0.009292 Initialization: 6.967000 Memcpy Classifiers: 0.673000 Memcpy Instances: 12.740000 Kernel 1: 0.027000 Kernel 2: 96.214996 Copyback: 0.017000 Sum: 0.031000 It 20,Best ac:0.001337 1.000000 fi:0.119713. Ave ac:0.004132,0.006818 Initialization: 6.349000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.969000 Kernel 1: 0.022000 Kernel 2: 95.014999 Copyback: 0.017000 Sum: 0.030000 It 21,Best ac:0.001338 1.000000 fi:0.124156. Ave ac:0.004083,0.006735 Initialization: 6.315000 Memcpy Classifiers: 0.380000 Memcpy Instances: 10.944000 Kernel 1: 0.028000 Kernel 2: 93.289001 Copyback: 0.017000 Sum: 0.029000 It 22,Best ac:0.002007 1.000000 fi:0.119143. Ave ac:0.003243,0.004809 Initialization: 6.335000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.850000 Kernel 1: 0.024000 Kernel 2: 93.477997 Copyback: 0.017000 Sum: 0.033000 It 23,Best ac:0.003567 1.000000 fi:0.127120. Ave ac:0.003869,0.006886 Initialization: 8.619000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.841000 Kernel 1: 0.024000 Kernel 2: 94.947998 Copyback: 0.018000 Sum: 0.041000 It 24,Best ac:0.001560 1.000000 fi:0.123790. Ave ac:0.003787,0.007442 Initialization: 6.347000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.882000 Kernel 1: 0.024000 Kernel 2: 95.054001 Copyback: 0.017000 Sum: 0.029000 It 25,Best ac:0.001115 1.000000 fi:0.122865. Ave ac:0.003628,0.005400 Initialization: 6.332000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.851000 Kernel 1: 0.024000 Kernel 2: 98.682999 Copyback: 0.017000 Sum: 0.031000 It 26,Best ac:0.001337 1.000000 fi:0.120447. Ave ac:0.003687,0.009418 Initialization: 6.356000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.843000 Kernel 1: 0.024000 Kernel 2: 96.734001 Copyback: 0.017000 Sum: 0.029000 It 27,Best ac:0.001338 1.000000 fi:0.118098. Ave ac:0.003355,0.008922 Initialization: 6.363000 Memcpy Classifiers: 0.399000 Memcpy Instances: 10.929000 Kernel 1: 0.031000 Kernel 2: 98.210999 Copyback: 0.017000 Sum: 0.032000 It 28,Best ac:0.001115 1.000000 fi:0.124503. Ave ac:0.003075,0.004924 Initialization: 6.297000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.875000 Kernel 1: 0.024000 Kernel 2: 98.127998 Copyback: 0.017000 Sum: 0.032000 It 29,Best ac:0.001115 1.000000 fi:0.120374. Ave ac:0.002327,0.002946 Initialization: 6.294000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.866000 Kernel 1: 0.024000 Kernel 2: 95.309998 Copyback: 0.017000 Sum: 0.032000 It 30,Best ac:0.002453 1.000000 fi:0.118962. Ave ac:0.003226,0.004711 Initialization: 6.339000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.869000 Kernel 1: 0.025000 Kernel 2: 95.603996 Copyback: 0.017000 Sum: 0.030000 It 31,Best ac:0.001115 1.000000 fi:0.124116. Ave ac:0.002632,0.004927 Initialization: 6.324000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.865000 Kernel 1: 0.024000 Kernel 2: 94.834999 Copyback: 0.017000 Sum: 0.041000 It 32,Best ac:0.002006 1.000000 fi:0.117854. Ave ac:0.003406,0.005145 Initialization: 6.280000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.863000 Kernel 1: 0.024000 Kernel 2: 94.693001 Copyback: 0.017000 Sum: 0.031000 It 33,Best ac:0.001115 1.000000 fi:0.119794. Ave ac:0.002696,0.003783 Initialization: 22.719000 Memcpy Instances: 440.701996 Memcpy Classifiers: 0.070000 Kernel 1: 0.027000 Kernel 2: 534.427979 Copyback: 0.015000 Sum: 0.014000 Memcpy Classifiers: 0.060000 Kernel 1: 0.013000 Kernel 2: 542.812988 Copyback: 0.017000 Sum: 0.003000 Memcpy Classifiers: 0.066000 Kernel 1: 0.016000 Kernel 2: 541.419006 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.012000 Kernel 2: 519.189026 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.012000 Kernel 2: 531.325012 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 516.817993 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 525.892029 Copyback: 0.368000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.012000 Kernel 2: 552.848022 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 552.705994 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 524.744019 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.012000 Kernel 2: 518.356018 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.012000 Kernel 2: 551.898987 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 528.403992 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.047000 Kernel 1: 0.012000 Kernel 2: 166.391998 Copyback: 0.015000 Sum: 0.000000 It 34,Best ac:0.000870 0.805785 fi:0.361201. Ave ac:0.003671,0.014256 Best acc 0.000870 0.805785 Rule:Att PSSM_-2_7 is [<0.199456]|Att PSSM_0_12 is [<-3.872838]|Att PSSM_0_15 is [<-2.750980]|Att PSSM_0_20 is [>2.255520]|Att PSSM_1_3 is [-6.454110,-2.452574]|Att PSSM_1_11 is [>-2.095394]|Att PSSM_2_5 is [-2.185514,10.017995]|Att PSSM_2_6 is [-6.002884,-1.997116]|Att PSSM_3_2 is [<4.943691]|Att PSSM_4_18 is [<6.417788]|1 Accuracy : 0.732703 0 1 162623 1457 61261 9297 Removed 365 instances. 223884 Instances left. Acc of rule 0.001360-0.835616 Initialization: 7.152000 Memcpy Classifiers: 0.559000 Memcpy Instances: 12.310000 Kernel 1: 0.028000 Kernel 2: 110.400002 Copyback: 0.018000 Sum: 0.057000 Initial population average accuracy1:0.005495 accuracy2:0.252863 Initialization: 6.440000 Memcpy Classifiers: 0.559000 Memcpy Instances: 12.935000 Kernel 1: 0.034000 Kernel 2: 114.112999 Copyback: 0.018000 Sum: 0.070000 It 0,Best ac:0.001117 0.833333 fi:0.266591. Ave ac:0.006986,0.010887 Initialization: 7.545000 Memcpy Classifiers: 0.506000 Memcpy Instances: 11.617000 Kernel 1: 0.024000 Kernel 2: 108.917000 Copyback: 0.017000 Sum: 0.031000 It 1,Best ac:0.001116 0.833333 fi:0.266591. Ave ac:0.007106,0.011717 Initialization: 7.923000 Memcpy Classifiers: 0.849000 Memcpy Instances: 12.907000 Kernel 1: 0.023000 Kernel 2: 106.874001 Copyback: 0.017000 Sum: 0.036000 It 2,Best ac:0.000893 1.000000 fi:0.117002. Ave ac:0.006346,0.009982 Initialization: 6.282000 Memcpy Classifiers: 0.469000 Memcpy Instances: 9.071000 Kernel 1: 0.024000 Kernel 2: 103.350998 Copyback: 0.017000 Sum: 0.034000 It 3,Best ac:0.001787 0.888889 fi:0.210790. Ave ac:0.007691,0.013776 Initialization: 6.337000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.875000 Kernel 1: 0.025000 Kernel 2: 103.519997 Copyback: 0.017000 Sum: 0.033000 It 4,Best ac:0.001340 1.000000 fi:0.099843. Ave ac:0.006552,0.012335 Initialization: 6.284000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.863000 Kernel 1: 0.024000 Kernel 2: 106.431999 Copyback: 0.017000 Sum: 0.033000 It 5,Best ac:0.000893 1.000000 fi:0.116281. Ave ac:0.006347,0.011520 Initialization: 6.284000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.864000 Kernel 1: 0.024000 Kernel 2: 107.657997 Copyback: 0.016000 Sum: 0.033000 It 6,Best ac:0.002010 1.000000 fi:0.099597. Ave ac:0.005865,0.010085 Initialization: 6.274000 Memcpy Classifiers: 0.455000 Memcpy Instances: 8.850000 Kernel 1: 0.024000 Kernel 2: 102.592003 Copyback: 0.017000 Sum: 0.031000 It 7,Best ac:0.002234 1.000000 fi:0.099515. Ave ac:0.004406,0.007297 Initialization: 8.320000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.880000 Kernel 1: 0.024000 Kernel 2: 101.514999 Copyback: 0.016000 Sum: 0.028000 It 8,Best ac:0.002457 1.000000 fi:0.099433. Ave ac:0.004284,0.005965 Initialization: 6.351000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.866000 Kernel 1: 0.025000 Kernel 2: 102.078003 Copyback: 0.017000 Sum: 0.031000 It 9,Best ac:0.002010 1.000000 fi:0.099597. Ave ac:0.004527,0.008698 Iteration 10:MDL fitness activated Error 0.099597 TL 0.039178 MDL Theory Length Weight: 0.8473771732 (2) Initialization: 6.316000 Memcpy Classifiers: 0.443000 Memcpy Instances: 8.870000 Kernel 1: 0.023000 Kernel 2: 102.545998 Copyback: 0.017000 Sum: 0.037000 It 10,Best ac:0.001117 1.000000 fi:0.127460. Ave ac:0.004249,0.007373 Initialization: 6.269000 Memcpy Classifiers: 0.428000 Memcpy Instances: 8.875000 Kernel 1: 0.024000 Kernel 2: 98.295998 Copyback: 0.371000 Sum: 0.036000 It 11,Best ac:0.001563 1.000000 fi:0.119469. Ave ac:0.004006,0.006683 Initialization: 6.330000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.889000 Kernel 1: 0.023000 Kernel 2: 96.212997 Copyback: 0.017000 Sum: 0.032000 It 12,Best ac:0.002680 1.000000 fi:0.122504. Ave ac:0.002792,0.005107 Initialization: 6.242000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.896000 Kernel 1: 0.023000 Kernel 2: 99.361000 Copyback: 0.017000 Sum: 0.032000 It 13,Best ac:0.001340 1.000000 fi:0.119701. Ave ac:0.003647,0.005844 Initialization: 6.342000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.849000 Kernel 1: 0.025000 Kernel 2: 102.621002 Copyback: 0.017000 Sum: 0.030000 It 14,Best ac:0.001787 1.000000 fi:0.122991. Ave ac:0.002886,0.003824 Initialization: 6.274000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.874000 Kernel 1: 0.024000 Kernel 2: 95.559998 Copyback: 0.016000 Sum: 0.038000 It 15,Best ac:0.001117 1.000000 fi:0.122346. Ave ac:0.002656,0.003795 Initialization: 6.262000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.881000 Kernel 1: 0.024000 Kernel 2: 94.276001 Copyback: 0.017000 Sum: 0.033000 It 16,Best ac:0.002234 1.000000 fi:0.123296. Ave ac:0.003094,0.007311 Initialization: 6.356000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.849000 Kernel 1: 0.025000 Kernel 2: 95.916000 Copyback: 0.017000 Sum: 0.032000 It 17,Best ac:0.001340 1.000000 fi:0.123512. Ave ac:0.002861,0.005791 Initialization: 6.285000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.850000 Kernel 1: 0.024000 Kernel 2: 95.202003 Copyback: 0.017000 Sum: 0.030000 It 18,Best ac:0.002010 1.000000 fi:0.119513. Ave ac:0.003257,0.003938 Initialization: 6.339000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.862000 Kernel 1: 0.024000 Kernel 2: 97.079002 Copyback: 0.017000 Sum: 0.033000 It 19,Best ac:0.001340 1.000000 fi:0.118181. Ave ac:0.003913,0.005450 Initialization: 6.333000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.853000 Kernel 1: 0.024000 Kernel 2: 99.168999 Copyback: 0.017000 Sum: 0.032000 It 20,Best ac:0.001787 1.000000 fi:0.119293. Ave ac:0.003065,0.004643 Initialization: 6.291000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.881000 Kernel 1: 0.022000 Kernel 2: 97.207001 Copyback: 0.017000 Sum: 0.029000 It 21,Best ac:0.001786 1.000000 fi:0.121684. Ave ac:0.003683,0.007492 Initialization: 6.336000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.858000 Kernel 1: 0.024000 Kernel 2: 95.414001 Copyback: 0.017000 Sum: 0.028000 It 22,Best ac:0.001563 1.000000 fi:0.118001. Ave ac:0.002688,0.003922 Initialization: 6.299000 Memcpy Classifiers: 0.422000 Memcpy Instances: 8.866000 Kernel 1: 0.024000 Kernel 2: 96.624001 Copyback: 0.017000 Sum: 0.031000 It 23,Best ac:0.001116 1.000000 fi:0.118741. Ave ac:0.003407,0.005028 Initialization: 6.321000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.956000 Kernel 1: 0.024000 Kernel 2: 95.313004 Copyback: 0.017000 Sum: 0.030000 It 24,Best ac:0.002456 1.000000 fi:0.117674. Ave ac:0.002807,0.004030 Initialization: 6.299000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.844000 Kernel 1: 0.024000 Kernel 2: 91.987000 Copyback: 0.017000 Sum: 0.028000 It 25,Best ac:0.001340 1.000000 fi:0.117340. Ave ac:0.002012,0.002966 Initialization: 6.315000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.835000 Kernel 1: 0.025000 Kernel 2: 96.224998 Copyback: 0.017000 Sum: 0.032000 It 26,Best ac:0.001117 1.000000 fi:0.116997. Ave ac:0.001682,0.001732 Initialization: 6.181000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.837000 Kernel 1: 0.025000 Kernel 2: 97.485001 Copyback: 0.017000 Sum: 0.030000 It 27,Best ac:0.001117 1.000000 fi:0.118165. Ave ac:0.001662,0.003560 Initialization: 6.297000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.870000 Kernel 1: 0.024000 Kernel 2: 95.063004 Copyback: 0.018000 Sum: 0.037000 It 28,Best ac:0.002010 1.000000 fi:0.120010. Ave ac:0.001728,0.002021 Initialization: 6.302000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.845000 Kernel 1: 0.024000 Kernel 2: 99.400002 Copyback: 0.016000 Sum: 0.031000 It 29,Best ac:0.001117 1.000000 fi:0.117422. Ave ac:0.001632,0.002342 Initialization: 6.279000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.843000 Kernel 1: 0.024000 Kernel 2: 96.532997 Copyback: 0.017000 Sum: 0.035000 It 30,Best ac:0.001117 1.000000 fi:0.118629. Ave ac:0.002523,0.003471 Initialization: 7.573000 Memcpy Classifiers: 0.421000 Memcpy Instances: 9.573000 Kernel 1: 0.032000 Kernel 2: 91.361000 Copyback: 0.017000 Sum: 0.033000 It 31,Best ac:0.001563 1.000000 fi:0.121684. Ave ac:0.002002,0.002451 Initialization: 6.319000 Memcpy Classifiers: 0.378000 Memcpy Instances: 8.841000 Kernel 1: 0.023000 Kernel 2: 90.095001 Copyback: 0.019000 Sum: 0.032000 It 32,Best ac:0.001117 1.000000 fi:0.121540. Ave ac:0.002104,0.005955 Initialization: 6.326000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.849000 Kernel 1: 0.024000 Kernel 2: 91.903000 Copyback: 0.017000 Sum: 0.038000 It 33,Best ac:0.002456 1.000000 fi:0.116038. Ave ac:0.002716,0.004771 Initialization: 25.559999 Memcpy Instances: 536.213989 Memcpy Classifiers: 0.068000 Kernel 1: 0.022000 Kernel 2: 489.408997 Copyback: 0.015000 Sum: 0.012000 Memcpy Classifiers: 0.061000 Kernel 1: 0.014000 Kernel 2: 509.009003 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 497.153992 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.012000 Kernel 2: 492.824005 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 489.792999 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 493.681000 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.012000 Kernel 2: 492.250000 Copyback: 0.370000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.016000 Kernel 2: 498.277008 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.012000 Kernel 2: 499.678009 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.012000 Kernel 2: 511.855011 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.012000 Kernel 2: 472.445007 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.012000 Kernel 2: 496.612000 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.076000 Kernel 1: 0.016000 Kernel 2: 491.304993 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.053000 Kernel 1: 0.021000 Kernel 2: 161.834000 Copyback: 0.015000 Sum: 0.000000 It 34,Best ac:0.001336 0.784777 fi:0.335481. Ave ac:0.001975,0.006879 Best acc 0.001336 0.784777 Initialization: 6.387000 Memcpy Classifiers: 0.542000 Memcpy Instances: 8.853000 Kernel 1: 0.027000 Kernel 2: 112.502998 Copyback: 0.017000 Sum: 0.046000 Initial population average accuracy1:0.006170 accuracy2:0.265667 Initialization: 6.427000 Memcpy Classifiers: 0.558000 Memcpy Instances: 8.864000 Kernel 1: 0.025000 Kernel 2: 109.733002 Copyback: 0.017000 Sum: 0.057000 It 0,Best ac:0.001787 1.000000 fi:0.099678. Ave ac:0.007766,0.015261 Initialization: 6.287000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.851000 Kernel 1: 0.024000 Kernel 2: 111.452003 Copyback: 0.021000 Sum: 0.032000 It 1,Best ac:0.001117 0.833333 fi:0.266591. Ave ac:0.006854,0.011801 Initialization: 6.372000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.861000 Kernel 1: 0.024000 Kernel 2: 108.112000 Copyback: 0.017000 Sum: 0.030000 It 2,Best ac:0.002010 1.000000 fi:0.099597. Ave ac:0.007232,0.011979 Initialization: 6.286000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.852000 Kernel 1: 0.024000 Kernel 2: 106.418999 Copyback: 0.017000 Sum: 0.032000 It 3,Best ac:0.000893 1.000000 fi:0.116281. Ave ac:0.006012,0.010116 Initialization: 6.314000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.845000 Kernel 1: 0.024000 Kernel 2: 110.556999 Copyback: 0.016000 Sum: 0.035000 It 4,Best ac:0.001116 1.000000 fi:0.099924. Ave ac:0.005781,0.009778 Initialization: 6.267000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.885000 Kernel 1: 0.025000 Kernel 2: 108.234001 Copyback: 0.017000 Sum: 0.033000 It 5,Best ac:0.001340 1.000000 fi:0.099843. Ave ac:0.004587,0.007265 Initialization: 6.320000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.863000 Kernel 1: 0.025000 Kernel 2: 102.202003 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.001340 1.000000 fi:0.099842. Ave ac:0.004014,0.005807 Initialization: 6.360000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.878000 Kernel 1: 0.023000 Kernel 2: 101.633003 Copyback: 0.017000 Sum: 0.035000 It 7,Best ac:0.002010 1.000000 fi:0.099597. Ave ac:0.004679,0.006738 Initialization: 6.320000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.842000 Kernel 1: 0.023000 Kernel 2: 103.082001 Copyback: 0.017000 Sum: 0.035000 It 8,Best ac:0.001340 1.000000 fi:0.099842. Ave ac:0.004462,0.006200 Initialization: 6.298000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.857000 Kernel 1: 0.024000 Kernel 2: 106.365997 Copyback: 0.017000 Sum: 0.032000 It 9,Best ac:0.002903 1.000000 fi:0.099269. Ave ac:0.003700,0.004746 Iteration 10:MDL fitness activated Error 0.099269 TL 0.042222 MDL Theory Length Weight: 0.7837046781 (1) Initialization: 6.279000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.861000 Kernel 1: 0.025000 Kernel 2: 105.617996 Copyback: 0.017000 Sum: 0.032000 It 10,Best ac:0.001116 1.000000 fi:0.130944. Ave ac:0.004117,0.004346 Initialization: 6.262000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.896000 Kernel 1: 0.023000 Kernel 2: 105.250999 Copyback: 0.017000 Sum: 0.033000 It 11,Best ac:0.001340 1.000000 fi:0.128695. Ave ac:0.003912,0.005101 Initialization: 6.286000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.853000 Kernel 1: 0.024000 Kernel 2: 103.473999 Copyback: 0.017000 Sum: 0.035000 It 12,Best ac:0.001117 1.000000 fi:0.127824. Ave ac:0.003505,0.005204 Initialization: 6.341000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.838000 Kernel 1: 0.025000 Kernel 2: 104.115997 Copyback: 0.017000 Sum: 0.036000 It 13,Best ac:0.001340 1.000000 fi:0.125786. Ave ac:0.004199,0.006218 Initialization: 6.267000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.892000 Kernel 1: 0.024000 Kernel 2: 104.528999 Copyback: 0.017000 Sum: 0.032000 It 14,Best ac:0.002233 1.000000 fi:0.128066. Ave ac:0.003317,0.004608 Initialization: 6.262000 Memcpy Classifiers: 0.460000 Memcpy Instances: 8.867000 Kernel 1: 0.024000 Kernel 2: 107.803001 Copyback: 0.016000 Sum: 0.033000 It 15,Best ac:0.001116 1.000000 fi:0.125238. Ave ac:0.002952,0.003398 Initialization: 6.293000 Memcpy Classifiers: 0.478000 Memcpy Instances: 12.863000 Kernel 1: 0.023000 Kernel 2: 105.907997 Copyback: 0.017000 Sum: 0.036000 It 16,Best ac:0.003126 1.000000 fi:0.133303. Ave ac:0.002445,0.003334 Initialization: 6.371000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.860000 Kernel 1: 0.024000 Kernel 2: 103.825996 Copyback: 0.372000 Sum: 0.038000 It 17,Best ac:0.001117 1.000000 fi:0.130051. Ave ac:0.002398,0.002695 Initialization: 6.347000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.854000 Kernel 1: 0.023000 Kernel 2: 105.021004 Copyback: 0.017000 Sum: 0.032000 It 18,Best ac:0.001340 1.000000 fi:0.125095. Ave ac:0.002171,0.002454 Initialization: 6.332000 Memcpy Classifiers: 0.477000 Memcpy Instances: 8.876000 Kernel 1: 0.024000 Kernel 2: 105.025002 Copyback: 0.016000 Sum: 0.037000 It 19,Best ac:0.001117 1.000000 fi:0.125177. Ave ac:0.002547,0.002386 Initialization: 6.354000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.845000 Kernel 1: 0.024000 Kernel 2: 105.309998 Copyback: 0.017000 Sum: 0.038000 It 20,Best ac:0.001117 1.000000 fi:0.130845. Ave ac:0.002098,0.002292 Initialization: 6.338000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.851000 Kernel 1: 0.025000 Kernel 2: 105.379997 Copyback: 0.016000 Sum: 0.032000 It 21,Best ac:0.001340 1.000000 fi:0.121875. Ave ac:0.002300,0.002928 Initialization: 6.305000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.872000 Kernel 1: 0.023000 Kernel 2: 104.008003 Copyback: 0.016000 Sum: 0.038000 It 22,Best ac:0.001117 1.000000 fi:0.127589. Ave ac:0.001843,0.002185 Initialization: 6.235000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.862000 Kernel 1: 0.024000 Kernel 2: 102.093002 Copyback: 0.017000 Sum: 0.037000 It 23,Best ac:0.001563 1.000000 fi:0.118820. Ave ac:0.002699,0.003344 Initialization: 6.359000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.850000 Kernel 1: 0.024000 Kernel 2: 104.820000 Copyback: 0.017000 Sum: 0.029000 It 24,Best ac:0.001340 1.000000 fi:0.125878. Ave ac:0.002770,0.003609 Initialization: 6.311000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.854000 Kernel 1: 0.024000 Kernel 2: 101.843002 Copyback: 0.017000 Sum: 0.032000 It 25,Best ac:0.002234 1.000000 fi:0.118574. Ave ac:0.002647,0.003153 Initialization: 6.164000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.859000 Kernel 1: 0.024000 Kernel 2: 104.960999 Copyback: 0.017000 Sum: 0.030000 It 26,Best ac:0.002010 1.000000 fi:0.123464. Ave ac:0.002713,0.003075 Initialization: 6.356000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.875000 Kernel 1: 0.024000 Kernel 2: 104.664001 Copyback: 0.017000 Sum: 0.038000 It 27,Best ac:0.002233 1.000000 fi:0.117231. Ave ac:0.002661,0.003752 Initialization: 6.281000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.857000 Kernel 1: 0.024000 Kernel 2: 97.446999 Copyback: 0.017000 Sum: 0.032000 It 28,Best ac:0.001340 1.000000 fi:0.120870. Ave ac:0.002595,0.003937 Initialization: 6.359000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.849000 Kernel 1: 0.024000 Kernel 2: 98.750000 Copyback: 0.017000 Sum: 0.033000 It 29,Best ac:0.002680 1.000000 fi:0.124984. Ave ac:0.002736,0.004428 Initialization: 6.327000 Memcpy Classifiers: 0.489000 Memcpy Instances: 8.849000 Kernel 1: 0.023000 Kernel 2: 97.920998 Copyback: 0.017000 Sum: 0.029000 It 30,Best ac:0.001117 1.000000 fi:0.120811. Ave ac:0.002455,0.003092 Initialization: 6.317000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.841000 Kernel 1: 0.024000 Kernel 2: 98.112999 Copyback: 0.018000 Sum: 0.032000 It 31,Best ac:0.001563 1.000000 fi:0.119161. Ave ac:0.002712,0.003785 Initialization: 6.357000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.865000 Kernel 1: 0.024000 Kernel 2: 100.879997 Copyback: 0.017000 Sum: 0.033000 It 32,Best ac:0.001117 1.000000 fi:0.117641. Ave ac:0.002868,0.003305 Initialization: 6.283000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.853000 Kernel 1: 0.024000 Kernel 2: 99.388000 Copyback: 0.016000 Sum: 0.029000 It 33,Best ac:0.001117 1.000000 fi:0.118904. Ave ac:0.002295,0.003125 Initialization: 22.864000 Memcpy Instances: 435.651001 Memcpy Classifiers: 0.076000 Kernel 1: 0.027000 Kernel 2: 539.030029 Copyback: 0.019000 Sum: 0.014000 Memcpy Classifiers: 0.073000 Kernel 1: 0.017000 Kernel 2: 533.703979 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.071000 Kernel 1: 0.013000 Kernel 2: 539.517029 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.012000 Kernel 2: 522.731995 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.071000 Kernel 1: 0.012000 Kernel 2: 528.843018 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.012000 Kernel 2: 525.197021 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.012000 Kernel 2: 513.921021 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.071000 Kernel 1: 0.015000 Kernel 2: 525.057983 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.012000 Kernel 2: 532.356018 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.069000 Kernel 1: 0.012000 Kernel 2: 532.479004 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.012000 Kernel 2: 541.681030 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.012000 Kernel 2: 541.317993 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.069000 Kernel 1: 0.012000 Kernel 2: 519.890991 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.047000 Kernel 1: 0.012000 Kernel 2: 167.205002 Copyback: 0.013000 Sum: 0.001000 It 34,Best ac:0.001282 0.786301 fi:0.338875. Ave ac:0.002360,0.008290 Best acc 0.001282 0.786301 Rule:Att PSSM_-4_2 is [<-0.452781]|Att PSSM_-4_12 is [-3.871191,0.537992]|Att PSSM_-3_7 is [-5.680920,-2.194335]|Att PSSM_-3_8 is [<2.179978]|Att PSSM_-2_11 is [>-3.091286]|Att PSSM_-1_3 is [<-0.579616]|Att PSSM_-1_11 is [-2.011045,3.234919]|Att PSSM_0_2 is [<-2.385565]|Att PSSM_0_11 is [>-2.079304]|Att PSSM_0_16 is [<-3.942040]|1 Accuracy : 0.733594 0 1 162545 1535 60974 9584 Removed 365 instances. 223519 Instances left. Acc of rule 0.001282-0.786301 Initialization: 8.169000 Memcpy Classifiers: 0.506000 Memcpy Instances: 8.861000 Kernel 1: 0.026000 Kernel 2: 108.620003 Copyback: 0.017000 Sum: 0.046000 Initial population average accuracy1:0.005786 accuracy2:0.258587 Initialization: 6.292000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.884000 Kernel 1: 0.024000 Kernel 2: 110.375999 Copyback: 0.017000 Sum: 0.044000 It 0,Best ac:0.000895 1.000000 fi:0.112659. Ave ac:0.007907,0.013546 Initialization: 6.219000 Memcpy Classifiers: 0.496000 Memcpy Instances: 8.853000 Kernel 1: 0.024000 Kernel 2: 110.185997 Copyback: 0.017000 Sum: 0.034000 It 1,Best ac:0.000895 1.000000 fi:0.112659. Ave ac:0.007434,0.014401 Initialization: 8.273000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.850000 Kernel 1: 0.023000 Kernel 2: 107.182999 Copyback: 0.017000 Sum: 0.032000 It 2,Best ac:0.001342 1.000000 fi:0.099840. Ave ac:0.007312,0.014494 Initialization: 6.360000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.892000 Kernel 1: 0.023000 Kernel 2: 108.662003 Copyback: 0.017000 Sum: 0.052000 It 3,Best ac:0.001118 1.000000 fi:0.099922. Ave ac:0.006759,0.010120 Initialization: 6.360000 Memcpy Classifiers: 0.506000 Memcpy Instances: 11.652000 Kernel 1: 0.023000 Kernel 2: 104.926003 Copyback: 0.017000 Sum: 0.031000 It 4,Best ac:0.001119 1.000000 fi:0.099922. Ave ac:0.006315,0.009362 Initialization: 6.312000 Memcpy Classifiers: 0.513000 Memcpy Instances: 8.873000 Kernel 1: 0.023000 Kernel 2: 102.566002 Copyback: 0.018000 Sum: 0.042000 It 5,Best ac:0.002237 1.000000 fi:0.099511. Ave ac:0.004440,0.006587 Initialization: 6.473000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.873000 Kernel 1: 0.024000 Kernel 2: 101.792999 Copyback: 0.018000 Sum: 0.040000 It 6,Best ac:0.001789 1.000000 fi:0.099676. Ave ac:0.004228,0.005919 Initialization: 6.646000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.903000 Kernel 1: 0.024000 Kernel 2: 99.873001 Copyback: 0.017000 Sum: 0.038000 It 7,Best ac:0.002014 1.000000 fi:0.099593. Ave ac:0.003787,0.006032 Initialization: 7.051000 Memcpy Classifiers: 0.774000 Memcpy Instances: 10.413000 Kernel 1: 0.025000 Kernel 2: 98.170998 Copyback: 0.017000 Sum: 0.029000 It 8,Best ac:0.002013 1.000000 fi:0.099593. Ave ac:0.003975,0.006959 Initialization: 6.691000 Memcpy Classifiers: 0.774000 Memcpy Instances: 9.224000 Kernel 1: 0.024000 Kernel 2: 95.500000 Copyback: 0.017000 Sum: 0.032000 It 9,Best ac:0.000895 1.000000 fi:0.111931. Ave ac:0.003781,0.005657 Iteration 10:MDL fitness activated Error 0.111931 TL 0.035710 MDL Theory Length Weight: 1.0448053483 (5) Initialization: 6.364000 Memcpy Classifiers: 0.451000 Memcpy Instances: 12.990000 Kernel 1: 0.027000 Kernel 2: 95.161003 Copyback: 0.019000 Sum: 0.043000 It 10,Best ac:0.002013 1.000000 fi:0.148201. Ave ac:0.002871,0.004710 Initialization: 7.661000 Memcpy Classifiers: 0.638000 Memcpy Instances: 10.591000 Kernel 1: 0.033000 Kernel 2: 95.370003 Copyback: 0.017000 Sum: 0.031000 It 11,Best ac:0.001566 1.000000 fi:0.131563. Ave ac:0.003451,0.004568 Initialization: 6.297000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.883000 Kernel 1: 0.024000 Kernel 2: 100.232002 Copyback: 0.018000 Sum: 0.046000 It 12,Best ac:0.001342 1.000000 fi:0.125569. Ave ac:0.002683,0.003476 Initialization: 6.714000 Memcpy Classifiers: 0.744000 Memcpy Instances: 9.370000 Kernel 1: 0.024000 Kernel 2: 100.149002 Copyback: 0.017000 Sum: 0.031000 It 13,Best ac:0.002013 1.000000 fi:0.134345. Ave ac:0.002776,0.003973 Initialization: 7.195000 Memcpy Classifiers: 0.450000 Memcpy Instances: 12.199000 Kernel 1: 0.024000 Kernel 2: 100.740997 Copyback: 0.017000 Sum: 0.030000 It 14,Best ac:0.001566 1.000000 fi:0.132793. Ave ac:0.003157,0.005083 Initialization: 6.169000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.935000 Kernel 1: 0.034000 Kernel 2: 97.612999 Copyback: 0.017000 Sum: 0.030000 It 15,Best ac:0.001118 1.000000 fi:0.134793. Ave ac:0.002516,0.003182 Initialization: 6.328000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.885000 Kernel 1: 0.023000 Kernel 2: 98.007004 Copyback: 0.369000 Sum: 0.044000 It 16,Best ac:0.002013 1.000000 fi:0.127096. Ave ac:0.002847,0.004364 Initialization: 6.614000 Memcpy Classifiers: 0.712000 Memcpy Instances: 13.940000 Kernel 1: 0.031000 Kernel 2: 96.602997 Copyback: 0.016000 Sum: 0.030000 It 17,Best ac:0.001119 1.000000 fi:0.132069. Ave ac:0.002691,0.002698 Initialization: 6.276000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.884000 Kernel 1: 0.024000 Kernel 2: 97.953003 Copyback: 0.016000 Sum: 0.032000 It 18,Best ac:0.001118 1.000000 fi:0.143837. Ave ac:0.002534,0.004330 Initialization: 6.374000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.905000 Kernel 1: 0.023000 Kernel 2: 94.209999 Copyback: 0.017000 Sum: 0.029000 It 19,Best ac:0.004027 1.000000 fi:0.124199. Ave ac:0.002039,0.002514 Initialization: 6.320000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.887000 Kernel 1: 0.025000 Kernel 2: 93.037003 Copyback: 0.017000 Sum: 0.033000 It 20,Best ac:0.001119 1.000000 fi:0.126640. Ave ac:0.001887,0.002225 Initialization: 6.304000 Memcpy Classifiers: 0.417000 Memcpy Instances: 11.020000 Kernel 1: 0.022000 Kernel 2: 94.016998 Copyback: 0.017000 Sum: 0.030000 It 21,Best ac:0.001119 1.000000 fi:0.127832. Ave ac:0.002613,0.003107 Initialization: 6.362000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.131000 Kernel 1: 0.033000 Kernel 2: 97.276001 Copyback: 0.018000 Sum: 0.044000 It 22,Best ac:0.001789 1.000000 fi:0.133044. Ave ac:0.002532,0.002829 Initialization: 6.321000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.859000 Kernel 1: 0.024000 Kernel 2: 95.807999 Copyback: 0.018000 Sum: 0.032000 It 23,Best ac:0.001119 1.000000 fi:0.134966. Ave ac:0.001758,0.003001 Initialization: 9.445000 Memcpy Classifiers: 0.594000 Memcpy Instances: 10.951000 Kernel 1: 0.025000 Kernel 2: 96.379997 Copyback: 0.018000 Sum: 0.044000 It 24,Best ac:0.001118 1.000000 fi:0.131728. Ave ac:0.001854,0.003240 Initialization: 6.422000 Memcpy Classifiers: 0.416000 Memcpy Instances: 10.584000 Kernel 1: 0.023000 Kernel 2: 97.837997 Copyback: 0.018000 Sum: 0.039000 It 25,Best ac:0.002684 1.000000 fi:0.135982. Ave ac:0.002904,0.003583 Initialization: 6.295000 Memcpy Classifiers: 0.434000 Memcpy Instances: 11.314000 Kernel 1: 0.024000 Kernel 2: 101.294998 Copyback: 0.016000 Sum: 0.029000 It 26,Best ac:0.001566 1.000000 fi:0.128393. Ave ac:0.002418,0.003138 Initialization: 7.456000 Memcpy Classifiers: 0.473000 Memcpy Instances: 11.731000 Kernel 1: 0.033000 Kernel 2: 95.169998 Copyback: 0.016000 Sum: 0.034000 It 27,Best ac:0.002461 1.000000 fi:0.128372. Ave ac:0.002768,0.004809 Initialization: 6.327000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.892000 Kernel 1: 0.024000 Kernel 2: 95.514999 Copyback: 0.016000 Sum: 0.031000 It 28,Best ac:0.001342 1.000000 fi:0.130465. Ave ac:0.001686,0.001640 MDL Theory Length Weight: 0.9403248135 (10) Initialization: 6.306000 Memcpy Classifiers: 0.415000 Memcpy Instances: 10.864000 Kernel 1: 0.034000 Kernel 2: 94.728996 Copyback: 0.017000 Sum: 0.034000 It 29,Best ac:0.001118 1.000000 fi:0.124738. Ave ac:0.002075,0.003847 Initialization: 6.348000 Memcpy Classifiers: 0.434000 Memcpy Instances: 11.339000 Kernel 1: 0.023000 Kernel 2: 98.108002 Copyback: 0.017000 Sum: 0.033000 It 30,Best ac:0.001118 1.000000 fi:0.128551. Ave ac:0.002162,0.002605 Initialization: 6.485000 Memcpy Classifiers: 0.435000 Memcpy Instances: 12.100000 Kernel 1: 0.024000 Kernel 2: 96.389999 Copyback: 0.018000 Sum: 0.038000 It 31,Best ac:0.001119 1.000000 fi:0.125693. Ave ac:0.001892,0.002127 Initialization: 6.288000 Memcpy Classifiers: 0.435000 Memcpy Instances: 9.377000 Kernel 1: 0.032000 Kernel 2: 98.415001 Copyback: 0.016000 Sum: 0.030000 It 32,Best ac:0.002237 1.000000 fi:0.120371. Ave ac:0.002057,0.002526 Initialization: 7.995000 Memcpy Classifiers: 0.744000 Memcpy Instances: 11.535000 Kernel 1: 0.024000 Kernel 2: 98.023003 Copyback: 0.017000 Sum: 0.030000 It 33,Best ac:0.002013 1.000000 fi:0.127172. Ave ac:0.001411,0.001573 Initialization: 24.364000 Memcpy Instances: 523.979980 Memcpy Classifiers: 0.070000 Kernel 1: 0.025000 Kernel 2: 539.690002 Copyback: 0.015000 Sum: 0.015000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 518.112000 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.069000 Kernel 1: 0.019000 Kernel 2: 519.205017 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.099000 Kernel 1: 0.021000 Kernel 2: 520.440002 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.012000 Kernel 2: 514.130981 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.012000 Kernel 2: 525.366028 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.069000 Kernel 1: 0.011000 Kernel 2: 517.793030 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.012000 Kernel 2: 518.593994 Copyback: 0.370000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.012000 Kernel 2: 520.723022 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.012000 Kernel 2: 522.320984 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.012000 Kernel 2: 511.485992 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.011000 Kernel 2: 521.004028 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.011000 Kernel 2: 513.793030 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.047000 Kernel 1: 0.011000 Kernel 2: 167.072006 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.001807 0.784466 fi:0.342782. Ave ac:0.001693,0.005833 Best acc 0.001807 0.784466 Initialization: 6.281000 Memcpy Classifiers: 0.558000 Memcpy Instances: 8.905000 Kernel 1: 0.026000 Kernel 2: 108.972000 Copyback: 0.016000 Sum: 0.042000 Initial population average accuracy1:0.005569 accuracy2:0.254826 Initialization: 6.297000 Memcpy Classifiers: 0.541000 Memcpy Instances: 8.858000 Kernel 1: 0.025000 Kernel 2: 110.842003 Copyback: 0.020000 Sum: 0.033000 It 0,Best ac:0.001566 0.875000 fi:0.224758. Ave ac:0.006462,0.011541 Initialization: 6.266000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.860000 Kernel 1: 0.024000 Kernel 2: 111.757004 Copyback: 0.017000 Sum: 0.027000 It 1,Best ac:0.000895 0.800000 fi:0.312659. Ave ac:0.007248,0.011792 Initialization: 6.307000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.861000 Kernel 1: 0.025000 Kernel 2: 110.150002 Copyback: 0.016000 Sum: 0.031000 It 2,Best ac:0.000895 1.000000 fi:0.111931. Ave ac:0.006606,0.009035 Initialization: 6.325000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.851000 Kernel 1: 0.023000 Kernel 2: 108.681000 Copyback: 0.017000 Sum: 0.029000 It 3,Best ac:0.001118 1.000000 fi:0.099922. Ave ac:0.005768,0.009066 Initialization: 6.158000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.868000 Kernel 1: 0.024000 Kernel 2: 105.898003 Copyback: 0.016000 Sum: 0.031000 It 4,Best ac:0.001119 1.000000 fi:0.099922. Ave ac:0.004944,0.007486 Initialization: 6.334000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.861000 Kernel 1: 0.023000 Kernel 2: 107.084999 Copyback: 0.017000 Sum: 0.030000 It 5,Best ac:0.001118 1.000000 fi:0.099922. Ave ac:0.005454,0.007657 Initialization: 6.311000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.864000 Kernel 1: 0.023000 Kernel 2: 104.473999 Copyback: 0.017000 Sum: 0.029000 It 6,Best ac:0.001789 1.000000 fi:0.099676. Ave ac:0.004402,0.006393 Initialization: 6.303000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.882000 Kernel 1: 0.024000 Kernel 2: 103.129997 Copyback: 0.017000 Sum: 0.032000 It 7,Best ac:0.001119 1.000000 fi:0.099922. Ave ac:0.003966,0.005346 Initialization: 6.366000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.832000 Kernel 1: 0.024000 Kernel 2: 104.706001 Copyback: 0.017000 Sum: 0.033000 It 8,Best ac:0.002013 1.000000 fi:0.099593. Ave ac:0.003836,0.005233 Initialization: 6.349000 Memcpy Classifiers: 0.564000 Memcpy Instances: 8.842000 Kernel 1: 0.023000 Kernel 2: 101.541000 Copyback: 0.017000 Sum: 0.032000 It 9,Best ac:0.002013 1.000000 fi:0.099593. Ave ac:0.003898,0.005476 Iteration 10:MDL fitness activated Error 0.099593 TL 0.036600 MDL Theory Length Weight: 0.9070340713 (1) Initialization: 6.198000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.836000 Kernel 1: 0.025000 Kernel 2: 103.384003 Copyback: 0.017000 Sum: 0.039000 It 10,Best ac:0.001118 1.000000 fi:0.132543. Ave ac:0.003227,0.004764 Initialization: 6.268000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.841000 Kernel 1: 0.024000 Kernel 2: 101.139999 Copyback: 0.017000 Sum: 0.033000 It 11,Best ac:0.002908 1.000000 fi:0.127874. Ave ac:0.003226,0.004347 Initialization: 6.328000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.852000 Kernel 1: 0.024000 Kernel 2: 97.865997 Copyback: 0.017000 Sum: 0.039000 It 12,Best ac:0.001342 1.000000 fi:0.133222. Ave ac:0.002044,0.003492 Initialization: 6.402000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.854000 Kernel 1: 0.024000 Kernel 2: 97.522003 Copyback: 0.017000 Sum: 0.032000 It 13,Best ac:0.002685 1.000000 fi:0.126666. Ave ac:0.002419,0.003565 Initialization: 6.294000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.843000 Kernel 1: 0.024000 Kernel 2: 96.163002 Copyback: 0.016000 Sum: 0.031000 It 14,Best ac:0.002013 1.000000 fi:0.125769. Ave ac:0.003047,0.004874 Initialization: 6.273000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.886000 Kernel 1: 0.026000 Kernel 2: 99.360001 Copyback: 0.016000 Sum: 0.037000 It 15,Best ac:0.002013 1.000000 fi:0.127135. Ave ac:0.003445,0.004882 Initialization: 6.839000 Memcpy Classifiers: 0.663000 Memcpy Instances: 12.736000 Kernel 1: 0.026000 Kernel 2: 92.677002 Copyback: 0.018000 Sum: 0.046000 It 16,Best ac:0.001566 1.000000 fi:0.127009. Ave ac:0.001959,0.003929 Initialization: 6.300000 Memcpy Classifiers: 0.416000 Memcpy Instances: 11.094000 Kernel 1: 0.024000 Kernel 2: 95.526001 Copyback: 0.018000 Sum: 0.039000 It 17,Best ac:0.001342 1.000000 fi:0.122319. Ave ac:0.003203,0.005604 Initialization: 8.717000 Memcpy Classifiers: 0.595000 Memcpy Instances: 11.932000 Kernel 1: 0.025000 Kernel 2: 94.491997 Copyback: 0.017000 Sum: 0.034000 It 18,Best ac:0.002013 1.000000 fi:0.125352. Ave ac:0.002408,0.003463 Initialization: 6.460000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.853000 Kernel 1: 0.024000 Kernel 2: 96.633003 Copyback: 0.055000 Sum: 0.040000 It 19,Best ac:0.001119 1.000000 fi:0.123215. Ave ac:0.003234,0.004273 Initialization: 6.356000 Memcpy Classifiers: 0.351000 Memcpy Instances: 10.525000 Kernel 1: 0.022000 Kernel 2: 96.736000 Copyback: 0.016000 Sum: 0.032000 It 20,Best ac:0.002460 1.000000 fi:0.128221. Ave ac:0.002988,0.003620 Initialization: 8.567000 Memcpy Classifiers: 0.354000 Memcpy Instances: 8.854000 Kernel 1: 0.024000 Kernel 2: 96.438004 Copyback: 0.017000 Sum: 0.034000 It 21,Best ac:0.001566 1.000000 fi:0.120493. Ave ac:0.002148,0.002388 Initialization: 6.469000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.863000 Kernel 1: 0.024000 Kernel 2: 95.946999 Copyback: 0.017000 Sum: 0.033000 It 22,Best ac:0.001119 1.000000 fi:0.121229. Ave ac:0.002678,0.004271 Initialization: 6.256000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.875000 Kernel 1: 0.024000 Kernel 2: 97.441002 Copyback: 0.017000 Sum: 0.028000 It 23,Best ac:0.001118 1.000000 fi:0.128095. Ave ac:0.002436,0.004673 Initialization: 7.009000 Memcpy Classifiers: 0.415000 Memcpy Instances: 11.245000 Kernel 1: 0.023000 Kernel 2: 93.458000 Copyback: 0.018000 Sum: 0.037000 It 24,Best ac:0.001566 1.000000 fi:0.121065. Ave ac:0.003085,0.005297 Initialization: 6.330000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.854000 Kernel 1: 0.024000 Kernel 2: 94.706001 Copyback: 0.017000 Sum: 0.027000 It 25,Best ac:0.001118 1.000000 fi:0.125047. Ave ac:0.002596,0.004964 Initialization: 6.283000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.861000 Kernel 1: 0.024000 Kernel 2: 93.556000 Copyback: 0.018000 Sum: 0.030000 It 26,Best ac:0.001342 1.000000 fi:0.122318. Ave ac:0.002968,0.004002 Initialization: 7.436000 Memcpy Classifiers: 0.380000 Memcpy Instances: 11.596000 Kernel 1: 0.023000 Kernel 2: 97.065002 Copyback: 0.017000 Sum: 0.030000 It 27,Best ac:0.001118 1.000000 fi:0.124412. Ave ac:0.002170,0.002660 Initialization: 7.103000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.916000 Kernel 1: 0.024000 Kernel 2: 97.155998 Copyback: 0.017000 Sum: 0.029000 It 28,Best ac:0.001119 1.000000 fi:0.119480. Ave ac:0.002681,0.003146 Initialization: 6.364000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.862000 Kernel 1: 0.023000 Kernel 2: 97.080002 Copyback: 0.017000 Sum: 0.029000 It 29,Best ac:0.004027 1.000000 fi:0.115741. Ave ac:0.002201,0.003848 Initialization: 6.301000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.833000 Kernel 1: 0.025000 Kernel 2: 100.707001 Copyback: 0.017000 Sum: 0.031000 It 30,Best ac:0.001342 1.000000 fi:0.120416. Ave ac:0.003640,0.005386 Initialization: 6.313000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.848000 Kernel 1: 0.025000 Kernel 2: 95.801003 Copyback: 0.017000 Sum: 0.030000 It 31,Best ac:0.001342 1.000000 fi:0.119392. Ave ac:0.002695,0.004152 Initialization: 6.303000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.862000 Kernel 1: 0.025000 Kernel 2: 95.344002 Copyback: 0.017000 Sum: 0.028000 It 32,Best ac:0.002237 1.000000 fi:0.118911. Ave ac:0.002788,0.003179 Initialization: 6.343000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.861000 Kernel 1: 0.024000 Kernel 2: 98.460999 Copyback: 0.018000 Sum: 0.037000 It 33,Best ac:0.001342 1.000000 fi:0.119240. Ave ac:0.002466,0.003808 Initialization: 22.417999 Memcpy Instances: 551.560974 Memcpy Classifiers: 0.068000 Kernel 1: 0.026000 Kernel 2: 536.083008 Copyback: 0.015000 Sum: 0.014000 Memcpy Classifiers: 0.060000 Kernel 1: 0.013000 Kernel 2: 545.929993 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.096000 Kernel 1: 0.021000 Kernel 2: 536.244019 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 518.310974 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.077000 Kernel 1: 0.015000 Kernel 2: 526.742981 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.095000 Kernel 1: 0.021000 Kernel 2: 524.757996 Copyback: 0.018000 Sum: 0.001000 Memcpy Classifiers: 0.102000 Kernel 1: 0.022000 Kernel 2: 537.325012 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 554.549988 Copyback: 0.367000 Sum: 0.002000 Memcpy Classifiers: 0.102000 Kernel 1: 0.023000 Kernel 2: 533.177002 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 531.252014 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.096000 Kernel 1: 0.021000 Kernel 2: 523.559998 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.012000 Kernel 2: 548.521973 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.067000 Kernel 1: 0.015000 Kernel 2: 518.905029 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.048000 Kernel 1: 0.012000 Kernel 2: 168.380005 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.001168 0.788520 fi:0.335874. Ave ac:0.002659,0.010000 Best acc 0.001168 0.788520 Rule:Att PSSM_-3_15 is [-3.796318,4.359592]|Att PSSM_-2_7 is [<-0.351369]|Att PSSM_0_4 is [<-1.310791]|Att PSSM_0_5 is [<4.022211]|Att PSSM_0_12 is [<-4.499491]|Att PSSM_0_16 is [<6.913993]|Att PSSM_1_7 is [<-1.117201]|Att PSSM_2_12 is [-5.411206,-3.743183]|Att PSSM_4_2 is [-5.849245,2.032436]|1 Accuracy : 0.734408 0 1 162475 1605 60713 9845 Removed 331 instances. 223188 Instances left. Acc of rule 0.001168-0.788520 Initialization: 7.307000 Memcpy Classifiers: 0.935000 Memcpy Instances: 9.714000 Kernel 1: 0.026000 Kernel 2: 109.294998 Copyback: 0.017000 Sum: 0.047000 Initial population average accuracy1:0.006096 accuracy2:0.263981 Initialization: 6.366000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.855000 Kernel 1: 0.027000 Kernel 2: 107.232002 Copyback: 0.017000 Sum: 0.060000 It 0,Best ac:0.002464 0.846154 fi:0.253271. Ave ac:0.006973,0.011479 Initialization: 6.336000 Memcpy Classifiers: 0.494000 Memcpy Instances: 8.839000 Kernel 1: 0.024000 Kernel 2: 107.957001 Copyback: 0.019000 Sum: 0.042000 It 1,Best ac:0.001120 1.000000 fi:0.099920. Ave ac:0.005105,0.008816 Initialization: 6.304000 Memcpy Classifiers: 0.506000 Memcpy Instances: 8.850000 Kernel 1: 0.023000 Kernel 2: 108.283997 Copyback: 0.018000 Sum: 0.043000 It 2,Best ac:0.000896 1.000000 fi:0.108273. Ave ac:0.006086,0.010344 Initialization: 6.302000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.886000 Kernel 1: 0.023000 Kernel 2: 105.859001 Copyback: 0.020000 Sum: 0.047000 It 3,Best ac:0.000896 1.000000 fi:0.108273. Ave ac:0.005159,0.007992 Initialization: 7.221000 Memcpy Classifiers: 0.469000 Memcpy Instances: 11.356000 Kernel 1: 0.023000 Kernel 2: 103.646004 Copyback: 0.016000 Sum: 0.035000 It 4,Best ac:0.001792 1.000000 fi:0.099672. Ave ac:0.005057,0.008232 Initialization: 6.389000 Memcpy Classifiers: 0.487000 Memcpy Instances: 12.091000 Kernel 1: 0.023000 Kernel 2: 105.904999 Copyback: 0.018000 Sum: 0.043000 It 5,Best ac:0.001568 1.000000 fi:0.099755. Ave ac:0.004417,0.007786 Initialization: 6.282000 Memcpy Classifiers: 0.468000 Memcpy Instances: 12.218000 Kernel 1: 0.024000 Kernel 2: 104.239998 Copyback: 0.018000 Sum: 0.045000 It 6,Best ac:0.001120 1.000000 fi:0.099920. Ave ac:0.004605,0.008145 Initialization: 7.864000 Memcpy Classifiers: 0.469000 Memcpy Instances: 13.207000 Kernel 1: 0.026000 Kernel 2: 102.861000 Copyback: 0.017000 Sum: 0.039000 It 7,Best ac:0.001792 1.000000 fi:0.099673. Ave ac:0.004220,0.007019 Initialization: 6.324000 Memcpy Classifiers: 0.506000 Memcpy Instances: 12.345000 Kernel 1: 0.030000 Kernel 2: 102.089996 Copyback: 0.017000 Sum: 0.033000 It 8,Best ac:0.001568 1.000000 fi:0.099755. Ave ac:0.003733,0.006021 Initialization: 6.472000 Memcpy Classifiers: 0.807000 Memcpy Instances: 14.494000 Kernel 1: 0.027000 Kernel 2: 98.526001 Copyback: 0.017000 Sum: 0.038000 It 9,Best ac:0.002464 1.000000 fi:0.099425. Ave ac:0.003139,0.006719 Iteration 10:MDL fitness activated Error 0.099425 TL 0.039216 MDL Theory Length Weight: 0.8451022018 (1) Initialization: 7.354000 Memcpy Classifiers: 0.465000 Memcpy Instances: 10.747000 Kernel 1: 0.033000 Kernel 2: 99.742996 Copyback: 0.018000 Sum: 0.048000 It 10,Best ac:0.001120 1.000000 fi:0.124551. Ave ac:0.003251,0.005555 Initialization: 6.353000 Memcpy Classifiers: 0.416000 Memcpy Instances: 10.845000 Kernel 1: 0.024000 Kernel 2: 97.514000 Copyback: 0.017000 Sum: 0.035000 It 11,Best ac:0.001344 1.000000 fi:0.122381. Ave ac:0.002776,0.004969 Initialization: 7.347000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.878000 Kernel 1: 0.022000 Kernel 2: 98.857002 Copyback: 0.017000 Sum: 0.033000 It 12,Best ac:0.002016 1.000000 fi:0.127763. Ave ac:0.002014,0.003001 Initialization: 6.348000 Memcpy Classifiers: 0.462000 Memcpy Instances: 12.050000 Kernel 1: 0.023000 Kernel 2: 101.373001 Copyback: 0.017000 Sum: 0.032000 It 13,Best ac:0.001120 1.000000 fi:0.127389. Ave ac:0.002141,0.003893 Initialization: 7.315000 Memcpy Classifiers: 0.468000 Memcpy Instances: 12.031000 Kernel 1: 0.025000 Kernel 2: 97.110001 Copyback: 0.018000 Sum: 0.036000 It 14,Best ac:0.001792 1.000000 fi:0.133113. Ave ac:0.002546,0.003634 Initialization: 6.741000 Memcpy Classifiers: 0.417000 Memcpy Instances: 10.566000 Kernel 1: 0.023000 Kernel 2: 98.990997 Copyback: 0.017000 Sum: 0.030000 It 15,Best ac:0.001120 1.000000 fi:0.122466. Ave ac:0.003815,0.007442 Initialization: 8.641000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.852000 Kernel 1: 0.024000 Kernel 2: 102.403999 Copyback: 0.371000 Sum: 0.034000 It 16,Best ac:0.001568 1.000000 fi:0.120950. Ave ac:0.003257,0.005945 Initialization: 6.340000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.855000 Kernel 1: 0.025000 Kernel 2: 97.154999 Copyback: 0.016000 Sum: 0.035000 It 17,Best ac:0.001344 1.000000 fi:0.122089. Ave ac:0.003354,0.005168 Initialization: 6.268000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.873000 Kernel 1: 0.022000 Kernel 2: 94.925003 Copyback: 0.017000 Sum: 0.033000 It 18,Best ac:0.001568 1.000000 fi:0.117354. Ave ac:0.002625,0.003900 Initialization: 6.295000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.871000 Kernel 1: 0.023000 Kernel 2: 94.111000 Copyback: 0.017000 Sum: 0.032000 It 19,Best ac:0.001120 1.000000 fi:0.123821. Ave ac:0.002846,0.005898 Initialization: 6.379000 Memcpy Classifiers: 0.383000 Memcpy Instances: 8.845000 Kernel 1: 0.024000 Kernel 2: 95.930000 Copyback: 0.017000 Sum: 0.027000 It 20,Best ac:0.001792 1.000000 fi:0.121211. Ave ac:0.003280,0.007823 Initialization: 6.255000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.851000 Kernel 1: 0.024000 Kernel 2: 95.044998 Copyback: 0.017000 Sum: 0.030000 It 21,Best ac:0.001120 1.000000 fi:0.122463. Ave ac:0.002627,0.003458 Initialization: 6.166000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.857000 Kernel 1: 0.023000 Kernel 2: 95.803001 Copyback: 0.017000 Sum: 0.033000 It 22,Best ac:0.001568 1.000000 fi:0.122650. Ave ac:0.002639,0.003111 Initialization: 6.307000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.879000 Kernel 1: 0.023000 Kernel 2: 95.375000 Copyback: 0.017000 Sum: 0.031000 It 23,Best ac:0.001120 1.000000 fi:0.122172. Ave ac:0.002677,0.003564 Initialization: 7.170000 Memcpy Classifiers: 0.689000 Memcpy Instances: 9.602000 Kernel 1: 0.025000 Kernel 2: 95.103996 Copyback: 0.017000 Sum: 0.032000 It 24,Best ac:0.002016 1.000000 fi:0.122485. Ave ac:0.002504,0.003207 Initialization: 7.655000 Memcpy Classifiers: 0.397000 Memcpy Instances: 9.149000 Kernel 1: 0.023000 Kernel 2: 94.311996 Copyback: 0.017000 Sum: 0.030000 It 25,Best ac:0.001344 1.000000 fi:0.119837. Ave ac:0.002609,0.003705 Initialization: 6.985000 Memcpy Classifiers: 0.340000 Memcpy Instances: 12.581000 Kernel 1: 0.030000 Kernel 2: 94.847000 Copyback: 0.018000 Sum: 0.035000 It 26,Best ac:0.001120 1.000000 fi:0.121325. Ave ac:0.002232,0.003412 Initialization: 9.090000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.850000 Kernel 1: 0.024000 Kernel 2: 93.436996 Copyback: 0.018000 Sum: 0.034000 It 27,Best ac:0.001792 1.000000 fi:0.121314. Ave ac:0.002151,0.003012 MDL Theory Length Weight: 0.7605919816 (10) Initialization: 6.480000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.857000 Kernel 1: 0.024000 Kernel 2: 93.820999 Copyback: 0.017000 Sum: 0.029000 It 28,Best ac:0.001344 1.000000 fi:0.117572. Ave ac:0.002187,0.003892 Initialization: 6.420000 Memcpy Classifiers: 0.368000 Memcpy Instances: 8.841000 Kernel 1: 0.025000 Kernel 2: 94.209999 Copyback: 0.016000 Sum: 0.036000 It 29,Best ac:0.002465 1.000000 fi:0.118809. Ave ac:0.002850,0.004301 Initialization: 6.271000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.853000 Kernel 1: 0.024000 Kernel 2: 97.059998 Copyback: 0.016000 Sum: 0.031000 It 30,Best ac:0.001568 1.000000 fi:0.118580. Ave ac:0.002500,0.003167 Initialization: 6.308000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.833000 Kernel 1: 0.024000 Kernel 2: 92.988998 Copyback: 0.017000 Sum: 0.032000 It 31,Best ac:0.001120 1.000000 fi:0.119449. Ave ac:0.002373,0.003729 Initialization: 6.391000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.851000 Kernel 1: 0.023000 Kernel 2: 93.957001 Copyback: 0.016000 Sum: 0.031000 It 32,Best ac:0.001120 1.000000 fi:0.120212. Ave ac:0.002807,0.004250 Initialization: 6.324000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.894000 Kernel 1: 0.023000 Kernel 2: 94.570999 Copyback: 0.016000 Sum: 0.031000 It 33,Best ac:0.001120 1.000000 fi:0.117809. Ave ac:0.003435,0.004526 Initialization: 22.549000 Memcpy Instances: 537.302979 Memcpy Classifiers: 0.070000 Kernel 1: 0.025000 Kernel 2: 505.259003 Copyback: 0.016000 Sum: 0.014000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 499.729004 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.096000 Kernel 1: 0.021000 Kernel 2: 507.562988 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.078000 Kernel 1: 0.016000 Kernel 2: 505.776001 Copyback: 0.017000 Sum: 0.002000 Memcpy Classifiers: 0.096000 Kernel 1: 0.020000 Kernel 2: 498.217010 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.080000 Kernel 1: 0.019000 Kernel 2: 509.139008 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.096000 Kernel 1: 0.020000 Kernel 2: 516.635986 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.095000 Kernel 1: 0.021000 Kernel 2: 507.712006 Copyback: 0.364000 Sum: 0.005000 Memcpy Classifiers: 0.079000 Kernel 1: 0.018000 Kernel 2: 521.770996 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 513.729980 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 506.953003 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 505.868011 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.096000 Kernel 1: 0.021000 Kernel 2: 500.954987 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.047000 Kernel 1: 0.014000 Kernel 2: 162.412003 Copyback: 0.015000 Sum: 0.000000 It 34,Best ac:0.001505 0.790588 fi:0.330700. Ave ac:0.002660,0.010507 Best acc 0.001505 0.790588 Initialization: 6.405000 Memcpy Classifiers: 0.559000 Memcpy Instances: 13.554000 Kernel 1: 0.028000 Kernel 2: 107.595001 Copyback: 0.017000 Sum: 0.048000 Initial population average accuracy1:0.005154 accuracy2:0.254276 Initialization: 6.355000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.865000 Kernel 1: 0.027000 Kernel 2: 109.397003 Copyback: 0.017000 Sum: 0.058000 It 0,Best ac:0.002017 0.750000 fi:0.349590. Ave ac:0.006350,0.010903 Initialization: 6.276000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.851000 Kernel 1: 0.025000 Kernel 2: 107.093002 Copyback: 0.019000 Sum: 0.044000 It 1,Best ac:0.001120 1.000000 fi:0.099920. Ave ac:0.005879,0.010227 Initialization: 6.298000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.858000 Kernel 1: 0.024000 Kernel 2: 107.774002 Copyback: 0.016000 Sum: 0.035000 It 2,Best ac:0.001344 1.000000 fi:0.099838. Ave ac:0.005148,0.008426 Initialization: 6.309000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.869000 Kernel 1: 0.025000 Kernel 2: 106.917000 Copyback: 0.016000 Sum: 0.035000 It 3,Best ac:0.001120 1.000000 fi:0.099920. Ave ac:0.004964,0.008632 Initialization: 6.323000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.842000 Kernel 1: 0.023000 Kernel 2: 106.217003 Copyback: 0.017000 Sum: 0.029000 It 4,Best ac:0.001568 1.000000 fi:0.099756. Ave ac:0.004463,0.007521 Initialization: 6.346000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.847000 Kernel 1: 0.024000 Kernel 2: 102.499001 Copyback: 0.017000 Sum: 0.034000 It 5,Best ac:0.001344 1.000000 fi:0.099838. Ave ac:0.003482,0.005847 Initialization: 6.333000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.846000 Kernel 1: 0.024000 Kernel 2: 103.487999 Copyback: 0.016000 Sum: 0.034000 It 6,Best ac:0.001568 1.000000 fi:0.099756. Ave ac:0.004476,0.008900 Initialization: 6.273000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.888000 Kernel 1: 0.024000 Kernel 2: 101.807999 Copyback: 0.016000 Sum: 0.030000 It 7,Best ac:0.001568 1.000000 fi:0.099755. Ave ac:0.003724,0.008333 Initialization: 6.280000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.848000 Kernel 1: 0.024000 Kernel 2: 103.700996 Copyback: 0.017000 Sum: 0.029000 It 8,Best ac:0.001568 1.000000 fi:0.099755. Ave ac:0.003533,0.006122 Initialization: 6.288000 Memcpy Classifiers: 0.504000 Memcpy Instances: 8.879000 Kernel 1: 0.024000 Kernel 2: 102.601997 Copyback: 0.017000 Sum: 0.030000 It 9,Best ac:0.002016 1.000000 fi:0.099590. Ave ac:0.003691,0.005735 Iteration 10:MDL fitness activated Error 0.099590 TL 0.038195 MDL Theory Length Weight: 0.8691302544 (1) Initialization: 6.438000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.838000 Kernel 1: 0.023000 Kernel 2: 101.691002 Copyback: 0.017000 Sum: 0.035000 It 10,Best ac:0.001792 1.000000 fi:0.129817. Ave ac:0.003316,0.004727 Initialization: 6.302000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.863000 Kernel 1: 0.023000 Kernel 2: 102.568001 Copyback: 0.017000 Sum: 0.037000 It 11,Best ac:0.001120 1.000000 fi:0.120907. Ave ac:0.003058,0.004509 Initialization: 6.362000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.840000 Kernel 1: 0.023000 Kernel 2: 101.547997 Copyback: 0.017000 Sum: 0.032000 It 12,Best ac:0.001120 1.000000 fi:0.130592. Ave ac:0.002387,0.003141 Initialization: 6.428000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.835000 Kernel 1: 0.025000 Kernel 2: 102.238998 Copyback: 0.017000 Sum: 0.031000 It 13,Best ac:0.001568 1.000000 fi:0.133141. Ave ac:0.002511,0.004319 Initialization: 6.314000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.868000 Kernel 1: 0.024000 Kernel 2: 100.195000 Copyback: 0.017000 Sum: 0.029000 It 14,Best ac:0.001344 1.000000 fi:0.129466. Ave ac:0.002971,0.004047 Initialization: 6.366000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.853000 Kernel 1: 0.023000 Kernel 2: 102.464996 Copyback: 0.016000 Sum: 0.032000 It 15,Best ac:0.001568 1.000000 fi:0.128096. Ave ac:0.002826,0.003977 Initialization: 6.267000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.851000 Kernel 1: 0.024000 Kernel 2: 99.216003 Copyback: 0.017000 Sum: 0.034000 It 16,Best ac:0.001120 1.000000 fi:0.127197. Ave ac:0.002925,0.004617 Initialization: 6.316000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.864000 Kernel 1: 0.025000 Kernel 2: 95.878998 Copyback: 0.016000 Sum: 0.035000 It 17,Best ac:0.001120 1.000000 fi:0.124969. Ave ac:0.002854,0.004270 Initialization: 6.442000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.862000 Kernel 1: 0.023000 Kernel 2: 95.949997 Copyback: 0.017000 Sum: 0.037000 It 18,Best ac:0.001568 1.000000 fi:0.125580. Ave ac:0.002063,0.002428 Initialization: 6.302000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.855000 Kernel 1: 0.025000 Kernel 2: 94.408997 Copyback: 0.017000 Sum: 0.032000 It 19,Best ac:0.001344 1.000000 fi:0.130506. Ave ac:0.002325,0.002677 Initialization: 6.302000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.830000 Kernel 1: 0.025000 Kernel 2: 93.801003 Copyback: 0.371000 Sum: 0.033000 It 20,Best ac:0.002016 1.000000 fi:0.125415. Ave ac:0.002587,0.003075 MDL Theory Length Weight: 0.7822172290 (10) Initialization: 6.291000 Memcpy Classifiers: 0.472000 Memcpy Instances: 8.849000 Kernel 1: 0.024000 Kernel 2: 96.864998 Copyback: 0.016000 Sum: 0.036000 It 21,Best ac:0.002465 1.000000 fi:0.126835. Ave ac:0.002628,0.004366 Initialization: 6.187000 Memcpy Classifiers: 0.499000 Memcpy Instances: 8.860000 Kernel 1: 0.023000 Kernel 2: 94.433998 Copyback: 0.017000 Sum: 0.034000 It 22,Best ac:0.001120 1.000000 fi:0.126292. Ave ac:0.002055,0.002893 Initialization: 6.297000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.874000 Kernel 1: 0.023000 Kernel 2: 95.723000 Copyback: 0.017000 Sum: 0.030000 It 23,Best ac:0.001568 1.000000 fi:0.130569. Ave ac:0.002863,0.003983 Initialization: 6.277000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.892000 Kernel 1: 0.023000 Kernel 2: 94.620003 Copyback: 0.017000 Sum: 0.030000 It 24,Best ac:0.001120 1.000000 fi:0.122015. Ave ac:0.002649,0.003534 Initialization: 6.119000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.850000 Kernel 1: 0.024000 Kernel 2: 97.115997 Copyback: 0.017000 Sum: 0.033000 It 25,Best ac:0.001568 1.000000 fi:0.119803. Ave ac:0.002496,0.002626 Initialization: 6.325000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.848000 Kernel 1: 0.024000 Kernel 2: 95.257004 Copyback: 0.017000 Sum: 0.032000 It 26,Best ac:0.001568 1.000000 fi:0.121782. Ave ac:0.002095,0.002121 Initialization: 6.211000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.865000 Kernel 1: 0.024000 Kernel 2: 91.966003 Copyback: 0.017000 Sum: 0.027000 It 27,Best ac:0.001568 1.000000 fi:0.119803. Ave ac:0.001782,0.002044 Initialization: 6.206000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.874000 Kernel 1: 0.024000 Kernel 2: 94.166000 Copyback: 0.016000 Sum: 0.040000 It 28,Best ac:0.002913 1.000000 fi:0.119307. Ave ac:0.002029,0.002529 Initialization: 6.267000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.877000 Kernel 1: 0.024000 Kernel 2: 94.296997 Copyback: 0.017000 Sum: 0.033000 It 29,Best ac:0.001344 1.000000 fi:0.124792. Ave ac:0.002099,0.002409 Initialization: 6.137000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.864000 Kernel 1: 0.024000 Kernel 2: 91.806000 Copyback: 0.017000 Sum: 0.030000 It 30,Best ac:0.001793 1.000000 fi:0.122915. Ave ac:0.002614,0.002857 Initialization: 6.372000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.835000 Kernel 1: 0.025000 Kernel 2: 92.115997 Copyback: 0.017000 Sum: 0.031000 It 31,Best ac:0.001344 1.000000 fi:0.122298. Ave ac:0.001618,0.001844 Initialization: 6.351000 Memcpy Classifiers: 0.446000 Memcpy Instances: 8.832000 Kernel 1: 0.024000 Kernel 2: 94.712997 Copyback: 0.017000 Sum: 0.034000 It 32,Best ac:0.003583 1.000000 fi:0.124077. Ave ac:0.002573,0.002474 Initialization: 6.352000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.834000 Kernel 1: 0.024000 Kernel 2: 92.829002 Copyback: 0.016000 Sum: 0.032000 It 33,Best ac:0.001120 1.000000 fi:0.126980. Ave ac:0.002263,0.002182 Initialization: 22.503000 Memcpy Instances: 434.246002 Memcpy Classifiers: 0.098000 Kernel 1: 0.024000 Kernel 2: 492.868988 Copyback: 0.015000 Sum: 0.015000 Memcpy Classifiers: 0.065000 Kernel 1: 0.012000 Kernel 2: 506.894012 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.012000 Kernel 2: 506.342987 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.013000 Kernel 2: 497.295013 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.012000 Kernel 2: 501.096985 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.012000 Kernel 2: 514.447998 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.013000 Kernel 2: 506.020996 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.069000 Kernel 1: 0.012000 Kernel 2: 507.268005 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.012000 Kernel 2: 505.492004 Copyback: 0.370000 Sum: 0.001000 Memcpy Classifiers: 0.071000 Kernel 1: 0.012000 Kernel 2: 509.796997 Copyback: 0.018000 Sum: 0.004000 Memcpy Classifiers: 0.071000 Kernel 1: 0.017000 Kernel 2: 501.441010 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.012000 Kernel 2: 514.802002 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.012000 Kernel 2: 508.417999 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.047000 Kernel 1: 0.013000 Kernel 2: 161.746994 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.001806 0.777992 fi:0.346740. Ave ac:0.002284,0.007967 Best acc 0.001806 0.777992 Rule:Att PSSM_-2_1 is [-2.403061,2.215613]|Att PSSM_-1_10 is [0.429397,4.566049]|Att PSSM_0_3 is [<-2.743282]|Att PSSM_0_12 is [<-2.311547]|Att PSSM_1_10 is [-0.617725,6.998417]|Att PSSM_3_15 is [<-0.878155]|Att PSSM_4_8 is [-3.563547,7.563547]|Att PSSM_4_9 is [<5.513356]|Att PSSM_4_12 is [<-1.413441]|1 Accuracy : 0.735461 0 1 162386 1694 60377 10181 Removed 425 instances. 222763 Instances left. Acc of rule 0.001505-0.790588 Initialization: 6.298000 Memcpy Classifiers: 0.541000 Memcpy Instances: 8.916000 Kernel 1: 0.023000 Kernel 2: 107.168999 Copyback: 0.017000 Sum: 0.043000 Initial population average accuracy1:0.005595 accuracy2:0.246164 Initialization: 6.279000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.853000 Kernel 1: 0.028000 Kernel 2: 110.147003 Copyback: 0.017000 Sum: 0.032000 It 0,Best ac:0.001122 0.833333 fi:0.266585. Ave ac:0.007071,0.009979 Initialization: 6.550000 Memcpy Classifiers: 0.553000 Memcpy Instances: 11.131000 Kernel 1: 0.025000 Kernel 2: 106.288002 Copyback: 0.017000 Sum: 0.037000 It 1,Best ac:0.000898 1.000000 fi:0.103102. Ave ac:0.006839,0.009469 Initialization: 6.293000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.846000 Kernel 1: 0.023000 Kernel 2: 104.036003 Copyback: 0.017000 Sum: 0.038000 It 2,Best ac:0.001795 0.888889 fi:0.210780. Ave ac:0.006108,0.010017 Initialization: 8.983000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.880000 Kernel 1: 0.024000 Kernel 2: 103.174004 Copyback: 0.017000 Sum: 0.027000 It 3,Best ac:0.001347 1.000000 fi:0.099835. Ave ac:0.006293,0.011239 Initialization: 6.245000 Memcpy Classifiers: 0.486000 Memcpy Instances: 8.870000 Kernel 1: 0.025000 Kernel 2: 101.064003 Copyback: 0.017000 Sum: 0.034000 It 4,Best ac:0.000898 1.000000 fi:0.103844. Ave ac:0.005930,0.010946 Initialization: 6.256000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.846000 Kernel 1: 0.025000 Kernel 2: 97.942001 Copyback: 0.016000 Sum: 0.033000 It 5,Best ac:0.001347 1.000000 fi:0.099835. Ave ac:0.005633,0.009305 Initialization: 6.342000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.873000 Kernel 1: 0.024000 Kernel 2: 97.213997 Copyback: 0.017000 Sum: 0.033000 It 6,Best ac:0.001347 1.000000 fi:0.099835. Ave ac:0.005073,0.007928 Initialization: 6.297000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.829000 Kernel 1: 0.026000 Kernel 2: 97.843002 Copyback: 0.017000 Sum: 0.034000 It 7,Best ac:0.000898 1.000000 fi:0.103102. Ave ac:0.005415,0.008484 Initialization: 6.297000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.829000 Kernel 1: 0.025000 Kernel 2: 94.903999 Copyback: 0.016000 Sum: 0.030000 It 8,Best ac:0.001795 1.000000 fi:0.099669. Ave ac:0.005577,0.008231 Initialization: 6.260000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.850000 Kernel 1: 0.025000 Kernel 2: 93.864998 Copyback: 0.017000 Sum: 0.035000 It 9,Best ac:0.002021 1.000000 fi:0.099586. Ave ac:0.005203,0.008756 Iteration 10:MDL fitness activated Error 0.099586 TL 0.049660 MDL Theory Length Weight: 0.6684431191 (1) Initialization: 6.330000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.846000 Kernel 1: 0.023000 Kernel 2: 93.514999 Copyback: 0.017000 Sum: 0.028000 It 10,Best ac:0.000898 1.000000 fi:0.120952. Ave ac:0.003679,0.006108 Initialization: 6.283000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.853000 Kernel 1: 0.024000 Kernel 2: 93.084000 Copyback: 0.017000 Sum: 0.026000 It 11,Best ac:0.001571 1.000000 fi:0.116835. Ave ac:0.002940,0.004207 Initialization: 6.310000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.835000 Kernel 1: 0.024000 Kernel 2: 95.141998 Copyback: 0.017000 Sum: 0.034000 It 12,Best ac:0.001346 1.000000 fi:0.124001. Ave ac:0.002765,0.003651 Initialization: 6.339000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.840000 Kernel 1: 0.024000 Kernel 2: 92.195999 Copyback: 0.017000 Sum: 0.037000 It 13,Best ac:0.001346 1.000000 fi:0.123205. Ave ac:0.002702,0.003728 Initialization: 6.273000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.859000 Kernel 1: 0.024000 Kernel 2: 94.334999 Copyback: 0.016000 Sum: 0.028000 It 14,Best ac:0.000898 1.000000 fi:0.120210. Ave ac:0.002811,0.003839 Initialization: 6.301000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.845000 Kernel 1: 0.023000 Kernel 2: 93.408997 Copyback: 0.017000 Sum: 0.030000 It 15,Best ac:0.002021 1.000000 fi:0.117716. Ave ac:0.002277,0.003001 Initialization: 6.313000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.860000 Kernel 1: 0.024000 Kernel 2: 93.070000 Copyback: 0.017000 Sum: 0.032000 It 16,Best ac:0.001571 1.000000 fi:0.121733. Ave ac:0.002720,0.004596 Initialization: 6.396000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.861000 Kernel 1: 0.024000 Kernel 2: 91.808998 Copyback: 0.016000 Sum: 0.033000 It 17,Best ac:0.002021 1.000000 fi:0.118146. Ave ac:0.002898,0.004790 Initialization: 6.385000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.848000 Kernel 1: 0.023000 Kernel 2: 95.350998 Copyback: 0.017000 Sum: 0.030000 It 18,Best ac:0.001122 1.000000 fi:0.117408. Ave ac:0.002645,0.003608 Initialization: 6.337000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.832000 Kernel 1: 0.024000 Kernel 2: 95.512001 Copyback: 0.017000 Sum: 0.032000 It 19,Best ac:0.001571 1.000000 fi:0.120280. Ave ac:0.002184,0.002831 Initialization: 6.277000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.860000 Kernel 1: 0.024000 Kernel 2: 92.957001 Copyback: 0.017000 Sum: 0.034000 It 20,Best ac:0.004265 1.000000 fi:0.115697. Ave ac:0.002398,0.002917 Initialization: 6.280000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.844000 Kernel 1: 0.025000 Kernel 2: 91.195000 Copyback: 0.017000 Sum: 0.032000 It 21,Best ac:0.001571 1.000000 fi:0.118802. Ave ac:0.002125,0.003252 Initialization: 6.330000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.832000 Kernel 1: 0.025000 Kernel 2: 89.445999 Copyback: 0.017000 Sum: 0.037000 It 22,Best ac:0.002020 1.000000 fi:0.116519. Ave ac:0.002381,0.003371 Initialization: 6.301000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.867000 Kernel 1: 0.023000 Kernel 2: 90.323997 Copyback: 0.017000 Sum: 0.029000 It 23,Best ac:0.002694 1.000000 fi:0.118399. Ave ac:0.002665,0.005479 Initialization: 6.348000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.850000 Kernel 1: 0.024000 Kernel 2: 88.231003 Copyback: 0.371000 Sum: 0.043000 It 24,Best ac:0.002245 1.000000 fi:0.115873. Ave ac:0.002259,0.002978 Initialization: 6.270000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.866000 Kernel 1: 0.021000 Kernel 2: 86.800003 Copyback: 0.017000 Sum: 0.032000 It 25,Best ac:0.001795 1.000000 fi:0.118841. Ave ac:0.002137,0.002763 Initialization: 6.316000 Memcpy Classifiers: 0.399000 Memcpy Instances: 10.624000 Kernel 1: 0.026000 Kernel 2: 87.962997 Copyback: 0.017000 Sum: 0.031000 It 26,Best ac:0.001347 1.000000 fi:0.116729. Ave ac:0.002467,0.002918 Initialization: 6.359000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.876000 Kernel 1: 0.024000 Kernel 2: 86.599998 Copyback: 0.017000 Sum: 0.029000 It 27,Best ac:0.002469 1.000000 fi:0.119773. Ave ac:0.002279,0.002565 Initialization: 6.568000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.864000 Kernel 1: 0.024000 Kernel 2: 86.067001 Copyback: 0.016000 Sum: 0.032000 It 28,Best ac:0.003816 1.000000 fi:0.114395. Ave ac:0.002143,0.003022 Initialization: 6.283000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.854000 Kernel 1: 0.022000 Kernel 2: 87.102997 Copyback: 0.017000 Sum: 0.035000 It 29,Best ac:0.001795 1.000000 fi:0.113402. Ave ac:0.002518,0.003873 Initialization: 6.301000 Memcpy Classifiers: 0.378000 Memcpy Instances: 8.833000 Kernel 1: 0.025000 Kernel 2: 85.263000 Copyback: 0.016000 Sum: 0.032000 It 30,Best ac:0.001346 1.000000 fi:0.117873. Ave ac:0.002127,0.002704 Initialization: 6.250000 Memcpy Classifiers: 0.391000 Memcpy Instances: 8.859000 Kernel 1: 0.024000 Kernel 2: 83.288002 Copyback: 0.017000 Sum: 0.029000 It 31,Best ac:0.001571 1.000000 fi:0.114412. Ave ac:0.002551,0.002789 Initialization: 6.266000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.879000 Kernel 1: 0.024000 Kernel 2: 83.388000 Copyback: 0.017000 Sum: 0.028000 It 32,Best ac:0.002020 1.000000 fi:0.118449. Ave ac:0.001887,0.002066 Initialization: 6.403000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.833000 Kernel 1: 0.024000 Kernel 2: 84.508003 Copyback: 0.017000 Sum: 0.028000 It 33,Best ac:0.001571 1.000000 fi:0.116175. Ave ac:0.002390,0.002826 Initialization: 23.076000 Memcpy Instances: 433.694000 Memcpy Classifiers: 0.077000 Kernel 1: 0.026000 Kernel 2: 493.023010 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.075000 Kernel 1: 0.012000 Kernel 2: 470.588989 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.074000 Kernel 1: 0.013000 Kernel 2: 481.717010 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.012000 Kernel 2: 477.867004 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.074000 Kernel 1: 0.011000 Kernel 2: 472.539001 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.074000 Kernel 1: 0.013000 Kernel 2: 474.584015 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.074000 Kernel 1: 0.012000 Kernel 2: 490.216003 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.075000 Kernel 1: 0.013000 Kernel 2: 475.436005 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.074000 Kernel 1: 0.012000 Kernel 2: 487.681000 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.074000 Kernel 1: 0.012000 Kernel 2: 477.360992 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.077000 Kernel 1: 0.012000 Kernel 2: 477.229004 Copyback: 0.368000 Sum: 0.001000 Memcpy Classifiers: 0.076000 Kernel 1: 0.012000 Kernel 2: 480.993011 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.075000 Kernel 1: 0.012000 Kernel 2: 415.640991 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.001006 0.835821 fi:0.282178. Ave ac:0.002103,0.007151 Best acc 0.001006 0.835821 Initialization: 6.725000 Memcpy Classifiers: 0.820000 Memcpy Instances: 9.346000 Kernel 1: 0.026000 Kernel 2: 108.266998 Copyback: 0.016000 Sum: 0.041000 Initial population average accuracy1:0.007604 accuracy2:0.268949 Initialization: 8.206000 Memcpy Classifiers: 0.487000 Memcpy Instances: 12.249000 Kernel 1: 0.023000 Kernel 2: 108.096001 Copyback: 0.018000 Sum: 0.058000 It 0,Best ac:0.001347 1.000000 fi:0.099835. Ave ac:0.008216,0.014588 Initialization: 6.530000 Memcpy Classifiers: 0.577000 Memcpy Instances: 10.842000 Kernel 1: 0.032000 Kernel 2: 107.280998 Copyback: 0.018000 Sum: 0.074000 It 1,Best ac:0.000898 1.000000 fi:0.103844. Ave ac:0.006794,0.011696 Initialization: 9.240000 Memcpy Classifiers: 0.700000 Memcpy Instances: 12.718000 Kernel 1: 0.026000 Kernel 2: 105.782997 Copyback: 0.017000 Sum: 0.033000 It 2,Best ac:0.001347 1.000000 fi:0.099835. Ave ac:0.005576,0.010368 Initialization: 8.195000 Memcpy Classifiers: 0.775000 Memcpy Instances: 11.685000 Kernel 1: 0.023000 Kernel 2: 104.705002 Copyback: 0.019000 Sum: 0.045000 It 3,Best ac:0.002020 1.000000 fi:0.099586. Ave ac:0.005602,0.012012 Initialization: 8.580000 Memcpy Classifiers: 0.486000 Memcpy Instances: 10.794000 Kernel 1: 0.033000 Kernel 2: 99.170998 Copyback: 0.018000 Sum: 0.030000 It 4,Best ac:0.000898 1.000000 fi:0.103844. Ave ac:0.004748,0.009126 Initialization: 7.279000 Memcpy Classifiers: 0.488000 Memcpy Instances: 11.102000 Kernel 1: 0.032000 Kernel 2: 98.348999 Copyback: 0.017000 Sum: 0.038000 It 5,Best ac:0.000898 1.000000 fi:0.103844. Ave ac:0.004234,0.007149 Initialization: 6.729000 Memcpy Classifiers: 0.449000 Memcpy Instances: 10.272000 Kernel 1: 0.033000 Kernel 2: 97.594002 Copyback: 0.017000 Sum: 0.044000 It 6,Best ac:0.002469 1.000000 fi:0.099419. Ave ac:0.004779,0.006860 Initialization: 7.547000 Memcpy Classifiers: 0.511000 Memcpy Instances: 10.927000 Kernel 1: 0.023000 Kernel 2: 98.402000 Copyback: 0.017000 Sum: 0.030000 It 7,Best ac:0.002469 1.000000 fi:0.099419. Ave ac:0.004705,0.009589 Initialization: 8.038000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.833000 Kernel 1: 0.024000 Kernel 2: 96.739998 Copyback: 0.017000 Sum: 0.035000 It 8,Best ac:0.002021 1.000000 fi:0.099586. Ave ac:0.003329,0.005487 Initialization: 6.241000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.883000 Kernel 1: 0.024000 Kernel 2: 92.615997 Copyback: 0.017000 Sum: 0.036000 It 9,Best ac:0.002021 1.000000 fi:0.099586. Ave ac:0.002866,0.004514 Iteration 10:MDL fitness activated Error 0.099586 TL 0.038871 MDL Theory Length Weight: 0.8539829589 (4) Initialization: 6.270000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.854000 Kernel 1: 0.024000 Kernel 2: 92.932999 Copyback: 0.017000 Sum: 0.032000 It 10,Best ac:0.001347 1.000000 fi:0.124950. Ave ac:0.002826,0.004774 Initialization: 6.309000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.850000 Kernel 1: 0.024000 Kernel 2: 94.676003 Copyback: 0.017000 Sum: 0.030000 It 11,Best ac:0.001122 1.000000 fi:0.125675. Ave ac:0.002991,0.004074 Initialization: 6.239000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.861000 Kernel 1: 0.024000 Kernel 2: 93.443001 Copyback: 0.017000 Sum: 0.028000 It 12,Best ac:0.001123 1.000000 fi:0.125800. Ave ac:0.002711,0.003876 Initialization: 6.294000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.859000 Kernel 1: 0.023000 Kernel 2: 92.278000 Copyback: 0.017000 Sum: 0.030000 It 13,Best ac:0.000898 1.000000 fi:0.127995. Ave ac:0.002799,0.003759 Initialization: 6.281000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.875000 Kernel 1: 0.023000 Kernel 2: 90.949997 Copyback: 0.017000 Sum: 0.032000 It 14,Best ac:0.000898 1.000000 fi:0.130559. Ave ac:0.002270,0.007048 Initialization: 6.323000 Memcpy Classifiers: 0.389000 Memcpy Instances: 8.850000 Kernel 1: 0.024000 Kernel 2: 92.093002 Copyback: 0.017000 Sum: 0.027000 It 15,Best ac:0.002694 1.000000 fi:0.124950. Ave ac:0.002406,0.003959 Initialization: 6.250000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.860000 Kernel 1: 0.024000 Kernel 2: 92.664001 Copyback: 0.017000 Sum: 0.037000 It 16,Best ac:0.001122 1.000000 fi:0.119328. Ave ac:0.002805,0.006088 Initialization: 6.304000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.846000 Kernel 1: 0.024000 Kernel 2: 88.289001 Copyback: 0.017000 Sum: 0.030000 It 17,Best ac:0.003366 1.000000 fi:0.121999. Ave ac:0.002282,0.003411 Initialization: 6.273000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.865000 Kernel 1: 0.024000 Kernel 2: 91.653999 Copyback: 0.017000 Sum: 0.031000 It 18,Best ac:0.001571 1.000000 fi:0.124107. Ave ac:0.002204,0.003048 Initialization: 6.338000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.852000 Kernel 1: 0.025000 Kernel 2: 92.294998 Copyback: 0.017000 Sum: 0.031000 It 19,Best ac:0.002245 1.000000 fi:0.121647. Ave ac:0.002152,0.003931 Initialization: 6.257000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.850000 Kernel 1: 0.024000 Kernel 2: 91.946999 Copyback: 0.018000 Sum: 0.032000 It 20,Best ac:0.001122 1.000000 fi:0.123497. Ave ac:0.002515,0.004409 Initialization: 6.276000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.871000 Kernel 1: 0.024000 Kernel 2: 91.286003 Copyback: 0.017000 Sum: 0.027000 It 21,Best ac:0.001347 1.000000 fi:0.123117. Ave ac:0.002108,0.002930 Initialization: 6.313000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.844000 Kernel 1: 0.023000 Kernel 2: 89.129997 Copyback: 0.017000 Sum: 0.032000 It 22,Best ac:0.001571 1.000000 fi:0.124997. Ave ac:0.002337,0.002458 Initialization: 6.266000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.852000 Kernel 1: 0.023000 Kernel 2: 89.339996 Copyback: 0.016000 Sum: 0.028000 It 23,Best ac:0.001122 1.000000 fi:0.127376. Ave ac:0.001949,0.003209 Initialization: 6.310000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.830000 Kernel 1: 0.025000 Kernel 2: 89.694000 Copyback: 0.017000 Sum: 0.032000 It 24,Best ac:0.002469 1.000000 fi:0.125808. Ave ac:0.003110,0.005070 Initialization: 6.245000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.875000 Kernel 1: 0.023000 Kernel 2: 90.468002 Copyback: 0.016000 Sum: 0.031000 It 25,Best ac:0.001796 1.000000 fi:0.121244. Ave ac:0.002335,0.003062 MDL Theory Length Weight: 0.7685846630 (10) Initialization: 6.312000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.847000 Kernel 1: 0.025000 Kernel 2: 88.075996 Copyback: 0.016000 Sum: 0.032000 It 26,Best ac:0.001122 1.000000 fi:0.120095. Ave ac:0.001843,0.002729 Initialization: 6.284000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.851000 Kernel 1: 0.024000 Kernel 2: 89.907997 Copyback: 0.016000 Sum: 0.031000 It 27,Best ac:0.001346 1.000000 fi:0.120974. Ave ac:0.002530,0.004107 Initialization: 6.255000 Memcpy Classifiers: 0.391000 Memcpy Instances: 8.843000 Kernel 1: 0.023000 Kernel 2: 89.411003 Copyback: 0.017000 Sum: 0.031000 It 28,Best ac:0.001122 1.000000 fi:0.117387. Ave ac:0.002260,0.003731 Initialization: 6.318000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.830000 Kernel 1: 0.025000 Kernel 2: 91.655998 Copyback: 0.017000 Sum: 0.028000 It 29,Best ac:0.001571 1.000000 fi:0.118370. Ave ac:0.002803,0.004078 Initialization: 6.299000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.845000 Kernel 1: 0.024000 Kernel 2: 87.363998 Copyback: 0.016000 Sum: 0.034000 It 30,Best ac:0.001346 1.000000 fi:0.120012. Ave ac:0.002775,0.003764 Initialization: 6.229000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.851000 Kernel 1: 0.023000 Kernel 2: 88.652000 Copyback: 0.017000 Sum: 0.030000 It 31,Best ac:0.002693 1.000000 fi:0.113975. Ave ac:0.003293,0.006486 Initialization: 6.272000 Memcpy Classifiers: 0.441000 Memcpy Instances: 8.833000 Kernel 1: 0.023000 Kernel 2: 90.271004 Copyback: 0.017000 Sum: 0.030000 It 32,Best ac:0.002020 1.000000 fi:0.119762. Ave ac:0.002717,0.005196 Initialization: 6.260000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.868000 Kernel 1: 0.024000 Kernel 2: 88.085999 Copyback: 0.017000 Sum: 0.032000 It 33,Best ac:0.001347 1.000000 fi:0.117805. Ave ac:0.003041,0.003559 Initialization: 23.243000 Memcpy Instances: 433.609985 Memcpy Classifiers: 0.068000 Kernel 1: 0.026000 Kernel 2: 496.355988 Copyback: 0.015000 Sum: 0.012000 Memcpy Classifiers: 0.060000 Kernel 1: 0.014000 Kernel 2: 506.174011 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.012000 Kernel 2: 497.308990 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.011000 Kernel 2: 505.820007 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.012000 Kernel 2: 497.337006 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.012000 Kernel 2: 509.339996 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.012000 Kernel 2: 490.721985 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.011000 Kernel 2: 488.299011 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.012000 Kernel 2: 485.039001 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.012000 Kernel 2: 498.403015 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.012000 Kernel 2: 499.678986 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.012000 Kernel 2: 481.989990 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.011000 Kernel 2: 433.391998 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.001989 0.771777 fi:0.342459. Ave ac:0.003088,0.011355 Best acc 0.001989 0.771777 Rule:Att PSSM_-3_4 is [-6.813887,-3.102322]|Att PSSM_-2_3 is [<-0.415582]|Att PSSM_-1_12 is [<-2.908425]|Att PSSM_0_6 is [<-3.055585]|Att PSSM_0_15 is [<7.215691]|Att PSSM_1_3 is [<-2.443186]|Att PSSM_1_8 is [-4.352947,6.737788]|Att PSSM_1_20 is [-2.973063,4.973063]|Att PSSM_2_7 is [<0.495807]|1 Accuracy : 0.736228 0 1 162342 1738 60153 10405 Removed 268 instances. 222495 Instances left. Acc of rule 0.001006-0.835821 Initialization: 6.500000 Memcpy Classifiers: 0.578000 Memcpy Instances: 8.847000 Kernel 1: 0.025000 Kernel 2: 108.183998 Copyback: 0.017000 Sum: 0.045000 Initial population average accuracy1:0.005520 accuracy2:0.266058 Initialization: 6.280000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.854000 Kernel 1: 0.025000 Kernel 2: 109.808998 Copyback: 0.017000 Sum: 0.058000 It 0,Best ac:0.000674 1.000000 fi:0.325090. Ave ac:0.006459,0.012473 Initialization: 6.284000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.838000 Kernel 1: 0.025000 Kernel 2: 106.691002 Copyback: 0.017000 Sum: 0.036000 It 1,Best ac:0.002247 0.769231 fi:0.330269. Ave ac:0.005395,0.009190 Initialization: 6.279000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.859000 Kernel 1: 0.023000 Kernel 2: 104.959999 Copyback: 0.017000 Sum: 0.032000 It 2,Best ac:0.001349 1.000000 fi:0.099833. Ave ac:0.005078,0.010405 Initialization: 6.326000 Memcpy Classifiers: 0.540000 Memcpy Instances: 11.072000 Kernel 1: 0.023000 Kernel 2: 103.759003 Copyback: 0.017000 Sum: 0.030000 It 3,Best ac:0.000899 1.000000 fi:0.100120. Ave ac:0.004160,0.006492 Initialization: 6.300000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.850000 Kernel 1: 0.024000 Kernel 2: 103.558998 Copyback: 0.017000 Sum: 0.038000 It 4,Best ac:0.001124 1.000000 fi:0.099917. Ave ac:0.003980,0.008727 Initialization: 6.286000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.846000 Kernel 1: 0.024000 Kernel 2: 100.267998 Copyback: 0.017000 Sum: 0.035000 It 5,Best ac:0.001573 1.000000 fi:0.099750. Ave ac:0.003393,0.005410 Initialization: 6.361000 Memcpy Classifiers: 0.540000 Memcpy Instances: 8.855000 Kernel 1: 0.024000 Kernel 2: 97.806999 Copyback: 0.016000 Sum: 0.038000 It 6,Best ac:0.001124 1.000000 fi:0.099917. Ave ac:0.003413,0.007209 Initialization: 6.270000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.843000 Kernel 1: 0.024000 Kernel 2: 96.280998 Copyback: 0.017000 Sum: 0.041000 It 7,Best ac:0.002247 1.000000 fi:0.099500. Ave ac:0.004033,0.007843 Initialization: 6.309000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.876000 Kernel 1: 0.025000 Kernel 2: 96.320000 Copyback: 0.017000 Sum: 0.032000 It 8,Best ac:0.002023 1.000000 fi:0.099583. Ave ac:0.003615,0.006378 Initialization: 6.306000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.855000 Kernel 1: 0.025000 Kernel 2: 96.568001 Copyback: 0.017000 Sum: 0.034000 It 9,Best ac:0.001348 1.000000 fi:0.099833. Ave ac:0.003007,0.003983 Iteration 10:MDL fitness activated Error 0.099833 TL 0.033609 MDL Theory Length Weight: 0.9901353912 (3) Initialization: 6.246000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.873000 Kernel 1: 0.023000 Kernel 2: 97.468002 Copyback: 0.016000 Sum: 0.032000 It 10,Best ac:0.001798 1.000000 fi:0.130420. Ave ac:0.003639,0.006660 Initialization: 6.325000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.831000 Kernel 1: 0.024000 Kernel 2: 97.651001 Copyback: 0.017000 Sum: 0.035000 It 11,Best ac:0.004045 1.000000 fi:0.119986. Ave ac:0.003342,0.004056 Initialization: 6.342000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.842000 Kernel 1: 0.023000 Kernel 2: 99.592003 Copyback: 0.017000 Sum: 0.034000 It 12,Best ac:0.001573 1.000000 fi:0.122562. Ave ac:0.003633,0.009723 Initialization: 6.256000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.826000 Kernel 1: 0.024000 Kernel 2: 104.042000 Copyback: 0.017000 Sum: 0.032000 It 13,Best ac:0.003146 1.000000 fi:0.120470. Ave ac:0.003655,0.006302 Initialization: 6.296000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.836000 Kernel 1: 0.025000 Kernel 2: 101.250999 Copyback: 0.017000 Sum: 0.032000 It 14,Best ac:0.001349 1.000000 fi:0.120498. Ave ac:0.003053,0.005609 Initialization: 6.266000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.857000 Kernel 1: 0.023000 Kernel 2: 96.032997 Copyback: 0.017000 Sum: 0.031000 It 15,Best ac:0.000899 1.000000 fi:0.123705. Ave ac:0.002960,0.005259 Initialization: 6.256000 Memcpy Classifiers: 0.444000 Memcpy Instances: 8.830000 Kernel 1: 0.024000 Kernel 2: 100.180000 Copyback: 0.017000 Sum: 0.029000 It 16,Best ac:0.001348 1.000000 fi:0.122645. Ave ac:0.002700,0.003851 Initialization: 6.227000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.835000 Kernel 1: 0.024000 Kernel 2: 97.016998 Copyback: 0.017000 Sum: 0.034000 It 17,Best ac:0.001573 1.000000 fi:0.121395. Ave ac:0.002654,0.005884 Initialization: 6.308000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.838000 Kernel 1: 0.024000 Kernel 2: 96.404999 Copyback: 0.017000 Sum: 0.032000 It 18,Best ac:0.001348 1.000000 fi:0.121706. Ave ac:0.002810,0.004001 Initialization: 6.311000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.830000 Kernel 1: 0.025000 Kernel 2: 97.473999 Copyback: 0.018000 Sum: 0.031000 It 19,Best ac:0.000899 1.000000 fi:0.134387. Ave ac:0.002730,0.004174 Initialization: 6.317000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.833000 Kernel 1: 0.024000 Kernel 2: 101.416000 Copyback: 0.017000 Sum: 0.034000 It 20,Best ac:0.001348 1.000000 fi:0.125650. Ave ac:0.002896,0.006532 MDL Theory Length Weight: 0.8911218521 (10) Initialization: 6.244000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.845000 Kernel 1: 0.025000 Kernel 2: 97.073997 Copyback: 0.016000 Sum: 0.029000 It 21,Best ac:0.002022 1.000000 fi:0.117622. Ave ac:0.002847,0.004495 Initialization: 6.281000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.826000 Kernel 1: 0.024000 Kernel 2: 98.814003 Copyback: 0.017000 Sum: 0.029000 It 22,Best ac:0.001348 1.000000 fi:0.125195. Ave ac:0.003409,0.009370 Initialization: 6.221000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.862000 Kernel 1: 0.024000 Kernel 2: 98.075996 Copyback: 0.017000 Sum: 0.032000 It 23,Best ac:0.001348 1.000000 fi:0.124619. Ave ac:0.003123,0.004754 Initialization: 6.293000 Memcpy Classifiers: 0.454000 Memcpy Instances: 8.888000 Kernel 1: 0.024000 Kernel 2: 100.350998 Copyback: 0.017000 Sum: 0.032000 It 24,Best ac:0.000899 1.000000 fi:0.117809. Ave ac:0.002807,0.004906 Initialization: 6.251000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.864000 Kernel 1: 0.024000 Kernel 2: 99.593002 Copyback: 0.016000 Sum: 0.034000 It 25,Best ac:0.001573 1.000000 fi:0.122381. Ave ac:0.003219,0.006172 Initialization: 6.259000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.859000 Kernel 1: 0.024000 Kernel 2: 97.946999 Copyback: 0.016000 Sum: 0.030000 It 26,Best ac:0.002023 1.000000 fi:0.124384. Ave ac:0.003577,0.005220 Initialization: 7.360000 Memcpy Classifiers: 0.415000 Memcpy Instances: 10.912000 Kernel 1: 0.023000 Kernel 2: 95.328003 Copyback: 0.018000 Sum: 0.042000 It 27,Best ac:0.001798 1.000000 fi:0.119776. Ave ac:0.003198,0.005109 Initialization: 6.282000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.829000 Kernel 1: 0.025000 Kernel 2: 93.112000 Copyback: 0.017000 Sum: 0.030000 It 28,Best ac:0.001348 1.000000 fi:0.120364. Ave ac:0.003747,0.006618 Initialization: 6.190000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.846000 Kernel 1: 0.023000 Kernel 2: 93.098000 Copyback: 0.017000 Sum: 0.033000 It 29,Best ac:0.001124 1.000000 fi:0.122548. Ave ac:0.003676,0.005484 Initialization: 6.346000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.844000 Kernel 1: 0.024000 Kernel 2: 89.397003 Copyback: 0.017000 Sum: 0.037000 It 30,Best ac:0.001348 1.000000 fi:0.121060. Ave ac:0.003107,0.006721 MDL Theory Length Weight: 0.8020096669 (20) Initialization: 6.384000 Memcpy Classifiers: 0.415000 Memcpy Instances: 11.797000 Kernel 1: 0.023000 Kernel 2: 87.612999 Copyback: 0.017000 Sum: 0.030000 It 31,Best ac:0.001348 1.000000 fi:0.118730. Ave ac:0.002572,0.003932 Initialization: 6.323000 Memcpy Classifiers: 0.399000 Memcpy Instances: 12.557000 Kernel 1: 0.024000 Kernel 2: 87.125000 Copyback: 0.019000 Sum: 0.043000 It 32,Best ac:0.000899 1.000000 fi:0.117836. Ave ac:0.003143,0.004006 Initialization: 7.828000 Memcpy Classifiers: 0.381000 Memcpy Instances: 12.546000 Kernel 1: 0.023000 Kernel 2: 85.553001 Copyback: 0.016000 Sum: 0.031000 It 33,Best ac:0.002697 1.000000 fi:0.121330. Ave ac:0.002512,0.002706 Initialization: 29.377001 Memcpy Instances: 534.562012 Memcpy Classifiers: 0.069000 Kernel 1: 0.025000 Kernel 2: 490.673004 Copyback: 0.368000 Sum: 0.015000 Memcpy Classifiers: 0.064000 Kernel 1: 0.015000 Kernel 2: 481.473999 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.012000 Kernel 2: 488.440002 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.099000 Kernel 1: 0.022000 Kernel 2: 487.730011 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.104000 Kernel 1: 0.022000 Kernel 2: 494.144989 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.072000 Kernel 1: 0.013000 Kernel 2: 486.669006 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.015000 Kernel 2: 483.352997 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.012000 Kernel 2: 499.816986 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.099000 Kernel 1: 0.020000 Kernel 2: 490.639008 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.014000 Kernel 2: 495.101013 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 521.715027 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.012000 Kernel 2: 490.083008 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.013000 Kernel 2: 432.152008 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.001317 0.777188 fi:0.347567. Ave ac:0.002360,0.008493 Best acc 0.001317 0.777188 Initialization: 6.475000 Memcpy Classifiers: 0.564000 Memcpy Instances: 8.856000 Kernel 1: 0.025000 Kernel 2: 108.015999 Copyback: 0.017000 Sum: 0.041000 Initial population average accuracy1:0.006098 accuracy2:0.267033 Initialization: 6.321000 Memcpy Classifiers: 0.504000 Memcpy Instances: 8.863000 Kernel 1: 0.023000 Kernel 2: 110.802002 Copyback: 0.017000 Sum: 0.046000 It 0,Best ac:0.000674 1.000000 fi:0.325090. Ave ac:0.007680,0.015624 Initialization: 6.337000 Memcpy Classifiers: 0.522000 Memcpy Instances: 8.843000 Kernel 1: 0.025000 Kernel 2: 110.542999 Copyback: 0.016000 Sum: 0.028000 It 1,Best ac:0.001348 1.000000 fi:0.099833. Ave ac:0.006665,0.015005 Initialization: 6.195000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.855000 Kernel 1: 0.024000 Kernel 2: 111.311996 Copyback: 0.017000 Sum: 0.033000 It 2,Best ac:0.000899 1.000000 fi:0.100120. Ave ac:0.006385,0.010242 Initialization: 6.227000 Memcpy Classifiers: 0.506000 Memcpy Instances: 8.856000 Kernel 1: 0.023000 Kernel 2: 113.139999 Copyback: 0.017000 Sum: 0.029000 It 3,Best ac:0.001348 1.000000 fi:0.099834. Ave ac:0.005766,0.007765 Initialization: 6.312000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.848000 Kernel 1: 0.024000 Kernel 2: 113.337997 Copyback: 0.017000 Sum: 0.038000 It 4,Best ac:0.001348 1.000000 fi:0.099833. Ave ac:0.005373,0.008128 Initialization: 6.279000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.851000 Kernel 1: 0.025000 Kernel 2: 114.820000 Copyback: 0.016000 Sum: 0.031000 It 5,Best ac:0.001348 1.000000 fi:0.099833. Ave ac:0.006028,0.008582 Initialization: 6.233000 Memcpy Classifiers: 0.486000 Memcpy Instances: 8.864000 Kernel 1: 0.024000 Kernel 2: 111.922997 Copyback: 0.016000 Sum: 0.036000 It 6,Best ac:0.000899 1.000000 fi:0.100120. Ave ac:0.005688,0.009720 Initialization: 6.310000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.850000 Kernel 1: 0.024000 Kernel 2: 108.362999 Copyback: 0.017000 Sum: 0.033000 It 7,Best ac:0.002697 1.000000 fi:0.099333. Ave ac:0.004811,0.007864 Initialization: 6.362000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.854000 Kernel 1: 0.024000 Kernel 2: 108.639999 Copyback: 0.017000 Sum: 0.029000 It 8,Best ac:0.000899 1.000000 fi:0.100120. Ave ac:0.003169,0.005327 Initialization: 6.193000 Memcpy Classifiers: 0.506000 Memcpy Instances: 8.857000 Kernel 1: 0.025000 Kernel 2: 108.311996 Copyback: 0.016000 Sum: 0.035000 It 9,Best ac:0.002022 1.000000 fi:0.099583. Ave ac:0.003307,0.005575 Iteration 10:MDL fitness activated Error 0.099583 TL 0.053030 MDL Theory Length Weight: 0.6259576250 (3) Initialization: 6.244000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.852000 Kernel 1: 0.024000 Kernel 2: 108.747002 Copyback: 0.017000 Sum: 0.037000 It 10,Best ac:0.002472 1.000000 fi:0.115815. Ave ac:0.003679,0.007701 Initialization: 6.345000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.843000 Kernel 1: 0.024000 Kernel 2: 104.666000 Copyback: 0.017000 Sum: 0.037000 It 11,Best ac:0.001348 1.000000 fi:0.116544. Ave ac:0.002134,0.004030 Initialization: 6.259000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.846000 Kernel 1: 0.023000 Kernel 2: 106.289001 Copyback: 0.017000 Sum: 0.029000 It 12,Best ac:0.003147 1.000000 fi:0.116406. Ave ac:0.004007,0.006133 Initialization: 6.327000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.856000 Kernel 1: 0.024000 Kernel 2: 108.202003 Copyback: 0.017000 Sum: 0.029000 It 13,Best ac:0.001798 1.000000 fi:0.115496. Ave ac:0.003102,0.005451 Initialization: 6.278000 Memcpy Classifiers: 0.485000 Memcpy Instances: 8.848000 Kernel 1: 0.024000 Kernel 2: 103.690002 Copyback: 0.017000 Sum: 0.033000 It 14,Best ac:0.001348 1.000000 fi:0.115919. Ave ac:0.003058,0.004544 Initialization: 6.160000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.856000 Kernel 1: 0.024000 Kernel 2: 103.030998 Copyback: 0.017000 Sum: 0.031000 It 15,Best ac:0.000899 1.000000 fi:0.115813. Ave ac:0.002430,0.003277 Initialization: 6.269000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.850000 Kernel 1: 0.024000 Kernel 2: 103.181000 Copyback: 0.017000 Sum: 0.029000 It 16,Best ac:0.002697 1.000000 fi:0.118429. Ave ac:0.002564,0.003796 Initialization: 6.302000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.908000 Kernel 1: 0.023000 Kernel 2: 103.542999 Copyback: 0.017000 Sum: 0.034000 It 17,Best ac:0.001348 1.000000 fi:0.117671. Ave ac:0.002476,0.003607 Initialization: 6.243000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.861000 Kernel 1: 0.024000 Kernel 2: 98.748001 Copyback: 0.017000 Sum: 0.038000 It 18,Best ac:0.000899 1.000000 fi:0.114102. Ave ac:0.001935,0.003758 Initialization: 6.235000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.864000 Kernel 1: 0.024000 Kernel 2: 100.257004 Copyback: 0.017000 Sum: 0.032000 It 19,Best ac:0.001798 1.000000 fi:0.116564. Ave ac:0.002427,0.004395 Initialization: 6.235000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.860000 Kernel 1: 0.024000 Kernel 2: 101.198997 Copyback: 0.017000 Sum: 0.033000 It 20,Best ac:0.001348 1.000000 fi:0.114030. Ave ac:0.003473,0.005044 Initialization: 6.318000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.852000 Kernel 1: 0.023000 Kernel 2: 99.956001 Copyback: 0.017000 Sum: 0.029000 It 21,Best ac:0.001124 1.000000 fi:0.117335. Ave ac:0.002133,0.002879 Initialization: 6.293000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.847000 Kernel 1: 0.023000 Kernel 2: 99.139000 Copyback: 0.017000 Sum: 0.031000 It 22,Best ac:0.001348 1.000000 fi:0.118767. Ave ac:0.003025,0.004084 Initialization: 6.317000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.841000 Kernel 1: 0.023000 Kernel 2: 96.931999 Copyback: 0.017000 Sum: 0.035000 It 23,Best ac:0.002697 1.000000 fi:0.118094. Ave ac:0.002545,0.003869 Initialization: 6.251000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.832000 Kernel 1: 0.024000 Kernel 2: 98.121002 Copyback: 0.016000 Sum: 0.033000 It 24,Best ac:0.001573 1.000000 fi:0.115113. Ave ac:0.003187,0.003364 Initialization: 6.204000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.874000 Kernel 1: 0.023000 Kernel 2: 97.474998 Copyback: 0.020000 Sum: 0.032000 It 25,Best ac:0.001573 1.000000 fi:0.113946. Ave ac:0.002270,0.002579 Initialization: 6.239000 Memcpy Classifiers: 0.436000 Memcpy Instances: 8.860000 Kernel 1: 0.023000 Kernel 2: 95.447998 Copyback: 0.016000 Sum: 0.037000 It 26,Best ac:0.001348 1.000000 fi:0.115527. Ave ac:0.001776,0.002363 Initialization: 6.246000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.856000 Kernel 1: 0.024000 Kernel 2: 93.292000 Copyback: 0.017000 Sum: 0.030000 It 27,Best ac:0.003820 1.000000 fi:0.114877. Ave ac:0.002417,0.003376 Initialization: 6.198000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.914000 Kernel 1: 0.023000 Kernel 2: 95.348999 Copyback: 0.017000 Sum: 0.031000 It 28,Best ac:0.001124 1.000000 fi:0.115096. Ave ac:0.002427,0.003105 Initialization: 6.255000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.857000 Kernel 1: 0.025000 Kernel 2: 94.359001 Copyback: 0.017000 Sum: 0.029000 It 29,Best ac:0.002472 1.000000 fi:0.116524. Ave ac:0.002186,0.003114 Initialization: 6.145000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.856000 Kernel 1: 0.024000 Kernel 2: 94.146004 Copyback: 0.017000 Sum: 0.033000 It 30,Best ac:0.002247 1.000000 fi:0.114811. Ave ac:0.002696,0.003146 Initialization: 6.275000 Memcpy Classifiers: 0.440000 Memcpy Instances: 8.897000 Kernel 1: 0.023000 Kernel 2: 93.445999 Copyback: 0.017000 Sum: 0.031000 It 31,Best ac:0.001798 1.000000 fi:0.115441. Ave ac:0.002540,0.002866 Initialization: 6.251000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.883000 Kernel 1: 0.024000 Kernel 2: 93.043999 Copyback: 0.017000 Sum: 0.031000 It 32,Best ac:0.001124 1.000000 fi:0.115096. Ave ac:0.002309,0.002990 Initialization: 6.260000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.845000 Kernel 1: 0.024000 Kernel 2: 92.259003 Copyback: 0.016000 Sum: 0.038000 It 33,Best ac:0.000899 1.000000 fi:0.115483. Ave ac:0.002139,0.002581 Initialization: 23.212000 Memcpy Instances: 536.502014 Memcpy Classifiers: 0.072000 Kernel 1: 0.026000 Kernel 2: 512.937988 Copyback: 0.015000 Sum: 0.014000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 531.140991 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.012000 Kernel 2: 513.312012 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.090000 Kernel 1: 0.017000 Kernel 2: 518.437988 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.103000 Kernel 1: 0.022000 Kernel 2: 515.049011 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.104000 Kernel 1: 0.021000 Kernel 2: 507.623993 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.102000 Kernel 1: 0.021000 Kernel 2: 505.489014 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.012000 Kernel 2: 522.072021 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.014000 Kernel 2: 508.712006 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.102000 Kernel 1: 0.020000 Kernel 2: 518.554993 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.013000 Kernel 2: 520.435974 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.012000 Kernel 2: 511.601990 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.080000 Kernel 1: 0.019000 Kernel 2: 469.700012 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.002301 0.774584 fi:0.343829. Ave ac:0.002815,0.010047 Best acc 0.002301 0.774584 Rule:Att PSSM_-3_6 is [-6.702291,-1.406300]|Att PSSM_-2_2 is [-5.750003,-1.290028]|Att PSSM_-1_4 is [<-2.831652]|Att PSSM_-1_12 is [<-2.168785]|Att PSSM_0_2 is [<-2.580440]|Att PSSM_0_5 is [1.120612,11.029566]|Att PSSM_0_8 is [<4.105500]|Att PSSM_0_19 is [>-4.799560]|Att PSSM_1_7 is [<0.071534]|Att PSSM_1_14 is [-4.613975,4.381275]|Att PSSM_3_17 is [<3.450394]|1 Accuracy : 0.737118 0 1 162258 1822 59860 10698 Removed 377 instances. 222118 Instances left. Acc of rule 0.001317-0.777188 Initialization: 8.379000 Memcpy Classifiers: 0.966000 Memcpy Instances: 9.410000 Kernel 1: 0.026000 Kernel 2: 108.024002 Copyback: 0.018000 Sum: 0.052000 Initial population average accuracy1:0.005894 accuracy2:0.269406 Initialization: 8.170000 Memcpy Classifiers: 1.053000 Memcpy Instances: 12.184000 Kernel 1: 0.024000 Kernel 2: 106.750000 Copyback: 0.017000 Sum: 0.040000 It 0,Best ac:0.001351 0.857143 fi:0.242688. Ave ac:0.006410,0.011890 Initialization: 7.122000 Memcpy Classifiers: 0.807000 Memcpy Instances: 9.728000 Kernel 1: 0.023000 Kernel 2: 106.928001 Copyback: 0.020000 Sum: 0.031000 It 1,Best ac:0.001126 1.000000 fi:0.099915. Ave ac:0.007196,0.014460 Initialization: 6.403000 Memcpy Classifiers: 0.541000 Memcpy Instances: 10.457000 Kernel 1: 0.023000 Kernel 2: 106.775002 Copyback: 0.017000 Sum: 0.032000 It 2,Best ac:0.001126 1.000000 fi:0.099915. Ave ac:0.006445,0.012086 Initialization: 6.317000 Memcpy Classifiers: 0.523000 Memcpy Instances: 9.533000 Kernel 1: 0.022000 Kernel 2: 105.503998 Copyback: 0.017000 Sum: 0.032000 It 3,Best ac:0.000900 1.000000 fi:0.099998. Ave ac:0.006092,0.011662 Initialization: 6.228000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.854000 Kernel 1: 0.024000 Kernel 2: 104.330002 Copyback: 0.016000 Sum: 0.031000 It 4,Best ac:0.000900 1.000000 fi:0.099998. Ave ac:0.005415,0.008934 Initialization: 6.214000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.861000 Kernel 1: 0.023000 Kernel 2: 101.814003 Copyback: 0.016000 Sum: 0.035000 It 5,Best ac:0.001576 1.000000 fi:0.099747. Ave ac:0.004580,0.008200 Initialization: 6.219000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.861000 Kernel 1: 0.023000 Kernel 2: 99.254997 Copyback: 0.017000 Sum: 0.035000 It 6,Best ac:0.001350 1.000000 fi:0.099831. Ave ac:0.003653,0.005578 Initialization: 6.230000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.834000 Kernel 1: 0.024000 Kernel 2: 98.678001 Copyback: 0.017000 Sum: 0.028000 It 7,Best ac:0.001350 1.000000 fi:0.099831. Ave ac:0.003196,0.005167 Initialization: 6.381000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.837000 Kernel 1: 0.023000 Kernel 2: 98.285004 Copyback: 0.016000 Sum: 0.028000 It 8,Best ac:0.001350 1.000000 fi:0.099831. Ave ac:0.003721,0.006422 Initialization: 6.137000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.827000 Kernel 1: 0.024000 Kernel 2: 94.431000 Copyback: 0.018000 Sum: 0.044000 It 9,Best ac:0.003152 1.000000 fi:0.099160. Ave ac:0.003116,0.004849 Iteration 10:MDL fitness activated Error 0.099160 TL 0.032568 MDL Theory Length Weight: 1.0148894682 (1) Initialization: 6.345000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.847000 Kernel 1: 0.024000 Kernel 2: 95.307999 Copyback: 0.016000 Sum: 0.032000 It 10,Best ac:0.001576 1.000000 fi:0.133838. Ave ac:0.003371,0.006044 Initialization: 6.226000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.857000 Kernel 1: 0.024000 Kernel 2: 95.211998 Copyback: 0.017000 Sum: 0.031000 It 11,Best ac:0.001576 1.000000 fi:0.128053. Ave ac:0.003540,0.006502 Initialization: 6.241000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.834000 Kernel 1: 0.024000 Kernel 2: 93.635002 Copyback: 0.017000 Sum: 0.032000 It 12,Best ac:0.001801 1.000000 fi:0.127903. Ave ac:0.004018,0.006619 Initialization: 6.277000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.878000 Kernel 1: 0.023000 Kernel 2: 89.320000 Copyback: 0.017000 Sum: 0.031000 It 13,Best ac:0.002251 1.000000 fi:0.128416. Ave ac:0.002396,0.003777 Initialization: 6.299000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.826000 Kernel 1: 0.024000 Kernel 2: 87.476997 Copyback: 0.018000 Sum: 0.030000 It 14,Best ac:0.000900 1.000000 fi:0.128750. Ave ac:0.002628,0.003864 Initialization: 6.200000 Memcpy Classifiers: 0.409000 Memcpy Instances: 8.858000 Kernel 1: 0.024000 Kernel 2: 87.857002 Copyback: 0.017000 Sum: 0.028000 It 15,Best ac:0.001576 1.000000 fi:0.124494. Ave ac:0.003222,0.004842 Initialization: 6.222000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.865000 Kernel 1: 0.025000 Kernel 2: 88.105003 Copyback: 0.017000 Sum: 0.032000 It 16,Best ac:0.001126 1.000000 fi:0.128118. Ave ac:0.002692,0.005736 Initialization: 7.538000 Memcpy Classifiers: 0.647000 Memcpy Instances: 11.197000 Kernel 1: 0.024000 Kernel 2: 88.681999 Copyback: 0.017000 Sum: 0.027000 It 17,Best ac:0.001576 1.000000 fi:0.128018. Ave ac:0.002867,0.004690 Initialization: 6.251000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.852000 Kernel 1: 0.024000 Kernel 2: 86.438004 Copyback: 0.018000 Sum: 0.046000 It 18,Best ac:0.001126 1.000000 fi:0.125595. Ave ac:0.002696,0.005693 Initialization: 6.299000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.854000 Kernel 1: 0.023000 Kernel 2: 84.963997 Copyback: 0.017000 Sum: 0.030000 It 19,Best ac:0.000900 1.000000 fi:0.130340. Ave ac:0.002199,0.004212 Initialization: 6.276000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.870000 Kernel 1: 0.024000 Kernel 2: 84.760002 Copyback: 0.017000 Sum: 0.033000 It 20,Best ac:0.002251 1.000000 fi:0.124699. Ave ac:0.002441,0.006444 Initialization: 6.243000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.870000 Kernel 1: 0.023000 Kernel 2: 84.959000 Copyback: 0.017000 Sum: 0.030000 It 21,Best ac:0.001351 1.000000 fi:0.125492. Ave ac:0.002080,0.003253 Initialization: 6.672000 Memcpy Classifiers: 0.380000 Memcpy Instances: 13.372000 Kernel 1: 0.023000 Kernel 2: 84.152000 Copyback: 0.017000 Sum: 0.029000 It 22,Best ac:0.001801 1.000000 fi:0.124159. Ave ac:0.002544,0.003730 Initialization: 6.273000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.852000 Kernel 1: 0.024000 Kernel 2: 83.259003 Copyback: 0.017000 Sum: 0.034000 It 23,Best ac:0.003151 1.000000 fi:0.124291. Ave ac:0.001861,0.002667 Initialization: 6.313000 Memcpy Classifiers: 0.360000 Memcpy Instances: 8.846000 Kernel 1: 0.024000 Kernel 2: 81.874001 Copyback: 0.017000 Sum: 0.027000 It 24,Best ac:0.001126 1.000000 fi:0.125469. Ave ac:0.002837,0.007231 Initialization: 6.259000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.883000 Kernel 1: 0.024000 Kernel 2: 82.610001 Copyback: 0.017000 Sum: 0.028000 It 25,Best ac:0.002927 1.000000 fi:0.126109. Ave ac:0.001838,0.002402 Initialization: 6.274000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.856000 Kernel 1: 0.024000 Kernel 2: 83.625999 Copyback: 0.016000 Sum: 0.029000 It 26,Best ac:0.001126 1.000000 fi:0.126762. Ave ac:0.002402,0.003046 Initialization: 6.265000 Memcpy Classifiers: 0.382000 Memcpy Instances: 8.831000 Kernel 1: 0.025000 Kernel 2: 85.855003 Copyback: 0.018000 Sum: 0.032000 It 27,Best ac:0.001576 1.000000 fi:0.130024. Ave ac:0.002538,0.005856 Initialization: 6.211000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.835000 Kernel 1: 0.024000 Kernel 2: 81.878998 Copyback: 0.017000 Sum: 0.031000 It 28,Best ac:0.000900 1.000000 fi:0.123966. Ave ac:0.001934,0.003853 Initialization: 6.175000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.851000 Kernel 1: 0.024000 Kernel 2: 84.100998 Copyback: 0.017000 Sum: 0.028000 It 29,Best ac:0.001576 1.000000 fi:0.126504. Ave ac:0.001924,0.002404 Initialization: 6.281000 Memcpy Classifiers: 0.378000 Memcpy Instances: 8.841000 Kernel 1: 0.024000 Kernel 2: 84.668999 Copyback: 0.017000 Sum: 0.031000 It 30,Best ac:0.000900 1.000000 fi:0.123964. Ave ac:0.002115,0.004043 Initialization: 6.268000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.853000 Kernel 1: 0.023000 Kernel 2: 84.646004 Copyback: 0.017000 Sum: 0.031000 It 31,Best ac:0.003377 1.000000 fi:0.117515. Ave ac:0.002053,0.002688 Initialization: 6.234000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.852000 Kernel 1: 0.026000 Kernel 2: 83.749001 Copyback: 0.017000 Sum: 0.031000 It 32,Best ac:0.002476 1.000000 fi:0.120518. Ave ac:0.001709,0.001899 Initialization: 6.279000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.843000 Kernel 1: 0.024000 Kernel 2: 82.071999 Copyback: 0.017000 Sum: 0.034000 It 33,Best ac:0.001576 1.000000 fi:0.123899. Ave ac:0.002142,0.003933 Initialization: 22.985001 Memcpy Instances: 432.204987 Memcpy Classifiers: 0.070000 Kernel 1: 0.024000 Kernel 2: 463.562988 Copyback: 0.016000 Sum: 0.012000 Memcpy Classifiers: 0.061000 Kernel 1: 0.015000 Kernel 2: 463.018005 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 483.311005 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.011000 Kernel 2: 475.308014 Copyback: 0.370000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.012000 Kernel 2: 488.303009 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.011000 Kernel 2: 465.052002 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.012000 Kernel 2: 469.806000 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.015000 Kernel 2: 480.223999 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.012000 Kernel 2: 473.800995 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.012000 Kernel 2: 475.954987 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.012000 Kernel 2: 471.822998 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.011000 Kernel 2: 464.006989 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 432.162994 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.001499 0.783529 fi:0.340398. Ave ac:0.002359,0.008401 Best acc 0.001499 0.783529 Initialization: 6.334000 Memcpy Classifiers: 0.541000 Memcpy Instances: 8.830000 Kernel 1: 0.027000 Kernel 2: 106.936996 Copyback: 0.017000 Sum: 0.046000 Initial population average accuracy1:0.006351 accuracy2:0.257997 Initialization: 6.308000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.833000 Kernel 1: 0.024000 Kernel 2: 108.186996 Copyback: 0.017000 Sum: 0.057000 It 0,Best ac:0.001125 0.714286 fi:0.385629. Ave ac:0.007526,0.014344 Initialization: 6.284000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.855000 Kernel 1: 0.024000 Kernel 2: 107.323997 Copyback: 0.017000 Sum: 0.029000 It 1,Best ac:0.001801 0.800000 fi:0.299663. Ave ac:0.006955,0.011909 Initialization: 6.123000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.854000 Kernel 1: 0.023000 Kernel 2: 105.944000 Copyback: 0.016000 Sum: 0.035000 It 2,Best ac:0.001125 1.000000 fi:0.099915. Ave ac:0.005910,0.010941 Initialization: 6.289000 Memcpy Classifiers: 0.493000 Memcpy Instances: 8.829000 Kernel 1: 0.024000 Kernel 2: 106.483002 Copyback: 0.017000 Sum: 0.033000 It 3,Best ac:0.000900 1.000000 fi:0.099998. Ave ac:0.004833,0.007669 Initialization: 6.293000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.847000 Kernel 1: 0.024000 Kernel 2: 107.372002 Copyback: 0.017000 Sum: 0.034000 It 4,Best ac:0.001801 1.000000 fi:0.099663. Ave ac:0.005704,0.008544 Initialization: 6.228000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.897000 Kernel 1: 0.023000 Kernel 2: 104.771004 Copyback: 0.016000 Sum: 0.029000 It 5,Best ac:0.001125 1.000000 fi:0.099915. Ave ac:0.004814,0.008701 Initialization: 6.322000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.889000 Kernel 1: 0.024000 Kernel 2: 104.377998 Copyback: 0.017000 Sum: 0.034000 It 6,Best ac:0.001576 1.000000 fi:0.099747. Ave ac:0.004669,0.008267 Initialization: 6.275000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.861000 Kernel 1: 0.023000 Kernel 2: 104.931000 Copyback: 0.017000 Sum: 0.030000 It 7,Best ac:0.001576 1.000000 fi:0.099747. Ave ac:0.003174,0.004385 Initialization: 6.250000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.833000 Kernel 1: 0.024000 Kernel 2: 101.805000 Copyback: 0.017000 Sum: 0.030000 It 8,Best ac:0.002476 1.000000 fi:0.099412. Ave ac:0.003057,0.004143 Initialization: 6.541000 Memcpy Classifiers: 0.506000 Memcpy Instances: 8.883000 Kernel 1: 0.022000 Kernel 2: 99.938004 Copyback: 0.018000 Sum: 0.044000 It 9,Best ac:0.001576 1.000000 fi:0.099747. Ave ac:0.003258,0.005618 Iteration 10:MDL fitness activated Error 0.099747 TL 0.034374 MDL Theory Length Weight: 0.9672808520 (2) Initialization: 6.371000 Memcpy Classifiers: 0.485000 Memcpy Instances: 11.244000 Kernel 1: 0.022000 Kernel 2: 98.717003 Copyback: 0.017000 Sum: 0.036000 It 10,Best ac:0.001351 1.000000 fi:0.133080. Ave ac:0.002264,0.003791 Initialization: 8.399000 Memcpy Classifiers: 0.904000 Memcpy Instances: 12.876000 Kernel 1: 0.023000 Kernel 2: 98.241997 Copyback: 0.016000 Sum: 0.032000 It 11,Best ac:0.000900 1.000000 fi:0.136123. Ave ac:0.002615,0.004697 Initialization: 8.634000 Memcpy Classifiers: 0.506000 Memcpy Instances: 8.874000 Kernel 1: 0.024000 Kernel 2: 100.430000 Copyback: 0.017000 Sum: 0.037000 It 12,Best ac:0.001351 1.000000 fi:0.131844. Ave ac:0.002910,0.004184 Initialization: 6.223000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.864000 Kernel 1: 0.024000 Kernel 2: 98.896004 Copyback: 0.017000 Sum: 0.030000 It 13,Best ac:0.001576 1.000000 fi:0.129674. Ave ac:0.002073,0.003438 Initialization: 6.239000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.862000 Kernel 1: 0.024000 Kernel 2: 98.667999 Copyback: 0.017000 Sum: 0.031000 It 14,Best ac:0.000900 1.000000 fi:0.126902. Ave ac:0.002588,0.003536 Initialization: 7.490000 Memcpy Classifiers: 0.505000 Memcpy Instances: 9.467000 Kernel 1: 0.023000 Kernel 2: 97.775002 Copyback: 0.017000 Sum: 0.034000 It 15,Best ac:0.001576 1.000000 fi:0.131928. Ave ac:0.002375,0.003190 Initialization: 7.146000 Memcpy Classifiers: 0.506000 Memcpy Instances: 8.850000 Kernel 1: 0.023000 Kernel 2: 100.015999 Copyback: 0.017000 Sum: 0.033000 It 16,Best ac:0.001350 1.000000 fi:0.129146. Ave ac:0.002228,0.003228 Initialization: 6.233000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.894000 Kernel 1: 0.024000 Kernel 2: 97.808998 Copyback: 0.017000 Sum: 0.032000 It 17,Best ac:0.001351 1.000000 fi:0.133650. Ave ac:0.002804,0.003825 Initialization: 6.289000 Memcpy Classifiers: 0.494000 Memcpy Instances: 8.855000 Kernel 1: 0.023000 Kernel 2: 97.200996 Copyback: 0.017000 Sum: 0.035000 It 18,Best ac:0.001351 1.000000 fi:0.129146. Ave ac:0.002276,0.003106 Initialization: 6.229000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.858000 Kernel 1: 0.024000 Kernel 2: 96.863998 Copyback: 0.017000 Sum: 0.030000 It 19,Best ac:0.000900 1.000000 fi:0.136099. Ave ac:0.002236,0.003333 Initialization: 6.273000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.850000 Kernel 1: 0.023000 Kernel 2: 96.753998 Copyback: 0.017000 Sum: 0.035000 It 20,Best ac:0.002701 1.000000 fi:0.123953. Ave ac:0.001689,0.002527 Initialization: 6.442000 Memcpy Classifiers: 0.438000 Memcpy Instances: 8.889000 Kernel 1: 0.022000 Kernel 2: 97.392998 Copyback: 0.017000 Sum: 0.041000 It 21,Best ac:0.000900 1.000000 fi:0.121049. Ave ac:0.002071,0.003166 Initialization: 6.149000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.841000 Kernel 1: 0.024000 Kernel 2: 96.428001 Copyback: 0.017000 Sum: 0.038000 It 22,Best ac:0.002251 1.000000 fi:0.126871. Ave ac:0.001973,0.002481 Initialization: 6.242000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.860000 Kernel 1: 0.024000 Kernel 2: 95.127998 Copyback: 0.017000 Sum: 0.042000 It 23,Best ac:0.001801 1.000000 fi:0.126858. Ave ac:0.002239,0.003062 Initialization: 6.244000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.866000 Kernel 1: 0.023000 Kernel 2: 96.547997 Copyback: 0.017000 Sum: 0.034000 It 24,Best ac:0.000900 1.000000 fi:0.129645. Ave ac:0.002487,0.003832 Initialization: 6.308000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.875000 Kernel 1: 0.022000 Kernel 2: 96.262001 Copyback: 0.016000 Sum: 0.039000 It 25,Best ac:0.000900 1.000000 fi:0.125926. Ave ac:0.001906,0.003529 Initialization: 6.363000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.851000 Kernel 1: 0.024000 Kernel 2: 93.438004 Copyback: 0.016000 Sum: 0.033000 It 26,Best ac:0.000900 1.000000 fi:0.125321. Ave ac:0.002628,0.003610 Initialization: 6.291000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.855000 Kernel 1: 0.024000 Kernel 2: 94.287003 Copyback: 0.016000 Sum: 0.037000 It 27,Best ac:0.000900 1.000000 fi:0.128333. Ave ac:0.003620,0.004544 Initialization: 6.325000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.825000 Kernel 1: 0.025000 Kernel 2: 91.641998 Copyback: 0.017000 Sum: 0.035000 It 28,Best ac:0.001350 1.000000 fi:0.120882. Ave ac:0.003450,0.003931 Initialization: 6.268000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.859000 Kernel 1: 0.023000 Kernel 2: 91.056999 Copyback: 0.017000 Sum: 0.034000 It 29,Best ac:0.003602 1.000000 fi:0.123424. Ave ac:0.002513,0.004128 Initialization: 6.350000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.841000 Kernel 1: 0.023000 Kernel 2: 93.190002 Copyback: 0.017000 Sum: 0.032000 It 30,Best ac:0.001126 1.000000 fi:0.125237. Ave ac:0.002418,0.003374 Initialization: 6.273000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.849000 Kernel 1: 0.024000 Kernel 2: 88.598000 Copyback: 0.017000 Sum: 0.035000 It 31,Best ac:0.001350 1.000000 fi:0.126180. Ave ac:0.002594,0.002907 Initialization: 6.313000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.829000 Kernel 1: 0.025000 Kernel 2: 88.324997 Copyback: 0.016000 Sum: 0.039000 It 32,Best ac:0.001801 1.000000 fi:0.124617. Ave ac:0.002603,0.002445 Initialization: 6.298000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.845000 Kernel 1: 0.024000 Kernel 2: 86.110001 Copyback: 0.017000 Sum: 0.039000 It 33,Best ac:0.001351 1.000000 fi:0.124947. Ave ac:0.002432,0.003347 Initialization: 23.016001 Memcpy Instances: 432.355011 Memcpy Classifiers: 0.073000 Kernel 1: 0.025000 Kernel 2: 480.914001 Copyback: 0.014000 Sum: 0.016000 Memcpy Classifiers: 0.070000 Kernel 1: 0.012000 Kernel 2: 501.509003 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.071000 Kernel 1: 0.012000 Kernel 2: 487.737000 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.012000 Kernel 2: 494.484009 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.012000 Kernel 2: 487.445007 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.105000 Kernel 1: 0.022000 Kernel 2: 492.014008 Copyback: 0.018000 Sum: 0.003000 Memcpy Classifiers: 0.105000 Kernel 1: 0.023000 Kernel 2: 502.954010 Copyback: 0.368000 Sum: 0.001000 Memcpy Classifiers: 0.071000 Kernel 1: 0.013000 Kernel 2: 497.260986 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.071000 Kernel 1: 0.012000 Kernel 2: 490.074005 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.071000 Kernel 1: 0.012000 Kernel 2: 495.562988 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.071000 Kernel 1: 0.012000 Kernel 2: 483.726990 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.012000 Kernel 2: 489.875000 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.071000 Kernel 1: 0.012000 Kernel 2: 436.925995 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.001121 0.816393 fi:0.315704. Ave ac:0.002090,0.007234 Best acc 0.001121 0.816393 Rule:Att PSSM_-3_8 is [<3.504049]|Att PSSM_-2_2 is [<-0.744095]|Att PSSM_-1_2 is [<-2.722336]|Att PSSM_0_12 is [-5.916962,-3.636681]|Att PSSM_0_20 is [<4.140099]|Att PSSM_1_5 is [-0.060220,10.352499]|Att PSSM_2_6 is [<2.173860]|Att PSSM_2_12 is [-6.354883,-1.801278]|Att PSSM_3_4 is [-7.391306,-0.608694]|Att PSSM_3_9 is [-4.252934,1.762239]|Att PSSM_3_12 is [-4.586590,2.586590]|1 Accuracy : 0.737941 0 1 162202 1878 59611 10947 Removed 305 instances. 221813 Instances left. Acc of rule 0.001121-0.816393 Initialization: 6.279000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.834000 Kernel 1: 0.026000 Kernel 2: 107.134003 Copyback: 0.018000 Sum: 0.054000 Initial population average accuracy1:0.005409 accuracy2:0.254870 Initialization: 6.269000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.893000 Kernel 1: 0.024000 Kernel 2: 106.607002 Copyback: 0.017000 Sum: 0.045000 It 0,Best ac:0.001578 0.875000 fi:0.224744. Ave ac:0.007984,0.014238 Initialization: 7.769000 Memcpy Classifiers: 0.506000 Memcpy Instances: 9.497000 Kernel 1: 0.032000 Kernel 2: 105.874001 Copyback: 0.017000 Sum: 0.037000 It 1,Best ac:0.000902 1.000000 fi:0.099997. Ave ac:0.008146,0.016317 Initialization: 8.461000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.830000 Kernel 1: 0.025000 Kernel 2: 103.307999 Copyback: 0.017000 Sum: 0.032000 It 2,Best ac:0.001127 1.000000 fi:0.099913. Ave ac:0.008092,0.013069 Initialization: 6.509000 Memcpy Classifiers: 0.488000 Memcpy Instances: 9.484000 Kernel 1: 0.023000 Kernel 2: 101.665001 Copyback: 0.017000 Sum: 0.030000 It 3,Best ac:0.002029 1.000000 fi:0.099576. Ave ac:0.006553,0.009043 Initialization: 7.554000 Memcpy Classifiers: 0.639000 Memcpy Instances: 11.187000 Kernel 1: 0.033000 Kernel 2: 99.879997 Copyback: 0.018000 Sum: 0.034000 It 4,Best ac:0.001127 1.000000 fi:0.099913. Ave ac:0.005717,0.009682 Initialization: 6.557000 Memcpy Classifiers: 0.433000 Memcpy Instances: 12.204000 Kernel 1: 0.024000 Kernel 2: 103.420998 Copyback: 0.017000 Sum: 0.042000 It 5,Best ac:0.000902 1.000000 fi:0.099997. Ave ac:0.006087,0.008774 Initialization: 8.650000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.884000 Kernel 1: 0.024000 Kernel 2: 102.584999 Copyback: 0.018000 Sum: 0.032000 It 6,Best ac:0.002028 1.000000 fi:0.099576. Ave ac:0.005297,0.007821 Initialization: 8.839000 Memcpy Classifiers: 0.469000 Memcpy Instances: 11.219000 Kernel 1: 0.024000 Kernel 2: 98.334000 Copyback: 0.017000 Sum: 0.032000 It 7,Best ac:0.002029 1.000000 fi:0.099576. Ave ac:0.005436,0.010254 Initialization: 6.306000 Memcpy Classifiers: 0.469000 Memcpy Instances: 10.392000 Kernel 1: 0.032000 Kernel 2: 96.764999 Copyback: 0.017000 Sum: 0.029000 It 8,Best ac:0.001578 1.000000 fi:0.099745. Ave ac:0.004844,0.008347 Initialization: 6.208000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.866000 Kernel 1: 0.024000 Kernel 2: 95.973999 Copyback: 0.018000 Sum: 0.044000 It 9,Best ac:0.001803 1.000000 fi:0.099660. Ave ac:0.004313,0.008192 Iteration 10:MDL fitness activated Error 0.099660 TL 0.041508 MDL Theory Length Weight: 0.8003276084 (7) Initialization: 7.920000 Memcpy Classifiers: 0.469000 Memcpy Instances: 9.157000 Kernel 1: 0.033000 Kernel 2: 97.861000 Copyback: 0.018000 Sum: 0.041000 It 10,Best ac:0.001578 1.000000 fi:0.121913. Ave ac:0.004998,0.007921 Initialization: 6.244000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.880000 Kernel 1: 0.024000 Kernel 2: 95.710999 Copyback: 0.017000 Sum: 0.031000 It 11,Best ac:0.001803 1.000000 fi:0.120241. Ave ac:0.004972,0.008946 Initialization: 6.292000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.865000 Kernel 1: 0.023000 Kernel 2: 92.333000 Copyback: 0.017000 Sum: 0.031000 It 12,Best ac:0.002254 1.000000 fi:0.121660. Ave ac:0.005432,0.009784 Initialization: 6.268000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.840000 Kernel 1: 0.023000 Kernel 2: 94.934998 Copyback: 0.017000 Sum: 0.034000 It 13,Best ac:0.001127 1.000000 fi:0.122940. Ave ac:0.004793,0.009984 Initialization: 6.329000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.848000 Kernel 1: 0.024000 Kernel 2: 94.639999 Copyback: 0.371000 Sum: 0.031000 It 14,Best ac:0.000902 1.000000 fi:0.123697. Ave ac:0.004430,0.006947 Initialization: 6.252000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.839000 Kernel 1: 0.023000 Kernel 2: 91.378998 Copyback: 0.017000 Sum: 0.030000 It 15,Best ac:0.001127 1.000000 fi:0.125288. Ave ac:0.004353,0.007273 Initialization: 6.273000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.850000 Kernel 1: 0.023000 Kernel 2: 93.392998 Copyback: 0.017000 Sum: 0.035000 It 16,Best ac:0.001578 1.000000 fi:0.131304. Ave ac:0.004604,0.005872 Initialization: 6.260000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.852000 Kernel 1: 0.023000 Kernel 2: 91.959000 Copyback: 0.016000 Sum: 0.030000 It 17,Best ac:0.001353 1.000000 fi:0.117734. Ave ac:0.004066,0.006120 Initialization: 6.197000 Memcpy Classifiers: 0.467000 Memcpy Instances: 8.837000 Kernel 1: 0.024000 Kernel 2: 89.636002 Copyback: 0.017000 Sum: 0.032000 It 18,Best ac:0.001578 1.000000 fi:0.122492. Ave ac:0.004179,0.006605 Initialization: 6.303000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.850000 Kernel 1: 0.023000 Kernel 2: 87.786003 Copyback: 0.017000 Sum: 0.030000 It 19,Best ac:0.001578 1.000000 fi:0.124225. Ave ac:0.004287,0.006107 Initialization: 6.281000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.850000 Kernel 1: 0.024000 Kernel 2: 86.930000 Copyback: 0.016000 Sum: 0.031000 It 20,Best ac:0.001127 1.000000 fi:0.122660. Ave ac:0.002994,0.004072 Initialization: 6.323000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.821000 Kernel 1: 0.024000 Kernel 2: 89.616997 Copyback: 0.017000 Sum: 0.034000 It 21,Best ac:0.001127 1.000000 fi:0.121896. Ave ac:0.004198,0.005554 Initialization: 6.230000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.857000 Kernel 1: 0.024000 Kernel 2: 89.112000 Copyback: 0.017000 Sum: 0.032000 It 22,Best ac:0.000902 1.000000 fi:0.123024. Ave ac:0.003304,0.004995 Initialization: 6.329000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.837000 Kernel 1: 0.024000 Kernel 2: 85.788002 Copyback: 0.017000 Sum: 0.029000 It 23,Best ac:0.001353 1.000000 fi:0.123219. Ave ac:0.002979,0.004209 Initialization: 6.317000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.839000 Kernel 1: 0.023000 Kernel 2: 88.761002 Copyback: 0.017000 Sum: 0.031000 It 24,Best ac:0.001803 1.000000 fi:0.122587. Ave ac:0.002584,0.003674 Initialization: 6.256000 Memcpy Classifiers: 0.400000 Memcpy Instances: 8.822000 Kernel 1: 0.024000 Kernel 2: 85.170998 Copyback: 0.017000 Sum: 0.028000 It 25,Best ac:0.000902 1.000000 fi:0.120108. Ave ac:0.002572,0.002972 Initialization: 6.258000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.842000 Kernel 1: 0.024000 Kernel 2: 87.690002 Copyback: 0.017000 Sum: 0.034000 It 26,Best ac:0.001353 1.000000 fi:0.122220. Ave ac:0.002361,0.003580 MDL Theory Length Weight: 0.7202948476 (10) Initialization: 6.316000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.853000 Kernel 1: 0.024000 Kernel 2: 88.335999 Copyback: 0.017000 Sum: 0.031000 It 27,Best ac:0.002254 1.000000 fi:0.120544. Ave ac:0.003046,0.004167 Initialization: 6.354000 Memcpy Classifiers: 0.398000 Memcpy Instances: 11.586000 Kernel 1: 0.023000 Kernel 2: 87.750000 Copyback: 0.016000 Sum: 0.032000 It 28,Best ac:0.001127 1.000000 fi:0.122751. Ave ac:0.002416,0.003288 Initialization: 6.130000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.844000 Kernel 1: 0.025000 Kernel 2: 86.496002 Copyback: 0.017000 Sum: 0.029000 It 29,Best ac:0.002028 1.000000 fi:0.120628. Ave ac:0.003081,0.004198 Initialization: 6.233000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.841000 Kernel 1: 0.025000 Kernel 2: 85.940002 Copyback: 0.016000 Sum: 0.036000 It 30,Best ac:0.001352 1.000000 fi:0.122906. Ave ac:0.002417,0.003276 Initialization: 6.266000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.841000 Kernel 1: 0.024000 Kernel 2: 84.891998 Copyback: 0.019000 Sum: 0.051000 It 31,Best ac:0.002029 1.000000 fi:0.118961. Ave ac:0.002216,0.002772 Initialization: 6.333000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.842000 Kernel 1: 0.025000 Kernel 2: 84.820000 Copyback: 0.016000 Sum: 0.037000 It 32,Best ac:0.000902 1.000000 fi:0.116112. Ave ac:0.002752,0.003641 Initialization: 6.258000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.857000 Kernel 1: 0.024000 Kernel 2: 85.722000 Copyback: 0.017000 Sum: 0.031000 It 33,Best ac:0.000902 1.000000 fi:0.119000. Ave ac:0.002680,0.003609 Initialization: 22.964001 Memcpy Instances: 431.815002 Memcpy Classifiers: 0.068000 Kernel 1: 0.024000 Kernel 2: 501.523010 Copyback: 0.015000 Sum: 0.014000 Memcpy Classifiers: 0.061000 Kernel 1: 0.012000 Kernel 2: 506.308990 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 502.010986 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.012000 Kernel 2: 503.140991 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.012000 Kernel 2: 507.613007 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.012000 Kernel 2: 491.316010 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.011000 Kernel 2: 498.427002 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.012000 Kernel 2: 507.937012 Copyback: 0.368000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.012000 Kernel 2: 498.556000 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.012000 Kernel 2: 500.339996 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 498.515015 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.012000 Kernel 2: 497.260986 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 448.734985 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.001411 0.796438 fi:0.326447. Ave ac:0.002561,0.009364 Best acc 0.001411 0.796438 Initialization: 8.340000 Memcpy Classifiers: 0.558000 Memcpy Instances: 10.818000 Kernel 1: 0.034000 Kernel 2: 106.000000 Copyback: 0.022000 Sum: 0.058000 Initial population average accuracy1:0.006047 accuracy2:0.249336 Initialization: 6.340000 Memcpy Classifiers: 0.559000 Memcpy Instances: 12.233000 Kernel 1: 0.024000 Kernel 2: 106.906998 Copyback: 0.017000 Sum: 0.052000 It 0,Best ac:0.000902 1.000000 fi:0.099997. Ave ac:0.007789,0.013446 Initialization: 6.598000 Memcpy Classifiers: 0.558000 Memcpy Instances: 12.119000 Kernel 1: 0.024000 Kernel 2: 107.474998 Copyback: 0.017000 Sum: 0.034000 It 1,Best ac:0.000902 1.000000 fi:0.099997. Ave ac:0.007491,0.013081 Initialization: 7.578000 Memcpy Classifiers: 0.561000 Memcpy Instances: 8.882000 Kernel 1: 0.023000 Kernel 2: 105.871002 Copyback: 0.017000 Sum: 0.032000 It 2,Best ac:0.001353 1.000000 fi:0.099829. Ave ac:0.005808,0.010328 Initialization: 6.317000 Memcpy Classifiers: 0.541000 Memcpy Instances: 8.847000 Kernel 1: 0.023000 Kernel 2: 104.867996 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.000902 1.000000 fi:0.099997. Ave ac:0.005600,0.010260 Initialization: 6.251000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.828000 Kernel 1: 0.025000 Kernel 2: 104.947998 Copyback: 0.016000 Sum: 0.034000 It 4,Best ac:0.000902 1.000000 fi:0.099997. Ave ac:0.004955,0.009097 Initialization: 6.425000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.858000 Kernel 1: 0.024000 Kernel 2: 104.228996 Copyback: 0.017000 Sum: 0.031000 It 5,Best ac:0.001127 1.000000 fi:0.099913. Ave ac:0.003690,0.006250 Initialization: 6.286000 Memcpy Classifiers: 0.506000 Memcpy Instances: 8.838000 Kernel 1: 0.024000 Kernel 2: 104.878998 Copyback: 0.017000 Sum: 0.032000 It 6,Best ac:0.001127 1.000000 fi:0.099913. Ave ac:0.003821,0.005720 Initialization: 6.343000 Memcpy Classifiers: 0.522000 Memcpy Instances: 8.847000 Kernel 1: 0.024000 Kernel 2: 104.292999 Copyback: 0.017000 Sum: 0.030000 It 7,Best ac:0.001578 1.000000 fi:0.099744. Ave ac:0.003710,0.007640 Initialization: 6.126000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.892000 Kernel 1: 0.024000 Kernel 2: 102.678001 Copyback: 0.018000 Sum: 0.039000 It 8,Best ac:0.001353 1.000000 fi:0.099829. Ave ac:0.003727,0.006588 Initialization: 8.289000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.853000 Kernel 1: 0.022000 Kernel 2: 101.886002 Copyback: 0.017000 Sum: 0.030000 It 9,Best ac:0.001127 1.000000 fi:0.099913. Ave ac:0.003301,0.005943 Iteration 10:MDL fitness activated Error 0.099913 TL 0.034329 MDL Theory Length Weight: 0.9701405026 (3) Initialization: 7.930000 Memcpy Classifiers: 0.785000 Memcpy Instances: 12.931000 Kernel 1: 0.024000 Kernel 2: 105.503998 Copyback: 0.018000 Sum: 0.036000 It 10,Best ac:0.001353 1.000000 fi:0.127089. Ave ac:0.003259,0.005368 Initialization: 6.236000 Memcpy Classifiers: 0.487000 Memcpy Instances: 9.397000 Kernel 1: 0.032000 Kernel 2: 106.440002 Copyback: 0.017000 Sum: 0.032000 It 11,Best ac:0.000902 1.000000 fi:0.120599. Ave ac:0.003144,0.005716 Initialization: 8.561000 Memcpy Classifiers: 0.673000 Memcpy Instances: 11.152000 Kernel 1: 0.024000 Kernel 2: 104.211998 Copyback: 0.017000 Sum: 0.031000 It 12,Best ac:0.001803 1.000000 fi:0.124128. Ave ac:0.003254,0.004572 Initialization: 6.775000 Memcpy Classifiers: 0.840000 Memcpy Instances: 10.726000 Kernel 1: 0.024000 Kernel 2: 105.487000 Copyback: 0.017000 Sum: 0.034000 It 13,Best ac:0.000902 1.000000 fi:0.121869. Ave ac:0.003019,0.006070 Initialization: 6.222000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.853000 Kernel 1: 0.023000 Kernel 2: 104.121002 Copyback: 0.017000 Sum: 0.030000 It 14,Best ac:0.002029 1.000000 fi:0.123501. Ave ac:0.002739,0.004925 Initialization: 6.235000 Memcpy Classifiers: 0.469000 Memcpy Instances: 10.851000 Kernel 1: 0.032000 Kernel 2: 103.783997 Copyback: 0.018000 Sum: 0.038000 It 15,Best ac:0.000902 1.000000 fi:0.128947. Ave ac:0.003044,0.005736 Initialization: 6.341000 Memcpy Classifiers: 0.481000 Memcpy Instances: 9.013000 Kernel 1: 0.023000 Kernel 2: 103.125999 Copyback: 0.017000 Sum: 0.031000 It 16,Best ac:0.002479 1.000000 fi:0.120010. Ave ac:0.003521,0.006579 Initialization: 7.401000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.858000 Kernel 1: 0.024000 Kernel 2: 104.640999 Copyback: 0.017000 Sum: 0.029000 It 17,Best ac:0.000902 1.000000 fi:0.121869. Ave ac:0.003038,0.005061 Initialization: 6.299000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.843000 Kernel 1: 0.024000 Kernel 2: 104.035004 Copyback: 0.017000 Sum: 0.029000 It 18,Best ac:0.000902 1.000000 fi:0.124200. Ave ac:0.002729,0.005367 Initialization: 6.389000 Memcpy Classifiers: 0.541000 Memcpy Instances: 8.828000 Kernel 1: 0.026000 Kernel 2: 101.656998 Copyback: 0.017000 Sum: 0.034000 It 19,Best ac:0.001127 1.000000 fi:0.124116. Ave ac:0.002657,0.003406 Initialization: 6.189000 Memcpy Classifiers: 0.470000 Memcpy Instances: 10.992000 Kernel 1: 0.024000 Kernel 2: 102.789001 Copyback: 0.017000 Sum: 0.031000 It 20,Best ac:0.001353 1.000000 fi:0.129930. Ave ac:0.002670,0.005296 Initialization: 6.292000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.851000 Kernel 1: 0.023000 Kernel 2: 100.574997 Copyback: 0.017000 Sum: 0.032000 It 21,Best ac:0.000902 1.000000 fi:0.120598. Ave ac:0.002590,0.004408 Initialization: 6.260000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.826000 Kernel 1: 0.024000 Kernel 2: 101.378998 Copyback: 0.371000 Sum: 0.029000 It 22,Best ac:0.000902 1.000000 fi:0.126251. Ave ac:0.002786,0.003365 Initialization: 6.317000 Memcpy Classifiers: 0.467000 Memcpy Instances: 8.848000 Kernel 1: 0.024000 Kernel 2: 101.484001 Copyback: 0.017000 Sum: 0.035000 It 23,Best ac:0.001352 1.000000 fi:0.124297. Ave ac:0.002200,0.002909 Initialization: 6.224000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.864000 Kernel 1: 0.024000 Kernel 2: 104.552002 Copyback: 0.017000 Sum: 0.032000 It 24,Best ac:0.000902 1.000000 fi:0.121663. Ave ac:0.002112,0.002587 Initialization: 6.282000 Memcpy Classifiers: 0.481000 Memcpy Instances: 8.831000 Kernel 1: 0.024000 Kernel 2: 102.713997 Copyback: 0.017000 Sum: 0.032000 It 25,Best ac:0.000902 1.000000 fi:0.129851. Ave ac:0.002080,0.003280 MDL Theory Length Weight: 0.8731264523 (10) Initialization: 6.282000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.854000 Kernel 1: 0.023000 Kernel 2: 101.570999 Copyback: 0.017000 Sum: 0.035000 It 26,Best ac:0.001127 1.000000 fi:0.125404. Ave ac:0.002100,0.002770 Initialization: 6.322000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.860000 Kernel 1: 0.024000 Kernel 2: 103.421997 Copyback: 0.017000 Sum: 0.032000 It 27,Best ac:0.002931 1.000000 fi:0.121959. Ave ac:0.002888,0.003822 Initialization: 6.245000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.836000 Kernel 1: 0.024000 Kernel 2: 103.054001 Copyback: 0.017000 Sum: 0.032000 It 28,Best ac:0.001127 1.000000 fi:0.124752. Ave ac:0.002445,0.003163 Initialization: 6.340000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.840000 Kernel 1: 0.023000 Kernel 2: 102.007004 Copyback: 0.016000 Sum: 0.030000 It 29,Best ac:0.001803 1.000000 fi:0.119160. Ave ac:0.002782,0.004500 Initialization: 6.258000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.881000 Kernel 1: 0.024000 Kernel 2: 103.519997 Copyback: 0.017000 Sum: 0.030000 It 30,Best ac:0.001127 1.000000 fi:0.118454. Ave ac:0.003061,0.004335 Initialization: 6.253000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.832000 Kernel 1: 0.023000 Kernel 2: 102.539001 Copyback: 0.017000 Sum: 0.032000 It 31,Best ac:0.001127 1.000000 fi:0.119598. Ave ac:0.002435,0.003304 Initialization: 6.353000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.863000 Kernel 1: 0.024000 Kernel 2: 101.822998 Copyback: 0.017000 Sum: 0.032000 It 32,Best ac:0.002029 1.000000 fi:0.114710. Ave ac:0.003281,0.004565 Initialization: 6.394000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.827000 Kernel 1: 0.025000 Kernel 2: 103.628998 Copyback: 0.017000 Sum: 0.031000 It 33,Best ac:0.000902 1.000000 fi:0.120105. Ave ac:0.002283,0.002901 Initialization: 22.886999 Memcpy Instances: 431.587006 Memcpy Classifiers: 0.075000 Kernel 1: 0.025000 Kernel 2: 575.856018 Copyback: 0.014000 Sum: 0.015000 Memcpy Classifiers: 0.066000 Kernel 1: 0.012000 Kernel 2: 581.460022 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.014000 Kernel 2: 591.619019 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.071000 Kernel 1: 0.013000 Kernel 2: 560.646973 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.071000 Kernel 1: 0.011000 Kernel 2: 572.580994 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.012000 Kernel 2: 549.357971 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.012000 Kernel 2: 585.692993 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.013000 Kernel 2: 561.205994 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.080000 Kernel 1: 0.012000 Kernel 2: 560.469971 Copyback: 0.370000 Sum: 0.001000 Memcpy Classifiers: 0.071000 Kernel 1: 0.012000 Kernel 2: 561.861023 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.012000 Kernel 2: 571.192993 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.072000 Kernel 1: 0.016000 Kernel 2: 554.463989 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.071000 Kernel 1: 0.014000 Kernel 2: 499.263000 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.002475 0.740891 fi:0.381239. Ave ac:0.002311,0.008385 Best acc 0.002475 0.740891 Rule:Att PSSM_-4_1 is [-3.950814,5.660598]|Att PSSM_-4_6 is [-6.941020,-2.334311]|Att PSSM_-3_7 is [-5.499149,-2.939078]|Att PSSM_0_2 is [<-3.734559]|Att PSSM_0_5 is [-2.721776,6.105018]|Att PSSM_0_7 is [-5.951672,1.956102]|Att PSSM_0_12 is [<-2.688696]|Att PSSM_0_19 is [<2.357183]|Att PSSM_1_12 is [-5.173611,7.407391]|Att PSSM_4_7 is [<-3.496838]|Att PSSM_4_11 is [<6.542829]|Att PSSM_4_16 is [<6.325297]|1 Accuracy : 0.738934 0 1 162122 1958 59298 11260 Removed 393 instances. 221420 Instances left. Acc of rule 0.001411-0.796438 Initialization: 6.314000 Memcpy Classifiers: 0.506000 Memcpy Instances: 8.861000 Kernel 1: 0.025000 Kernel 2: 108.428001 Copyback: 0.017000 Sum: 0.041000 Initial population average accuracy1:0.005328 accuracy2:0.250683 Initialization: 6.302000 Memcpy Classifiers: 0.506000 Memcpy Instances: 8.821000 Kernel 1: 0.024000 Kernel 2: 105.958000 Copyback: 0.017000 Sum: 0.036000 It 0,Best ac:0.002033 1.000000 fi:0.099572. Ave ac:0.006353,0.010471 Initialization: 6.251000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.853000 Kernel 1: 0.024000 Kernel 2: 106.093002 Copyback: 0.017000 Sum: 0.035000 It 1,Best ac:0.001355 1.000000 fi:0.099826. Ave ac:0.006075,0.009043 Initialization: 6.303000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.885000 Kernel 1: 0.023000 Kernel 2: 102.857002 Copyback: 0.016000 Sum: 0.029000 It 2,Best ac:0.001581 1.000000 fi:0.099741. Ave ac:0.005706,0.008825 Initialization: 6.365000 Memcpy Classifiers: 0.506000 Memcpy Instances: 8.829000 Kernel 1: 0.024000 Kernel 2: 101.392998 Copyback: 0.017000 Sum: 0.032000 It 3,Best ac:0.001355 1.000000 fi:0.099826. Ave ac:0.005889,0.009653 Initialization: 7.873000 Memcpy Classifiers: 0.666000 Memcpy Instances: 9.569000 Kernel 1: 0.024000 Kernel 2: 103.198997 Copyback: 0.017000 Sum: 0.036000 It 4,Best ac:0.001355 1.000000 fi:0.099826. Ave ac:0.004918,0.008778 Initialization: 7.788000 Memcpy Classifiers: 0.487000 Memcpy Instances: 9.577000 Kernel 1: 0.023000 Kernel 2: 98.781998 Copyback: 0.018000 Sum: 0.045000 It 5,Best ac:0.001581 1.000000 fi:0.099741. Ave ac:0.004609,0.007269 Initialization: 7.473000 Memcpy Classifiers: 0.486000 Memcpy Instances: 11.017000 Kernel 1: 0.023000 Kernel 2: 101.088997 Copyback: 0.018000 Sum: 0.042000 It 6,Best ac:0.003388 1.000000 fi:0.099065. Ave ac:0.003968,0.006571 Initialization: 6.308000 Memcpy Classifiers: 0.486000 Memcpy Instances: 9.578000 Kernel 1: 0.023000 Kernel 2: 100.033997 Copyback: 0.017000 Sum: 0.030000 It 7,Best ac:0.002484 1.000000 fi:0.099403. Ave ac:0.003323,0.004958 Initialization: 7.473000 Memcpy Classifiers: 0.452000 Memcpy Instances: 12.720000 Kernel 1: 0.025000 Kernel 2: 99.162003 Copyback: 0.017000 Sum: 0.033000 It 8,Best ac:0.002033 1.000000 fi:0.099572. Ave ac:0.003506,0.005048 Initialization: 6.308000 Memcpy Classifiers: 0.488000 Memcpy Instances: 10.948000 Kernel 1: 0.024000 Kernel 2: 99.476997 Copyback: 0.018000 Sum: 0.036000 It 9,Best ac:0.002935 1.000000 fi:0.099234. Ave ac:0.002867,0.004244 Iteration 10:MDL fitness activated Error 0.099234 TL 0.039934 MDL Theory Length Weight: 0.8283177482 (4) Initialization: 6.219000 Memcpy Classifiers: 0.463000 Memcpy Instances: 8.876000 Kernel 1: 0.024000 Kernel 2: 96.120003 Copyback: 0.016000 Sum: 0.034000 It 10,Best ac:0.000903 1.000000 fi:0.127275. Ave ac:0.002484,0.003440 Initialization: 6.272000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.829000 Kernel 1: 0.024000 Kernel 2: 95.823997 Copyback: 0.016000 Sum: 0.036000 It 11,Best ac:0.001129 1.000000 fi:0.125617. Ave ac:0.002350,0.003153 Initialization: 6.285000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.839000 Kernel 1: 0.024000 Kernel 2: 95.481003 Copyback: 0.017000 Sum: 0.034000 It 12,Best ac:0.001355 1.000000 fi:0.125040. Ave ac:0.002796,0.003615 Initialization: 6.247000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.849000 Kernel 1: 0.024000 Kernel 2: 91.871002 Copyback: 0.017000 Sum: 0.037000 It 13,Best ac:0.000903 1.000000 fi:0.127910. Ave ac:0.002937,0.005730 Initialization: 6.286000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.847000 Kernel 1: 0.023000 Kernel 2: 91.972000 Copyback: 0.016000 Sum: 0.030000 It 14,Best ac:0.000903 1.000000 fi:0.125705. Ave ac:0.002494,0.002833 Initialization: 6.297000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.854000 Kernel 1: 0.024000 Kernel 2: 92.281998 Copyback: 0.017000 Sum: 0.031000 It 15,Best ac:0.002258 1.000000 fi:0.123642. Ave ac:0.002255,0.002599 Initialization: 6.313000 Memcpy Classifiers: 0.381000 Memcpy Instances: 10.916000 Kernel 1: 0.023000 Kernel 2: 91.169998 Copyback: 0.018000 Sum: 0.039000 It 16,Best ac:0.001581 1.000000 fi:0.124559. Ave ac:0.001755,0.002193 Initialization: 6.341000 Memcpy Classifiers: 0.438000 Memcpy Instances: 8.842000 Kernel 1: 0.024000 Kernel 2: 95.706001 Copyback: 0.017000 Sum: 0.033000 It 17,Best ac:0.001129 1.000000 fi:0.124004. Ave ac:0.002463,0.002639 Initialization: 6.281000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.841000 Kernel 1: 0.024000 Kernel 2: 94.501999 Copyback: 0.017000 Sum: 0.032000 It 18,Best ac:0.001129 1.000000 fi:0.128922. Ave ac:0.002071,0.002576 Initialization: 6.250000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.856000 Kernel 1: 0.024000 Kernel 2: 93.893997 Copyback: 0.017000 Sum: 0.031000 It 19,Best ac:0.000903 1.000000 fi:0.129082. Ave ac:0.001863,0.002215 Initialization: 6.435000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.854000 Kernel 1: 0.024000 Kernel 2: 96.035004 Copyback: 0.017000 Sum: 0.034000 It 20,Best ac:0.002032 1.000000 fi:0.124352. Ave ac:0.002746,0.003406 Initialization: 6.278000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.830000 Kernel 1: 0.024000 Kernel 2: 91.705002 Copyback: 0.017000 Sum: 0.032000 It 21,Best ac:0.001129 1.000000 fi:0.122717. Ave ac:0.002337,0.003392 Initialization: 6.434000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.865000 Kernel 1: 0.023000 Kernel 2: 93.808998 Copyback: 0.018000 Sum: 0.038000 It 22,Best ac:0.001807 1.000000 fi:0.123720. Ave ac:0.003097,0.004080 Initialization: 6.260000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.824000 Kernel 1: 0.025000 Kernel 2: 91.065002 Copyback: 0.017000 Sum: 0.030000 It 23,Best ac:0.000903 1.000000 fi:0.130921. Ave ac:0.002180,0.002924 Initialization: 6.232000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.855000 Kernel 1: 0.023000 Kernel 2: 92.251999 Copyback: 0.017000 Sum: 0.028000 It 24,Best ac:0.001355 1.000000 fi:0.123065. Ave ac:0.003063,0.004508 Initialization: 6.141000 Memcpy Classifiers: 0.416000 Memcpy Instances: 10.177000 Kernel 1: 0.033000 Kernel 2: 93.292999 Copyback: 0.017000 Sum: 0.033000 It 25,Best ac:0.001129 1.000000 fi:0.124728. Ave ac:0.003003,0.003939 Initialization: 6.209000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.880000 Kernel 1: 0.024000 Kernel 2: 93.001999 Copyback: 0.017000 Sum: 0.028000 It 26,Best ac:0.001580 1.000000 fi:0.123524. Ave ac:0.002859,0.004568 Initialization: 6.257000 Memcpy Classifiers: 0.414000 Memcpy Instances: 8.836000 Kernel 1: 0.024000 Kernel 2: 92.300003 Copyback: 0.017000 Sum: 0.029000 It 27,Best ac:0.001581 1.000000 fi:0.123885. Ave ac:0.002619,0.002895 Initialization: 6.261000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.845000 Kernel 1: 0.025000 Kernel 2: 92.223000 Copyback: 0.018000 Sum: 0.044000 It 28,Best ac:0.000903 1.000000 fi:0.127033. Ave ac:0.002509,0.002613 Initialization: 8.032000 Memcpy Classifiers: 0.574000 Memcpy Instances: 11.266000 Kernel 1: 0.023000 Kernel 2: 91.642998 Copyback: 0.017000 Sum: 0.028000 It 29,Best ac:0.000903 1.000000 fi:0.124260. Ave ac:0.002158,0.002341 Initialization: 6.248000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.830000 Kernel 1: 0.024000 Kernel 2: 92.061996 Copyback: 0.017000 Sum: 0.028000 It 30,Best ac:0.000903 1.000000 fi:0.125061. Ave ac:0.002081,0.003297 MDL Theory Length Weight: 0.7454859734 (10) Initialization: 8.190000 Memcpy Classifiers: 0.569000 Memcpy Instances: 11.252000 Kernel 1: 0.023000 Kernel 2: 90.690002 Copyback: 0.017000 Sum: 0.029000 It 31,Best ac:0.001581 1.000000 fi:0.118006. Ave ac:0.002858,0.003667 Initialization: 6.299000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.864000 Kernel 1: 0.023000 Kernel 2: 89.688004 Copyback: 0.017000 Sum: 0.029000 It 32,Best ac:0.000903 1.000000 fi:0.121679. Ave ac:0.001769,0.002141 Initialization: 6.245000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.858000 Kernel 1: 0.024000 Kernel 2: 91.540001 Copyback: 0.017000 Sum: 0.031000 It 33,Best ac:0.001580 1.000000 fi:0.120861. Ave ac:0.002448,0.004303 Initialization: 28.013000 Memcpy Instances: 475.071014 Memcpy Classifiers: 0.074000 Kernel 1: 0.028000 Kernel 2: 504.140015 Copyback: 0.014000 Sum: 0.016000 Memcpy Classifiers: 0.065000 Kernel 1: 0.012000 Kernel 2: 501.592987 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.012000 Kernel 2: 515.531006 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.012000 Kernel 2: 503.170013 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.012000 Kernel 2: 498.471985 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.071000 Kernel 1: 0.012000 Kernel 2: 494.339996 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.012000 Kernel 2: 508.302002 Copyback: 0.017000 Sum: 0.003000 Memcpy Classifiers: 0.072000 Kernel 1: 0.014000 Kernel 2: 517.567017 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.069000 Kernel 1: 0.012000 Kernel 2: 503.552002 Copyback: 0.369000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.013000 Kernel 2: 508.540985 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.069000 Kernel 1: 0.012000 Kernel 2: 514.789978 Copyback: 0.020000 Sum: 0.005000 Memcpy Classifiers: 0.071000 Kernel 1: 0.018000 Kernel 2: 513.359985 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.012000 Kernel 2: 459.436005 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.001341 0.755725 fi:0.365835. Ave ac:0.002312,0.008085 Best acc 0.001341 0.755725 Initialization: 6.300000 Memcpy Classifiers: 0.627000 Memcpy Instances: 8.823000 Kernel 1: 0.027000 Kernel 2: 107.546997 Copyback: 0.018000 Sum: 0.051000 Initial population average accuracy1:0.006215 accuracy2:0.249137 Initialization: 6.422000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.840000 Kernel 1: 0.024000 Kernel 2: 105.785004 Copyback: 0.016000 Sum: 0.038000 It 0,Best ac:0.000903 0.800000 fi:0.299995. Ave ac:0.008046,0.013496 Initialization: 6.263000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.841000 Kernel 1: 0.023000 Kernel 2: 105.133003 Copyback: 0.017000 Sum: 0.031000 It 1,Best ac:0.002033 0.900000 fi:0.199572. Ave ac:0.008353,0.012812 Initialization: 6.216000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.842000 Kernel 1: 0.024000 Kernel 2: 104.404999 Copyback: 0.016000 Sum: 0.031000 It 2,Best ac:0.001129 1.000000 fi:0.099911. Ave ac:0.007594,0.011599 Initialization: 6.237000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.841000 Kernel 1: 0.025000 Kernel 2: 98.678001 Copyback: 0.016000 Sum: 0.033000 It 3,Best ac:0.001355 1.000000 fi:0.099826. Ave ac:0.008001,0.013656 Initialization: 6.311000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.854000 Kernel 1: 0.024000 Kernel 2: 102.844002 Copyback: 0.018000 Sum: 0.032000 It 4,Best ac:0.002032 1.000000 fi:0.099572. Ave ac:0.008392,0.015977 Initialization: 6.316000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.835000 Kernel 1: 0.024000 Kernel 2: 100.749001 Copyback: 0.017000 Sum: 0.031000 It 5,Best ac:0.004291 1.000000 fi:0.098726. Ave ac:0.006109,0.010138 Initialization: 6.238000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.837000 Kernel 1: 0.025000 Kernel 2: 102.603996 Copyback: 0.017000 Sum: 0.028000 It 6,Best ac:0.001581 1.000000 fi:0.099741. Ave ac:0.005797,0.011609 Initialization: 6.318000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.847000 Kernel 1: 0.023000 Kernel 2: 102.018997 Copyback: 0.017000 Sum: 0.027000 It 7,Best ac:0.001580 1.000000 fi:0.099741. Ave ac:0.003972,0.010951 Initialization: 6.264000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.835000 Kernel 1: 0.024000 Kernel 2: 99.602997 Copyback: 0.017000 Sum: 0.029000 It 8,Best ac:0.001355 1.000000 fi:0.099826. Ave ac:0.004106,0.009271 Initialization: 6.339000 Memcpy Classifiers: 0.420000 Memcpy Instances: 8.839000 Kernel 1: 0.024000 Kernel 2: 97.955002 Copyback: 0.017000 Sum: 0.029000 It 9,Best ac:0.001807 1.000000 fi:0.099657. Ave ac:0.004316,0.012142 Iteration 10:MDL fitness activated Error 0.099657 TL 0.042296 MDL Theory Length Weight: 0.7853999207 (5) Initialization: 6.273000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.840000 Kernel 1: 0.024000 Kernel 2: 102.236000 Copyback: 0.017000 Sum: 0.033000 It 10,Best ac:0.000903 1.000000 fi:0.120676. Ave ac:0.003731,0.010405 Initialization: 6.230000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.861000 Kernel 1: 0.024000 Kernel 2: 100.569000 Copyback: 0.016000 Sum: 0.032000 It 11,Best ac:0.001355 1.000000 fi:0.124883. Ave ac:0.002906,0.004065 Initialization: 6.289000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.859000 Kernel 1: 0.024000 Kernel 2: 102.976997 Copyback: 0.017000 Sum: 0.033000 It 12,Best ac:0.001129 1.000000 fi:0.124532. Ave ac:0.003030,0.007645 Initialization: 6.222000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.856000 Kernel 1: 0.023000 Kernel 2: 96.449997 Copyback: 0.016000 Sum: 0.032000 It 13,Best ac:0.002033 1.000000 fi:0.120155. Ave ac:0.003780,0.009160 Initialization: 6.221000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.851000 Kernel 1: 0.024000 Kernel 2: 97.653999 Copyback: 0.017000 Sum: 0.034000 It 14,Best ac:0.000903 1.000000 fi:0.126743. Ave ac:0.003755,0.009813 Initialization: 6.268000 Memcpy Classifiers: 0.405000 Memcpy Instances: 8.841000 Kernel 1: 0.023000 Kernel 2: 96.581001 Copyback: 0.017000 Sum: 0.027000 It 15,Best ac:0.001129 1.000000 fi:0.126698. Ave ac:0.003482,0.008336 Initialization: 6.248000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.855000 Kernel 1: 0.024000 Kernel 2: 98.714996 Copyback: 0.017000 Sum: 0.030000 It 16,Best ac:0.001355 1.000000 fi:0.121967. Ave ac:0.003659,0.007084 Initialization: 6.312000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.821000 Kernel 1: 0.025000 Kernel 2: 99.107002 Copyback: 0.017000 Sum: 0.031000 It 17,Best ac:0.000903 1.000000 fi:0.123285. Ave ac:0.003896,0.012880 Initialization: 6.463000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.831000 Kernel 1: 0.024000 Kernel 2: 100.456001 Copyback: 0.017000 Sum: 0.030000 It 18,Best ac:0.001580 1.000000 fi:0.126047. Ave ac:0.002575,0.005284 Initialization: 6.417000 Memcpy Classifiers: 0.406000 Memcpy Instances: 8.868000 Kernel 1: 0.025000 Kernel 2: 98.612000 Copyback: 0.017000 Sum: 0.040000 It 19,Best ac:0.001129 1.000000 fi:0.121971. Ave ac:0.002798,0.003939 Initialization: 6.270000 Memcpy Classifiers: 0.413000 Memcpy Instances: 8.860000 Kernel 1: 0.024000 Kernel 2: 99.780998 Copyback: 0.017000 Sum: 0.032000 It 20,Best ac:0.000903 1.000000 fi:0.133492. Ave ac:0.002621,0.004250 Initialization: 6.353000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.873000 Kernel 1: 0.024000 Kernel 2: 96.675003 Copyback: 0.018000 Sum: 0.041000 It 21,Best ac:0.000903 1.000000 fi:0.117310. Ave ac:0.002467,0.003578 Initialization: 6.858000 Memcpy Classifiers: 0.398000 Memcpy Instances: 13.160000 Kernel 1: 0.032000 Kernel 2: 95.929001 Copyback: 0.017000 Sum: 0.033000 It 22,Best ac:0.000903 1.000000 fi:0.122573. Ave ac:0.002626,0.003939 Initialization: 7.708000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.873000 Kernel 1: 0.022000 Kernel 2: 95.098000 Copyback: 0.020000 Sum: 0.045000 It 23,Best ac:0.001129 1.000000 fi:0.118085. Ave ac:0.002586,0.004467 Initialization: 7.931000 Memcpy Classifiers: 0.713000 Memcpy Instances: 11.780000 Kernel 1: 0.023000 Kernel 2: 97.578003 Copyback: 0.017000 Sum: 0.031000 It 24,Best ac:0.001580 1.000000 fi:0.118766. Ave ac:0.002413,0.003628 Initialization: 8.344000 Memcpy Classifiers: 0.434000 Memcpy Instances: 11.690000 Kernel 1: 0.023000 Kernel 2: 98.646004 Copyback: 0.017000 Sum: 0.039000 It 25,Best ac:0.001355 1.000000 fi:0.118845. Ave ac:0.002637,0.004085 Initialization: 6.604000 Memcpy Classifiers: 0.806000 Memcpy Instances: 10.285000 Kernel 1: 0.025000 Kernel 2: 95.664001 Copyback: 0.017000 Sum: 0.030000 It 26,Best ac:0.001129 1.000000 fi:0.123513. Ave ac:0.002261,0.003390 Initialization: 7.395000 Memcpy Classifiers: 0.400000 Memcpy Instances: 12.309000 Kernel 1: 0.031000 Kernel 2: 93.844002 Copyback: 0.017000 Sum: 0.032000 It 27,Best ac:0.001807 1.000000 fi:0.116760. Ave ac:0.002070,0.003391 Initialization: 6.238000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.917000 Kernel 1: 0.032000 Kernel 2: 94.443001 Copyback: 0.017000 Sum: 0.030000 It 28,Best ac:0.001806 1.000000 fi:0.112347. Ave ac:0.002451,0.003375 Initialization: 6.294000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.847000 Kernel 1: 0.024000 Kernel 2: 96.737000 Copyback: 0.017000 Sum: 0.034000 It 29,Best ac:0.000903 1.000000 fi:0.115678. Ave ac:0.002535,0.003613 Initialization: 6.293000 Memcpy Classifiers: 0.398000 Memcpy Instances: 10.969000 Kernel 1: 0.024000 Kernel 2: 92.461998 Copyback: 0.017000 Sum: 0.027000 It 30,Best ac:0.000903 1.000000 fi:0.115678. Ave ac:0.001943,0.003426 Initialization: 6.275000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.848000 Kernel 1: 0.024000 Kernel 2: 91.180000 Copyback: 0.017000 Sum: 0.032000 It 31,Best ac:0.003838 1.000000 fi:0.109479. Ave ac:0.002394,0.003919 Initialization: 6.212000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.828000 Kernel 1: 0.025000 Kernel 2: 91.843002 Copyback: 0.017000 Sum: 0.037000 It 32,Best ac:0.002484 1.000000 fi:0.114846. Ave ac:0.003070,0.005751 Initialization: 8.763000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.847000 Kernel 1: 0.024000 Kernel 2: 88.184998 Copyback: 0.017000 Sum: 0.034000 It 33,Best ac:0.001129 1.000000 fi:0.114178. Ave ac:0.002708,0.004860 Initialization: 22.995001 Memcpy Instances: 493.429993 Memcpy Classifiers: 0.078000 Kernel 1: 0.026000 Kernel 2: 511.713989 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.059000 Kernel 1: 0.013000 Kernel 2: 492.520996 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.012000 Kernel 2: 519.494019 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 511.359985 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.012000 Kernel 2: 498.640015 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.012000 Kernel 2: 490.470001 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.012000 Kernel 2: 522.221008 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.012000 Kernel 2: 512.068970 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.066000 Kernel 1: 0.016000 Kernel 2: 511.385986 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.012000 Kernel 2: 514.304016 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.011000 Kernel 2: 515.947998 Copyback: 0.367000 Sum: 0.002000 Memcpy Classifiers: 0.094000 Kernel 1: 0.020000 Kernel 2: 498.016998 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 445.282013 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.001748 0.825160 fi:0.289962. Ave ac:0.002957,0.010844 Best acc 0.001748 0.825160 Rule:Att PSSM_-2_7 is [<5.975846]|Att PSSM_-1_13 is [>-3.067600]|Att PSSM_0_1 is [>2.421778]|Att PSSM_0_5 is [<7.807872]|Att PSSM_0_6 is [<-3.555922]|Att PSSM_3_10 is [-2.848496,4.848496]|Att PSSM_3_16 is [<2.628051]|Att PSSM_4_6 is [-6.323467,-1.676533]|1 Accuracy : 0.740234 0 1 162040 2040 58911 11647 Removed 469 instances. 220951 Instances left. Acc of rule 0.001748-0.825160 Initialization: 6.240000 Memcpy Classifiers: 0.537000 Memcpy Instances: 8.938000 Kernel 1: 0.026000 Kernel 2: 108.692001 Copyback: 0.017000 Sum: 0.048000 Initial population average accuracy1:0.005478 accuracy2:0.236660 Initialization: 7.430000 Memcpy Classifiers: 1.007000 Memcpy Instances: 12.817000 Kernel 1: 0.022000 Kernel 2: 109.303001 Copyback: 0.017000 Sum: 0.055000 It 0,Best ac:0.000905 1.000000 fi:0.099993. Ave ac:0.006856,0.012055 Initialization: 6.221000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.847000 Kernel 1: 0.023000 Kernel 2: 108.672997 Copyback: 0.017000 Sum: 0.031000 It 1,Best ac:0.001357 1.000000 fi:0.099823. Ave ac:0.008326,0.013468 Initialization: 6.159000 Memcpy Classifiers: 0.499000 Memcpy Instances: 8.849000 Kernel 1: 0.024000 Kernel 2: 110.989998 Copyback: 0.017000 Sum: 0.032000 It 2,Best ac:0.001358 1.000000 fi:0.099823. Ave ac:0.007947,0.014017 Initialization: 6.240000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.857000 Kernel 1: 0.023000 Kernel 2: 107.746002 Copyback: 0.017000 Sum: 0.037000 It 3,Best ac:0.000905 1.000000 fi:0.099993. Ave ac:0.005671,0.009015 Initialization: 6.223000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.876000 Kernel 1: 0.024000 Kernel 2: 109.139000 Copyback: 0.016000 Sum: 0.030000 It 4,Best ac:0.000905 1.000000 fi:0.099993. Ave ac:0.004087,0.007037 Initialization: 6.297000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.833000 Kernel 1: 0.024000 Kernel 2: 107.844002 Copyback: 0.020000 Sum: 0.047000 It 5,Best ac:0.001810 1.000000 fi:0.099652. Ave ac:0.003809,0.006760 Initialization: 6.231000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.847000 Kernel 1: 0.024000 Kernel 2: 104.197998 Copyback: 0.017000 Sum: 0.034000 It 6,Best ac:0.001810 1.000000 fi:0.099652. Ave ac:0.002921,0.006101 Initialization: 6.210000 Memcpy Classifiers: 0.502000 Memcpy Instances: 8.839000 Kernel 1: 0.024000 Kernel 2: 103.124001 Copyback: 0.017000 Sum: 0.033000 It 7,Best ac:0.002263 1.000000 fi:0.099482. Ave ac:0.002372,0.004845 Initialization: 6.243000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.840000 Kernel 1: 0.023000 Kernel 2: 103.667999 Copyback: 0.017000 Sum: 0.028000 It 8,Best ac:0.001358 1.000000 fi:0.099823. Ave ac:0.003036,0.005008 Initialization: 6.290000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.819000 Kernel 1: 0.024000 Kernel 2: 105.228996 Copyback: 0.017000 Sum: 0.034000 It 9,Best ac:0.001358 1.000000 fi:0.099823. Ave ac:0.002826,0.004642 Iteration 10:MDL fitness activated Error 0.099823 TL 0.049271 MDL Theory Length Weight: 0.6753368489 (3) Initialization: 6.270000 Memcpy Classifiers: 0.450000 Memcpy Instances: 11.021000 Kernel 1: 0.023000 Kernel 2: 107.782997 Copyback: 0.017000 Sum: 0.032000 It 10,Best ac:0.000905 1.000000 fi:0.124140. Ave ac:0.002977,0.005249 Initialization: 6.228000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.848000 Kernel 1: 0.024000 Kernel 2: 102.877998 Copyback: 0.017000 Sum: 0.029000 It 11,Best ac:0.000905 1.000000 fi:0.122724. Ave ac:0.002784,0.004760 Initialization: 6.327000 Memcpy Classifiers: 0.487000 Memcpy Instances: 9.010000 Kernel 1: 0.033000 Kernel 2: 107.287003 Copyback: 0.017000 Sum: 0.029000 It 12,Best ac:0.001358 1.000000 fi:0.119826. Ave ac:0.003545,0.005382 Initialization: 6.197000 Memcpy Classifiers: 0.451000 Memcpy Instances: 10.246000 Kernel 1: 0.032000 Kernel 2: 106.926003 Copyback: 0.017000 Sum: 0.031000 It 13,Best ac:0.001357 1.000000 fi:0.119910. Ave ac:0.002919,0.004032 Initialization: 6.282000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.820000 Kernel 1: 0.024000 Kernel 2: 106.644997 Copyback: 0.018000 Sum: 0.029000 It 14,Best ac:0.000905 1.000000 fi:0.119996. Ave ac:0.002412,0.003231 Initialization: 6.200000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.860000 Kernel 1: 0.039000 Kernel 2: 107.174004 Copyback: 0.017000 Sum: 0.030000 It 15,Best ac:0.001131 1.000000 fi:0.122108. Ave ac:0.002686,0.004194 Initialization: 6.194000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.828000 Kernel 1: 0.025000 Kernel 2: 105.375000 Copyback: 0.016000 Sum: 0.032000 It 16,Best ac:0.001358 1.000000 fi:0.117725. Ave ac:0.002169,0.002937 Initialization: 6.236000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.843000 Kernel 1: 0.025000 Kernel 2: 102.237000 Copyback: 0.017000 Sum: 0.036000 It 17,Best ac:0.000905 1.000000 fi:0.120786. Ave ac:0.002460,0.004481 Initialization: 6.207000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.896000 Kernel 1: 0.023000 Kernel 2: 101.654999 Copyback: 0.017000 Sum: 0.033000 It 18,Best ac:0.001584 1.000000 fi:0.116931. Ave ac:0.002530,0.003766 Initialization: 6.250000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.822000 Kernel 1: 0.024000 Kernel 2: 104.823997 Copyback: 0.017000 Sum: 0.028000 It 19,Best ac:0.001358 1.000000 fi:0.119897. Ave ac:0.002888,0.004443 Initialization: 7.831000 Memcpy Classifiers: 0.541000 Memcpy Instances: 8.870000 Kernel 1: 0.024000 Kernel 2: 101.241997 Copyback: 0.018000 Sum: 0.041000 It 20,Best ac:0.000905 1.000000 fi:0.118217. Ave ac:0.002754,0.003767 Initialization: 8.962000 Memcpy Classifiers: 0.840000 Memcpy Instances: 12.893000 Kernel 1: 0.023000 Kernel 2: 102.931000 Copyback: 0.017000 Sum: 0.036000 It 21,Best ac:0.000905 1.000000 fi:0.117895. Ave ac:0.003144,0.005098 Initialization: 6.261000 Memcpy Classifiers: 0.479000 Memcpy Instances: 8.839000 Kernel 1: 0.025000 Kernel 2: 101.519997 Copyback: 0.018000 Sum: 0.045000 It 22,Best ac:0.001358 1.000000 fi:0.117295. Ave ac:0.002852,0.005171 Initialization: 6.288000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.822000 Kernel 1: 0.025000 Kernel 2: 97.603996 Copyback: 0.017000 Sum: 0.031000 It 23,Best ac:0.000905 1.000000 fi:0.116933. Ave ac:0.003066,0.004292 Initialization: 6.303000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.839000 Kernel 1: 0.024000 Kernel 2: 97.223999 Copyback: 0.017000 Sum: 0.035000 It 24,Best ac:0.001584 1.000000 fi:0.115045. Ave ac:0.003356,0.004973 Initialization: 8.098000 Memcpy Classifiers: 0.417000 Memcpy Instances: 10.237000 Kernel 1: 0.023000 Kernel 2: 94.467003 Copyback: 0.017000 Sum: 0.032000 It 25,Best ac:0.002263 1.000000 fi:0.117863. Ave ac:0.003098,0.004862 Initialization: 8.730000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.935000 Kernel 1: 0.024000 Kernel 2: 95.003998 Copyback: 0.017000 Sum: 0.030000 It 26,Best ac:0.001358 1.000000 fi:0.119725. Ave ac:0.002433,0.003575 Initialization: 8.582000 Memcpy Classifiers: 0.417000 Memcpy Instances: 11.101000 Kernel 1: 0.023000 Kernel 2: 94.584000 Copyback: 0.370000 Sum: 0.035000 It 27,Best ac:0.002036 1.000000 fi:0.113588. Ave ac:0.002275,0.004010 Initialization: 7.603000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.847000 Kernel 1: 0.023000 Kernel 2: 93.866997 Copyback: 0.017000 Sum: 0.032000 It 28,Best ac:0.001131 1.000000 fi:0.117747. Ave ac:0.002247,0.003205 Initialization: 6.273000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.849000 Kernel 1: 0.024000 Kernel 2: 91.975998 Copyback: 0.016000 Sum: 0.037000 It 29,Best ac:0.001131 1.000000 fi:0.114994. Ave ac:0.002816,0.005228 Initialization: 6.310000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.030000 Kernel 1: 0.032000 Kernel 2: 89.736000 Copyback: 0.017000 Sum: 0.042000 It 30,Best ac:0.001358 1.000000 fi:0.110316. Ave ac:0.002264,0.003727 Initialization: 6.225000 Memcpy Classifiers: 0.398000 Memcpy Instances: 11.815000 Kernel 1: 0.023000 Kernel 2: 90.359001 Copyback: 0.017000 Sum: 0.031000 It 31,Best ac:0.000905 1.000000 fi:0.113495. Ave ac:0.002839,0.004764 Initialization: 6.280000 Memcpy Classifiers: 0.457000 Memcpy Instances: 8.823000 Kernel 1: 0.024000 Kernel 2: 92.468002 Copyback: 0.019000 Sum: 0.035000 It 32,Best ac:0.000905 1.000000 fi:0.116502. Ave ac:0.002421,0.002990 Initialization: 7.193000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.882000 Kernel 1: 0.022000 Kernel 2: 92.096001 Copyback: 0.017000 Sum: 0.031000 It 33,Best ac:0.001131 1.000000 fi:0.115176. Ave ac:0.002175,0.004985 Initialization: 27.429001 Memcpy Instances: 527.151978 Memcpy Classifiers: 0.073000 Kernel 1: 0.024000 Kernel 2: 519.244995 Copyback: 0.015000 Sum: 0.013000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 513.895996 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.071000 Kernel 1: 0.012000 Kernel 2: 546.315002 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.103000 Kernel 1: 0.021000 Kernel 2: 512.197998 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.014000 Kernel 2: 506.803986 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.102000 Kernel 1: 0.021000 Kernel 2: 505.548004 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.102000 Kernel 1: 0.021000 Kernel 2: 506.153992 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.089000 Kernel 1: 0.016000 Kernel 2: 512.213013 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.103000 Kernel 1: 0.022000 Kernel 2: 513.893005 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.080000 Kernel 1: 0.022000 Kernel 2: 492.696014 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.103000 Kernel 1: 0.021000 Kernel 2: 536.289978 Copyback: 0.368000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.012000 Kernel 2: 507.550995 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.067000 Kernel 1: 0.012000 Kernel 2: 471.157990 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.001258 0.774373 fi:0.340755. Ave ac:0.002286,0.008022 Best acc 0.001258 0.774373 Initialization: 6.333000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.834000 Kernel 1: 0.026000 Kernel 2: 111.468002 Copyback: 0.017000 Sum: 0.045000 Initial population average accuracy1:0.006397 accuracy2:0.259793 Initialization: 6.315000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.851000 Kernel 1: 0.025000 Kernel 2: 110.394997 Copyback: 0.017000 Sum: 0.059000 It 0,Best ac:0.000905 1.000000 fi:0.099993. Ave ac:0.009036,0.017769 Initialization: 6.217000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.859000 Kernel 1: 0.024000 Kernel 2: 112.323997 Copyback: 0.017000 Sum: 0.032000 It 1,Best ac:0.000905 1.000000 fi:0.099993. Ave ac:0.008654,0.016975 Initialization: 6.231000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.861000 Kernel 1: 0.024000 Kernel 2: 109.314003 Copyback: 0.017000 Sum: 0.034000 It 2,Best ac:0.000905 1.000000 fi:0.099993. Ave ac:0.007010,0.012580 Initialization: 6.230000 Memcpy Classifiers: 0.489000 Memcpy Instances: 8.830000 Kernel 1: 0.024000 Kernel 2: 104.289001 Copyback: 0.017000 Sum: 0.038000 It 3,Best ac:0.001131 1.000000 fi:0.099908. Ave ac:0.005767,0.011602 Initialization: 6.199000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.880000 Kernel 1: 0.024000 Kernel 2: 103.014000 Copyback: 0.016000 Sum: 0.033000 It 4,Best ac:0.002716 1.000000 fi:0.099312. Ave ac:0.003824,0.006435 Initialization: 6.182000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.833000 Kernel 1: 0.024000 Kernel 2: 102.263000 Copyback: 0.017000 Sum: 0.034000 It 5,Best ac:0.001584 1.000000 fi:0.099737. Ave ac:0.004119,0.006740 Initialization: 6.379000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.843000 Kernel 1: 0.024000 Kernel 2: 101.810997 Copyback: 0.017000 Sum: 0.033000 It 6,Best ac:0.002037 1.000000 fi:0.099567. Ave ac:0.003427,0.005044 Initialization: 6.245000 Memcpy Classifiers: 0.506000 Memcpy Instances: 8.836000 Kernel 1: 0.024000 Kernel 2: 102.013000 Copyback: 0.016000 Sum: 0.035000 It 7,Best ac:0.001584 1.000000 fi:0.099738. Ave ac:0.003738,0.005106 Initialization: 6.251000 Memcpy Classifiers: 0.506000 Memcpy Instances: 8.834000 Kernel 1: 0.024000 Kernel 2: 102.742996 Copyback: 0.016000 Sum: 0.031000 It 8,Best ac:0.001358 1.000000 fi:0.099823. Ave ac:0.003756,0.005553 Initialization: 6.309000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.832000 Kernel 1: 0.024000 Kernel 2: 101.717003 Copyback: 0.017000 Sum: 0.032000 It 9,Best ac:0.001131 1.000000 fi:0.099908. Ave ac:0.003224,0.006494 Iteration 10:MDL fitness activated Error 0.099908 TL 0.048204 MDL Theory Length Weight: 0.6908759458 (6) Initialization: 6.273000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.840000 Kernel 1: 0.024000 Kernel 2: 98.182999 Copyback: 0.020000 Sum: 0.033000 It 10,Best ac:0.001357 1.000000 fi:0.121634. Ave ac:0.003170,0.005386 Initialization: 6.333000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.853000 Kernel 1: 0.024000 Kernel 2: 103.759003 Copyback: 0.017000 Sum: 0.035000 It 11,Best ac:0.000905 1.000000 fi:0.123422. Ave ac:0.003417,0.005429 Initialization: 6.344000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.834000 Kernel 1: 0.024000 Kernel 2: 99.827003 Copyback: 0.017000 Sum: 0.042000 It 12,Best ac:0.002037 1.000000 fi:0.118327. Ave ac:0.003288,0.004719 Initialization: 6.198000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.834000 Kernel 1: 0.025000 Kernel 2: 97.686996 Copyback: 0.017000 Sum: 0.035000 It 13,Best ac:0.002037 1.000000 fi:0.120237. Ave ac:0.003285,0.006375 Initialization: 6.273000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.846000 Kernel 1: 0.023000 Kernel 2: 97.190002 Copyback: 0.017000 Sum: 0.033000 It 14,Best ac:0.001131 1.000000 fi:0.121233. Ave ac:0.003074,0.004954 Initialization: 6.166000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.863000 Kernel 1: 0.023000 Kernel 2: 95.676003 Copyback: 0.016000 Sum: 0.034000 It 15,Best ac:0.002263 1.000000 fi:0.117661. Ave ac:0.002460,0.003977 Initialization: 6.265000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.820000 Kernel 1: 0.024000 Kernel 2: 92.765999 Copyback: 0.017000 Sum: 0.039000 It 16,Best ac:0.000905 1.000000 fi:0.122409. Ave ac:0.002836,0.005154 Initialization: 6.207000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.874000 Kernel 1: 0.024000 Kernel 2: 93.473000 Copyback: 0.017000 Sum: 0.037000 It 17,Best ac:0.003394 1.000000 fi:0.115825. Ave ac:0.002567,0.004273 Initialization: 6.256000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.838000 Kernel 1: 0.024000 Kernel 2: 93.157997 Copyback: 0.017000 Sum: 0.038000 It 18,Best ac:0.000905 1.000000 fi:0.117720. Ave ac:0.002565,0.003568 Initialization: 6.241000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.849000 Kernel 1: 0.023000 Kernel 2: 94.444000 Copyback: 0.017000 Sum: 0.029000 It 19,Best ac:0.002716 1.000000 fi:0.117248. Ave ac:0.001954,0.002280 Initialization: 6.234000 Memcpy Classifiers: 0.384000 Memcpy Instances: 8.840000 Kernel 1: 0.023000 Kernel 2: 91.647003 Copyback: 0.017000 Sum: 0.030000 It 20,Best ac:0.001131 1.000000 fi:0.118348. Ave ac:0.001962,0.002490 Initialization: 6.268000 Memcpy Classifiers: 0.396000 Memcpy Instances: 8.850000 Kernel 1: 0.024000 Kernel 2: 91.963997 Copyback: 0.017000 Sum: 0.033000 It 21,Best ac:0.001584 1.000000 fi:0.116009. Ave ac:0.001458,0.002457 Initialization: 6.241000 Memcpy Classifiers: 0.465000 Memcpy Instances: 8.859000 Kernel 1: 0.024000 Kernel 2: 96.462997 Copyback: 0.017000 Sum: 0.033000 It 22,Best ac:0.001358 1.000000 fi:0.112667. Ave ac:0.001986,0.003008 Initialization: 6.144000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.840000 Kernel 1: 0.024000 Kernel 2: 92.846001 Copyback: 0.017000 Sum: 0.038000 It 23,Best ac:0.001810 1.000000 fi:0.116719. Ave ac:0.001624,0.003299 Initialization: 6.218000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.853000 Kernel 1: 0.023000 Kernel 2: 95.695000 Copyback: 0.016000 Sum: 0.034000 It 24,Best ac:0.000905 1.000000 fi:0.115875. Ave ac:0.002367,0.003677 Initialization: 6.212000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.852000 Kernel 1: 0.024000 Kernel 2: 92.564003 Copyback: 0.017000 Sum: 0.030000 It 25,Best ac:0.002262 1.000000 fi:0.111011. Ave ac:0.002974,0.005087 Initialization: 6.221000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.858000 Kernel 1: 0.024000 Kernel 2: 91.953003 Copyback: 0.017000 Sum: 0.034000 It 26,Best ac:0.001810 1.000000 fi:0.115222. Ave ac:0.001938,0.003103 Initialization: 6.314000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.830000 Kernel 1: 0.024000 Kernel 2: 91.667000 Copyback: 0.017000 Sum: 0.030000 It 27,Best ac:0.001584 1.000000 fi:0.112144. Ave ac:0.002111,0.002224 Initialization: 6.274000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.844000 Kernel 1: 0.024000 Kernel 2: 91.125999 Copyback: 0.016000 Sum: 0.033000 It 28,Best ac:0.001358 1.000000 fi:0.115682. Ave ac:0.001473,0.002783 Initialization: 6.110000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.840000 Kernel 1: 0.024000 Kernel 2: 90.686996 Copyback: 0.017000 Sum: 0.036000 It 29,Best ac:0.001584 1.000000 fi:0.116285. Ave ac:0.001948,0.003241 Initialization: 6.263000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.829000 Kernel 1: 0.024000 Kernel 2: 91.009003 Copyback: 0.017000 Sum: 0.029000 It 30,Best ac:0.001358 1.000000 fi:0.113907. Ave ac:0.002452,0.004205 Initialization: 6.232000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.847000 Kernel 1: 0.024000 Kernel 2: 89.142998 Copyback: 0.017000 Sum: 0.028000 It 31,Best ac:0.001358 1.000000 fi:0.111808. Ave ac:0.002549,0.003932 Initialization: 6.215000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.864000 Kernel 1: 0.023000 Kernel 2: 89.195999 Copyback: 0.016000 Sum: 0.029000 It 32,Best ac:0.001584 1.000000 fi:0.114138. Ave ac:0.002419,0.004394 Initialization: 6.282000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.851000 Kernel 1: 0.024000 Kernel 2: 88.483002 Copyback: 0.371000 Sum: 0.028000 It 33,Best ac:0.002262 1.000000 fi:0.111407. Ave ac:0.001791,0.003158 Initialization: 23.072001 Memcpy Instances: 429.977997 Memcpy Classifiers: 0.070000 Kernel 1: 0.025000 Kernel 2: 506.740997 Copyback: 0.015000 Sum: 0.014000 Memcpy Classifiers: 0.060000 Kernel 1: 0.013000 Kernel 2: 524.150024 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.016000 Kernel 2: 534.236023 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.012000 Kernel 2: 499.765991 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.012000 Kernel 2: 533.281006 Copyback: 0.016000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.015000 Kernel 2: 504.391998 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.012000 Kernel 2: 485.524994 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.012000 Kernel 2: 494.144012 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.011000 Kernel 2: 498.919006 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.012000 Kernel 2: 507.183014 Copyback: 0.013000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.011000 Kernel 2: 493.467010 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.011000 Kernel 2: 516.853027 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.011000 Kernel 2: 455.627991 Copyback: 0.369000 Sum: 0.001000 It 34,Best ac:0.001380 0.802632 fi:0.310027. Ave ac:0.002295,0.008333 Best acc 0.001380 0.802632 Rule:Att PSSM_-1_13 is [<9.861814]|Att PSSM_-1_17 is [<4.410408]|Att PSSM_0_1 is [>5.525327]|Att PSSM_0_2 is [<-3.502733]|Att PSSM_0_12 is [-6.837611,-1.162389]|Att PSSM_3_12 is [-5.669728,-1.948127]|1 Accuracy : 0.741214 0 1 161965 2115 58606 11952 Removed 380 instances. 220571 Instances left. Acc of rule 0.001380-0.802632 Initialization: 6.253000 Memcpy Classifiers: 0.524000 Memcpy Instances: 8.849000 Kernel 1: 0.026000 Kernel 2: 106.926003 Copyback: 0.017000 Sum: 0.043000 Initial population average accuracy1:0.006078 accuracy2:0.244671 Initialization: 6.271000 Memcpy Classifiers: 0.468000 Memcpy Instances: 9.683000 Kernel 1: 0.033000 Kernel 2: 106.061996 Copyback: 0.020000 Sum: 0.068000 It 0,Best ac:0.000680 1.000000 fi:0.307238. Ave ac:0.006277,0.010657 Initialization: 9.377000 Memcpy Classifiers: 0.744000 Memcpy Instances: 9.293000 Kernel 1: 0.025000 Kernel 2: 108.720001 Copyback: 0.018000 Sum: 0.038000 It 1,Best ac:0.001587 0.875000 fi:0.224734. Ave ac:0.006503,0.010296 Initialization: 6.274000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.845000 Kernel 1: 0.025000 Kernel 2: 105.700996 Copyback: 0.017000 Sum: 0.034000 It 2,Best ac:0.001587 0.875000 fi:0.224734. Ave ac:0.006760,0.012182 Initialization: 8.720000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.818000 Kernel 1: 0.025000 Kernel 2: 105.218002 Copyback: 0.017000 Sum: 0.032000 It 3,Best ac:0.000907 1.000000 fi:0.099991. Ave ac:0.005290,0.009510 Initialization: 7.061000 Memcpy Classifiers: 0.451000 Memcpy Instances: 10.665000 Kernel 1: 0.032000 Kernel 2: 102.403999 Copyback: 0.017000 Sum: 0.034000 It 4,Best ac:0.001813 1.000000 fi:0.099649. Ave ac:0.004959,0.008955 Initialization: 6.262000 Memcpy Classifiers: 0.438000 Memcpy Instances: 10.908000 Kernel 1: 0.023000 Kernel 2: 104.191002 Copyback: 0.017000 Sum: 0.034000 It 5,Best ac:0.001587 1.000000 fi:0.099734. Ave ac:0.004577,0.009256 Initialization: 6.350000 Memcpy Classifiers: 0.450000 Memcpy Instances: 11.065000 Kernel 1: 0.025000 Kernel 2: 102.448997 Copyback: 0.017000 Sum: 0.035000 It 6,Best ac:0.002493 1.000000 fi:0.099392. Ave ac:0.004283,0.008093 Initialization: 7.287000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.354000 Kernel 1: 0.033000 Kernel 2: 98.875000 Copyback: 0.017000 Sum: 0.033000 It 7,Best ac:0.001360 1.000000 fi:0.099820. Ave ac:0.003278,0.006969 Initialization: 6.731000 Memcpy Classifiers: 0.744000 Memcpy Instances: 13.444000 Kernel 1: 0.027000 Kernel 2: 103.949997 Copyback: 0.017000 Sum: 0.032000 It 8,Best ac:0.002267 1.000000 fi:0.099478. Ave ac:0.004326,0.007209 Initialization: 6.356000 Memcpy Classifiers: 0.712000 Memcpy Instances: 11.801000 Kernel 1: 0.024000 Kernel 2: 99.669998 Copyback: 0.017000 Sum: 0.030000 It 9,Best ac:0.001587 1.000000 fi:0.099735. Ave ac:0.002931,0.005760 Iteration 10:MDL fitness activated Error 0.099735 TL 0.043408 MDL Theory Length Weight: 0.7658665288 (4) Initialization: 7.407000 Memcpy Classifiers: 0.712000 Memcpy Instances: 11.501000 Kernel 1: 0.023000 Kernel 2: 98.953003 Copyback: 0.017000 Sum: 0.033000 It 10,Best ac:0.001360 1.000000 fi:0.124765. Ave ac:0.002370,0.003405 Initialization: 6.251000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.848000 Kernel 1: 0.024000 Kernel 2: 101.486000 Copyback: 0.017000 Sum: 0.032000 It 11,Best ac:0.001360 1.000000 fi:0.127956. Ave ac:0.002579,0.004318 Initialization: 7.728000 Memcpy Classifiers: 0.713000 Memcpy Instances: 11.503000 Kernel 1: 0.032000 Kernel 2: 99.969002 Copyback: 0.018000 Sum: 0.039000 It 12,Best ac:0.000907 1.000000 fi:0.123189. Ave ac:0.003191,0.005557 Initialization: 6.232000 Memcpy Classifiers: 0.490000 Memcpy Instances: 12.254000 Kernel 1: 0.023000 Kernel 2: 101.414001 Copyback: 0.016000 Sum: 0.030000 It 13,Best ac:0.000907 1.000000 fi:0.119943. Ave ac:0.003467,0.006689 Initialization: 8.341000 Memcpy Classifiers: 0.774000 Memcpy Instances: 10.992000 Kernel 1: 0.025000 Kernel 2: 97.733002 Copyback: 0.017000 Sum: 0.033000 It 14,Best ac:0.001360 1.000000 fi:0.129509. Ave ac:0.002702,0.008079 Initialization: 7.198000 Memcpy Classifiers: 0.451000 Memcpy Instances: 9.668000 Kernel 1: 0.031000 Kernel 2: 98.178001 Copyback: 0.018000 Sum: 0.046000 It 15,Best ac:0.000906 1.000000 fi:0.128382. Ave ac:0.003801,0.009272 Initialization: 6.347000 Memcpy Classifiers: 0.450000 Memcpy Instances: 11.976000 Kernel 1: 0.023000 Kernel 2: 98.227997 Copyback: 0.017000 Sum: 0.040000 It 16,Best ac:0.001587 1.000000 fi:0.122780. Ave ac:0.005076,0.010996 Initialization: 8.197000 Memcpy Classifiers: 0.416000 Memcpy Instances: 11.151000 Kernel 1: 0.023000 Kernel 2: 93.691002 Copyback: 0.017000 Sum: 0.034000 It 17,Best ac:0.000907 1.000000 fi:0.115818. Ave ac:0.005400,0.011097 Initialization: 8.078000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.862000 Kernel 1: 0.023000 Kernel 2: 92.889999 Copyback: 0.017000 Sum: 0.031000 It 18,Best ac:0.000907 1.000000 fi:0.117564. Ave ac:0.003311,0.007755 Initialization: 8.268000 Memcpy Classifiers: 0.541000 Memcpy Instances: 11.244000 Kernel 1: 0.023000 Kernel 2: 89.768997 Copyback: 0.017000 Sum: 0.033000 It 19,Best ac:0.001587 1.000000 fi:0.115561. Ave ac:0.004072,0.008446 Initialization: 8.705000 Memcpy Classifiers: 0.399000 Memcpy Instances: 11.082000 Kernel 1: 0.023000 Kernel 2: 90.228996 Copyback: 0.018000 Sum: 0.038000 It 20,Best ac:0.001360 1.000000 fi:0.118583. Ave ac:0.003349,0.004749 Initialization: 7.152000 Memcpy Classifiers: 0.399000 Memcpy Instances: 13.607000 Kernel 1: 0.026000 Kernel 2: 90.685997 Copyback: 0.017000 Sum: 0.030000 It 21,Best ac:0.001133 1.000000 fi:0.115913. Ave ac:0.002669,0.004240 Initialization: 15.723000 Memcpy Classifiers: 0.422000 Memcpy Instances: 8.908000 Kernel 1: 0.023000 Kernel 2: 88.362000 Copyback: 0.017000 Sum: 0.036000 It 22,Best ac:0.000907 1.000000 fi:0.115998. Ave ac:0.002828,0.004135 Initialization: 6.264000 Memcpy Classifiers: 0.433000 Memcpy Instances: 12.092000 Kernel 1: 0.024000 Kernel 2: 91.158997 Copyback: 0.017000 Sum: 0.034000 It 23,Best ac:0.001133 1.000000 fi:0.119791. Ave ac:0.003165,0.006539 Initialization: 6.250000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.871000 Kernel 1: 0.023000 Kernel 2: 90.324997 Copyback: 0.017000 Sum: 0.026000 It 24,Best ac:0.001587 1.000000 fi:0.114976. Ave ac:0.003428,0.005796 Initialization: 7.243000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.833000 Kernel 1: 0.025000 Kernel 2: 88.642998 Copyback: 0.017000 Sum: 0.025000 It 25,Best ac:0.002267 1.000000 fi:0.110975. Ave ac:0.003251,0.005091 Initialization: 6.315000 Memcpy Classifiers: 0.402000 Memcpy Instances: 11.588000 Kernel 1: 0.024000 Kernel 2: 87.157997 Copyback: 0.017000 Sum: 0.033000 It 26,Best ac:0.000907 1.000000 fi:0.116475. Ave ac:0.002938,0.005797 Initialization: 6.397000 Memcpy Classifiers: 0.478000 Memcpy Instances: 13.084000 Kernel 1: 0.024000 Kernel 2: 86.735001 Copyback: 0.017000 Sum: 0.030000 It 27,Best ac:0.000907 1.000000 fi:0.115959. Ave ac:0.003231,0.006888 Initialization: 8.243000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.844000 Kernel 1: 0.024000 Kernel 2: 85.935997 Copyback: 0.017000 Sum: 0.029000 It 28,Best ac:0.001814 1.000000 fi:0.113913. Ave ac:0.002257,0.003723 Initialization: 6.256000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.824000 Kernel 1: 0.025000 Kernel 2: 88.449997 Copyback: 0.017000 Sum: 0.028000 It 29,Best ac:0.001134 1.000000 fi:0.114143. Ave ac:0.003161,0.004770 Initialization: 6.269000 Memcpy Classifiers: 0.409000 Memcpy Instances: 11.939000 Kernel 1: 0.022000 Kernel 2: 87.528999 Copyback: 0.017000 Sum: 0.030000 It 30,Best ac:0.002040 1.000000 fi:0.115531. Ave ac:0.002971,0.004809 Initialization: 6.261000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.864000 Kernel 1: 0.024000 Kernel 2: 86.512001 Copyback: 0.017000 Sum: 0.035000 It 31,Best ac:0.001133 1.000000 fi:0.115873. Ave ac:0.003193,0.005128 Initialization: 6.233000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.829000 Kernel 1: 0.026000 Kernel 2: 87.635002 Copyback: 0.017000 Sum: 0.031000 It 32,Best ac:0.001587 1.000000 fi:0.116934. Ave ac:0.003341,0.005779 Initialization: 6.217000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.897000 Kernel 1: 0.024000 Kernel 2: 87.545998 Copyback: 0.018000 Sum: 0.037000 It 33,Best ac:0.001133 1.000000 fi:0.116390. Ave ac:0.002555,0.003287 Initialization: 24.899000 Memcpy Instances: 492.591003 Memcpy Classifiers: 0.071000 Kernel 1: 0.026000 Kernel 2: 479.688995 Copyback: 0.015000 Sum: 0.015000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 520.161987 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 497.119995 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 486.772003 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.089000 Kernel 1: 0.019000 Kernel 2: 489.190002 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 490.993011 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.069000 Kernel 1: 0.012000 Kernel 2: 504.164001 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.012000 Kernel 2: 477.993988 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.013000 Kernel 2: 493.847992 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 503.523010 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.012000 Kernel 2: 496.023987 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.012000 Kernel 2: 497.558014 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.057000 Kernel 1: 0.012000 Kernel 2: 241.098007 Copyback: 0.015000 Sum: 0.000000 It 34,Best ac:0.000893 0.743396 fi:0.373084. Ave ac:0.002504,0.009006 Best acc 0.000893 0.743396 Initialization: 8.321000 Memcpy Classifiers: 0.788000 Memcpy Instances: 11.183000 Kernel 1: 0.025000 Kernel 2: 106.834000 Copyback: 0.017000 Sum: 0.041000 Initial population average accuracy1:0.005655 accuracy2:0.244919 Initialization: 7.003000 Memcpy Classifiers: 0.540000 Memcpy Instances: 8.861000 Kernel 1: 0.024000 Kernel 2: 107.774002 Copyback: 0.017000 Sum: 0.052000 It 0,Best ac:0.000907 1.000000 fi:0.099992. Ave ac:0.007044,0.012572 Initialization: 6.252000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.852000 Kernel 1: 0.024000 Kernel 2: 105.384003 Copyback: 0.019000 Sum: 0.036000 It 1,Best ac:0.001133 1.000000 fi:0.099906. Ave ac:0.006422,0.011575 Initialization: 7.215000 Memcpy Classifiers: 0.470000 Memcpy Instances: 13.629000 Kernel 1: 0.027000 Kernel 2: 104.972000 Copyback: 0.017000 Sum: 0.028000 It 2,Best ac:0.000907 1.000000 fi:0.099991. Ave ac:0.005853,0.009361 Initialization: 8.324000 Memcpy Classifiers: 0.666000 Memcpy Instances: 12.288000 Kernel 1: 0.025000 Kernel 2: 103.175003 Copyback: 0.017000 Sum: 0.033000 It 3,Best ac:0.001814 1.000000 fi:0.099649. Ave ac:0.005538,0.008388 Initialization: 6.466000 Memcpy Classifiers: 0.470000 Memcpy Instances: 12.086000 Kernel 1: 0.023000 Kernel 2: 103.885002 Copyback: 0.017000 Sum: 0.034000 It 4,Best ac:0.001587 1.000000 fi:0.099734. Ave ac:0.005597,0.008469 Initialization: 6.716000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.821000 Kernel 1: 0.024000 Kernel 2: 103.418999 Copyback: 0.017000 Sum: 0.036000 It 5,Best ac:0.001587 1.000000 fi:0.099734. Ave ac:0.006091,0.008899 Initialization: 6.190000 Memcpy Classifiers: 0.524000 Memcpy Instances: 8.867000 Kernel 1: 0.024000 Kernel 2: 100.314003 Copyback: 0.017000 Sum: 0.036000 It 6,Best ac:0.002493 1.000000 fi:0.099393. Ave ac:0.004630,0.007463 Initialization: 6.272000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.826000 Kernel 1: 0.025000 Kernel 2: 98.733002 Copyback: 0.018000 Sum: 0.036000 It 7,Best ac:0.001813 1.000000 fi:0.099649. Ave ac:0.003056,0.004029 Initialization: 6.691000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.821000 Kernel 1: 0.024000 Kernel 2: 100.695999 Copyback: 0.018000 Sum: 0.031000 It 8,Best ac:0.002040 1.000000 fi:0.099563. Ave ac:0.002964,0.004178 Initialization: 6.344000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.863000 Kernel 1: 0.024000 Kernel 2: 100.039001 Copyback: 0.018000 Sum: 0.050000 It 9,Best ac:0.002267 1.000000 fi:0.099478. Ave ac:0.003215,0.004526 Iteration 10:MDL fitness activated Error 0.099478 TL 0.038221 MDL Theory Length Weight: 0.8675619136 (4) Initialization: 6.204000 Memcpy Classifiers: 0.460000 Memcpy Instances: 8.846000 Kernel 1: 0.024000 Kernel 2: 97.414001 Copyback: 0.017000 Sum: 0.031000 It 10,Best ac:0.000907 1.000000 fi:0.129570. Ave ac:0.002934,0.004052 Initialization: 6.283000 Memcpy Classifiers: 0.452000 Memcpy Instances: 11.712000 Kernel 1: 0.024000 Kernel 2: 97.289001 Copyback: 0.017000 Sum: 0.030000 It 11,Best ac:0.001133 1.000000 fi:0.129947. Ave ac:0.003301,0.004165 Initialization: 8.651000 Memcpy Classifiers: 0.646000 Memcpy Instances: 11.214000 Kernel 1: 0.024000 Kernel 2: 95.245003 Copyback: 0.018000 Sum: 0.047000 It 12,Best ac:0.000907 1.000000 fi:0.130507. Ave ac:0.002845,0.003544 Initialization: 8.005000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.849000 Kernel 1: 0.025000 Kernel 2: 94.833000 Copyback: 0.017000 Sum: 0.029000 It 13,Best ac:0.000907 1.000000 fi:0.126317. Ave ac:0.003146,0.004576 Initialization: 7.804000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.829000 Kernel 1: 0.025000 Kernel 2: 93.245003 Copyback: 0.016000 Sum: 0.032000 It 14,Best ac:0.001134 1.000000 fi:0.130039. Ave ac:0.002843,0.003613 Initialization: 8.909000 Memcpy Classifiers: 0.469000 Memcpy Instances: 12.188000 Kernel 1: 0.023000 Kernel 2: 92.106003 Copyback: 0.018000 Sum: 0.043000 It 15,Best ac:0.001134 1.000000 fi:0.125125. Ave ac:0.003211,0.005366 Initialization: 6.137000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.843000 Kernel 1: 0.025000 Kernel 2: 90.426003 Copyback: 0.020000 Sum: 0.033000 It 16,Best ac:0.001586 1.000000 fi:0.127190. Ave ac:0.002718,0.003964 Initialization: 6.255000 Memcpy Classifiers: 0.468000 Memcpy Instances: 10.468000 Kernel 1: 0.022000 Kernel 2: 91.396004 Copyback: 0.017000 Sum: 0.029000 It 17,Best ac:0.001360 1.000000 fi:0.125040. Ave ac:0.002843,0.003468 Initialization: 6.264000 Memcpy Classifiers: 0.450000 Memcpy Instances: 9.961000 Kernel 1: 0.023000 Kernel 2: 91.564003 Copyback: 0.017000 Sum: 0.033000 It 18,Best ac:0.000907 1.000000 fi:0.131263. Ave ac:0.002828,0.004021 Initialization: 6.703000 Memcpy Classifiers: 0.744000 Memcpy Instances: 10.403000 Kernel 1: 0.024000 Kernel 2: 92.952003 Copyback: 0.017000 Sum: 0.028000 It 19,Best ac:0.000907 1.000000 fi:0.124270. Ave ac:0.002139,0.002759 Initialization: 6.203000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.854000 Kernel 1: 0.024000 Kernel 2: 94.425003 Copyback: 0.017000 Sum: 0.034000 It 20,Best ac:0.000907 1.000000 fi:0.128227. Ave ac:0.002968,0.003774 Initialization: 6.197000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.852000 Kernel 1: 0.024000 Kernel 2: 90.418999 Copyback: 0.017000 Sum: 0.028000 It 21,Best ac:0.000907 1.000000 fi:0.124270. Ave ac:0.002726,0.003171 Initialization: 6.243000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.819000 Kernel 1: 0.025000 Kernel 2: 89.102997 Copyback: 0.016000 Sum: 0.030000 It 22,Best ac:0.001134 1.000000 fi:0.128091. Ave ac:0.002495,0.003278 Initialization: 6.228000 Memcpy Classifiers: 0.398000 Memcpy Instances: 10.793000 Kernel 1: 0.104000 Kernel 2: 88.905998 Copyback: 0.017000 Sum: 0.031000 It 23,Best ac:0.000907 1.000000 fi:0.121299. Ave ac:0.002951,0.003580 Initialization: 6.270000 Memcpy Classifiers: 0.488000 Memcpy Instances: 10.775000 Kernel 1: 0.022000 Kernel 2: 89.758003 Copyback: 0.017000 Sum: 0.030000 It 24,Best ac:0.000907 1.000000 fi:0.124270. Ave ac:0.002844,0.003392 Initialization: 6.347000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.825000 Kernel 1: 0.024000 Kernel 2: 88.257004 Copyback: 0.018000 Sum: 0.038000 It 25,Best ac:0.001587 1.000000 fi:0.123743. Ave ac:0.001914,0.002271 Initialization: 8.141000 Memcpy Classifiers: 0.502000 Memcpy Instances: 12.993000 Kernel 1: 0.023000 Kernel 2: 89.393997 Copyback: 0.018000 Sum: 0.040000 It 26,Best ac:0.002494 1.000000 fi:0.123342. Ave ac:0.002698,0.003515 Initialization: 6.125000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.845000 Kernel 1: 0.023000 Kernel 2: 89.860001 Copyback: 0.017000 Sum: 0.029000 It 27,Best ac:0.000907 1.000000 fi:0.118044. Ave ac:0.002223,0.003412 Initialization: 6.252000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.020000 Kernel 1: 0.024000 Kernel 2: 87.611000 Copyback: 0.016000 Sum: 0.036000 It 28,Best ac:0.001134 1.000000 fi:0.123117. Ave ac:0.002552,0.003685 Initialization: 6.260000 Memcpy Classifiers: 0.398000 Memcpy Instances: 11.105000 Kernel 1: 0.024000 Kernel 2: 86.379997 Copyback: 0.017000 Sum: 0.032000 It 29,Best ac:0.004307 1.000000 fi:0.118856. Ave ac:0.003417,0.004165 Initialization: 6.237000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.839000 Kernel 1: 0.024000 Kernel 2: 86.084999 Copyback: 0.017000 Sum: 0.027000 It 30,Best ac:0.000906 1.000000 fi:0.118390. Ave ac:0.002645,0.003878 Initialization: 6.240000 Memcpy Classifiers: 0.451000 Memcpy Instances: 10.071000 Kernel 1: 0.023000 Kernel 2: 87.233002 Copyback: 0.019000 Sum: 0.034000 It 31,Best ac:0.000907 1.000000 fi:0.123008. Ave ac:0.002637,0.004489 Initialization: 6.302000 Memcpy Classifiers: 0.398000 Memcpy Instances: 10.304000 Kernel 1: 0.026000 Kernel 2: 88.223999 Copyback: 0.017000 Sum: 0.032000 It 32,Best ac:0.000907 1.000000 fi:0.125331. Ave ac:0.003413,0.004305 Initialization: 7.542000 Memcpy Classifiers: 0.451000 Memcpy Instances: 13.365000 Kernel 1: 0.026000 Kernel 2: 89.698997 Copyback: 0.017000 Sum: 0.031000 It 33,Best ac:0.000907 1.000000 fi:0.118262. Ave ac:0.002369,0.003218 Initialization: 28.461000 Memcpy Instances: 526.619019 Memcpy Classifiers: 0.095000 Kernel 1: 0.026000 Kernel 2: 489.368988 Copyback: 0.015000 Sum: 0.017000 Memcpy Classifiers: 0.093000 Kernel 1: 0.016000 Kernel 2: 512.034973 Copyback: 0.367000 Sum: 0.002000 Memcpy Classifiers: 0.074000 Kernel 1: 0.014000 Kernel 2: 496.399994 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.092000 Kernel 1: 0.016000 Kernel 2: 518.723022 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.093000 Kernel 1: 0.017000 Kernel 2: 528.466980 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.071000 Kernel 1: 0.013000 Kernel 2: 492.614990 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.072000 Kernel 1: 0.013000 Kernel 2: 496.994995 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 519.960022 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.108000 Kernel 1: 0.022000 Kernel 2: 511.540985 Copyback: 0.022000 Sum: 0.005000 Memcpy Classifiers: 0.109000 Kernel 1: 0.027000 Kernel 2: 504.106995 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.072000 Kernel 1: 0.013000 Kernel 2: 508.415985 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 496.454010 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.060000 Kernel 1: 0.014000 Kernel 2: 259.125000 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.001637 0.741273 fi:0.386628. Ave ac:0.002475,0.008567 Best acc 0.001637 0.741273 Rule:Att PSSM_-3_10 is [>-1.145530]|Att PSSM_-1_13 is [>1.795208]|Att PSSM_0_4 is [<3.283265]|Att PSSM_0_7 is [<-3.324049]|Att PSSM_0_8 is [<4.077551]|Att PSSM_1_5 is [-3.409081,8.112299]|Att PSSM_4_1 is [-1.206642,3.229948]|Att PSSM_4_7 is [<-1.473477]|1 Accuracy : 0.741764 0 1 161897 2183 58409 12149 Removed 265 instances. 220306 Instances left. Acc of rule 0.000893-0.743396 Initialization: 8.151000 Memcpy Classifiers: 0.805000 Memcpy Instances: 11.050000 Kernel 1: 0.026000 Kernel 2: 107.440002 Copyback: 0.017000 Sum: 0.044000 Initial population average accuracy1:0.006309 accuracy2:0.245191 Initialization: 6.329000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.854000 Kernel 1: 0.025000 Kernel 2: 107.361000 Copyback: 0.017000 Sum: 0.062000 It 0,Best ac:0.001362 0.857143 fi:0.242675. Ave ac:0.007525,0.012876 Initialization: 6.777000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.827000 Kernel 1: 0.025000 Kernel 2: 105.220001 Copyback: 0.017000 Sum: 0.033000 It 1,Best ac:0.001816 0.888889 fi:0.210758. Ave ac:0.007070,0.013781 Initialization: 6.280000 Memcpy Classifiers: 0.539000 Memcpy Instances: 8.838000 Kernel 1: 0.025000 Kernel 2: 106.827003 Copyback: 0.016000 Sum: 0.032000 It 2,Best ac:0.000908 1.000000 fi:0.099990. Ave ac:0.006726,0.011410 Initialization: 6.366000 Memcpy Classifiers: 0.489000 Memcpy Instances: 8.830000 Kernel 1: 0.022000 Kernel 2: 103.973999 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.001135 1.000000 fi:0.099904. Ave ac:0.005458,0.008679 Initialization: 7.106000 Memcpy Classifiers: 0.487000 Memcpy Instances: 10.352000 Kernel 1: 0.024000 Kernel 2: 102.953003 Copyback: 0.017000 Sum: 0.032000 It 4,Best ac:0.000908 1.000000 fi:0.099990. Ave ac:0.005492,0.008778 Initialization: 8.567000 Memcpy Classifiers: 0.646000 Memcpy Instances: 8.829000 Kernel 1: 0.023000 Kernel 2: 102.494003 Copyback: 0.018000 Sum: 0.043000 It 5,Best ac:0.001589 1.000000 fi:0.099732. Ave ac:0.003864,0.006032 Initialization: 6.393000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.873000 Kernel 1: 0.024000 Kernel 2: 100.136002 Copyback: 0.018000 Sum: 0.046000 It 6,Best ac:0.002497 1.000000 fi:0.099389. Ave ac:0.004103,0.006663 Initialization: 6.996000 Memcpy Classifiers: 0.490000 Memcpy Instances: 13.406000 Kernel 1: 0.026000 Kernel 2: 102.563004 Copyback: 0.017000 Sum: 0.034000 It 7,Best ac:0.002270 1.000000 fi:0.099475. Ave ac:0.004363,0.007280 Initialization: 7.061000 Memcpy Classifiers: 0.451000 Memcpy Instances: 9.420000 Kernel 1: 0.032000 Kernel 2: 103.643997 Copyback: 0.017000 Sum: 0.037000 It 8,Best ac:0.001135 1.000000 fi:0.099904. Ave ac:0.003946,0.007674 Initialization: 8.551000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.828000 Kernel 1: 0.024000 Kernel 2: 107.767998 Copyback: 0.019000 Sum: 0.042000 It 9,Best ac:0.001135 1.000000 fi:0.099904. Ave ac:0.003641,0.006757 Iteration 10:MDL fitness activated Error 0.099904 TL 0.041460 MDL Theory Length Weight: 0.8032098788 (4) Initialization: 6.294000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.827000 Kernel 1: 0.024000 Kernel 2: 104.350998 Copyback: 0.017000 Sum: 0.034000 It 10,Best ac:0.001589 1.000000 fi:0.123966. Ave ac:0.003392,0.005880 Initialization: 6.382000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.838000 Kernel 1: 0.025000 Kernel 2: 102.657997 Copyback: 0.018000 Sum: 0.034000 It 11,Best ac:0.001135 1.000000 fi:0.118460. Ave ac:0.003028,0.004912 Initialization: 6.451000 Memcpy Classifiers: 0.488000 Memcpy Instances: 10.739000 Kernel 1: 0.024000 Kernel 2: 103.345001 Copyback: 0.018000 Sum: 0.033000 It 12,Best ac:0.001135 1.000000 fi:0.117441. Ave ac:0.002424,0.004689 Initialization: 8.076000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.844000 Kernel 1: 0.023000 Kernel 2: 98.850998 Copyback: 0.017000 Sum: 0.032000 It 13,Best ac:0.001135 1.000000 fi:0.121798. Ave ac:0.003165,0.006340 Initialization: 6.317000 Memcpy Classifiers: 0.508000 Memcpy Instances: 11.002000 Kernel 1: 0.025000 Kernel 2: 99.950996 Copyback: 0.019000 Sum: 0.043000 It 14,Best ac:0.000908 1.000000 fi:0.118051. Ave ac:0.002837,0.003975 Initialization: 6.253000 Memcpy Classifiers: 0.439000 Memcpy Instances: 11.225000 Kernel 1: 0.031000 Kernel 2: 103.307999 Copyback: 0.018000 Sum: 0.039000 It 15,Best ac:0.001135 1.000000 fi:0.125522. Ave ac:0.002813,0.005180 Initialization: 6.289000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.873000 Kernel 1: 0.024000 Kernel 2: 100.685997 Copyback: 0.018000 Sum: 0.041000 It 16,Best ac:0.001362 1.000000 fi:0.118456. Ave ac:0.002924,0.004861 Initialization: 6.273000 Memcpy Classifiers: 0.458000 Memcpy Instances: 11.810000 Kernel 1: 0.031000 Kernel 2: 96.732002 Copyback: 0.018000 Sum: 0.041000 It 17,Best ac:0.001816 1.000000 fi:0.117835. Ave ac:0.002769,0.006054 Initialization: 8.254000 Memcpy Classifiers: 0.434000 Memcpy Instances: 12.098000 Kernel 1: 0.025000 Kernel 2: 98.098000 Copyback: 0.017000 Sum: 0.030000 It 18,Best ac:0.001135 1.000000 fi:0.121798. Ave ac:0.002546,0.003703 Initialization: 8.349000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.822000 Kernel 1: 0.025000 Kernel 2: 98.458000 Copyback: 0.018000 Sum: 0.032000 It 19,Best ac:0.002497 1.000000 fi:0.113958. Ave ac:0.001948,0.002343 Initialization: 7.326000 Memcpy Classifiers: 0.451000 Memcpy Instances: 11.289000 Kernel 1: 0.025000 Kernel 2: 95.657997 Copyback: 0.017000 Sum: 0.030000 It 20,Best ac:0.001589 1.000000 fi:0.120091. Ave ac:0.002221,0.004425 Initialization: 8.276000 Memcpy Classifiers: 0.488000 Memcpy Instances: 9.098000 Kernel 1: 0.024000 Kernel 2: 97.264999 Copyback: 0.017000 Sum: 0.039000 It 21,Best ac:0.001135 1.000000 fi:0.119743. Ave ac:0.002685,0.004460 Initialization: 6.301000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.826000 Kernel 1: 0.024000 Kernel 2: 97.200996 Copyback: 0.017000 Sum: 0.031000 It 22,Best ac:0.000908 1.000000 fi:0.118110. Ave ac:0.002279,0.006673 Initialization: 6.272000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.824000 Kernel 1: 0.024000 Kernel 2: 101.552002 Copyback: 0.017000 Sum: 0.031000 It 23,Best ac:0.000908 1.000000 fi:0.119393. Ave ac:0.002177,0.002948 Initialization: 6.675000 Memcpy Classifiers: 0.768000 Memcpy Instances: 12.183000 Kernel 1: 0.024000 Kernel 2: 101.027000 Copyback: 0.017000 Sum: 0.036000 It 24,Best ac:0.001588 1.000000 fi:0.119833. Ave ac:0.002042,0.002532 Initialization: 8.241000 Memcpy Classifiers: 0.506000 Memcpy Instances: 8.825000 Kernel 1: 0.025000 Kernel 2: 98.636002 Copyback: 0.017000 Sum: 0.029000 It 25,Best ac:0.001589 1.000000 fi:0.119110. Ave ac:0.001837,0.002479 Initialization: 6.256000 Memcpy Classifiers: 0.409000 Memcpy Instances: 10.342000 Kernel 1: 0.026000 Kernel 2: 95.497002 Copyback: 0.017000 Sum: 0.029000 It 26,Best ac:0.001362 1.000000 fi:0.120263. Ave ac:0.002315,0.006293 Initialization: 7.019000 Memcpy Classifiers: 0.380000 Memcpy Instances: 10.660000 Kernel 1: 0.033000 Kernel 2: 95.536003 Copyback: 0.017000 Sum: 0.037000 It 27,Best ac:0.000908 1.000000 fi:0.119293. Ave ac:0.002250,0.004522 Initialization: 6.803000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.829000 Kernel 1: 0.025000 Kernel 2: 97.001999 Copyback: 0.017000 Sum: 0.029000 It 28,Best ac:0.000908 1.000000 fi:0.116689. Ave ac:0.002355,0.004189 MDL Theory Length Weight: 0.7228888909 (10) Initialization: 7.314000 Memcpy Classifiers: 0.572000 Memcpy Instances: 12.509000 Kernel 1: 0.026000 Kernel 2: 96.795998 Copyback: 0.017000 Sum: 0.033000 It 29,Best ac:0.002724 1.000000 fi:0.111139. Ave ac:0.003112,0.004258 Initialization: 6.324000 Memcpy Classifiers: 0.434000 Memcpy Instances: 10.893000 Kernel 1: 0.024000 Kernel 2: 98.165001 Copyback: 0.018000 Sum: 0.040000 It 30,Best ac:0.001135 1.000000 fi:0.116955. Ave ac:0.002578,0.005729 Initialization: 6.279000 Memcpy Classifiers: 0.399000 Memcpy Instances: 12.147000 Kernel 1: 0.024000 Kernel 2: 97.058998 Copyback: 0.017000 Sum: 0.031000 It 31,Best ac:0.001361 1.000000 fi:0.117936. Ave ac:0.002667,0.004143 Initialization: 6.367000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.833000 Kernel 1: 0.024000 Kernel 2: 97.700996 Copyback: 0.017000 Sum: 0.034000 It 32,Best ac:0.000908 1.000000 fi:0.111365. Ave ac:0.003358,0.004502 Initialization: 7.721000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.823000 Kernel 1: 0.025000 Kernel 2: 97.420998 Copyback: 0.016000 Sum: 0.032000 It 33,Best ac:0.000908 1.000000 fi:0.117654. Ave ac:0.002448,0.004987 Initialization: 25.863001 Memcpy Instances: 501.268005 Memcpy Classifiers: 0.088000 Kernel 1: 0.027000 Kernel 2: 534.887024 Copyback: 0.015000 Sum: 0.018000 Memcpy Classifiers: 0.099000 Kernel 1: 0.021000 Kernel 2: 538.401978 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.099000 Kernel 1: 0.022000 Kernel 2: 536.765991 Copyback: 0.366000 Sum: 0.001000 Memcpy Classifiers: 0.098000 Kernel 1: 0.022000 Kernel 2: 535.804993 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.014000 Kernel 2: 519.617004 Copyback: 0.017000 Sum: 0.002000 Memcpy Classifiers: 0.098000 Kernel 1: 0.022000 Kernel 2: 535.002991 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 513.921021 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.099000 Kernel 1: 0.021000 Kernel 2: 533.953003 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 534.882019 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 514.508972 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.012000 Kernel 2: 530.031006 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.079000 Kernel 1: 0.016000 Kernel 2: 517.783997 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.069000 Kernel 1: 0.016000 Kernel 2: 264.226013 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.000872 0.727273 fi:0.405373. Ave ac:0.002124,0.007219 Best acc 0.000872 0.727273 Initialization: 6.327000 Memcpy Classifiers: 0.559000 Memcpy Instances: 8.844000 Kernel 1: 0.026000 Kernel 2: 105.485001 Copyback: 0.018000 Sum: 0.057000 Initial population average accuracy1:0.005702 accuracy2:0.260721 Initialization: 8.090000 Memcpy Classifiers: 0.468000 Memcpy Instances: 11.532000 Kernel 1: 0.024000 Kernel 2: 104.939003 Copyback: 0.017000 Sum: 0.054000 It 0,Best ac:0.002724 0.800000 fi:0.299303. Ave ac:0.007240,0.012783 Initialization: 6.757000 Memcpy Classifiers: 0.505000 Memcpy Instances: 11.463000 Kernel 1: 0.033000 Kernel 2: 104.574997 Copyback: 0.017000 Sum: 0.030000 It 1,Best ac:0.000908 1.000000 fi:0.099990. Ave ac:0.006961,0.011559 Initialization: 6.163000 Memcpy Classifiers: 0.487000 Memcpy Instances: 11.873000 Kernel 1: 0.024000 Kernel 2: 104.347000 Copyback: 0.018000 Sum: 0.042000 It 2,Best ac:0.002497 0.846154 fi:0.253235. Ave ac:0.006484,0.010426 Initialization: 7.506000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.918000 Kernel 1: 0.024000 Kernel 2: 100.366997 Copyback: 0.021000 Sum: 0.041000 It 3,Best ac:0.000908 1.000000 fi:0.099990. Ave ac:0.006510,0.012173 Initialization: 6.278000 Memcpy Classifiers: 0.562000 Memcpy Instances: 10.867000 Kernel 1: 0.031000 Kernel 2: 100.045998 Copyback: 0.017000 Sum: 0.030000 It 4,Best ac:0.001589 0.875000 fi:0.224732. Ave ac:0.006015,0.012211 Initialization: 8.574000 Memcpy Classifiers: 0.469000 Memcpy Instances: 9.367000 Kernel 1: 0.032000 Kernel 2: 99.347000 Copyback: 0.017000 Sum: 0.034000 It 5,Best ac:0.001135 1.000000 fi:0.099904. Ave ac:0.004890,0.009247 Initialization: 7.121000 Memcpy Classifiers: 0.488000 Memcpy Instances: 11.508000 Kernel 1: 0.026000 Kernel 2: 99.181000 Copyback: 0.017000 Sum: 0.035000 It 6,Best ac:0.001135 1.000000 fi:0.099905. Ave ac:0.003664,0.005334 Initialization: 7.257000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.845000 Kernel 1: 0.024000 Kernel 2: 96.888000 Copyback: 0.018000 Sum: 0.041000 It 7,Best ac:0.001589 1.000000 fi:0.099732. Ave ac:0.003501,0.005756 Initialization: 6.847000 Memcpy Classifiers: 0.488000 Memcpy Instances: 12.799000 Kernel 1: 0.027000 Kernel 2: 98.999001 Copyback: 0.017000 Sum: 0.041000 It 8,Best ac:0.001362 1.000000 fi:0.099818. Ave ac:0.002861,0.004325 Initialization: 6.307000 Memcpy Classifiers: 0.548000 Memcpy Instances: 11.628000 Kernel 1: 0.032000 Kernel 2: 97.879997 Copyback: 0.017000 Sum: 0.033000 It 9,Best ac:0.001589 1.000000 fi:0.099732. Ave ac:0.003249,0.005043 Iteration 10:MDL fitness activated Error 0.099732 TL 0.047554 MDL Theory Length Weight: 0.6990776800 (3) Initialization: 6.315000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.816000 Kernel 1: 0.026000 Kernel 2: 99.038002 Copyback: 0.017000 Sum: 0.032000 It 10,Best ac:0.000908 1.000000 fi:0.125822. Ave ac:0.002976,0.004136 Initialization: 7.901000 Memcpy Classifiers: 0.934000 Memcpy Instances: 13.905000 Kernel 1: 0.026000 Kernel 2: 97.571999 Copyback: 0.018000 Sum: 0.042000 It 11,Best ac:0.001135 1.000000 fi:0.125593. Ave ac:0.002133,0.003381 Initialization: 6.229000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.830000 Kernel 1: 0.025000 Kernel 2: 97.383003 Copyback: 0.017000 Sum: 0.030000 It 12,Best ac:0.001362 1.000000 fi:0.123891. Ave ac:0.003842,0.005677 Initialization: 8.864000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.874000 Kernel 1: 0.023000 Kernel 2: 97.386002 Copyback: 0.018000 Sum: 0.037000 It 13,Best ac:0.001362 1.000000 fi:0.120553. Ave ac:0.004265,0.007303 Initialization: 8.168000 Memcpy Classifiers: 0.839000 Memcpy Instances: 10.501000 Kernel 1: 0.024000 Kernel 2: 96.924004 Copyback: 0.017000 Sum: 0.036000 It 14,Best ac:0.002043 1.000000 fi:0.117252. Ave ac:0.003609,0.006712 Initialization: 9.137000 Memcpy Classifiers: 0.488000 Memcpy Instances: 10.966000 Kernel 1: 0.023000 Kernel 2: 95.718002 Copyback: 0.018000 Sum: 0.038000 It 15,Best ac:0.000908 1.000000 fi:0.122881. Ave ac:0.002639,0.004852 Initialization: 6.319000 Memcpy Classifiers: 0.487000 Memcpy Instances: 10.736000 Kernel 1: 0.023000 Kernel 2: 96.106003 Copyback: 0.017000 Sum: 0.032000 It 16,Best ac:0.001589 1.000000 fi:0.118303. Ave ac:0.003002,0.004459 Initialization: 8.556000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.457000 Kernel 1: 0.030000 Kernel 2: 97.138000 Copyback: 0.018000 Sum: 0.043000 It 17,Best ac:0.001362 1.000000 fi:0.121286. Ave ac:0.002465,0.003294 Initialization: 8.228000 Memcpy Classifiers: 0.744000 Memcpy Instances: 11.655000 Kernel 1: 0.033000 Kernel 2: 96.648003 Copyback: 0.017000 Sum: 0.035000 It 18,Best ac:0.002496 1.000000 fi:0.125700. Ave ac:0.003087,0.004864 Initialization: 6.323000 Memcpy Classifiers: 0.452000 Memcpy Instances: 11.002000 Kernel 1: 0.033000 Kernel 2: 94.655998 Copyback: 0.017000 Sum: 0.046000 It 19,Best ac:0.001589 1.000000 fi:0.119384. Ave ac:0.003067,0.005190 Initialization: 6.669000 Memcpy Classifiers: 0.468000 Memcpy Instances: 11.149000 Kernel 1: 0.024000 Kernel 2: 94.676003 Copyback: 0.016000 Sum: 0.031000 It 20,Best ac:0.000908 1.000000 fi:0.122632. Ave ac:0.002397,0.003641 Initialization: 6.244000 Memcpy Classifiers: 0.468000 Memcpy Instances: 11.665000 Kernel 1: 0.024000 Kernel 2: 93.246002 Copyback: 0.018000 Sum: 0.049000 It 21,Best ac:0.001135 1.000000 fi:0.116626. Ave ac:0.002610,0.003356 Initialization: 8.136000 Memcpy Classifiers: 0.418000 Memcpy Instances: 9.055000 Kernel 1: 0.032000 Kernel 2: 89.401001 Copyback: 0.017000 Sum: 0.037000 It 22,Best ac:0.000908 1.000000 fi:0.114453. Ave ac:0.002320,0.003614 Initialization: 8.381000 Memcpy Classifiers: 0.806000 Memcpy Instances: 12.070000 Kernel 1: 0.025000 Kernel 2: 91.111000 Copyback: 0.017000 Sum: 0.030000 It 23,Best ac:0.000908 1.000000 fi:0.122569. Ave ac:0.003284,0.005680 Initialization: 6.426000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.821000 Kernel 1: 0.024000 Kernel 2: 88.775002 Copyback: 0.017000 Sum: 0.033000 It 24,Best ac:0.001362 1.000000 fi:0.117205. Ave ac:0.003532,0.005885 Initialization: 7.489000 Memcpy Classifiers: 0.610000 Memcpy Instances: 8.884000 Kernel 1: 0.023000 Kernel 2: 91.482002 Copyback: 0.017000 Sum: 0.031000 It 25,Best ac:0.001135 1.000000 fi:0.118384. Ave ac:0.002982,0.003593 Initialization: 7.229000 Memcpy Classifiers: 0.454000 Memcpy Instances: 9.476000 Kernel 1: 0.023000 Kernel 2: 91.528000 Copyback: 0.018000 Sum: 0.033000 It 26,Best ac:0.001362 1.000000 fi:0.118364. Ave ac:0.003306,0.004268 Initialization: 6.264000 Memcpy Classifiers: 0.415000 Memcpy Instances: 9.163000 Kernel 1: 0.032000 Kernel 2: 86.958000 Copyback: 0.017000 Sum: 0.029000 It 27,Best ac:0.000908 1.000000 fi:0.109847. Ave ac:0.003733,0.006283 Initialization: 7.922000 Memcpy Classifiers: 0.399000 Memcpy Instances: 13.098000 Kernel 1: 0.026000 Kernel 2: 88.985001 Copyback: 0.016000 Sum: 0.030000 It 28,Best ac:0.001588 1.000000 fi:0.118095. Ave ac:0.003159,0.006708 Initialization: 6.287000 Memcpy Classifiers: 0.399000 Memcpy Instances: 11.115000 Kernel 1: 0.024000 Kernel 2: 88.331001 Copyback: 0.017000 Sum: 0.037000 It 29,Best ac:0.003177 1.000000 fi:0.114225. Ave ac:0.003363,0.005158 Initialization: 7.316000 Memcpy Classifiers: 0.744000 Memcpy Instances: 13.054000 Kernel 1: 0.026000 Kernel 2: 89.973000 Copyback: 0.018000 Sum: 0.038000 It 30,Best ac:0.001135 1.000000 fi:0.116830. Ave ac:0.003147,0.004688 Initialization: 6.340000 Memcpy Classifiers: 0.435000 Memcpy Instances: 12.026000 Kernel 1: 0.024000 Kernel 2: 90.953003 Copyback: 0.019000 Sum: 0.043000 It 31,Best ac:0.001135 1.000000 fi:0.115868. Ave ac:0.003620,0.005753 Initialization: 6.666000 Memcpy Classifiers: 0.417000 Memcpy Instances: 12.683000 Kernel 1: 0.022000 Kernel 2: 88.860001 Copyback: 0.018000 Sum: 0.032000 It 32,Best ac:0.000908 1.000000 fi:0.118797. Ave ac:0.003819,0.005912 Initialization: 7.733000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.840000 Kernel 1: 0.024000 Kernel 2: 90.152000 Copyback: 0.017000 Sum: 0.035000 It 33,Best ac:0.001361 1.000000 fi:0.112526. Ave ac:0.003162,0.004838 Initialization: 27.570999 Memcpy Instances: 522.689026 Memcpy Classifiers: 0.087000 Kernel 1: 0.026000 Kernel 2: 487.355988 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 498.890015 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.012000 Kernel 2: 504.128998 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 503.610992 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 494.526001 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 479.929993 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 510.789001 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 497.226013 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.014000 Kernel 2: 494.022003 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.085000 Kernel 1: 0.017000 Kernel 2: 497.980988 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.012000 Kernel 2: 502.154999 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.100000 Kernel 1: 0.022000 Kernel 2: 492.200989 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.078000 Kernel 1: 0.022000 Kernel 2: 257.382996 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.001312 0.741026 fi:0.381453. Ave ac:0.003491,0.012680 Best acc 0.001312 0.741026 Rule:Att PSSM_-3_2 is [<-1.063337]|Att PSSM_-3_14 is [-6.141270,2.141270]|Att PSSM_-2_2 is [-6.414095,-2.003497]|Att PSSM_-2_14 is [-1.979952,8.867332]|Att PSSM_-1_6 is [-6.684681,7.345636]|Att PSSM_-1_9 is [-6.186850,0.186849]|Att PSSM_-1_14 is [-4.129262,6.129262]|Att PSSM_0_6 is [<-3.565274]|Att PSSM_0_7 is [-6.279678,-3.831192]|Att PSSM_4_7 is [<-1.779222]|Att PSSM_4_9 is [<5.358601]|1 Accuracy : 0.742565 0 1 161796 2284 58120 12438 Removed 390 instances. 219916 Instances left. Acc of rule 0.001312-0.741026 Initialization: 6.940000 Memcpy Classifiers: 0.805000 Memcpy Instances: 11.156000 Kernel 1: 0.027000 Kernel 2: 109.094002 Copyback: 0.017000 Sum: 0.044000 Initial population average accuracy1:0.005418 accuracy2:0.257286 Initialization: 7.919000 Memcpy Classifiers: 0.487000 Memcpy Instances: 11.714000 Kernel 1: 0.032000 Kernel 2: 109.352997 Copyback: 0.017000 Sum: 0.050000 It 0,Best ac:0.000909 1.000000 fi:0.099989. Ave ac:0.006287,0.009479 Initialization: 8.002000 Memcpy Classifiers: 0.699000 Memcpy Instances: 11.069000 Kernel 1: 0.023000 Kernel 2: 107.042999 Copyback: 0.017000 Sum: 0.033000 It 1,Best ac:0.001591 0.875000 fi:0.224730. Ave ac:0.006189,0.010354 Initialization: 7.070000 Memcpy Classifiers: 0.594000 Memcpy Instances: 8.812000 Kernel 1: 0.024000 Kernel 2: 105.470001 Copyback: 0.017000 Sum: 0.032000 It 2,Best ac:0.001364 0.857143 fi:0.242673. Ave ac:0.005759,0.009879 Initialization: 7.054000 Memcpy Classifiers: 0.541000 Memcpy Instances: 8.813000 Kernel 1: 0.025000 Kernel 2: 105.500999 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.001137 1.000000 fi:0.099902. Ave ac:0.005030,0.008854 Initialization: 7.998000 Memcpy Classifiers: 0.496000 Memcpy Instances: 8.843000 Kernel 1: 0.024000 Kernel 2: 105.935997 Copyback: 0.017000 Sum: 0.033000 It 4,Best ac:0.001819 1.000000 fi:0.099643. Ave ac:0.005824,0.010292 Initialization: 6.230000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.827000 Kernel 1: 0.024000 Kernel 2: 107.474998 Copyback: 0.017000 Sum: 0.031000 It 5,Best ac:0.002046 1.000000 fi:0.099557. Ave ac:0.005837,0.011461 Initialization: 6.259000 Memcpy Classifiers: 0.490000 Memcpy Instances: 8.835000 Kernel 1: 0.024000 Kernel 2: 105.387001 Copyback: 0.370000 Sum: 0.040000 It 6,Best ac:0.002046 1.000000 fi:0.099557. Ave ac:0.004339,0.008977 Initialization: 6.243000 Memcpy Classifiers: 0.451000 Memcpy Instances: 11.464000 Kernel 1: 0.032000 Kernel 2: 109.662003 Copyback: 0.017000 Sum: 0.032000 It 7,Best ac:0.001819 1.000000 fi:0.099643. Ave ac:0.004110,0.008766 Initialization: 6.238000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.872000 Kernel 1: 0.023000 Kernel 2: 108.985001 Copyback: 0.017000 Sum: 0.048000 It 8,Best ac:0.001364 1.000000 fi:0.099816. Ave ac:0.003757,0.007995 Initialization: 8.468000 Memcpy Classifiers: 0.774000 Memcpy Instances: 12.912000 Kernel 1: 0.024000 Kernel 2: 107.464996 Copyback: 0.017000 Sum: 0.039000 It 9,Best ac:0.001364 1.000000 fi:0.099816. Ave ac:0.004557,0.009533 Iteration 10:MDL fitness activated Error 0.099816 TL 0.028670 MDL Theory Length Weight: 1.1605038937 (5) Initialization: 6.104000 Memcpy Classifiers: 0.457000 Memcpy Instances: 8.823000 Kernel 1: 0.025000 Kernel 2: 104.417000 Copyback: 0.018000 Sum: 0.051000 It 10,Best ac:0.000909 1.000000 fi:0.128633. Ave ac:0.003257,0.005358 Initialization: 6.355000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.891000 Kernel 1: 0.033000 Kernel 2: 99.811996 Copyback: 0.017000 Sum: 0.040000 It 11,Best ac:0.001137 1.000000 fi:0.132402. Ave ac:0.003681,0.007206 Initialization: 6.290000 Memcpy Classifiers: 0.380000 Memcpy Instances: 11.389000 Kernel 1: 0.023000 Kernel 2: 99.792000 Copyback: 0.017000 Sum: 0.032000 It 12,Best ac:0.000909 1.000000 fi:0.132347. Ave ac:0.003323,0.007083 Initialization: 6.161000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.818000 Kernel 1: 0.024000 Kernel 2: 99.047997 Copyback: 0.017000 Sum: 0.033000 It 13,Best ac:0.001819 1.000000 fi:0.126362. Ave ac:0.004003,0.007649 Initialization: 6.182000 Memcpy Classifiers: 0.433000 Memcpy Instances: 9.117000 Kernel 1: 0.033000 Kernel 2: 103.397003 Copyback: 0.019000 Sum: 0.032000 It 14,Best ac:0.000910 1.000000 fi:0.141414. Ave ac:0.003437,0.007445 Initialization: 6.359000 Memcpy Classifiers: 0.501000 Memcpy Instances: 13.588000 Kernel 1: 0.024000 Kernel 2: 94.961998 Copyback: 0.017000 Sum: 0.038000 It 15,Best ac:0.000909 1.000000 fi:0.131996. Ave ac:0.002973,0.006049 Initialization: 6.236000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.824000 Kernel 1: 0.024000 Kernel 2: 96.283997 Copyback: 0.017000 Sum: 0.034000 It 16,Best ac:0.003183 1.000000 fi:0.125681. Ave ac:0.003853,0.007618 Initialization: 8.703000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.836000 Kernel 1: 0.023000 Kernel 2: 92.811996 Copyback: 0.017000 Sum: 0.030000 It 17,Best ac:0.001137 1.000000 fi:0.126448. Ave ac:0.003894,0.007586 Initialization: 8.787000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.814000 Kernel 1: 0.025000 Kernel 2: 91.132004 Copyback: 0.017000 Sum: 0.033000 It 18,Best ac:0.001364 1.000000 fi:0.124580. Ave ac:0.003266,0.006081 Initialization: 6.579000 Memcpy Classifiers: 0.431000 Memcpy Instances: 11.604000 Kernel 1: 0.023000 Kernel 2: 92.800003 Copyback: 0.017000 Sum: 0.031000 It 19,Best ac:0.001819 1.000000 fi:0.125490. Ave ac:0.003262,0.007867 Initialization: 6.915000 Memcpy Classifiers: 0.792000 Memcpy Instances: 12.999000 Kernel 1: 0.032000 Kernel 2: 94.935997 Copyback: 0.016000 Sum: 0.028000 It 20,Best ac:0.000910 1.000000 fi:0.123399. Ave ac:0.004126,0.007712 Initialization: 6.215000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.825000 Kernel 1: 0.024000 Kernel 2: 93.066002 Copyback: 0.018000 Sum: 0.030000 It 21,Best ac:0.000910 1.000000 fi:0.124488. Ave ac:0.003701,0.008516 Initialization: 6.170000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.839000 Kernel 1: 0.024000 Kernel 2: 93.014999 Copyback: 0.017000 Sum: 0.034000 It 22,Best ac:0.000909 1.000000 fi:0.121695. Ave ac:0.003084,0.008891 Initialization: 6.168000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.830000 Kernel 1: 0.024000 Kernel 2: 89.956001 Copyback: 0.017000 Sum: 0.031000 It 23,Best ac:0.001819 1.000000 fi:0.122734. Ave ac:0.003310,0.008970 Initialization: 6.229000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.813000 Kernel 1: 0.025000 Kernel 2: 90.920998 Copyback: 0.017000 Sum: 0.031000 It 24,Best ac:0.000910 1.000000 fi:0.121919. Ave ac:0.003077,0.007635 Initialization: 6.165000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.833000 Kernel 1: 0.024000 Kernel 2: 90.075996 Copyback: 0.017000 Sum: 0.029000 It 25,Best ac:0.001592 1.000000 fi:0.121929. Ave ac:0.003068,0.007172 Initialization: 6.218000 Memcpy Classifiers: 0.378000 Memcpy Instances: 8.826000 Kernel 1: 0.023000 Kernel 2: 88.920998 Copyback: 0.017000 Sum: 0.029000 It 26,Best ac:0.002501 1.000000 fi:0.122363. Ave ac:0.003159,0.007712 Initialization: 6.205000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.827000 Kernel 1: 0.024000 Kernel 2: 88.504997 Copyback: 0.016000 Sum: 0.031000 It 27,Best ac:0.000910 1.000000 fi:0.118037. Ave ac:0.003639,0.006589 Initialization: 6.226000 Memcpy Classifiers: 0.378000 Memcpy Instances: 8.832000 Kernel 1: 0.024000 Kernel 2: 86.279999 Copyback: 0.017000 Sum: 0.029000 It 28,Best ac:0.000910 1.000000 fi:0.119826. Ave ac:0.003030,0.005251 Initialization: 6.085000 Memcpy Classifiers: 0.404000 Memcpy Instances: 8.819000 Kernel 1: 0.025000 Kernel 2: 85.642998 Copyback: 0.017000 Sum: 0.029000 It 29,Best ac:0.000910 1.000000 fi:0.123993. Ave ac:0.002849,0.004253 Initialization: 6.249000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.853000 Kernel 1: 0.023000 Kernel 2: 88.396004 Copyback: 0.017000 Sum: 0.030000 It 30,Best ac:0.001819 1.000000 fi:0.121779. Ave ac:0.003367,0.004276 Initialization: 6.194000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.845000 Kernel 1: 0.025000 Kernel 2: 87.318001 Copyback: 0.016000 Sum: 0.027000 It 31,Best ac:0.000910 1.000000 fi:0.126496. Ave ac:0.002781,0.005107 Initialization: 6.171000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.833000 Kernel 1: 0.024000 Kernel 2: 88.321999 Copyback: 0.017000 Sum: 0.026000 It 32,Best ac:0.001137 1.000000 fi:0.117951. Ave ac:0.003654,0.011317 Initialization: 6.219000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.824000 Kernel 1: 0.024000 Kernel 2: 88.783997 Copyback: 0.017000 Sum: 0.030000 It 33,Best ac:0.002956 1.000000 fi:0.119922. Ave ac:0.002289,0.003658 Initialization: 23.330999 Memcpy Instances: 483.356995 Memcpy Classifiers: 0.061000 Kernel 1: 0.029000 Kernel 2: 505.376007 Copyback: 0.015000 Sum: 0.014000 Memcpy Classifiers: 0.053000 Kernel 1: 0.012000 Kernel 2: 498.558014 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.057000 Kernel 1: 0.013000 Kernel 2: 507.641998 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.056000 Kernel 1: 0.012000 Kernel 2: 477.820007 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.056000 Kernel 1: 0.012000 Kernel 2: 481.625000 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.057000 Kernel 1: 0.012000 Kernel 2: 499.083008 Copyback: 0.368000 Sum: 0.001000 Memcpy Classifiers: 0.057000 Kernel 1: 0.013000 Kernel 2: 510.027008 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.057000 Kernel 1: 0.012000 Kernel 2: 503.561005 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.057000 Kernel 1: 0.016000 Kernel 2: 488.928986 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.057000 Kernel 1: 0.012000 Kernel 2: 478.890991 Copyback: 0.017000 Sum: 0.002000 Memcpy Classifiers: 0.058000 Kernel 1: 0.016000 Kernel 2: 484.429993 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.086000 Kernel 1: 0.020000 Kernel 2: 495.634003 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.067000 Kernel 1: 0.023000 Kernel 2: 250.035004 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.002301 0.763198 fi:0.356973. Ave ac:0.003214,0.013079 Best acc 0.002301 0.763198 Initialization: 6.226000 Memcpy Classifiers: 0.558000 Memcpy Instances: 8.853000 Kernel 1: 0.026000 Kernel 2: 106.853996 Copyback: 0.017000 Sum: 0.043000 Initial population average accuracy1:0.005152 accuracy2:0.264825 Initialization: 6.215000 Memcpy Classifiers: 0.500000 Memcpy Instances: 8.817000 Kernel 1: 0.024000 Kernel 2: 106.956001 Copyback: 0.017000 Sum: 0.046000 It 0,Best ac:0.001591 0.777778 fi:0.321952. Ave ac:0.005650,0.010543 Initialization: 6.234000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.826000 Kernel 1: 0.023000 Kernel 2: 109.538002 Copyback: 0.017000 Sum: 0.032000 It 1,Best ac:0.001592 1.000000 fi:0.099729. Ave ac:0.005959,0.009858 Initialization: 6.231000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.832000 Kernel 1: 0.023000 Kernel 2: 110.668999 Copyback: 0.017000 Sum: 0.032000 It 2,Best ac:0.001592 1.000000 fi:0.099729. Ave ac:0.005256,0.008781 Initialization: 6.159000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.839000 Kernel 1: 0.024000 Kernel 2: 110.942001 Copyback: 0.016000 Sum: 0.029000 It 3,Best ac:0.001137 1.000000 fi:0.099902. Ave ac:0.005015,0.008874 Initialization: 6.213000 Memcpy Classifiers: 0.583000 Memcpy Instances: 11.785000 Kernel 1: 0.024000 Kernel 2: 111.362000 Copyback: 0.016000 Sum: 0.030000 It 4,Best ac:0.000910 1.000000 fi:0.099988. Ave ac:0.004263,0.007131 Initialization: 6.224000 Memcpy Classifiers: 0.523000 Memcpy Instances: 12.149000 Kernel 1: 0.025000 Kernel 2: 111.702003 Copyback: 0.017000 Sum: 0.032000 It 5,Best ac:0.002046 1.000000 fi:0.099557. Ave ac:0.004269,0.007082 Initialization: 8.096000 Memcpy Classifiers: 0.541000 Memcpy Instances: 12.479000 Kernel 1: 0.023000 Kernel 2: 113.842003 Copyback: 0.017000 Sum: 0.033000 It 6,Best ac:0.002273 1.000000 fi:0.099471. Ave ac:0.004387,0.008634 Initialization: 6.246000 Memcpy Classifiers: 0.535000 Memcpy Instances: 8.814000 Kernel 1: 0.024000 Kernel 2: 114.028999 Copyback: 0.017000 Sum: 0.028000 It 7,Best ac:0.001592 1.000000 fi:0.099729. Ave ac:0.003957,0.007035 Initialization: 6.212000 Memcpy Classifiers: 0.509000 Memcpy Instances: 10.224000 Kernel 1: 0.032000 Kernel 2: 111.952003 Copyback: 0.018000 Sum: 0.033000 It 8,Best ac:0.002955 1.000000 fi:0.099212. Ave ac:0.004011,0.007769 Initialization: 7.036000 Memcpy Classifiers: 0.488000 Memcpy Instances: 9.402000 Kernel 1: 0.032000 Kernel 2: 109.538002 Copyback: 0.017000 Sum: 0.035000 It 9,Best ac:0.002046 1.000000 fi:0.099557. Ave ac:0.004075,0.006452 Iteration 10:MDL fitness activated Error 0.099557 TL 0.045651 MDL Theory Length Weight: 0.7269470413 (2) Initialization: 7.426000 Memcpy Classifiers: 0.537000 Memcpy Instances: 11.283000 Kernel 1: 0.026000 Kernel 2: 106.046997 Copyback: 0.018000 Sum: 0.031000 It 10,Best ac:0.000909 1.000000 fi:0.129151. Ave ac:0.003439,0.005317 Initialization: 6.344000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.825000 Kernel 1: 0.024000 Kernel 2: 104.822998 Copyback: 0.017000 Sum: 0.038000 It 11,Best ac:0.002728 1.000000 fi:0.114659. Ave ac:0.003810,0.007315 Initialization: 7.834000 Memcpy Classifiers: 0.487000 Memcpy Instances: 9.599000 Kernel 1: 0.024000 Kernel 2: 103.947998 Copyback: 0.025000 Sum: 0.043000 It 12,Best ac:0.001819 1.000000 fi:0.115964. Ave ac:0.004165,0.007469 Initialization: 8.525000 Memcpy Classifiers: 0.641000 Memcpy Instances: 10.438000 Kernel 1: 0.023000 Kernel 2: 100.107002 Copyback: 0.017000 Sum: 0.033000 It 13,Best ac:0.001137 1.000000 fi:0.118458. Ave ac:0.003076,0.005523 Initialization: 7.724000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.831000 Kernel 1: 0.023000 Kernel 2: 99.475998 Copyback: 0.017000 Sum: 0.032000 It 14,Best ac:0.000910 1.000000 fi:0.119822. Ave ac:0.003033,0.005517 Initialization: 6.506000 Memcpy Classifiers: 0.633000 Memcpy Instances: 11.223000 Kernel 1: 0.024000 Kernel 2: 97.695000 Copyback: 0.017000 Sum: 0.031000 It 15,Best ac:0.001364 1.000000 fi:0.118644. Ave ac:0.003687,0.006568 Initialization: 7.773000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.815000 Kernel 1: 0.024000 Kernel 2: 100.045998 Copyback: 0.017000 Sum: 0.037000 It 16,Best ac:0.002046 1.000000 fi:0.118298. Ave ac:0.003599,0.005966 Initialization: 6.192000 Memcpy Classifiers: 0.415000 Memcpy Instances: 13.141000 Kernel 1: 0.026000 Kernel 2: 97.089996 Copyback: 0.017000 Sum: 0.029000 It 17,Best ac:0.001819 1.000000 fi:0.115963. Ave ac:0.003243,0.006654 Initialization: 7.987000 Memcpy Classifiers: 0.432000 Memcpy Instances: 8.873000 Kernel 1: 0.024000 Kernel 2: 99.282997 Copyback: 0.017000 Sum: 0.032000 It 18,Best ac:0.001364 1.000000 fi:0.118583. Ave ac:0.004267,0.008159 Initialization: 6.449000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.832000 Kernel 1: 0.024000 Kernel 2: 93.310997 Copyback: 0.017000 Sum: 0.042000 It 19,Best ac:0.000909 1.000000 fi:0.124651. Ave ac:0.003559,0.006458 Initialization: 6.223000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.859000 Kernel 1: 0.023000 Kernel 2: 97.150002 Copyback: 0.017000 Sum: 0.031000 It 20,Best ac:0.001591 1.000000 fi:0.116976. Ave ac:0.002875,0.005886 MDL Theory Length Weight: 0.6542523371 (10) Initialization: 6.179000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.857000 Kernel 1: 0.024000 Kernel 2: 93.820000 Copyback: 0.017000 Sum: 0.032000 It 21,Best ac:0.000910 1.000000 fi:0.114578. Ave ac:0.003983,0.007772 Initialization: 6.053000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.837000 Kernel 1: 0.024000 Kernel 2: 93.106003 Copyback: 0.017000 Sum: 0.033000 It 22,Best ac:0.000910 1.000000 fi:0.116689. Ave ac:0.002967,0.004568 Initialization: 6.255000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.827000 Kernel 1: 0.024000 Kernel 2: 96.274002 Copyback: 0.017000 Sum: 0.031000 It 23,Best ac:0.000910 1.000000 fi:0.113509. Ave ac:0.003405,0.005916 Initialization: 6.224000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.845000 Kernel 1: 0.023000 Kernel 2: 96.787003 Copyback: 0.016000 Sum: 0.028000 It 24,Best ac:0.002273 1.000000 fi:0.111775. Ave ac:0.002979,0.005585 Initialization: 6.313000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.698000 Kernel 1: 0.024000 Kernel 2: 93.960999 Copyback: 0.018000 Sum: 0.043000 It 25,Best ac:0.000910 1.000000 fi:0.113509. Ave ac:0.003946,0.009299 Initialization: 7.809000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.816000 Kernel 1: 0.024000 Kernel 2: 93.844002 Copyback: 0.017000 Sum: 0.032000 It 26,Best ac:0.000910 1.000000 fi:0.114853. Ave ac:0.003732,0.007725 Initialization: 6.300000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.839000 Kernel 1: 0.023000 Kernel 2: 93.225998 Copyback: 0.018000 Sum: 0.031000 It 27,Best ac:0.001137 1.000000 fi:0.112206. Ave ac:0.003692,0.010641 Initialization: 6.256000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.821000 Kernel 1: 0.024000 Kernel 2: 94.374001 Copyback: 0.017000 Sum: 0.027000 It 28,Best ac:0.001137 1.000000 fi:0.112836. Ave ac:0.004108,0.007576 Initialization: 6.207000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.852000 Kernel 1: 0.023000 Kernel 2: 89.889999 Copyback: 0.017000 Sum: 0.031000 It 29,Best ac:0.000910 1.000000 fi:0.114360. Ave ac:0.003665,0.008848 Initialization: 6.327000 Memcpy Classifiers: 0.399000 Memcpy Instances: 12.103000 Kernel 1: 0.024000 Kernel 2: 90.966003 Copyback: 0.017000 Sum: 0.032000 It 30,Best ac:0.001592 1.000000 fi:0.111856. Ave ac:0.004084,0.007219 Initialization: 6.228000 Memcpy Classifiers: 0.382000 Memcpy Instances: 8.856000 Kernel 1: 0.023000 Kernel 2: 86.450996 Copyback: 0.017000 Sum: 0.033000 It 31,Best ac:0.001137 1.000000 fi:0.113199. Ave ac:0.002910,0.006573 Initialization: 6.216000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.841000 Kernel 1: 0.024000 Kernel 2: 83.232002 Copyback: 0.017000 Sum: 0.032000 It 32,Best ac:0.001364 1.000000 fi:0.115512. Ave ac:0.004119,0.011080 Initialization: 6.268000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.838000 Kernel 1: 0.025000 Kernel 2: 79.723000 Copyback: 0.017000 Sum: 0.030000 It 33,Best ac:0.001819 1.000000 fi:0.116791. Ave ac:0.003422,0.008291 MDL Theory Length Weight: 0.5888271034 (10) Initialization: 23.427999 Memcpy Instances: 524.161987 Memcpy Classifiers: 0.073000 Kernel 1: 0.034000 Kernel 2: 469.523987 Copyback: 0.015000 Sum: 0.015000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 481.281006 Copyback: 0.018000 Sum: 0.003000 Memcpy Classifiers: 0.093000 Kernel 1: 0.019000 Kernel 2: 480.212006 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.098000 Kernel 1: 0.021000 Kernel 2: 480.242004 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 456.312012 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.079000 Kernel 1: 0.019000 Kernel 2: 474.222992 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.080000 Kernel 1: 0.016000 Kernel 2: 474.951996 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.014000 Kernel 2: 473.681000 Copyback: 0.367000 Sum: 0.002000 Memcpy Classifiers: 0.099000 Kernel 1: 0.021000 Kernel 2: 471.201996 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.081000 Kernel 1: 0.016000 Kernel 2: 479.369995 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.099000 Kernel 1: 0.020000 Kernel 2: 467.526001 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.079000 Kernel 1: 0.015000 Kernel 2: 469.341003 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.058000 Kernel 1: 0.014000 Kernel 2: 227.643005 Copyback: 0.018000 Sum: 0.002000 It 34,Best ac:0.001232 0.794721 fi:0.316218. Ave ac:0.004980,0.021579 Best acc 0.001232 0.794721 Rule:Att PSSM_0_12 is [<-4.388969]|Att PSSM_1_4 is [-6.285529,-3.376671]|Att PSSM_1_8 is [-4.593899,4.444180]|Att PSSM_2_15 is [<2.610965]|Att PSSM_3_16 is [<-0.007556]|Att PSSM_4_10 is [>-0.921657]|1 Accuracy : 0.743422 0 1 161726 2354 57849 12709 Removed 341 instances. 219575 Instances left. Acc of rule 0.001232-0.794721 Initialization: 6.254000 Memcpy Classifiers: 0.524000 Memcpy Instances: 8.838000 Kernel 1: 0.025000 Kernel 2: 105.893997 Copyback: 0.017000 Sum: 0.045000 Initial population average accuracy1:0.005904 accuracy2:0.246845 Initialization: 6.259000 Memcpy Classifiers: 0.506000 Memcpy Instances: 8.851000 Kernel 1: 0.023000 Kernel 2: 106.449997 Copyback: 0.020000 Sum: 0.069000 It 0,Best ac:0.001366 0.857143 fi:0.242670. Ave ac:0.006180,0.011384 Initialization: 6.327000 Memcpy Classifiers: 0.806000 Memcpy Instances: 12.427000 Kernel 1: 0.024000 Kernel 2: 105.297997 Copyback: 0.017000 Sum: 0.030000 It 1,Best ac:0.001366 1.000000 fi:0.099813. Ave ac:0.005398,0.010158 Initialization: 6.233000 Memcpy Classifiers: 0.471000 Memcpy Instances: 10.368000 Kernel 1: 0.023000 Kernel 2: 102.739998 Copyback: 0.017000 Sum: 0.038000 It 2,Best ac:0.001822 0.888889 fi:0.210751. Ave ac:0.005046,0.008553 Initialization: 6.204000 Memcpy Classifiers: 0.487000 Memcpy Instances: 12.575000 Kernel 1: 0.033000 Kernel 2: 105.392998 Copyback: 0.017000 Sum: 0.041000 It 3,Best ac:0.001594 0.875000 fi:0.224727. Ave ac:0.004380,0.007295 Initialization: 8.185000 Memcpy Classifiers: 0.872000 Memcpy Instances: 11.164000 Kernel 1: 0.023000 Kernel 2: 101.967003 Copyback: 0.018000 Sum: 0.032000 It 4,Best ac:0.003188 0.875000 fi:0.224120. Ave ac:0.004771,0.009139 Initialization: 6.412000 Memcpy Classifiers: 0.523000 Memcpy Instances: 11.111000 Kernel 1: 0.023000 Kernel 2: 102.268997 Copyback: 0.017000 Sum: 0.033000 It 5,Best ac:0.001366 1.000000 fi:0.099813. Ave ac:0.004486,0.011374 Initialization: 6.287000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.823000 Kernel 1: 0.024000 Kernel 2: 98.389000 Copyback: 0.017000 Sum: 0.035000 It 6,Best ac:0.001594 1.000000 fi:0.099727. Ave ac:0.003462,0.005870 Initialization: 7.615000 Memcpy Classifiers: 0.434000 Memcpy Instances: 11.107000 Kernel 1: 0.022000 Kernel 2: 101.040001 Copyback: 0.017000 Sum: 0.034000 It 7,Best ac:0.002505 1.000000 fi:0.099380. Ave ac:0.002978,0.004720 Initialization: 6.286000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.816000 Kernel 1: 0.024000 Kernel 2: 96.082001 Copyback: 0.017000 Sum: 0.034000 It 8,Best ac:0.001139 1.000000 fi:0.099900. Ave ac:0.002962,0.004803 Initialization: 6.090000 Memcpy Classifiers: 0.417000 Memcpy Instances: 12.213000 Kernel 1: 0.024000 Kernel 2: 96.365997 Copyback: 0.017000 Sum: 0.031000 It 9,Best ac:0.001366 1.000000 fi:0.099813. Ave ac:0.003227,0.005349 Iteration 10:MDL fitness activated Error 0.099813 TL 0.044710 MDL Theory Length Weight: 0.7441544314 (3) Initialization: 6.254000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.814000 Kernel 1: 0.023000 Kernel 2: 96.750000 Copyback: 0.017000 Sum: 0.030000 It 10,Best ac:0.001366 1.000000 fi:0.123254. Ave ac:0.002776,0.003960 Initialization: 6.169000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.824000 Kernel 1: 0.023000 Kernel 2: 95.735001 Copyback: 0.017000 Sum: 0.038000 It 11,Best ac:0.001139 1.000000 fi:0.119440. Ave ac:0.002782,0.003340 Initialization: 6.171000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.835000 Kernel 1: 0.024000 Kernel 2: 95.647003 Copyback: 0.016000 Sum: 0.031000 It 12,Best ac:0.001366 1.000000 fi:0.121739. Ave ac:0.003487,0.004409 Initialization: 6.359000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.811000 Kernel 1: 0.024000 Kernel 2: 93.885002 Copyback: 0.017000 Sum: 0.030000 It 13,Best ac:0.000911 1.000000 fi:0.121724. Ave ac:0.003577,0.007605 Initialization: 6.238000 Memcpy Classifiers: 0.386000 Memcpy Instances: 8.817000 Kernel 1: 0.024000 Kernel 2: 93.434998 Copyback: 0.016000 Sum: 0.028000 It 14,Best ac:0.001594 1.000000 fi:0.118689. Ave ac:0.003124,0.004076 Initialization: 6.182000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.830000 Kernel 1: 0.025000 Kernel 2: 91.272003 Copyback: 0.017000 Sum: 0.028000 It 15,Best ac:0.000911 1.000000 fi:0.116944. Ave ac:0.002817,0.003118 Initialization: 6.211000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.838000 Kernel 1: 0.023000 Kernel 2: 93.260002 Copyback: 0.017000 Sum: 0.034000 It 16,Best ac:0.000911 1.000000 fi:0.123560. Ave ac:0.002807,0.003157 Initialization: 6.219000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.829000 Kernel 1: 0.023000 Kernel 2: 90.726997 Copyback: 0.017000 Sum: 0.032000 It 17,Best ac:0.001139 1.000000 fi:0.120908. Ave ac:0.002818,0.003259 Initialization: 6.248000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.812000 Kernel 1: 0.024000 Kernel 2: 90.074997 Copyback: 0.017000 Sum: 0.029000 It 18,Best ac:0.003871 1.000000 fi:0.119410. Ave ac:0.003379,0.004622 Initialization: 6.237000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.834000 Kernel 1: 0.025000 Kernel 2: 89.066002 Copyback: 0.017000 Sum: 0.030000 It 19,Best ac:0.002049 1.000000 fi:0.115384. Ave ac:0.003308,0.004934 Initialization: 6.098000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.814000 Kernel 1: 0.025000 Kernel 2: 90.302002 Copyback: 0.017000 Sum: 0.030000 It 20,Best ac:0.000911 1.000000 fi:0.119369. Ave ac:0.003156,0.004869 Initialization: 6.216000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.854000 Kernel 1: 0.024000 Kernel 2: 86.160004 Copyback: 0.017000 Sum: 0.034000 It 21,Best ac:0.001594 1.000000 fi:0.113645. Ave ac:0.002644,0.004708 Initialization: 6.184000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.852000 Kernel 1: 0.023000 Kernel 2: 85.288002 Copyback: 0.016000 Sum: 0.034000 It 22,Best ac:0.001366 1.000000 fi:0.119179. Ave ac:0.002516,0.003905 Initialization: 6.193000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.812000 Kernel 1: 0.024000 Kernel 2: 84.403000 Copyback: 0.017000 Sum: 0.032000 It 23,Best ac:0.000911 1.000000 fi:0.118849. Ave ac:0.003504,0.006123 Initialization: 6.209000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.821000 Kernel 1: 0.024000 Kernel 2: 82.013000 Copyback: 0.371000 Sum: 0.029000 It 24,Best ac:0.002049 1.000000 fi:0.114550. Ave ac:0.003469,0.009625 Initialization: 6.197000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.823000 Kernel 1: 0.023000 Kernel 2: 82.625000 Copyback: 0.017000 Sum: 0.032000 It 25,Best ac:0.001366 1.000000 fi:0.119348. Ave ac:0.002689,0.003667 Initialization: 6.163000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.853000 Kernel 1: 0.023000 Kernel 2: 82.460999 Copyback: 0.018000 Sum: 0.027000 It 26,Best ac:0.001366 1.000000 fi:0.117724. Ave ac:0.003408,0.005915 Initialization: 6.193000 Memcpy Classifiers: 0.396000 Memcpy Instances: 8.842000 Kernel 1: 0.025000 Kernel 2: 79.660004 Copyback: 0.017000 Sum: 0.028000 It 27,Best ac:0.001366 1.000000 fi:0.113732. Ave ac:0.003034,0.004409 Initialization: 6.295000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.825000 Kernel 1: 0.024000 Kernel 2: 79.945000 Copyback: 0.017000 Sum: 0.032000 It 28,Best ac:0.001138 1.000000 fi:0.114429. Ave ac:0.002822,0.004357 Initialization: 6.151000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.877000 Kernel 1: 0.022000 Kernel 2: 78.866997 Copyback: 0.017000 Sum: 0.034000 It 29,Best ac:0.001366 1.000000 fi:0.112181. Ave ac:0.002675,0.003712 Initialization: 6.209000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.819000 Kernel 1: 0.025000 Kernel 2: 77.387001 Copyback: 0.017000 Sum: 0.032000 It 30,Best ac:0.001821 1.000000 fi:0.117124. Ave ac:0.002667,0.004561 Initialization: 6.471000 Memcpy Classifiers: 0.319000 Memcpy Instances: 8.831000 Kernel 1: 0.024000 Kernel 2: 77.913002 Copyback: 0.017000 Sum: 0.031000 It 31,Best ac:0.001822 1.000000 fi:0.115868. Ave ac:0.002371,0.003940 Initialization: 6.197000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.848000 Kernel 1: 0.024000 Kernel 2: 75.763000 Copyback: 0.017000 Sum: 0.027000 It 32,Best ac:0.002505 1.000000 fi:0.115017. Ave ac:0.002845,0.005534 Initialization: 6.213000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.827000 Kernel 1: 0.024000 Kernel 2: 77.314003 Copyback: 0.018000 Sum: 0.031000 It 33,Best ac:0.000911 1.000000 fi:0.113646. Ave ac:0.002685,0.003477 Initialization: 24.712000 Memcpy Instances: 516.999023 Memcpy Classifiers: 0.090000 Kernel 1: 0.031000 Kernel 2: 457.821014 Copyback: 0.016000 Sum: 0.014000 Memcpy Classifiers: 0.056000 Kernel 1: 0.014000 Kernel 2: 470.281006 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.058000 Kernel 1: 0.012000 Kernel 2: 461.417999 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.081000 Kernel 1: 0.020000 Kernel 2: 470.769012 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.081000 Kernel 1: 0.021000 Kernel 2: 465.433990 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.071000 Kernel 1: 0.017000 Kernel 2: 470.183014 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.080000 Kernel 1: 0.021000 Kernel 2: 463.692993 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.012000 Kernel 2: 464.825989 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.016000 Kernel 2: 464.039001 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.062000 Kernel 1: 0.012000 Kernel 2: 458.169006 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.012000 Kernel 2: 471.653992 Copyback: 0.368000 Sum: 0.003000 Memcpy Classifiers: 0.063000 Kernel 1: 0.015000 Kernel 2: 472.523987 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.022000 Kernel 2: 223.169998 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.001093 0.766773 fi:0.355070. Ave ac:0.002211,0.007746 Best acc 0.001093 0.766773 Initialization: 6.223000 Memcpy Classifiers: 0.608000 Memcpy Instances: 8.816000 Kernel 1: 0.026000 Kernel 2: 106.932999 Copyback: 0.017000 Sum: 0.045000 Initial population average accuracy1:0.006131 accuracy2:0.255281 Initialization: 6.247000 Memcpy Classifiers: 0.558000 Memcpy Instances: 8.811000 Kernel 1: 0.025000 Kernel 2: 108.507004 Copyback: 0.017000 Sum: 0.047000 It 0,Best ac:0.001366 1.000000 fi:0.099813. Ave ac:0.007146,0.012350 Initialization: 6.200000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.850000 Kernel 1: 0.023000 Kernel 2: 106.296997 Copyback: 0.017000 Sum: 0.034000 It 1,Best ac:0.003416 0.882353 fi:0.216680. Ave ac:0.006839,0.010385 Initialization: 6.183000 Memcpy Classifiers: 0.540000 Memcpy Instances: 8.833000 Kernel 1: 0.028000 Kernel 2: 103.908997 Copyback: 0.017000 Sum: 0.030000 It 2,Best ac:0.001366 1.000000 fi:0.099813. Ave ac:0.005892,0.008589 Initialization: 6.156000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.852000 Kernel 1: 0.024000 Kernel 2: 100.737999 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.001821 1.000000 fi:0.099640. Ave ac:0.005302,0.008639 Initialization: 6.244000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.880000 Kernel 1: 0.023000 Kernel 2: 97.934998 Copyback: 0.017000 Sum: 0.035000 It 4,Best ac:0.001138 1.000000 fi:0.099900. Ave ac:0.004676,0.007232 Initialization: 6.169000 Memcpy Classifiers: 0.433000 Memcpy Instances: 10.857000 Kernel 1: 0.033000 Kernel 2: 98.072998 Copyback: 0.017000 Sum: 0.032000 It 5,Best ac:0.001366 1.000000 fi:0.099813. Ave ac:0.004674,0.007057 Initialization: 6.272000 Memcpy Classifiers: 0.434000 Memcpy Instances: 11.277000 Kernel 1: 0.024000 Kernel 2: 97.952003 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.002049 1.000000 fi:0.099553. Ave ac:0.004178,0.005936 Initialization: 8.282000 Memcpy Classifiers: 0.783000 Memcpy Instances: 12.831000 Kernel 1: 0.023000 Kernel 2: 95.514999 Copyback: 0.016000 Sum: 0.036000 It 7,Best ac:0.002049 1.000000 fi:0.099553. Ave ac:0.005274,0.010191 Initialization: 6.261000 Memcpy Classifiers: 0.449000 Memcpy Instances: 8.808000 Kernel 1: 0.025000 Kernel 2: 94.148003 Copyback: 0.017000 Sum: 0.033000 It 8,Best ac:0.001139 1.000000 fi:0.099900. Ave ac:0.004547,0.010214 Initialization: 6.199000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.828000 Kernel 1: 0.025000 Kernel 2: 94.767998 Copyback: 0.018000 Sum: 0.041000 It 9,Best ac:0.001139 1.000000 fi:0.099900. Ave ac:0.004101,0.007414 Iteration 10:MDL fitness activated Error 0.099900 TL 0.043225 MDL Theory Length Weight: 0.7703924683 (4) Initialization: 6.179000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.857000 Kernel 1: 0.024000 Kernel 2: 93.828003 Copyback: 0.018000 Sum: 0.038000 It 10,Best ac:0.001138 1.000000 fi:0.125797. Ave ac:0.003107,0.004704 Initialization: 6.185000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.827000 Kernel 1: 0.023000 Kernel 2: 92.633003 Copyback: 0.016000 Sum: 0.031000 It 11,Best ac:0.001366 1.000000 fi:0.119125. Ave ac:0.003472,0.005945 Initialization: 6.195000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.828000 Kernel 1: 0.024000 Kernel 2: 93.761002 Copyback: 0.016000 Sum: 0.028000 It 12,Best ac:0.001594 1.000000 fi:0.121892. Ave ac:0.004045,0.005846 Initialization: 6.176000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.869000 Kernel 1: 0.024000 Kernel 2: 93.568001 Copyback: 0.018000 Sum: 0.042000 It 13,Best ac:0.001139 1.000000 fi:0.120579. Ave ac:0.003493,0.005293 Initialization: 6.206000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.830000 Kernel 1: 0.023000 Kernel 2: 90.073997 Copyback: 0.018000 Sum: 0.039000 It 14,Best ac:0.001366 1.000000 fi:0.121149. Ave ac:0.003474,0.005128 Initialization: 6.096000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.839000 Kernel 1: 0.024000 Kernel 2: 89.920998 Copyback: 0.017000 Sum: 0.029000 It 15,Best ac:0.001594 1.000000 fi:0.123223. Ave ac:0.003710,0.005852 Initialization: 6.199000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.830000 Kernel 1: 0.023000 Kernel 2: 92.445000 Copyback: 0.017000 Sum: 0.031000 It 16,Best ac:0.001822 1.000000 fi:0.122647. Ave ac:0.004062,0.006658 Initialization: 6.218000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.829000 Kernel 1: 0.023000 Kernel 2: 96.389999 Copyback: 0.016000 Sum: 0.030000 It 17,Best ac:0.001366 1.000000 fi:0.119486. Ave ac:0.003451,0.005217 Initialization: 6.164000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.850000 Kernel 1: 0.023000 Kernel 2: 91.855003 Copyback: 0.017000 Sum: 0.028000 It 18,Best ac:0.001139 1.000000 fi:0.119768. Ave ac:0.003289,0.005640 Initialization: 6.157000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.819000 Kernel 1: 0.023000 Kernel 2: 90.078003 Copyback: 0.017000 Sum: 0.028000 It 19,Best ac:0.002505 1.000000 fi:0.122814. Ave ac:0.003981,0.006917 Initialization: 6.164000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.834000 Kernel 1: 0.024000 Kernel 2: 87.750999 Copyback: 0.018000 Sum: 0.028000 It 20,Best ac:0.001594 1.000000 fi:0.120609. Ave ac:0.003363,0.006015 MDL Theory Length Weight: 0.6933532215 (10) Initialization: 6.196000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.810000 Kernel 1: 0.023000 Kernel 2: 89.857002 Copyback: 0.017000 Sum: 0.033000 It 21,Best ac:0.002277 1.000000 fi:0.116970. Ave ac:0.003355,0.005192 Initialization: 6.176000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.864000 Kernel 1: 0.023000 Kernel 2: 90.412003 Copyback: 0.017000 Sum: 0.029000 It 22,Best ac:0.001139 1.000000 fi:0.117953. Ave ac:0.002991,0.005525 Initialization: 6.178000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.811000 Kernel 1: 0.024000 Kernel 2: 88.183998 Copyback: 0.017000 Sum: 0.032000 It 23,Best ac:0.000911 1.000000 fi:0.118506. Ave ac:0.003630,0.005319 Initialization: 6.236000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.831000 Kernel 1: 0.024000 Kernel 2: 86.747002 Copyback: 0.017000 Sum: 0.029000 It 24,Best ac:0.001138 1.000000 fi:0.111923. Ave ac:0.003696,0.006623 Initialization: 6.213000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.822000 Kernel 1: 0.024000 Kernel 2: 86.821999 Copyback: 0.017000 Sum: 0.029000 It 25,Best ac:0.001366 1.000000 fi:0.113183. Ave ac:0.004158,0.007937 Initialization: 6.093000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.867000 Kernel 1: 0.022000 Kernel 2: 86.031998 Copyback: 0.017000 Sum: 0.030000 It 26,Best ac:0.001366 1.000000 fi:0.117917. Ave ac:0.004038,0.006530 Initialization: 6.228000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.855000 Kernel 1: 0.023000 Kernel 2: 85.057999 Copyback: 0.017000 Sum: 0.033000 It 27,Best ac:0.001138 1.000000 fi:0.111546. Ave ac:0.003344,0.005591 Initialization: 6.233000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.813000 Kernel 1: 0.024000 Kernel 2: 89.460999 Copyback: 0.017000 Sum: 0.036000 It 28,Best ac:0.001366 1.000000 fi:0.111836. Ave ac:0.003779,0.006541 Initialization: 8.712000 Memcpy Classifiers: 0.398000 Memcpy Instances: 11.835000 Kernel 1: 0.023000 Kernel 2: 86.377998 Copyback: 0.017000 Sum: 0.027000 It 29,Best ac:0.001595 1.000000 fi:0.111749. Ave ac:0.003313,0.006448 Initialization: 7.255000 Memcpy Classifiers: 0.380000 Memcpy Instances: 10.214000 Kernel 1: 0.023000 Kernel 2: 86.213997 Copyback: 0.017000 Sum: 0.028000 It 30,Best ac:0.000911 1.000000 fi:0.113356. Ave ac:0.002905,0.005332 Initialization: 6.179000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.847000 Kernel 1: 0.024000 Kernel 2: 85.527000 Copyback: 0.017000 Sum: 0.029000 It 31,Best ac:0.000911 1.000000 fi:0.111633. Ave ac:0.003126,0.005039 Initialization: 6.219000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.812000 Kernel 1: 0.025000 Kernel 2: 87.080002 Copyback: 0.017000 Sum: 0.035000 It 32,Best ac:0.000911 1.000000 fi:0.111633. Ave ac:0.002496,0.003705 Initialization: 6.155000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.877000 Kernel 1: 0.023000 Kernel 2: 82.962997 Copyback: 0.017000 Sum: 0.032000 It 33,Best ac:0.000911 1.000000 fi:0.114314. Ave ac:0.002945,0.004624 Initialization: 23.341000 Memcpy Instances: 534.810974 Memcpy Classifiers: 0.069000 Kernel 1: 0.023000 Kernel 2: 494.135010 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.078000 Kernel 1: 0.016000 Kernel 2: 461.661987 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 477.433014 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.077000 Kernel 1: 0.016000 Kernel 2: 480.873993 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.096000 Kernel 1: 0.022000 Kernel 2: 479.056000 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.012000 Kernel 2: 473.626007 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 473.621002 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.095000 Kernel 1: 0.022000 Kernel 2: 449.226013 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 462.592010 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 490.446014 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.097000 Kernel 1: 0.022000 Kernel 2: 477.695007 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.095000 Kernel 1: 0.021000 Kernel 2: 498.785004 Copyback: 0.017000 Sum: 0.001000 Memcpy Classifiers: 0.058000 Kernel 1: 0.012000 Kernel 2: 249.503998 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.001362 0.782723 fi:0.334597. Ave ac:0.003524,0.013829 Best acc 0.001362 0.782723 Rule:Att PSSM_-3_2 is [-4.713859,-0.273024]|Att PSSM_0_3 is [<-3.766062]|Att PSSM_0_7 is [<-3.890377]|Att PSSM_0_12 is [-6.451272,-2.647791]|Att PSSM_1_5 is [-0.858071,4.278292]|Att PSSM_4_7 is [<-3.603288]|1 Accuracy : 0.744342 0 1 161643 2437 57550 13008 Removed 382 instances. 219193 Instances left. Acc of rule 0.001362-0.782723 Initialization: 7.455000 Memcpy Classifiers: 0.541000 Memcpy Instances: 11.891000 Kernel 1: 0.026000 Kernel 2: 106.783997 Copyback: 0.018000 Sum: 0.054000 Initial population average accuracy1:0.005360 accuracy2:0.255945 Initialization: 7.260000 Memcpy Classifiers: 0.914000 Memcpy Instances: 10.445000 Kernel 1: 0.024000 Kernel 2: 107.361000 Copyback: 0.017000 Sum: 0.052000 It 0,Best ac:0.000912 0.800000 fi:0.299985. Ave ac:0.006664,0.012158 Initialization: 7.341000 Memcpy Classifiers: 0.486000 Memcpy Instances: 12.225000 Kernel 1: 0.026000 Kernel 2: 107.460999 Copyback: 0.018000 Sum: 0.043000 It 1,Best ac:0.001597 1.000000 fi:0.099723. Ave ac:0.005749,0.011179 Initialization: 8.034000 Memcpy Classifiers: 0.775000 Memcpy Instances: 13.546000 Kernel 1: 0.024000 Kernel 2: 107.833000 Copyback: 0.018000 Sum: 0.040000 It 2,Best ac:0.001369 0.857143 fi:0.242668. Ave ac:0.004660,0.007686 Initialization: 7.346000 Memcpy Classifiers: 0.488000 Memcpy Instances: 14.059000 Kernel 1: 0.027000 Kernel 2: 108.052002 Copyback: 0.018000 Sum: 0.031000 It 3,Best ac:0.000912 1.000000 fi:0.099985. Ave ac:0.004218,0.006226 Initialization: 6.247000 Memcpy Classifiers: 0.488000 Memcpy Instances: 11.506000 Kernel 1: 0.025000 Kernel 2: 110.639999 Copyback: 0.017000 Sum: 0.029000 It 4,Best ac:0.000913 1.000000 fi:0.099985. Ave ac:0.003692,0.006564 Initialization: 6.061000 Memcpy Classifiers: 0.540000 Memcpy Instances: 8.836000 Kernel 1: 0.023000 Kernel 2: 107.748001 Copyback: 0.017000 Sum: 0.033000 It 5,Best ac:0.000912 1.000000 fi:0.099985. Ave ac:0.003419,0.005177 Initialization: 6.217000 Memcpy Classifiers: 0.505000 Memcpy Instances: 13.032000 Kernel 1: 0.027000 Kernel 2: 107.767998 Copyback: 0.017000 Sum: 0.030000 It 6,Best ac:0.002282 1.000000 fi:0.099462. Ave ac:0.003161,0.005121 Initialization: 7.908000 Memcpy Classifiers: 0.807000 Memcpy Instances: 11.812000 Kernel 1: 0.023000 Kernel 2: 106.133003 Copyback: 0.018000 Sum: 0.036000 It 7,Best ac:0.001597 1.000000 fi:0.099723. Ave ac:0.003260,0.005226 Initialization: 7.930000 Memcpy Classifiers: 0.934000 Memcpy Instances: 11.682000 Kernel 1: 0.023000 Kernel 2: 108.870003 Copyback: 0.019000 Sum: 0.041000 It 8,Best ac:0.001597 1.000000 fi:0.099723. Ave ac:0.003625,0.009051 Initialization: 7.110000 Memcpy Classifiers: 0.505000 Memcpy Instances: 9.099000 Kernel 1: 0.033000 Kernel 2: 110.292999 Copyback: 0.016000 Sum: 0.029000 It 9,Best ac:0.001825 1.000000 fi:0.099636. Ave ac:0.002542,0.003530 Iteration 10:MDL fitness activated Error 0.099636 TL 0.036839 MDL Theory Length Weight: 0.9015376808 (4) Initialization: 7.598000 Memcpy Classifiers: 0.469000 Memcpy Instances: 12.138000 Kernel 1: 0.024000 Kernel 2: 111.234001 Copyback: 0.017000 Sum: 0.034000 It 10,Best ac:0.001369 1.000000 fi:0.125676. Ave ac:0.002969,0.004485 Initialization: 7.360000 Memcpy Classifiers: 0.590000 Memcpy Instances: 11.427000 Kernel 1: 0.024000 Kernel 2: 114.261002 Copyback: 0.017000 Sum: 0.027000 It 11,Best ac:0.000912 1.000000 fi:0.126467. Ave ac:0.002573,0.003981 Initialization: 6.293000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.870000 Kernel 1: 0.023000 Kernel 2: 112.571999 Copyback: 0.018000 Sum: 0.037000 It 12,Best ac:0.002053 1.000000 fi:0.123431. Ave ac:0.003256,0.007870 Initialization: 7.160000 Memcpy Classifiers: 0.434000 Memcpy Instances: 12.688000 Kernel 1: 0.032000 Kernel 2: 112.447998 Copyback: 0.018000 Sum: 0.041000 It 13,Best ac:0.001141 1.000000 fi:0.124207. Ave ac:0.003788,0.007225 Initialization: 6.883000 Memcpy Classifiers: 0.468000 Memcpy Instances: 12.309000 Kernel 1: 0.024000 Kernel 2: 108.682999 Copyback: 0.017000 Sum: 0.036000 It 14,Best ac:0.000912 1.000000 fi:0.118085. Ave ac:0.002874,0.004372 Initialization: 7.419000 Memcpy Classifiers: 0.595000 Memcpy Instances: 10.318000 Kernel 1: 0.023000 Kernel 2: 110.456001 Copyback: 0.017000 Sum: 0.034000 It 15,Best ac:0.001369 1.000000 fi:0.127306. Ave ac:0.002682,0.004558 Initialization: 6.265000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.916000 Kernel 1: 0.032000 Kernel 2: 106.944000 Copyback: 0.017000 Sum: 0.031000 It 16,Best ac:0.000913 1.000000 fi:0.126881. Ave ac:0.002924,0.005994 Initialization: 8.373000 Memcpy Classifiers: 0.712000 Memcpy Instances: 8.991000 Kernel 1: 0.031000 Kernel 2: 105.208000 Copyback: 0.017000 Sum: 0.033000 It 17,Best ac:0.000912 1.000000 fi:0.125262. Ave ac:0.002818,0.005434 Initialization: 8.617000 Memcpy Classifiers: 0.416000 Memcpy Instances: 12.183000 Kernel 1: 0.024000 Kernel 2: 106.338997 Copyback: 0.018000 Sum: 0.042000 It 18,Best ac:0.002509 1.000000 fi:0.122030. Ave ac:0.003474,0.007782 Initialization: 6.944000 Memcpy Classifiers: 0.451000 Memcpy Instances: 12.133000 Kernel 1: 0.024000 Kernel 2: 108.139999 Copyback: 0.017000 Sum: 0.028000 It 19,Best ac:0.000912 1.000000 fi:0.122723. Ave ac:0.002643,0.003899 Initialization: 6.919000 Memcpy Classifiers: 0.435000 Memcpy Instances: 10.907000 Kernel 1: 0.024000 Kernel 2: 111.529999 Copyback: 0.018000 Sum: 0.043000 It 20,Best ac:0.000912 1.000000 fi:0.126128. Ave ac:0.002925,0.004511 Initialization: 7.040000 Memcpy Classifiers: 0.468000 Memcpy Instances: 12.740000 Kernel 1: 0.026000 Kernel 2: 107.195000 Copyback: 0.017000 Sum: 0.031000 It 21,Best ac:0.001141 1.000000 fi:0.120672. Ave ac:0.003204,0.004272 Initialization: 7.511000 Memcpy Classifiers: 0.443000 Memcpy Instances: 8.846000 Kernel 1: 0.024000 Kernel 2: 112.469002 Copyback: 0.017000 Sum: 0.033000 It 22,Best ac:0.000913 1.000000 fi:0.122008. Ave ac:0.002398,0.002905 Initialization: 6.187000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.826000 Kernel 1: 0.024000 Kernel 2: 106.577003 Copyback: 0.018000 Sum: 0.045000 It 23,Best ac:0.001369 1.000000 fi:0.121109. Ave ac:0.002848,0.003599 MDL Theory Length Weight: 0.8113839127 (10) Initialization: 6.380000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.819000 Kernel 1: 0.024000 Kernel 2: 106.931999 Copyback: 0.017000 Sum: 0.033000 It 24,Best ac:0.000912 1.000000 fi:0.121830. Ave ac:0.002607,0.002996 Initialization: 6.325000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.820000 Kernel 1: 0.024000 Kernel 2: 101.788002 Copyback: 0.017000 Sum: 0.032000 It 25,Best ac:0.001141 1.000000 fi:0.119329. Ave ac:0.002867,0.004054 Initialization: 7.115000 Memcpy Classifiers: 0.419000 Memcpy Instances: 11.835000 Kernel 1: 0.024000 Kernel 2: 99.308998 Copyback: 0.017000 Sum: 0.031000 It 26,Best ac:0.000913 1.000000 fi:0.119761. Ave ac:0.002637,0.003051 Initialization: 6.307000 Memcpy Classifiers: 0.399000 Memcpy Instances: 10.893000 Kernel 1: 0.023000 Kernel 2: 99.112999 Copyback: 0.017000 Sum: 0.026000 It 27,Best ac:0.002965 1.000000 fi:0.118654. Ave ac:0.002674,0.003852 Initialization: 7.341000 Memcpy Classifiers: 0.493000 Memcpy Instances: 11.206000 Kernel 1: 0.024000 Kernel 2: 97.842003 Copyback: 0.017000 Sum: 0.035000 It 28,Best ac:0.001141 1.000000 fi:0.117604. Ave ac:0.002676,0.003914 Initialization: 6.159000 Memcpy Classifiers: 0.427000 Memcpy Instances: 8.844000 Kernel 1: 0.024000 Kernel 2: 100.585999 Copyback: 0.018000 Sum: 0.030000 It 29,Best ac:0.000912 1.000000 fi:0.119761. Ave ac:0.003368,0.005027 Initialization: 6.146000 Memcpy Classifiers: 0.449000 Memcpy Instances: 8.825000 Kernel 1: 0.024000 Kernel 2: 103.219002 Copyback: 0.016000 Sum: 0.027000 It 30,Best ac:0.001141 1.000000 fi:0.118237. Ave ac:0.002638,0.005472 Initialization: 6.153000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.829000 Kernel 1: 0.023000 Kernel 2: 102.504997 Copyback: 0.017000 Sum: 0.025000 It 31,Best ac:0.002965 1.000000 fi:0.117344. Ave ac:0.002557,0.002788 Initialization: 6.192000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.819000 Kernel 1: 0.025000 Kernel 2: 99.533997 Copyback: 0.017000 Sum: 0.028000 It 32,Best ac:0.001141 1.000000 fi:0.119067. Ave ac:0.002807,0.004765 Initialization: 6.230000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.839000 Kernel 1: 0.024000 Kernel 2: 99.671997 Copyback: 0.017000 Sum: 0.025000 It 33,Best ac:0.001141 1.000000 fi:0.116287. Ave ac:0.002425,0.003256 Initialization: 23.378000 Memcpy Instances: 442.252991 Memcpy Classifiers: 0.071000 Kernel 1: 0.028000 Kernel 2: 555.697998 Copyback: 0.367000 Sum: 0.016000 Memcpy Classifiers: 0.070000 Kernel 1: 0.014000 Kernel 2: 554.043030 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.067000 Kernel 1: 0.012000 Kernel 2: 537.164978 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.012000 Kernel 2: 547.591003 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.012000 Kernel 2: 526.314026 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.099000 Kernel 1: 0.020000 Kernel 2: 529.918030 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.011000 Kernel 2: 547.638000 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.012000 Kernel 2: 552.502991 Copyback: 0.021000 Sum: 0.005000 Memcpy Classifiers: 0.102000 Kernel 1: 0.027000 Kernel 2: 550.120972 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.067000 Kernel 1: 0.012000 Kernel 2: 551.643005 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.101000 Kernel 1: 0.022000 Kernel 2: 536.848999 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.012000 Kernel 2: 548.492004 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.059000 Kernel 1: 0.012000 Kernel 2: 274.153015 Copyback: 0.015000 Sum: 0.002000 It 34,Best ac:0.001209 0.754986 fi:0.364055. Ave ac:0.002724,0.010071 Best acc 0.001209 0.754986 Initialization: 7.320000 Memcpy Classifiers: 0.540000 Memcpy Instances: 9.756000 Kernel 1: 0.025000 Kernel 2: 104.969002 Copyback: 0.017000 Sum: 0.045000 Initial population average accuracy1:0.005338 accuracy2:0.254903 Initialization: 6.248000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.838000 Kernel 1: 0.024000 Kernel 2: 105.982002 Copyback: 0.017000 Sum: 0.048000 It 0,Best ac:0.001141 0.714286 fi:0.385612. Ave ac:0.006319,0.011392 Initialization: 6.368000 Memcpy Classifiers: 0.526000 Memcpy Instances: 8.838000 Kernel 1: 0.024000 Kernel 2: 103.980003 Copyback: 0.017000 Sum: 0.037000 It 1,Best ac:0.000913 1.000000 fi:0.099985. Ave ac:0.006726,0.012877 Initialization: 6.241000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.826000 Kernel 1: 0.024000 Kernel 2: 102.676003 Copyback: 0.017000 Sum: 0.031000 It 2,Best ac:0.000913 1.000000 fi:0.099985. Ave ac:0.005777,0.009800 Initialization: 6.252000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.809000 Kernel 1: 0.025000 Kernel 2: 103.098999 Copyback: 0.016000 Sum: 0.034000 It 3,Best ac:0.000684 1.000000 fi:0.294599. Ave ac:0.006756,0.010703 Initialization: 6.178000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.806000 Kernel 1: 0.025000 Kernel 2: 102.788002 Copyback: 0.017000 Sum: 0.036000 It 4,Best ac:0.000912 1.000000 fi:0.099985. Ave ac:0.008740,0.015444 Initialization: 6.180000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.819000 Kernel 1: 0.024000 Kernel 2: 99.915001 Copyback: 0.017000 Sum: 0.030000 It 5,Best ac:0.001141 1.000000 fi:0.099898. Ave ac:0.007721,0.012970 Initialization: 6.310000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.809000 Kernel 1: 0.025000 Kernel 2: 98.513000 Copyback: 0.017000 Sum: 0.029000 It 6,Best ac:0.001141 1.000000 fi:0.099898. Ave ac:0.007052,0.012009 Initialization: 6.230000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.827000 Kernel 1: 0.024000 Kernel 2: 100.240997 Copyback: 0.017000 Sum: 0.031000 It 7,Best ac:0.001825 1.000000 fi:0.099636. Ave ac:0.006577,0.010955 Initialization: 6.650000 Memcpy Classifiers: 0.450000 Memcpy Instances: 13.732000 Kernel 1: 0.032000 Kernel 2: 100.515999 Copyback: 0.018000 Sum: 0.029000 It 8,Best ac:0.001141 1.000000 fi:0.099898. Ave ac:0.006573,0.012724 Initialization: 8.007000 Memcpy Classifiers: 0.775000 Memcpy Instances: 12.931000 Kernel 1: 0.023000 Kernel 2: 101.339996 Copyback: 0.017000 Sum: 0.028000 It 9,Best ac:0.002053 1.000000 fi:0.099549. Ave ac:0.005824,0.009405 Iteration 10:MDL fitness activated Error 0.099549 TL 0.041954 MDL Theory Length Weight: 0.7909374374 (1) Initialization: 6.205000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.873000 Kernel 1: 0.023000 Kernel 2: 98.472000 Copyback: 0.017000 Sum: 0.040000 It 10,Best ac:0.001597 1.000000 fi:0.111296. Ave ac:0.005357,0.008358 Initialization: 7.344000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.869000 Kernel 1: 0.024000 Kernel 2: 101.026001 Copyback: 0.018000 Sum: 0.038000 It 11,Best ac:0.000912 1.000000 fi:0.126537. Ave ac:0.005433,0.010907 Initialization: 6.214000 Memcpy Classifiers: 0.441000 Memcpy Instances: 8.846000 Kernel 1: 0.023000 Kernel 2: 101.161003 Copyback: 0.017000 Sum: 0.027000 It 12,Best ac:0.001369 1.000000 fi:0.125786. Ave ac:0.005915,0.010048 Initialization: 6.176000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.825000 Kernel 1: 0.024000 Kernel 2: 99.980003 Copyback: 0.017000 Sum: 0.031000 It 13,Best ac:0.002053 1.000000 fi:0.117112. Ave ac:0.005013,0.010003 Initialization: 6.162000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.856000 Kernel 1: 0.024000 Kernel 2: 96.689003 Copyback: 0.016000 Sum: 0.030000 It 14,Best ac:0.000912 1.000000 fi:0.119702. Ave ac:0.004533,0.010120 Initialization: 6.149000 Memcpy Classifiers: 0.420000 Memcpy Instances: 8.843000 Kernel 1: 0.024000 Kernel 2: 96.570999 Copyback: 0.017000 Sum: 0.029000 It 15,Best ac:0.000912 1.000000 fi:0.124518. Ave ac:0.004267,0.007650 Initialization: 6.232000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.814000 Kernel 1: 0.025000 Kernel 2: 97.735001 Copyback: 0.017000 Sum: 0.023000 It 16,Best ac:0.001141 1.000000 fi:0.118728. Ave ac:0.004213,0.008233 Initialization: 8.182000 Memcpy Classifiers: 0.681000 Memcpy Instances: 12.280000 Kernel 1: 0.032000 Kernel 2: 96.157997 Copyback: 0.017000 Sum: 0.029000 It 17,Best ac:0.001141 1.000000 fi:0.116808. Ave ac:0.003428,0.005892 Initialization: 6.217000 Memcpy Classifiers: 0.433000 Memcpy Instances: 12.459000 Kernel 1: 0.027000 Kernel 2: 98.874001 Copyback: 0.017000 Sum: 0.028000 It 18,Best ac:0.001141 1.000000 fi:0.121450. Ave ac:0.003638,0.005896 Initialization: 6.495000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.856000 Kernel 1: 0.024000 Kernel 2: 100.029999 Copyback: 0.017000 Sum: 0.033000 It 19,Best ac:0.002053 1.000000 fi:0.119265. Ave ac:0.004038,0.006754 MDL Theory Length Weight: 0.7118436937 (11) Initialization: 8.227000 Memcpy Classifiers: 0.670000 Memcpy Instances: 11.717000 Kernel 1: 0.024000 Kernel 2: 97.037003 Copyback: 0.017000 Sum: 0.032000 It 20,Best ac:0.001825 1.000000 fi:0.111839. Ave ac:0.003484,0.009491 Initialization: 7.879000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.858000 Kernel 1: 0.023000 Kernel 2: 91.264999 Copyback: 0.017000 Sum: 0.033000 It 21,Best ac:0.001369 1.000000 fi:0.116442. Ave ac:0.003362,0.006613 Initialization: 6.257000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.810000 Kernel 1: 0.024000 Kernel 2: 89.315002 Copyback: 0.017000 Sum: 0.028000 It 22,Best ac:0.001369 1.000000 fi:0.112014. Ave ac:0.003061,0.004424 Initialization: 6.775000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.829000 Kernel 1: 0.024000 Kernel 2: 88.681000 Copyback: 0.017000 Sum: 0.031000 It 23,Best ac:0.001141 1.000000 fi:0.112465. Ave ac:0.002275,0.003423 Initialization: 6.192000 Memcpy Classifiers: 0.426000 Memcpy Instances: 8.839000 Kernel 1: 0.024000 Kernel 2: 88.804001 Copyback: 0.017000 Sum: 0.031000 It 24,Best ac:0.001597 1.000000 fi:0.118288. Ave ac:0.002298,0.004641 Initialization: 6.177000 Memcpy Classifiers: 0.418000 Memcpy Instances: 8.824000 Kernel 1: 0.024000 Kernel 2: 90.162003 Copyback: 0.017000 Sum: 0.027000 It 25,Best ac:0.000912 1.000000 fi:0.119716. Ave ac:0.002283,0.005300 Initialization: 6.225000 Memcpy Classifiers: 0.400000 Memcpy Instances: 8.829000 Kernel 1: 0.024000 Kernel 2: 90.235001 Copyback: 0.017000 Sum: 0.037000 It 26,Best ac:0.002053 1.000000 fi:0.118946. Ave ac:0.002938,0.004851 Initialization: 7.013000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.829000 Kernel 1: 0.024000 Kernel 2: 89.348000 Copyback: 0.017000 Sum: 0.044000 It 27,Best ac:0.000912 1.000000 fi:0.115841. Ave ac:0.002505,0.003009 Initialization: 6.291000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.808000 Kernel 1: 0.024000 Kernel 2: 87.670998 Copyback: 0.017000 Sum: 0.032000 It 28,Best ac:0.001369 1.000000 fi:0.115667. Ave ac:0.001440,0.002552 Initialization: 6.205000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.832000 Kernel 1: 0.024000 Kernel 2: 90.625999 Copyback: 0.017000 Sum: 0.028000 It 29,Best ac:0.001825 1.000000 fi:0.116742. Ave ac:0.002070,0.002669 MDL Theory Length Weight: 0.6406593243 (21) Initialization: 6.201000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.838000 Kernel 1: 0.024000 Kernel 2: 87.632004 Copyback: 0.018000 Sum: 0.038000 It 30,Best ac:0.001141 1.000000 fi:0.113595. Ave ac:0.002138,0.004418 Initialization: 6.227000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.842000 Kernel 1: 0.023000 Kernel 2: 87.365997 Copyback: 0.017000 Sum: 0.027000 It 31,Best ac:0.001597 1.000000 fi:0.109097. Ave ac:0.002587,0.003248 Initialization: 6.215000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.827000 Kernel 1: 0.024000 Kernel 2: 88.099998 Copyback: 0.017000 Sum: 0.031000 It 32,Best ac:0.002053 1.000000 fi:0.113251. Ave ac:0.002024,0.002910 Initialization: 6.216000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.846000 Kernel 1: 0.024000 Kernel 2: 87.695000 Copyback: 0.017000 Sum: 0.024000 It 33,Best ac:0.001141 1.000000 fi:0.117134. Ave ac:0.002067,0.003502 Initialization: 23.306000 Memcpy Instances: 433.846008 Memcpy Classifiers: 0.070000 Kernel 1: 0.027000 Kernel 2: 492.197998 Copyback: 0.018000 Sum: 0.012000 Memcpy Classifiers: 0.064000 Kernel 1: 0.018000 Kernel 2: 502.338989 Copyback: 0.369000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.013000 Kernel 2: 499.545013 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.012000 Kernel 2: 513.586975 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.012000 Kernel 2: 499.065002 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.012000 Kernel 2: 510.571991 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 504.011993 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.080000 Kernel 1: 0.016000 Kernel 2: 494.423004 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 498.664001 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.067000 Kernel 1: 0.012000 Kernel 2: 515.820007 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.099000 Kernel 1: 0.021000 Kernel 2: 505.062988 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.099000 Kernel 1: 0.021000 Kernel 2: 518.494995 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.076000 Kernel 1: 0.022000 Kernel 2: 247.054001 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.001852 0.816901 fi:0.299960. Ave ac:0.002570,0.009488 Best acc 0.001852 0.816901 Rule:Att PSSM_-4_5 is [-3.009172,9.009172]|Att PSSM_-4_7 is [<2.018660]|Att PSSM_-3_1 is [-3.187421,5.892487]|Att PSSM_-3_12 is [<-1.068964]|Att PSSM_-2_4 is [<-1.004761]|Att PSSM_-2_10 is [>2.600376]|Att PSSM_-1_6 is [<-0.342489]|Att PSSM_0_12 is [<-2.060886]|Att PSSM_2_12 is [<-2.691654]|1 Accuracy : 0.745685 0 1 161552 2528 57144 13414 Removed 497 instances. 218696 Instances left. Acc of rule 0.001852-0.816901 Initialization: 7.609000 Memcpy Classifiers: 0.579000 Memcpy Instances: 10.752000 Kernel 1: 0.034000 Kernel 2: 105.775002 Copyback: 0.017000 Sum: 0.044000 Initial population average accuracy1:0.006551 accuracy2:0.245333 Initialization: 8.104000 Memcpy Classifiers: 0.872000 Memcpy Instances: 9.123000 Kernel 1: 0.023000 Kernel 2: 107.023003 Copyback: 0.017000 Sum: 0.064000 It 0,Best ac:0.000914 1.000000 fi:0.099983. Ave ac:0.007253,0.012940 Initialization: 8.213000 Memcpy Classifiers: 0.937000 Memcpy Instances: 12.179000 Kernel 1: 0.025000 Kernel 2: 105.339996 Copyback: 0.017000 Sum: 0.034000 It 1,Best ac:0.000686 1.000000 fi:0.289039. Ave ac:0.005841,0.008934 Initialization: 6.065000 Memcpy Classifiers: 0.524000 Memcpy Instances: 8.809000 Kernel 1: 0.024000 Kernel 2: 105.220001 Copyback: 0.017000 Sum: 0.036000 It 2,Best ac:0.001143 0.714286 fi:0.385609. Ave ac:0.006538,0.010482 Initialization: 6.153000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.835000 Kernel 1: 0.025000 Kernel 2: 105.412003 Copyback: 0.017000 Sum: 0.033000 It 3,Best ac:0.002058 0.900000 fi:0.199544. Ave ac:0.006074,0.009366 Initialization: 6.157000 Memcpy Classifiers: 0.492000 Memcpy Instances: 8.842000 Kernel 1: 0.024000 Kernel 2: 103.807999 Copyback: 0.017000 Sum: 0.031000 It 4,Best ac:0.001143 1.000000 fi:0.099894. Ave ac:0.005870,0.009683 Initialization: 6.200000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.831000 Kernel 1: 0.024000 Kernel 2: 104.426003 Copyback: 0.016000 Sum: 0.032000 It 5,Best ac:0.001371 1.000000 fi:0.099807. Ave ac:0.005189,0.008361 Initialization: 6.189000 Memcpy Classifiers: 0.463000 Memcpy Instances: 8.819000 Kernel 1: 0.024000 Kernel 2: 104.303001 Copyback: 0.018000 Sum: 0.036000 It 6,Best ac:0.001143 1.000000 fi:0.099895. Ave ac:0.004733,0.007827 Initialization: 6.261000 Memcpy Classifiers: 0.416000 Memcpy Instances: 11.136000 Kernel 1: 0.023000 Kernel 2: 101.007004 Copyback: 0.017000 Sum: 0.034000 It 7,Best ac:0.001143 1.000000 fi:0.099895. Ave ac:0.004459,0.007823 Initialization: 7.933000 Memcpy Classifiers: 0.434000 Memcpy Instances: 12.188000 Kernel 1: 0.023000 Kernel 2: 103.042999 Copyback: 0.017000 Sum: 0.039000 It 8,Best ac:0.002058 1.000000 fi:0.099544. Ave ac:0.004391,0.007492 Initialization: 7.993000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.841000 Kernel 1: 0.024000 Kernel 2: 103.418999 Copyback: 0.017000 Sum: 0.032000 It 9,Best ac:0.001600 1.000000 fi:0.099719. Ave ac:0.004454,0.007051 Iteration 10:MDL fitness activated Error 0.099719 TL 0.035022 MDL Theory Length Weight: 0.9491187625 (2) Initialization: 6.135000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.842000 Kernel 1: 0.024000 Kernel 2: 97.900002 Copyback: 0.017000 Sum: 0.032000 It 10,Best ac:0.000914 1.000000 fi:0.129806. Ave ac:0.004253,0.007137 Initialization: 6.187000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.835000 Kernel 1: 0.025000 Kernel 2: 100.851997 Copyback: 0.017000 Sum: 0.036000 It 11,Best ac:0.001829 1.000000 fi:0.125462. Ave ac:0.004641,0.010127 Initialization: 6.437000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.872000 Kernel 1: 0.023000 Kernel 2: 99.365997 Copyback: 0.017000 Sum: 0.036000 It 12,Best ac:0.001372 1.000000 fi:0.115368. Ave ac:0.002850,0.005451 Initialization: 6.238000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.848000 Kernel 1: 0.024000 Kernel 2: 100.087997 Copyback: 0.018000 Sum: 0.034000 It 13,Best ac:0.002515 1.000000 fi:0.125842. Ave ac:0.003156,0.006342 Initialization: 6.198000 Memcpy Classifiers: 0.441000 Memcpy Instances: 8.853000 Kernel 1: 0.023000 Kernel 2: 101.212997 Copyback: 0.018000 Sum: 0.035000 It 14,Best ac:0.001829 1.000000 fi:0.129262. Ave ac:0.003640,0.006946 Initialization: 6.261000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.869000 Kernel 1: 0.027000 Kernel 2: 99.639000 Copyback: 0.017000 Sum: 0.038000 It 15,Best ac:0.000914 1.000000 fi:0.126595. Ave ac:0.003585,0.008091 Initialization: 6.225000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.870000 Kernel 1: 0.023000 Kernel 2: 97.869003 Copyback: 0.017000 Sum: 0.029000 It 16,Best ac:0.001372 1.000000 fi:0.133540. Ave ac:0.004037,0.009222 Initialization: 6.212000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.834000 Kernel 1: 0.024000 Kernel 2: 98.848000 Copyback: 0.017000 Sum: 0.030000 It 17,Best ac:0.001372 1.000000 fi:0.132199. Ave ac:0.002831,0.004721 Initialization: 6.161000 Memcpy Classifiers: 0.464000 Memcpy Instances: 8.864000 Kernel 1: 0.024000 Kernel 2: 100.091003 Copyback: 0.016000 Sum: 0.031000 It 18,Best ac:0.001372 1.000000 fi:0.128796. Ave ac:0.002779,0.004215 Initialization: 6.166000 Memcpy Classifiers: 0.497000 Memcpy Instances: 11.783000 Kernel 1: 0.023000 Kernel 2: 98.587997 Copyback: 0.017000 Sum: 0.029000 It 19,Best ac:0.002286 1.000000 fi:0.126966. Ave ac:0.002594,0.004833 Initialization: 7.540000 Memcpy Classifiers: 0.533000 Memcpy Instances: 9.010000 Kernel 1: 0.023000 Kernel 2: 97.459000 Copyback: 0.017000 Sum: 0.034000 It 20,Best ac:0.000914 1.000000 fi:0.130239. Ave ac:0.002276,0.003182 Initialization: 6.261000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.850000 Kernel 1: 0.023000 Kernel 2: 100.178001 Copyback: 0.018000 Sum: 0.053000 It 21,Best ac:0.001143 1.000000 fi:0.122059. Ave ac:0.002170,0.003839 MDL Theory Length Weight: 0.8542068862 (10) Initialization: 6.214000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.809000 Kernel 1: 0.024000 Kernel 2: 101.188004 Copyback: 0.017000 Sum: 0.029000 It 22,Best ac:0.001372 1.000000 fi:0.126381. Ave ac:0.002280,0.003846 Initialization: 6.195000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.835000 Kernel 1: 0.021000 Kernel 2: 99.959999 Copyback: 0.017000 Sum: 0.031000 It 23,Best ac:0.001143 1.000000 fi:0.117747. Ave ac:0.003178,0.005969 Initialization: 6.217000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.835000 Kernel 1: 0.024000 Kernel 2: 98.780998 Copyback: 0.016000 Sum: 0.032000 It 24,Best ac:0.000914 1.000000 fi:0.126073. Ave ac:0.002451,0.004066 Initialization: 6.198000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.842000 Kernel 1: 0.024000 Kernel 2: 99.005997 Copyback: 0.018000 Sum: 0.031000 It 25,Best ac:0.000914 1.000000 fi:0.117835. Ave ac:0.002777,0.003346 Initialization: 6.129000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.837000 Kernel 1: 0.024000 Kernel 2: 98.084999 Copyback: 0.018000 Sum: 0.037000 It 26,Best ac:0.001372 1.000000 fi:0.119754. Ave ac:0.002707,0.004152 Initialization: 6.216000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.829000 Kernel 1: 0.025000 Kernel 2: 101.406998 Copyback: 0.017000 Sum: 0.030000 It 27,Best ac:0.001143 1.000000 fi:0.117747. Ave ac:0.003078,0.004498 Initialization: 6.313000 Memcpy Classifiers: 0.452000 Memcpy Instances: 11.518000 Kernel 1: 0.023000 Kernel 2: 99.638000 Copyback: 0.018000 Sum: 0.047000 It 28,Best ac:0.000914 1.000000 fi:0.122693. Ave ac:0.002264,0.004157 Initialization: 7.597000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.927000 Kernel 1: 0.022000 Kernel 2: 102.643997 Copyback: 0.018000 Sum: 0.038000 It 29,Best ac:0.001600 1.000000 fi:0.121214. Ave ac:0.003002,0.005661 Initialization: 6.701000 Memcpy Classifiers: 0.451000 Memcpy Instances: 12.563000 Kernel 1: 0.026000 Kernel 2: 99.285004 Copyback: 0.018000 Sum: 0.044000 It 30,Best ac:0.001600 1.000000 fi:0.122425. Ave ac:0.003176,0.005948 Initialization: 7.495000 Memcpy Classifiers: 0.617000 Memcpy Instances: 12.490000 Kernel 1: 0.027000 Kernel 2: 98.717003 Copyback: 0.017000 Sum: 0.031000 It 31,Best ac:0.001600 1.000000 fi:0.123233. Ave ac:0.002392,0.003941 Initialization: 7.532000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.847000 Kernel 1: 0.024000 Kernel 2: 98.116997 Copyback: 0.018000 Sum: 0.037000 It 32,Best ac:0.001600 1.000000 fi:0.120894. Ave ac:0.002299,0.003409 MDL Theory Length Weight: 0.7687861976 (10) Initialization: 6.885000 Memcpy Classifiers: 0.744000 Memcpy Instances: 12.926000 Kernel 1: 0.024000 Kernel 2: 95.306000 Copyback: 0.017000 Sum: 0.037000 It 33,Best ac:0.001829 1.000000 fi:0.116051. Ave ac:0.001968,0.003080 Initialization: 28.938999 Memcpy Instances: 475.440002 Memcpy Classifiers: 0.075000 Kernel 1: 0.023000 Kernel 2: 527.703979 Copyback: 0.019000 Sum: 0.015000 Memcpy Classifiers: 0.075000 Kernel 1: 0.017000 Kernel 2: 542.487000 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.092000 Kernel 1: 0.016000 Kernel 2: 531.679993 Copyback: 0.366000 Sum: 0.001000 Memcpy Classifiers: 0.108000 Kernel 1: 0.021000 Kernel 2: 546.729980 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.012000 Kernel 2: 547.481018 Copyback: 0.017000 Sum: 0.003000 Memcpy Classifiers: 0.074000 Kernel 1: 0.016000 Kernel 2: 542.856018 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.072000 Kernel 1: 0.013000 Kernel 2: 554.877991 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.107000 Kernel 1: 0.022000 Kernel 2: 548.541016 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.072000 Kernel 1: 0.013000 Kernel 2: 524.369995 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.091000 Kernel 1: 0.015000 Kernel 2: 532.012024 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.012000 Kernel 2: 536.973022 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.107000 Kernel 1: 0.022000 Kernel 2: 523.476990 Copyback: 0.019000 Sum: 0.003000 Memcpy Classifiers: 0.058000 Kernel 1: 0.024000 Kernel 2: 179.356003 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.000905 0.747170 fi:0.373979. Ave ac:0.002670,0.009798 Best acc 0.000905 0.747170 Initialization: 6.175000 Memcpy Classifiers: 0.506000 Memcpy Instances: 8.830000 Kernel 1: 0.026000 Kernel 2: 107.490997 Copyback: 0.017000 Sum: 0.041000 Initial population average accuracy1:0.006079 accuracy2:0.248735 Initialization: 6.153000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.825000 Kernel 1: 0.023000 Kernel 2: 108.656998 Copyback: 0.017000 Sum: 0.039000 It 0,Best ac:0.000915 0.800000 fi:0.299982. Ave ac:0.006871,0.011658 Initialization: 6.206000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.841000 Kernel 1: 0.023000 Kernel 2: 108.263000 Copyback: 0.017000 Sum: 0.035000 It 1,Best ac:0.001372 0.857143 fi:0.242664. Ave ac:0.007933,0.014085 Initialization: 6.252000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.819000 Kernel 1: 0.023000 Kernel 2: 104.708000 Copyback: 0.017000 Sum: 0.031000 It 2,Best ac:0.000914 1.000000 fi:0.099983. Ave ac:0.007141,0.011408 Initialization: 6.213000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.825000 Kernel 1: 0.024000 Kernel 2: 104.624001 Copyback: 0.370000 Sum: 0.038000 It 3,Best ac:0.001143 1.000000 fi:0.099895. Ave ac:0.006484,0.009119 Initialization: 6.245000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.826000 Kernel 1: 0.022000 Kernel 2: 103.535004 Copyback: 0.016000 Sum: 0.037000 It 4,Best ac:0.001372 1.000000 fi:0.099807. Ave ac:0.005488,0.006981 Initialization: 6.276000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.869000 Kernel 1: 0.023000 Kernel 2: 106.730003 Copyback: 0.017000 Sum: 0.034000 It 5,Best ac:0.001372 1.000000 fi:0.099807. Ave ac:0.004555,0.007169 Initialization: 6.193000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.995000 Kernel 1: 0.032000 Kernel 2: 101.086998 Copyback: 0.017000 Sum: 0.029000 It 6,Best ac:0.001143 1.000000 fi:0.099895. Ave ac:0.003682,0.005782 Initialization: 6.395000 Memcpy Classifiers: 0.490000 Memcpy Instances: 12.522000 Kernel 1: 0.024000 Kernel 2: 102.741997 Copyback: 0.017000 Sum: 0.029000 It 7,Best ac:0.000914 1.000000 fi:0.099983. Ave ac:0.003304,0.005408 Initialization: 6.171000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.840000 Kernel 1: 0.024000 Kernel 2: 101.209000 Copyback: 0.018000 Sum: 0.039000 It 8,Best ac:0.001372 1.000000 fi:0.099807. Ave ac:0.003136,0.004193 Initialization: 8.209000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.807000 Kernel 1: 0.025000 Kernel 2: 101.866997 Copyback: 0.016000 Sum: 0.030000 It 9,Best ac:0.002743 1.000000 fi:0.099280. Ave ac:0.003245,0.004558 Iteration 10:MDL fitness activated Error 0.099280 TL 0.045008 MDL Theory Length Weight: 0.7352747888 (1) Initialization: 6.145000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.809000 Kernel 1: 0.024000 Kernel 2: 101.507004 Copyback: 0.017000 Sum: 0.037000 It 10,Best ac:0.001372 1.000000 fi:0.124594. Ave ac:0.001698,0.002253 Initialization: 6.036000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.815000 Kernel 1: 0.025000 Kernel 2: 101.821999 Copyback: 0.017000 Sum: 0.035000 It 11,Best ac:0.001372 1.000000 fi:0.125729. Ave ac:0.002292,0.003422 Initialization: 6.153000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.843000 Kernel 1: 0.023000 Kernel 2: 99.891998 Copyback: 0.016000 Sum: 0.032000 It 12,Best ac:0.001600 1.000000 fi:0.120816. Ave ac:0.002254,0.003463 Initialization: 6.134000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.851000 Kernel 1: 0.024000 Kernel 2: 97.981003 Copyback: 0.017000 Sum: 0.034000 It 13,Best ac:0.001372 1.000000 fi:0.127341. Ave ac:0.002305,0.003051 Initialization: 6.157000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.814000 Kernel 1: 0.024000 Kernel 2: 100.505997 Copyback: 0.017000 Sum: 0.033000 It 14,Best ac:0.002058 1.000000 fi:0.121391. Ave ac:0.002808,0.004412 Initialization: 6.208000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.811000 Kernel 1: 0.025000 Kernel 2: 98.527000 Copyback: 0.017000 Sum: 0.033000 It 15,Best ac:0.001143 1.000000 fi:0.124778. Ave ac:0.003224,0.003736 Initialization: 6.191000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.803000 Kernel 1: 0.024000 Kernel 2: 97.877998 Copyback: 0.017000 Sum: 0.029000 It 16,Best ac:0.001372 1.000000 fi:0.118185. Ave ac:0.003068,0.003596 Initialization: 6.212000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.804000 Kernel 1: 0.024000 Kernel 2: 96.539001 Copyback: 0.017000 Sum: 0.033000 It 17,Best ac:0.001829 1.000000 fi:0.127225. Ave ac:0.003160,0.004368 Initialization: 6.341000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.806000 Kernel 1: 0.024000 Kernel 2: 99.367996 Copyback: 0.017000 Sum: 0.028000 It 18,Best ac:0.000914 1.000000 fi:0.124770. Ave ac:0.002905,0.003820 Initialization: 6.232000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.847000 Kernel 1: 0.023000 Kernel 2: 96.967003 Copyback: 0.017000 Sum: 0.034000 It 19,Best ac:0.000915 1.000000 fi:0.119286. Ave ac:0.002472,0.003105 Initialization: 6.186000 Memcpy Classifiers: 0.468000 Memcpy Instances: 10.489000 Kernel 1: 0.024000 Kernel 2: 94.000000 Copyback: 0.016000 Sum: 0.033000 It 20,Best ac:0.001600 1.000000 fi:0.119535. Ave ac:0.002455,0.003303 Initialization: 7.802000 Memcpy Classifiers: 0.869000 Memcpy Instances: 11.708000 Kernel 1: 0.024000 Kernel 2: 94.546997 Copyback: 0.017000 Sum: 0.033000 It 21,Best ac:0.001372 1.000000 fi:0.118569. Ave ac:0.002261,0.003051 Initialization: 6.191000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.817000 Kernel 1: 0.024000 Kernel 2: 96.934998 Copyback: 0.016000 Sum: 0.033000 It 22,Best ac:0.001143 1.000000 fi:0.118657. Ave ac:0.002404,0.004260 Initialization: 6.164000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.805000 Kernel 1: 0.025000 Kernel 2: 95.320000 Copyback: 0.018000 Sum: 0.041000 It 23,Best ac:0.001143 1.000000 fi:0.118273. Ave ac:0.002599,0.004766 Initialization: 6.160000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.804000 Kernel 1: 0.024000 Kernel 2: 96.088997 Copyback: 0.017000 Sum: 0.029000 It 24,Best ac:0.002058 1.000000 fi:0.117922. Ave ac:0.002755,0.003865 Initialization: 6.189000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.814000 Kernel 1: 0.024000 Kernel 2: 95.529999 Copyback: 0.018000 Sum: 0.034000 It 25,Best ac:0.002286 1.000000 fi:0.117757. Ave ac:0.002480,0.002567 Initialization: 7.575000 Memcpy Classifiers: 0.745000 Memcpy Instances: 12.921000 Kernel 1: 0.022000 Kernel 2: 94.660004 Copyback: 0.017000 Sum: 0.031000 It 26,Best ac:0.002515 1.000000 fi:0.118463. Ave ac:0.002182,0.002912 Initialization: 6.125000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.839000 Kernel 1: 0.025000 Kernel 2: 91.516998 Copyback: 0.016000 Sum: 0.032000 It 27,Best ac:0.002743 1.000000 fi:0.117298. Ave ac:0.002203,0.002409 Initialization: 6.097000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.806000 Kernel 1: 0.025000 Kernel 2: 87.019997 Copyback: 0.016000 Sum: 0.037000 It 28,Best ac:0.001143 1.000000 fi:0.120347. Ave ac:0.001940,0.002471 Initialization: 6.032000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.822000 Kernel 1: 0.024000 Kernel 2: 91.713997 Copyback: 0.017000 Sum: 0.031000 It 29,Best ac:0.002972 1.000000 fi:0.114896. Ave ac:0.002711,0.004583 Initialization: 6.209000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.838000 Kernel 1: 0.023000 Kernel 2: 90.485001 Copyback: 0.017000 Sum: 0.031000 It 30,Best ac:0.000914 1.000000 fi:0.118745. Ave ac:0.002075,0.002280 Initialization: 6.159000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.831000 Kernel 1: 0.025000 Kernel 2: 87.665001 Copyback: 0.017000 Sum: 0.030000 It 31,Best ac:0.001143 1.000000 fi:0.119241. Ave ac:0.002030,0.002363 Initialization: 6.175000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.854000 Kernel 1: 0.023000 Kernel 2: 91.031998 Copyback: 0.017000 Sum: 0.031000 It 32,Best ac:0.001600 1.000000 fi:0.117076. Ave ac:0.002813,0.003873 Initialization: 6.178000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.807000 Kernel 1: 0.023000 Kernel 2: 90.567001 Copyback: 0.017000 Sum: 0.031000 It 33,Best ac:0.001372 1.000000 fi:0.118186. Ave ac:0.002143,0.002612 Initialization: 24.013000 Memcpy Instances: 526.205017 Memcpy Classifiers: 0.073000 Kernel 1: 0.027000 Kernel 2: 513.594971 Copyback: 0.016000 Sum: 0.019000 Memcpy Classifiers: 0.106000 Kernel 1: 0.023000 Kernel 2: 506.654999 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.071000 Kernel 1: 0.012000 Kernel 2: 496.158997 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.013000 Kernel 2: 514.094971 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.103000 Kernel 1: 0.020000 Kernel 2: 513.656006 Copyback: 0.368000 Sum: 0.002000 Memcpy Classifiers: 0.105000 Kernel 1: 0.021000 Kernel 2: 504.085999 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.071000 Kernel 1: 0.013000 Kernel 2: 495.777008 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.013000 Kernel 2: 512.418030 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.014000 Kernel 2: 516.228027 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.105000 Kernel 1: 0.023000 Kernel 2: 510.789001 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.090000 Kernel 1: 0.016000 Kernel 2: 504.015015 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.084000 Kernel 1: 0.016000 Kernel 2: 512.789001 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.051000 Kernel 1: 0.019000 Kernel 2: 171.072998 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.000960 0.744681 fi:0.376381. Ave ac:0.002453,0.008814 Best acc 0.000960 0.744681 Rule:Att PSSM_-4_15 is [-2.002265,4.179969]|Att PSSM_0_2 is [<-1.110060]|Att PSSM_0_5 is [1.635754,6.425444]|Att PSSM_0_6 is [-6.311728,-1.688272]|Att PSSM_0_7 is [<-2.406820]|Att PSSM_0_10 is [-2.062271,4.062271]|Att PSSM_1_19 is [-1.532799,7.532799]|Att PSSM_2_20 is [-6.563545,6.156178]|Att PSSM_3_7 is [>-5.029841]|Att PSSM_4_14 is [-4.281332,6.918647]|1 Accuracy : 0.746243 0 1 161485 2595 56946 13612 Removed 265 instances. 218431 Instances left. Acc of rule 0.000905-0.747170 Initialization: 6.331000 Memcpy Classifiers: 0.873000 Memcpy Instances: 12.947000 Kernel 1: 0.029000 Kernel 2: 105.684998 Copyback: 0.017000 Sum: 0.045000 Initial population average accuracy1:0.005810 accuracy2:0.252144 Initialization: 6.249000 Memcpy Classifiers: 0.506000 Memcpy Instances: 8.797000 Kernel 1: 0.024000 Kernel 2: 107.693001 Copyback: 0.017000 Sum: 0.047000 It 0,Best ac:0.001602 0.777778 fi:0.321939. Ave ac:0.007220,0.013742 Initialization: 6.471000 Memcpy Classifiers: 0.676000 Memcpy Instances: 8.849000 Kernel 1: 0.040000 Kernel 2: 107.094002 Copyback: 0.018000 Sum: 0.039000 It 1,Best ac:0.001832 0.888889 fi:0.210739. Ave ac:0.006172,0.010430 Initialization: 6.178000 Memcpy Classifiers: 0.498000 Memcpy Instances: 8.836000 Kernel 1: 0.023000 Kernel 2: 110.337997 Copyback: 0.017000 Sum: 0.031000 It 2,Best ac:0.001831 0.888889 fi:0.210740. Ave ac:0.005042,0.008610 Initialization: 8.027000 Memcpy Classifiers: 0.690000 Memcpy Instances: 12.477000 Kernel 1: 0.026000 Kernel 2: 109.716003 Copyback: 0.016000 Sum: 0.034000 It 3,Best ac:0.000916 1.000000 fi:0.099981. Ave ac:0.004125,0.006247 Initialization: 8.058000 Memcpy Classifiers: 0.713000 Memcpy Instances: 8.819000 Kernel 1: 0.024000 Kernel 2: 108.537003 Copyback: 0.017000 Sum: 0.028000 It 4,Best ac:0.001144 1.000000 fi:0.099893. Ave ac:0.003885,0.006275 Initialization: 6.135000 Memcpy Classifiers: 0.522000 Memcpy Instances: 8.820000 Kernel 1: 0.024000 Kernel 2: 107.323997 Copyback: 0.017000 Sum: 0.027000 It 5,Best ac:0.001373 0.857143 fi:0.242662. Ave ac:0.003703,0.006066 Initialization: 6.258000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.810000 Kernel 1: 0.024000 Kernel 2: 105.417999 Copyback: 0.018000 Sum: 0.035000 It 6,Best ac:0.001144 1.000000 fi:0.099893. Ave ac:0.003472,0.005574 Initialization: 6.451000 Memcpy Classifiers: 0.488000 Memcpy Instances: 13.283000 Kernel 1: 0.026000 Kernel 2: 105.410004 Copyback: 0.017000 Sum: 0.033000 It 7,Best ac:0.001831 1.000000 fi:0.099629. Ave ac:0.003827,0.005459 Initialization: 6.362000 Memcpy Classifiers: 0.507000 Memcpy Instances: 12.293000 Kernel 1: 0.023000 Kernel 2: 102.116997 Copyback: 0.017000 Sum: 0.036000 It 8,Best ac:0.001602 1.000000 fi:0.099717. Ave ac:0.003419,0.006132 Initialization: 6.177000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.819000 Kernel 1: 0.023000 Kernel 2: 101.613998 Copyback: 0.017000 Sum: 0.034000 It 9,Best ac:0.000916 1.000000 fi:0.099981. Ave ac:0.003535,0.007528 Iteration 10:MDL fitness activated Error 0.099981 TL 0.039906 MDL Theory Length Weight: 0.8351432586 (3) Initialization: 6.496000 Memcpy Classifiers: 0.489000 Memcpy Instances: 11.089000 Kernel 1: 0.023000 Kernel 2: 101.597000 Copyback: 0.017000 Sum: 0.031000 It 10,Best ac:0.001373 1.000000 fi:0.127540. Ave ac:0.003802,0.008428 Initialization: 8.165000 Memcpy Classifiers: 0.839000 Memcpy Instances: 9.464000 Kernel 1: 0.023000 Kernel 2: 98.272003 Copyback: 0.018000 Sum: 0.049000 It 11,Best ac:0.000916 1.000000 fi:0.133833. Ave ac:0.003369,0.005801 Initialization: 6.400000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.821000 Kernel 1: 0.023000 Kernel 2: 101.019997 Copyback: 0.018000 Sum: 0.030000 It 12,Best ac:0.000916 1.000000 fi:0.127887. Ave ac:0.003403,0.005377 Initialization: 6.176000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.817000 Kernel 1: 0.023000 Kernel 2: 101.884003 Copyback: 0.017000 Sum: 0.033000 It 13,Best ac:0.000916 1.000000 fi:0.121172. Ave ac:0.003127,0.004225 Initialization: 6.189000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.855000 Kernel 1: 0.023000 Kernel 2: 100.566002 Copyback: 0.018000 Sum: 0.041000 It 14,Best ac:0.001144 1.000000 fi:0.125766. Ave ac:0.003346,0.004895 Initialization: 7.114000 Memcpy Classifiers: 0.775000 Memcpy Instances: 12.269000 Kernel 1: 0.023000 Kernel 2: 100.369003 Copyback: 0.018000 Sum: 0.043000 It 15,Best ac:0.001373 1.000000 fi:0.124374. Ave ac:0.003230,0.005066 Initialization: 6.208000 Memcpy Classifiers: 0.433000 Memcpy Instances: 10.790000 Kernel 1: 0.032000 Kernel 2: 100.886002 Copyback: 0.017000 Sum: 0.039000 It 16,Best ac:0.001602 1.000000 fi:0.123448. Ave ac:0.003042,0.004964 Initialization: 8.776000 Memcpy Classifiers: 0.615000 Memcpy Instances: 10.525000 Kernel 1: 0.024000 Kernel 2: 97.407997 Copyback: 0.017000 Sum: 0.031000 It 17,Best ac:0.001603 1.000000 fi:0.126990. Ave ac:0.002470,0.003919 Initialization: 7.083000 Memcpy Classifiers: 0.634000 Memcpy Instances: 14.239000 Kernel 1: 0.026000 Kernel 2: 96.549004 Copyback: 0.017000 Sum: 0.030000 It 18,Best ac:0.000916 1.000000 fi:0.129972. Ave ac:0.002602,0.003110 Initialization: 6.240000 Memcpy Classifiers: 0.434000 Memcpy Instances: 10.156000 Kernel 1: 0.032000 Kernel 2: 98.192001 Copyback: 0.017000 Sum: 0.033000 It 19,Best ac:0.000916 1.000000 fi:0.126837. Ave ac:0.002458,0.003030 Initialization: 7.240000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.800000 Kernel 1: 0.024000 Kernel 2: 95.914001 Copyback: 0.017000 Sum: 0.027000 It 20,Best ac:0.001144 1.000000 fi:0.121021. Ave ac:0.002467,0.003379 Initialization: 6.071000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.846000 Kernel 1: 0.024000 Kernel 2: 95.600998 Copyback: 0.017000 Sum: 0.033000 It 21,Best ac:0.001832 1.000000 fi:0.121343. Ave ac:0.002725,0.003895 Initialization: 6.774000 Memcpy Classifiers: 0.452000 Memcpy Instances: 12.423000 Kernel 1: 0.026000 Kernel 2: 92.680000 Copyback: 0.017000 Sum: 0.043000 It 22,Best ac:0.002747 1.000000 fi:0.118741. Ave ac:0.002362,0.003103 Initialization: 8.044000 Memcpy Classifiers: 0.453000 Memcpy Instances: 8.825000 Kernel 1: 0.024000 Kernel 2: 95.162003 Copyback: 0.018000 Sum: 0.039000 It 23,Best ac:0.000916 1.000000 fi:0.127725. Ave ac:0.002709,0.003017 Initialization: 7.080000 Memcpy Classifiers: 0.744000 Memcpy Instances: 11.770000 Kernel 1: 0.023000 Kernel 2: 95.747002 Copyback: 0.018000 Sum: 0.041000 It 24,Best ac:0.002289 1.000000 fi:0.119676. Ave ac:0.002736,0.003323 Initialization: 6.201000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.023000 Kernel 1: 0.023000 Kernel 2: 97.177002 Copyback: 0.017000 Sum: 0.034000 It 25,Best ac:0.001373 1.000000 fi:0.123610. Ave ac:0.002351,0.003225 Initialization: 6.181000 Memcpy Classifiers: 0.415000 Memcpy Instances: 12.533000 Kernel 1: 0.026000 Kernel 2: 93.168999 Copyback: 0.017000 Sum: 0.029000 It 26,Best ac:0.002060 1.000000 fi:0.123429. Ave ac:0.001664,0.001590 Initialization: 8.104000 Memcpy Classifiers: 0.434000 Memcpy Instances: 10.203000 Kernel 1: 0.023000 Kernel 2: 95.842003 Copyback: 0.017000 Sum: 0.033000 It 27,Best ac:0.001373 1.000000 fi:0.123644. Ave ac:0.002317,0.002526 Initialization: 7.085000 Memcpy Classifiers: 0.444000 Memcpy Instances: 12.151000 Kernel 1: 0.023000 Kernel 2: 95.667999 Copyback: 0.017000 Sum: 0.030000 It 28,Best ac:0.000916 1.000000 fi:0.120283. Ave ac:0.002266,0.002243 Initialization: 6.060000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.337000 Kernel 1: 0.039000 Kernel 2: 95.222000 Copyback: 0.018000 Sum: 0.034000 It 29,Best ac:0.001832 1.000000 fi:0.123433. Ave ac:0.001543,0.001743 Initialization: 8.022000 Memcpy Classifiers: 0.744000 Memcpy Instances: 11.677000 Kernel 1: 0.023000 Kernel 2: 97.059998 Copyback: 0.017000 Sum: 0.033000 It 30,Best ac:0.000916 1.000000 fi:0.125453. Ave ac:0.002503,0.002896 Initialization: 6.445000 Memcpy Classifiers: 0.435000 Memcpy Instances: 11.876000 Kernel 1: 0.026000 Kernel 2: 97.128998 Copyback: 0.017000 Sum: 0.029000 It 31,Best ac:0.001144 1.000000 fi:0.119901. Ave ac:0.002286,0.002232 MDL Theory Length Weight: 0.7516289328 (10) Initialization: 6.237000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.814000 Kernel 1: 0.023000 Kernel 2: 92.906998 Copyback: 0.018000 Sum: 0.040000 It 32,Best ac:0.001374 1.000000 fi:0.122474. Ave ac:0.002154,0.002526 Initialization: 6.279000 Memcpy Classifiers: 0.433000 Memcpy Instances: 10.947000 Kernel 1: 0.024000 Kernel 2: 94.099998 Copyback: 0.017000 Sum: 0.029000 It 33,Best ac:0.002518 1.000000 fi:0.114613. Ave ac:0.001916,0.002850 Initialization: 26.339001 Memcpy Instances: 493.549988 Memcpy Classifiers: 0.070000 Kernel 1: 0.025000 Kernel 2: 524.354004 Copyback: 0.016000 Sum: 0.013000 Memcpy Classifiers: 0.082000 Kernel 1: 0.018000 Kernel 2: 509.657013 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.014000 Kernel 2: 505.260010 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.069000 Kernel 1: 0.012000 Kernel 2: 518.645996 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 507.919006 Copyback: 0.367000 Sum: 0.001000 Memcpy Classifiers: 0.082000 Kernel 1: 0.016000 Kernel 2: 495.157013 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 515.492981 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 521.906006 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.099000 Kernel 1: 0.021000 Kernel 2: 524.473022 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.069000 Kernel 1: 0.014000 Kernel 2: 536.710999 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.012000 Kernel 2: 510.740997 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.015000 Kernel 2: 508.494995 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.058000 Kernel 1: 0.021000 Kernel 2: 177.401001 Copyback: 0.015000 Sum: 0.000000 It 34,Best ac:0.002509 0.764296 fi:0.350321. Ave ac:0.002036,0.007113 Best acc 0.002509 0.764296 Initialization: 7.092000 Memcpy Classifiers: 0.542000 Memcpy Instances: 8.811000 Kernel 1: 0.026000 Kernel 2: 107.185997 Copyback: 0.017000 Sum: 0.040000 Initial population average accuracy1:0.006200 accuracy2:0.272491 Initialization: 8.964000 Memcpy Classifiers: 0.680000 Memcpy Instances: 11.008000 Kernel 1: 0.024000 Kernel 2: 106.487999 Copyback: 0.016000 Sum: 0.057000 It 0,Best ac:0.000916 1.000000 fi:0.099981. Ave ac:0.006661,0.012965 Initialization: 6.706000 Memcpy Classifiers: 0.488000 Memcpy Instances: 9.727000 Kernel 1: 0.023000 Kernel 2: 105.730003 Copyback: 0.017000 Sum: 0.028000 It 1,Best ac:0.001373 0.857143 fi:0.242662. Ave ac:0.006922,0.015402 Initialization: 6.256000 Memcpy Classifiers: 0.469000 Memcpy Instances: 11.968000 Kernel 1: 0.024000 Kernel 2: 102.746002 Copyback: 0.017000 Sum: 0.034000 It 2,Best ac:0.000916 1.000000 fi:0.099981. Ave ac:0.006763,0.011679 Initialization: 6.248000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.797000 Kernel 1: 0.024000 Kernel 2: 101.248001 Copyback: 0.017000 Sum: 0.033000 It 3,Best ac:0.000916 1.000000 fi:0.099981. Ave ac:0.005252,0.007697 Initialization: 6.237000 Memcpy Classifiers: 0.452000 Memcpy Instances: 12.117000 Kernel 1: 0.024000 Kernel 2: 102.509003 Copyback: 0.017000 Sum: 0.034000 It 4,Best ac:0.001832 1.000000 fi:0.099629. Ave ac:0.005016,0.006829 Initialization: 7.302000 Memcpy Classifiers: 0.645000 Memcpy Instances: 9.614000 Kernel 1: 0.032000 Kernel 2: 104.890999 Copyback: 0.017000 Sum: 0.031000 It 5,Best ac:0.001374 1.000000 fi:0.099805. Ave ac:0.005273,0.007848 Initialization: 7.144000 Memcpy Classifiers: 0.453000 Memcpy Instances: 10.861000 Kernel 1: 0.024000 Kernel 2: 104.066002 Copyback: 0.019000 Sum: 0.034000 It 6,Best ac:0.002747 0.923077 fi:0.176200. Ave ac:0.005548,0.007711 Initialization: 8.833000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.925000 Kernel 1: 0.023000 Kernel 2: 104.356003 Copyback: 0.017000 Sum: 0.031000 It 7,Best ac:0.001373 1.000000 fi:0.099805. Ave ac:0.004557,0.007175 Initialization: 6.218000 Memcpy Classifiers: 0.488000 Memcpy Instances: 12.090000 Kernel 1: 0.027000 Kernel 2: 101.186996 Copyback: 0.017000 Sum: 0.029000 It 8,Best ac:0.001374 1.000000 fi:0.099805. Ave ac:0.003692,0.005682 Initialization: 8.722000 Memcpy Classifiers: 0.506000 Memcpy Instances: 12.248000 Kernel 1: 0.025000 Kernel 2: 100.653000 Copyback: 0.017000 Sum: 0.032000 It 9,Best ac:0.001373 1.000000 fi:0.099805. Ave ac:0.002978,0.004614 Iteration 10:MDL fitness activated Error 0.099805 TL 0.050754 MDL Theory Length Weight: 0.6554779185 (6) Initialization: 7.496000 Memcpy Classifiers: 0.641000 Memcpy Instances: 9.909000 Kernel 1: 0.021000 Kernel 2: 99.126999 Copyback: 0.018000 Sum: 0.041000 It 10,Best ac:0.002289 1.000000 fi:0.120876. Ave ac:0.002874,0.004413 Initialization: 6.675000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.914000 Kernel 1: 0.022000 Kernel 2: 97.110001 Copyback: 0.018000 Sum: 0.042000 It 11,Best ac:0.000916 1.000000 fi:0.126439. Ave ac:0.002623,0.004001 Initialization: 6.285000 Memcpy Classifiers: 0.634000 Memcpy Instances: 10.401000 Kernel 1: 0.022000 Kernel 2: 96.955002 Copyback: 0.017000 Sum: 0.035000 It 12,Best ac:0.001374 1.000000 fi:0.114651. Ave ac:0.003526,0.005354 Initialization: 6.420000 Memcpy Classifiers: 0.434000 Memcpy Instances: 10.718000 Kernel 1: 0.023000 Kernel 2: 98.635002 Copyback: 0.372000 Sum: 0.029000 It 13,Best ac:0.001144 1.000000 fi:0.120495. Ave ac:0.003606,0.007449 Initialization: 7.981000 Memcpy Classifiers: 0.435000 Memcpy Instances: 9.051000 Kernel 1: 0.022000 Kernel 2: 97.100998 Copyback: 0.017000 Sum: 0.037000 It 14,Best ac:0.001144 1.000000 fi:0.114292. Ave ac:0.004012,0.005411 Initialization: 8.453000 Memcpy Classifiers: 0.758000 Memcpy Instances: 8.845000 Kernel 1: 0.024000 Kernel 2: 95.744003 Copyback: 0.017000 Sum: 0.029000 It 15,Best ac:0.001602 1.000000 fi:0.111225. Ave ac:0.002779,0.005022 Initialization: 7.445000 Memcpy Classifiers: 0.435000 Memcpy Instances: 10.830000 Kernel 1: 0.032000 Kernel 2: 95.703003 Copyback: 0.018000 Sum: 0.040000 It 16,Best ac:0.000916 1.000000 fi:0.116236. Ave ac:0.003456,0.008072 Initialization: 6.252000 Memcpy Classifiers: 0.434000 Memcpy Instances: 12.085000 Kernel 1: 0.027000 Kernel 2: 98.162003 Copyback: 0.017000 Sum: 0.029000 It 17,Best ac:0.001602 1.000000 fi:0.113568. Ave ac:0.002819,0.004584 Initialization: 7.981000 Memcpy Classifiers: 0.420000 Memcpy Instances: 12.775000 Kernel 1: 0.026000 Kernel 2: 95.691002 Copyback: 0.017000 Sum: 0.028000 It 18,Best ac:0.001144 1.000000 fi:0.113391. Ave ac:0.002683,0.004917 Initialization: 6.794000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.811000 Kernel 1: 0.025000 Kernel 2: 93.874001 Copyback: 0.019000 Sum: 0.038000 It 19,Best ac:0.001145 1.000000 fi:0.113744. Ave ac:0.002128,0.002749 Initialization: 8.292000 Memcpy Classifiers: 0.452000 Memcpy Instances: 10.811000 Kernel 1: 0.026000 Kernel 2: 95.839996 Copyback: 0.018000 Sum: 0.036000 It 20,Best ac:0.001374 1.000000 fi:0.118015. Ave ac:0.002181,0.004703 Initialization: 6.215000 Memcpy Classifiers: 0.461000 Memcpy Instances: 9.454000 Kernel 1: 0.032000 Kernel 2: 97.959000 Copyback: 0.018000 Sum: 0.032000 It 21,Best ac:0.001373 1.000000 fi:0.113656. Ave ac:0.002450,0.003868 Initialization: 8.531000 Memcpy Classifiers: 0.639000 Memcpy Instances: 11.531000 Kernel 1: 0.030000 Kernel 2: 96.998001 Copyback: 0.017000 Sum: 0.031000 It 22,Best ac:0.001145 1.000000 fi:0.112608. Ave ac:0.001924,0.002742 Initialization: 6.413000 Memcpy Classifiers: 0.487000 Memcpy Instances: 12.551000 Kernel 1: 0.023000 Kernel 2: 95.419998 Copyback: 0.018000 Sum: 0.041000 It 23,Best ac:0.000916 1.000000 fi:0.124036. Ave ac:0.002192,0.003465 Initialization: 6.257000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.813000 Kernel 1: 0.024000 Kernel 2: 97.513000 Copyback: 0.018000 Sum: 0.042000 It 24,Best ac:0.001832 1.000000 fi:0.117529. Ave ac:0.002632,0.003937 MDL Theory Length Weight: 0.5899301267 (10) Initialization: 8.392000 Memcpy Classifiers: 0.471000 Memcpy Instances: 12.134000 Kernel 1: 0.025000 Kernel 2: 94.815002 Copyback: 0.017000 Sum: 0.028000 It 25,Best ac:0.001145 1.000000 fi:0.116964. Ave ac:0.002411,0.002781 Initialization: 8.702000 Memcpy Classifiers: 0.470000 Memcpy Instances: 9.917000 Kernel 1: 0.032000 Kernel 2: 93.111000 Copyback: 0.017000 Sum: 0.028000 It 26,Best ac:0.001145 1.000000 fi:0.113328. Ave ac:0.001547,0.002952 Initialization: 6.955000 Memcpy Classifiers: 0.806000 Memcpy Instances: 13.620000 Kernel 1: 0.023000 Kernel 2: 95.843002 Copyback: 0.017000 Sum: 0.040000 It 27,Best ac:0.000916 1.000000 fi:0.114389. Ave ac:0.001864,0.003924 Initialization: 6.193000 Memcpy Classifiers: 0.469000 Memcpy Instances: 10.003000 Kernel 1: 0.032000 Kernel 2: 96.403999 Copyback: 0.017000 Sum: 0.030000 It 28,Best ac:0.001144 1.000000 fi:0.117512. Ave ac:0.002170,0.002831 Initialization: 6.855000 Memcpy Classifiers: 0.808000 Memcpy Instances: 10.335000 Kernel 1: 0.032000 Kernel 2: 98.203003 Copyback: 0.017000 Sum: 0.033000 It 29,Best ac:0.000916 1.000000 fi:0.117718. Ave ac:0.002351,0.004825 Initialization: 6.707000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.806000 Kernel 1: 0.025000 Kernel 2: 95.742996 Copyback: 0.017000 Sum: 0.032000 It 30,Best ac:0.000916 1.000000 fi:0.111425. Ave ac:0.001685,0.003209 Initialization: 6.235000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.870000 Kernel 1: 0.033000 Kernel 2: 95.207001 Copyback: 0.018000 Sum: 0.037000 It 31,Best ac:0.000916 1.000000 fi:0.111425. Ave ac:0.001945,0.002427 Initialization: 7.354000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.813000 Kernel 1: 0.023000 Kernel 2: 95.686996 Copyback: 0.017000 Sum: 0.032000 It 32,Best ac:0.001144 1.000000 fi:0.113517. Ave ac:0.002177,0.004099 Initialization: 7.483000 Memcpy Classifiers: 0.592000 Memcpy Instances: 10.645000 Kernel 1: 0.030000 Kernel 2: 97.459999 Copyback: 0.016000 Sum: 0.028000 It 33,Best ac:0.000916 1.000000 fi:0.111425. Ave ac:0.001428,0.002312 Initialization: 23.934000 Memcpy Instances: 427.234009 Memcpy Classifiers: 0.073000 Kernel 1: 0.028000 Kernel 2: 536.556030 Copyback: 0.015000 Sum: 0.015000 Memcpy Classifiers: 0.064000 Kernel 1: 0.012000 Kernel 2: 528.322021 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.012000 Kernel 2: 555.752014 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.013000 Kernel 2: 542.924988 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.103000 Kernel 1: 0.022000 Kernel 2: 528.523987 Copyback: 0.016000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.013000 Kernel 2: 546.653992 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.012000 Kernel 2: 531.898010 Copyback: 0.370000 Sum: 0.001000 Memcpy Classifiers: 0.071000 Kernel 1: 0.011000 Kernel 2: 526.848022 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.011000 Kernel 2: 528.830017 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.102000 Kernel 1: 0.022000 Kernel 2: 543.747986 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.012000 Kernel 2: 538.028992 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.012000 Kernel 2: 545.879028 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.011000 Kernel 2: 174.057007 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.021490 0.716532 fi:0.394646. Ave ac:0.002023,0.006959 Best acc 0.021490 0.716532 Rule:Att PSSM_-4_17 is [<4.396886]|Att PSSM_-3_7 is [<-0.022141]|Att PSSM_0_12 is [-6.804147,-4.781811]|Att PSSM_0_20 is [>2.137005]|Att PSSM_2_2 is [<7.799218]|Att PSSM_2_11 is [-3.491395,3.105215]|Att PSSM_3_2 is [-6.999614,4.093180]|Att PSSM_4_12 is [<-0.083969]|1 Accuracy : 0.747858 0 1 161316 2764 56398 14160 Removed 717 instances. 217714 Instances left. Acc of rule 0.002509-0.764296 Initialization: 6.214000 Memcpy Classifiers: 0.560000 Memcpy Instances: 8.778000 Kernel 1: 0.026000 Kernel 2: 107.351997 Copyback: 0.017000 Sum: 0.040000 Initial population average accuracy1:0.006454 accuracy2:0.246927 Initialization: 6.209000 Memcpy Classifiers: 0.460000 Memcpy Instances: 8.766000 Kernel 1: 0.024000 Kernel 2: 109.139000 Copyback: 0.017000 Sum: 0.029000 It 0,Best ac:0.001837 0.727273 fi:0.372349. Ave ac:0.007028,0.013971 Initialization: 6.204000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.767000 Kernel 1: 0.025000 Kernel 2: 103.995003 Copyback: 0.018000 Sum: 0.038000 It 1,Best ac:0.001148 0.833333 fi:0.266556. Ave ac:0.006999,0.013439 Initialization: 7.846000 Memcpy Classifiers: 0.471000 Memcpy Instances: 8.783000 Kernel 1: 0.024000 Kernel 2: 102.839996 Copyback: 0.017000 Sum: 0.032000 It 2,Best ac:0.000919 1.000000 fi:0.099978. Ave ac:0.006398,0.010457 Initialization: 6.172000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.798000 Kernel 1: 0.024000 Kernel 2: 99.435997 Copyback: 0.016000 Sum: 0.033000 It 3,Best ac:0.002985 1.000000 fi:0.099177. Ave ac:0.005600,0.008594 Initialization: 6.217000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.819000 Kernel 1: 0.023000 Kernel 2: 99.456001 Copyback: 0.016000 Sum: 0.030000 It 4,Best ac:0.001148 1.000000 fi:0.099889. Ave ac:0.004896,0.009371 Initialization: 6.223000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.781000 Kernel 1: 0.023000 Kernel 2: 96.446999 Copyback: 0.017000 Sum: 0.027000 It 5,Best ac:0.002067 1.000000 fi:0.099533. Ave ac:0.003785,0.006348 Initialization: 6.192000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.809000 Kernel 1: 0.024000 Kernel 2: 97.443001 Copyback: 0.017000 Sum: 0.029000 It 6,Best ac:0.001378 1.000000 fi:0.099800. Ave ac:0.003464,0.006000 Initialization: 6.266000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.769000 Kernel 1: 0.024000 Kernel 2: 98.334000 Copyback: 0.017000 Sum: 0.030000 It 7,Best ac:0.001837 1.000000 fi:0.099622. Ave ac:0.004436,0.010401 Initialization: 6.223000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.766000 Kernel 1: 0.025000 Kernel 2: 96.707001 Copyback: 0.018000 Sum: 0.046000 It 8,Best ac:0.001378 1.000000 fi:0.099799. Ave ac:0.003646,0.006303 Initialization: 6.188000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.779000 Kernel 1: 0.023000 Kernel 2: 96.744003 Copyback: 0.017000 Sum: 0.032000 It 9,Best ac:0.002526 1.000000 fi:0.099355. Ave ac:0.003149,0.005481 Iteration 10:MDL fitness activated Error 0.099355 TL 0.043453 MDL Theory Length Weight: 0.7621651866 (7) Initialization: 6.202000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.786000 Kernel 1: 0.024000 Kernel 2: 98.846001 Copyback: 0.017000 Sum: 0.025000 It 10,Best ac:0.000919 1.000000 fi:0.127597. Ave ac:0.002958,0.006225 Initialization: 6.219000 Memcpy Classifiers: 0.743000 Memcpy Instances: 13.619000 Kernel 1: 0.033000 Kernel 2: 96.794998 Copyback: 0.017000 Sum: 0.030000 It 11,Best ac:0.000919 1.000000 fi:0.129488. Ave ac:0.002856,0.005092 Initialization: 6.195000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.771000 Kernel 1: 0.024000 Kernel 2: 94.628998 Copyback: 0.017000 Sum: 0.031000 It 12,Best ac:0.000918 1.000000 fi:0.124000. Ave ac:0.002989,0.004409 Initialization: 6.211000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.773000 Kernel 1: 0.024000 Kernel 2: 94.752998 Copyback: 0.017000 Sum: 0.029000 It 13,Best ac:0.001148 1.000000 fi:0.124863. Ave ac:0.003197,0.006386 Initialization: 6.190000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.774000 Kernel 1: 0.024000 Kernel 2: 97.787003 Copyback: 0.017000 Sum: 0.030000 It 14,Best ac:0.001148 1.000000 fi:0.120094. Ave ac:0.003226,0.004520 Initialization: 6.183000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.785000 Kernel 1: 0.025000 Kernel 2: 95.077003 Copyback: 0.017000 Sum: 0.028000 It 15,Best ac:0.001148 1.000000 fi:0.116949. Ave ac:0.002574,0.003981 Initialization: 6.225000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.778000 Kernel 1: 0.024000 Kernel 2: 94.480003 Copyback: 0.017000 Sum: 0.030000 It 16,Best ac:0.001148 1.000000 fi:0.123934. Ave ac:0.003004,0.004657 Initialization: 6.202000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.806000 Kernel 1: 0.022000 Kernel 2: 94.445999 Copyback: 0.016000 Sum: 0.034000 It 17,Best ac:0.001148 1.000000 fi:0.122411. Ave ac:0.003553,0.005785 Initialization: 7.324000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.781000 Kernel 1: 0.023000 Kernel 2: 93.123001 Copyback: 0.016000 Sum: 0.026000 It 18,Best ac:0.001608 1.000000 fi:0.124344. Ave ac:0.002684,0.003471 Initialization: 6.231000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.770000 Kernel 1: 0.024000 Kernel 2: 92.096001 Copyback: 0.017000 Sum: 0.031000 It 19,Best ac:0.000919 1.000000 fi:0.117038. Ave ac:0.003754,0.006768 Initialization: 6.208000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.789000 Kernel 1: 0.024000 Kernel 2: 92.501999 Copyback: 0.017000 Sum: 0.031000 It 20,Best ac:0.001148 1.000000 fi:0.120541. Ave ac:0.003350,0.005008 Initialization: 6.208000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.776000 Kernel 1: 0.023000 Kernel 2: 92.102997 Copyback: 0.017000 Sum: 0.029000 It 21,Best ac:0.001378 1.000000 fi:0.120883. Ave ac:0.002943,0.004409 Initialization: 6.227000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.776000 Kernel 1: 0.023000 Kernel 2: 93.592003 Copyback: 0.016000 Sum: 0.029000 It 22,Best ac:0.000919 1.000000 fi:0.118666. Ave ac:0.003026,0.005390 Initialization: 6.219000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.776000 Kernel 1: 0.024000 Kernel 2: 93.813004 Copyback: 0.016000 Sum: 0.028000 It 23,Best ac:0.000919 1.000000 fi:0.122293. Ave ac:0.003167,0.004012 Initialization: 6.209000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.782000 Kernel 1: 0.024000 Kernel 2: 93.111000 Copyback: 0.018000 Sum: 0.032000 It 24,Best ac:0.000919 1.000000 fi:0.120995. Ave ac:0.003007,0.004972 MDL Theory Length Weight: 0.6859486679 (10) Initialization: 7.704000 Memcpy Classifiers: 0.647000 Memcpy Instances: 12.932000 Kernel 1: 0.023000 Kernel 2: 92.833000 Copyback: 0.017000 Sum: 0.026000 It 25,Best ac:0.001148 1.000000 fi:0.118669. Ave ac:0.002678,0.003893 Initialization: 6.237000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.781000 Kernel 1: 0.024000 Kernel 2: 87.015999 Copyback: 0.016000 Sum: 0.026000 It 26,Best ac:0.002067 1.000000 fi:0.115908. Ave ac:0.002378,0.004196 Initialization: 6.207000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.780000 Kernel 1: 0.025000 Kernel 2: 88.639000 Copyback: 0.017000 Sum: 0.032000 It 27,Best ac:0.001148 1.000000 fi:0.120313. Ave ac:0.002378,0.003043 Initialization: 6.211000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.767000 Kernel 1: 0.024000 Kernel 2: 87.098000 Copyback: 0.017000 Sum: 0.030000 It 28,Best ac:0.001148 1.000000 fi:0.116020. Ave ac:0.002591,0.004287 Initialization: 8.418000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.787000 Kernel 1: 0.024000 Kernel 2: 91.415001 Copyback: 0.017000 Sum: 0.027000 It 29,Best ac:0.001148 1.000000 fi:0.115112. Ave ac:0.002566,0.004580 Initialization: 6.225000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.771000 Kernel 1: 0.025000 Kernel 2: 91.128998 Copyback: 0.016000 Sum: 0.027000 It 30,Best ac:0.001148 1.000000 fi:0.115112. Ave ac:0.003014,0.006094 Initialization: 6.243000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.764000 Kernel 1: 0.024000 Kernel 2: 89.931999 Copyback: 0.017000 Sum: 0.031000 It 31,Best ac:0.000919 1.000000 fi:0.116359. Ave ac:0.003627,0.011615 Initialization: 6.219000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.775000 Kernel 1: 0.024000 Kernel 2: 90.041000 Copyback: 0.017000 Sum: 0.033000 It 32,Best ac:0.001148 1.000000 fi:0.119006. Ave ac:0.003864,0.008228 Initialization: 6.255000 Memcpy Classifiers: 0.417000 Memcpy Instances: 10.850000 Kernel 1: 0.023000 Kernel 2: 91.537003 Copyback: 0.017000 Sum: 0.029000 It 33,Best ac:0.000919 1.000000 fi:0.117388. Ave ac:0.003768,0.006039 Initialization: 23.825001 Memcpy Instances: 529.846985 Memcpy Classifiers: 0.072000 Kernel 1: 0.024000 Kernel 2: 511.893005 Copyback: 0.014000 Sum: 0.015000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 526.155029 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.038000 Kernel 1: 0.014000 Kernel 2: 510.144989 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.013000 Kernel 2: 528.091980 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.089000 Kernel 1: 0.016000 Kernel 2: 519.877014 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.089000 Kernel 1: 0.015000 Kernel 2: 507.152008 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.012000 Kernel 2: 521.450012 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.013000 Kernel 2: 514.388977 Copyback: 0.368000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.014000 Kernel 2: 530.364014 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.102000 Kernel 1: 0.022000 Kernel 2: 520.491028 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.101000 Kernel 1: 0.021000 Kernel 2: 539.877991 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.069000 Kernel 1: 0.012000 Kernel 2: 521.057983 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.013000 Kernel 2: 178.311996 Copyback: 0.016000 Sum: 0.000000 It 34,Best ac:0.001337 0.714988 fi:0.403803. Ave ac:0.003322,0.012114 Best acc 0.001337 0.714988 Initialization: 6.214000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.786000 Kernel 1: 0.026000 Kernel 2: 104.755997 Copyback: 0.018000 Sum: 0.043000 Initial population average accuracy1:0.006050 accuracy2:0.259972 Initialization: 6.181000 Memcpy Classifiers: 0.541000 Memcpy Instances: 8.803000 Kernel 1: 0.024000 Kernel 2: 105.733002 Copyback: 0.017000 Sum: 0.058000 It 0,Best ac:0.000918 1.000000 fi:0.099978. Ave ac:0.007082,0.013602 Initialization: 6.214000 Memcpy Classifiers: 0.506000 Memcpy Instances: 11.407000 Kernel 1: 0.024000 Kernel 2: 106.075996 Copyback: 0.017000 Sum: 0.032000 It 1,Best ac:0.002526 0.846154 fi:0.253201. Ave ac:0.006670,0.012654 Initialization: 6.265000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.774000 Kernel 1: 0.024000 Kernel 2: 104.806000 Copyback: 0.017000 Sum: 0.033000 It 2,Best ac:0.001148 1.000000 fi:0.099889. Ave ac:0.006125,0.010750 Initialization: 6.203000 Memcpy Classifiers: 0.450000 Memcpy Instances: 9.667000 Kernel 1: 0.031000 Kernel 2: 103.899002 Copyback: 0.017000 Sum: 0.035000 It 3,Best ac:0.001148 0.833333 fi:0.266556. Ave ac:0.005985,0.011176 Initialization: 6.278000 Memcpy Classifiers: 0.434000 Memcpy Instances: 10.974000 Kernel 1: 0.024000 Kernel 2: 107.724998 Copyback: 0.017000 Sum: 0.030000 It 4,Best ac:0.001148 1.000000 fi:0.099889. Ave ac:0.005429,0.009773 Initialization: 6.167000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.782000 Kernel 1: 0.024000 Kernel 2: 108.992996 Copyback: 0.017000 Sum: 0.032000 It 5,Best ac:0.001608 1.000000 fi:0.099711. Ave ac:0.004393,0.007356 Initialization: 6.178000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.804000 Kernel 1: 0.024000 Kernel 2: 105.397003 Copyback: 0.017000 Sum: 0.032000 It 6,Best ac:0.001148 1.000000 fi:0.099889. Ave ac:0.004766,0.008137 Initialization: 6.305000 Memcpy Classifiers: 0.713000 Memcpy Instances: 11.786000 Kernel 1: 0.023000 Kernel 2: 104.547997 Copyback: 0.017000 Sum: 0.030000 It 7,Best ac:0.001148 1.000000 fi:0.099889. Ave ac:0.004655,0.009358 Initialization: 8.599000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.246000 Kernel 1: 0.033000 Kernel 2: 104.370003 Copyback: 0.018000 Sum: 0.039000 It 8,Best ac:0.001148 1.000000 fi:0.099889. Ave ac:0.004331,0.008745 Initialization: 7.101000 Memcpy Classifiers: 0.622000 Memcpy Instances: 12.573000 Kernel 1: 0.027000 Kernel 2: 103.469002 Copyback: 0.018000 Sum: 0.036000 It 9,Best ac:0.001378 1.000000 fi:0.099800. Ave ac:0.003539,0.005097 Iteration 10:MDL fitness activated Error 0.099800 TL 0.043924 MDL Theory Length Weight: 0.7573765449 (5) Initialization: 7.189000 Memcpy Classifiers: 0.483000 Memcpy Instances: 11.526000 Kernel 1: 0.023000 Kernel 2: 100.089996 Copyback: 0.017000 Sum: 0.032000 It 10,Best ac:0.000918 1.000000 fi:0.121529. Ave ac:0.003313,0.005728 Initialization: 6.344000 Memcpy Classifiers: 0.469000 Memcpy Instances: 9.637000 Kernel 1: 0.024000 Kernel 2: 101.731003 Copyback: 0.017000 Sum: 0.030000 It 11,Best ac:0.000919 1.000000 fi:0.124021. Ave ac:0.003819,0.007116 Initialization: 8.873000 Memcpy Classifiers: 0.840000 Memcpy Instances: 11.759000 Kernel 1: 0.024000 Kernel 2: 101.757004 Copyback: 0.017000 Sum: 0.032000 It 12,Best ac:0.001148 1.000000 fi:0.120007. Ave ac:0.004060,0.006122 Initialization: 7.650000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.795000 Kernel 1: 0.024000 Kernel 2: 100.555000 Copyback: 0.018000 Sum: 0.043000 It 13,Best ac:0.000918 1.000000 fi:0.123589. Ave ac:0.003569,0.006135 Initialization: 6.751000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.812000 Kernel 1: 0.024000 Kernel 2: 101.959000 Copyback: 0.017000 Sum: 0.029000 It 14,Best ac:0.001148 1.000000 fi:0.122668. Ave ac:0.003282,0.005755 Initialization: 6.267000 Memcpy Classifiers: 0.402000 Memcpy Instances: 10.142000 Kernel 1: 0.024000 Kernel 2: 99.283997 Copyback: 0.017000 Sum: 0.031000 It 15,Best ac:0.001607 1.000000 fi:0.121087. Ave ac:0.002948,0.004464 Initialization: 6.184000 Memcpy Classifiers: 0.378000 Memcpy Instances: 8.800000 Kernel 1: 0.023000 Kernel 2: 99.023003 Copyback: 0.017000 Sum: 0.031000 It 16,Best ac:0.001148 1.000000 fi:0.123772. Ave ac:0.002520,0.004528 Initialization: 6.206000 Memcpy Classifiers: 0.417000 Memcpy Instances: 9.893000 Kernel 1: 0.033000 Kernel 2: 98.904999 Copyback: 0.019000 Sum: 0.046000 It 17,Best ac:0.001838 1.000000 fi:0.119789. Ave ac:0.003083,0.004916 Initialization: 6.759000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.806000 Kernel 1: 0.023000 Kernel 2: 98.084999 Copyback: 0.017000 Sum: 0.030000 It 18,Best ac:0.000919 1.000000 fi:0.120326. Ave ac:0.002235,0.004206 Initialization: 6.202000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.795000 Kernel 1: 0.024000 Kernel 2: 98.078003 Copyback: 0.017000 Sum: 0.030000 It 19,Best ac:0.002526 1.000000 fi:0.116212. Ave ac:0.002982,0.005323 Initialization: 7.564000 Memcpy Classifiers: 0.648000 Memcpy Instances: 13.164000 Kernel 1: 0.025000 Kernel 2: 96.110001 Copyback: 0.017000 Sum: 0.030000 It 20,Best ac:0.000919 1.000000 fi:0.123432. Ave ac:0.002855,0.005338 Initialization: 7.504000 Memcpy Classifiers: 0.712000 Memcpy Instances: 12.888000 Kernel 1: 0.024000 Kernel 2: 91.861000 Copyback: 0.016000 Sum: 0.030000 It 21,Best ac:0.001378 1.000000 fi:0.118563. Ave ac:0.002441,0.005990 Initialization: 6.538000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.769000 Kernel 1: 0.024000 Kernel 2: 95.759003 Copyback: 0.017000 Sum: 0.029000 It 22,Best ac:0.001148 1.000000 fi:0.118719. Ave ac:0.002557,0.004961 Initialization: 6.207000 Memcpy Classifiers: 0.384000 Memcpy Instances: 9.314000 Kernel 1: 0.024000 Kernel 2: 93.879997 Copyback: 0.017000 Sum: 0.027000 It 23,Best ac:0.001378 1.000000 fi:0.118869. Ave ac:0.003421,0.006710 Initialization: 6.213000 Memcpy Classifiers: 0.381000 Memcpy Instances: 12.110000 Kernel 1: 0.024000 Kernel 2: 95.553001 Copyback: 0.371000 Sum: 0.028000 It 24,Best ac:0.001608 1.000000 fi:0.120092. Ave ac:0.001948,0.002911 Initialization: 7.727000 Memcpy Classifiers: 0.544000 Memcpy Instances: 11.184000 Kernel 1: 0.022000 Kernel 2: 93.637001 Copyback: 0.017000 Sum: 0.030000 It 25,Best ac:0.001378 1.000000 fi:0.117024. Ave ac:0.002940,0.005100 Initialization: 7.515000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.202000 Kernel 1: 0.032000 Kernel 2: 89.482002 Copyback: 0.018000 Sum: 0.032000 It 26,Best ac:0.001607 1.000000 fi:0.114442. Ave ac:0.002345,0.003346 Initialization: 6.231000 Memcpy Classifiers: 0.399000 Memcpy Instances: 10.438000 Kernel 1: 0.023000 Kernel 2: 90.633003 Copyback: 0.017000 Sum: 0.037000 It 27,Best ac:0.002067 1.000000 fi:0.117597. Ave ac:0.002920,0.005316 Initialization: 6.838000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.778000 Kernel 1: 0.024000 Kernel 2: 87.268997 Copyback: 0.016000 Sum: 0.030000 It 28,Best ac:0.002985 1.000000 fi:0.117952. Ave ac:0.002364,0.003921 Initialization: 6.999000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.918000 Kernel 1: 0.032000 Kernel 2: 89.227997 Copyback: 0.017000 Sum: 0.032000 It 29,Best ac:0.001148 1.000000 fi:0.119220. Ave ac:0.003101,0.007223 Initialization: 7.031000 Memcpy Classifiers: 0.362000 Memcpy Instances: 13.287000 Kernel 1: 0.026000 Kernel 2: 88.119003 Copyback: 0.017000 Sum: 0.039000 It 30,Best ac:0.001608 1.000000 fi:0.119898. Ave ac:0.003118,0.004445 Initialization: 7.326000 Memcpy Classifiers: 0.592000 Memcpy Instances: 9.359000 Kernel 1: 0.024000 Kernel 2: 89.206001 Copyback: 0.017000 Sum: 0.031000 It 31,Best ac:0.001378 1.000000 fi:0.115866. Ave ac:0.002408,0.003507 Initialization: 7.900000 Memcpy Classifiers: 0.489000 Memcpy Instances: 10.551000 Kernel 1: 0.028000 Kernel 2: 87.757004 Copyback: 0.019000 Sum: 0.040000 It 32,Best ac:0.001148 1.000000 fi:0.116647. Ave ac:0.001904,0.003054 Initialization: 9.107000 Memcpy Classifiers: 0.522000 Memcpy Instances: 11.190000 Kernel 1: 0.023000 Kernel 2: 86.161003 Copyback: 0.018000 Sum: 0.035000 It 33,Best ac:0.001378 1.000000 fi:0.117765. Ave ac:0.002854,0.004264 Initialization: 24.499001 Memcpy Instances: 444.588989 Memcpy Classifiers: 0.068000 Kernel 1: 0.027000 Kernel 2: 485.097992 Copyback: 0.015000 Sum: 0.014000 Memcpy Classifiers: 0.060000 Kernel 1: 0.013000 Kernel 2: 479.346985 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.012000 Kernel 2: 479.536987 Copyback: 0.017000 Sum: 0.002000 Memcpy Classifiers: 0.067000 Kernel 1: 0.016000 Kernel 2: 483.532013 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.012000 Kernel 2: 470.035004 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 483.196014 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 499.674011 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.012000 Kernel 2: 474.601013 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.095000 Kernel 1: 0.022000 Kernel 2: 481.915985 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.012000 Kernel 2: 496.533997 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.012000 Kernel 2: 487.307007 Copyback: 0.370000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.012000 Kernel 2: 495.556000 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.041000 Kernel 1: 0.013000 Kernel 2: 161.563995 Copyback: 0.015000 Sum: 0.000000 It 34,Best ac:0.000905 0.791165 fi:0.330195. Ave ac:0.002303,0.008671 Best acc 0.000905 0.791165 Rule:Att PSSM_-4_7 is [<2.057613]|Att PSSM_-3_18 is [<6.279220]|Att PSSM_-2_7 is [<-0.541531]|Att PSSM_0_3 is [-5.153277,-4.409955]|Att PSSM_0_4 is [<3.283206]|Att PSSM_1_6 is [<-1.436636]|Att PSSM_1_15 is [<4.070576]|Att PSSM_2_11 is [0.742398,4.860034]|Att PSSM_2_16 is [-5.688282,-2.311718]|Att PSSM_3_7 is [<5.903494]|1 Accuracy : 0.748476 0 1 161264 2816 56201 14357 Removed 249 instances. 217465 Instances left. Acc of rule 0.000905-0.791165 Initialization: 6.175000 Memcpy Classifiers: 0.507000 Memcpy Instances: 11.747000 Kernel 1: 0.025000 Kernel 2: 106.694000 Copyback: 0.017000 Sum: 0.044000 Initial population average accuracy1:0.006503 accuracy2:0.244803 Initialization: 7.283000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.755000 Kernel 1: 0.024000 Kernel 2: 105.456001 Copyback: 0.017000 Sum: 0.057000 It 0,Best ac:0.000690 1.000000 fi:0.277654. Ave ac:0.007048,0.011587 Initialization: 6.198000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.771000 Kernel 1: 0.024000 Kernel 2: 104.792000 Copyback: 0.018000 Sum: 0.040000 It 1,Best ac:0.000920 1.000000 fi:0.099977. Ave ac:0.006032,0.008505 Initialization: 6.149000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.822000 Kernel 1: 0.023000 Kernel 2: 104.490997 Copyback: 0.017000 Sum: 0.032000 It 2,Best ac:0.002989 0.928571 fi:0.170602. Ave ac:0.005188,0.007965 Initialization: 6.152000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.794000 Kernel 1: 0.024000 Kernel 2: 102.001999 Copyback: 0.017000 Sum: 0.034000 It 3,Best ac:0.001610 1.000000 fi:0.099709. Ave ac:0.005072,0.009168 Initialization: 6.144000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.805000 Kernel 1: 0.023000 Kernel 2: 103.346001 Copyback: 0.017000 Sum: 0.030000 It 4,Best ac:0.000920 1.000000 fi:0.099977. Ave ac:0.004357,0.008701 Initialization: 6.120000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.770000 Kernel 1: 0.024000 Kernel 2: 101.225998 Copyback: 0.017000 Sum: 0.035000 It 5,Best ac:0.000920 1.000000 fi:0.099977. Ave ac:0.004134,0.006058 Initialization: 6.171000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.778000 Kernel 1: 0.024000 Kernel 2: 99.037003 Copyback: 0.017000 Sum: 0.030000 It 6,Best ac:0.001380 1.000000 fi:0.099798. Ave ac:0.004068,0.007272 Initialization: 6.199000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.753000 Kernel 1: 0.025000 Kernel 2: 101.181000 Copyback: 0.017000 Sum: 0.033000 It 7,Best ac:0.002069 1.000000 fi:0.099530. Ave ac:0.003483,0.007756 Initialization: 6.239000 Memcpy Classifiers: 0.459000 Memcpy Instances: 8.773000 Kernel 1: 0.024000 Kernel 2: 98.709999 Copyback: 0.017000 Sum: 0.031000 It 8,Best ac:0.000920 1.000000 fi:0.099977. Ave ac:0.003064,0.004438 Initialization: 6.176000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.790000 Kernel 1: 0.024000 Kernel 2: 96.672997 Copyback: 0.017000 Sum: 0.032000 It 9,Best ac:0.001150 1.000000 fi:0.099887. Ave ac:0.003005,0.003969 Iteration 10:MDL fitness activated Error 0.099887 TL 0.047035 MDL Theory Length Weight: 0.7078985009 (3) Initialization: 6.172000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.790000 Kernel 1: 0.024000 Kernel 2: 95.042999 Copyback: 0.016000 Sum: 0.034000 It 10,Best ac:0.000920 1.000000 fi:0.123218. Ave ac:0.003123,0.006539 Initialization: 6.227000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.765000 Kernel 1: 0.025000 Kernel 2: 91.917000 Copyback: 0.017000 Sum: 0.029000 It 11,Best ac:0.002069 1.000000 fi:0.123657. Ave ac:0.003354,0.007542 Initialization: 6.061000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.782000 Kernel 1: 0.024000 Kernel 2: 95.954002 Copyback: 0.017000 Sum: 0.029000 It 12,Best ac:0.001839 1.000000 fi:0.117855. Ave ac:0.002765,0.004836 Initialization: 8.007000 Memcpy Classifiers: 0.744000 Memcpy Instances: 9.389000 Kernel 1: 0.023000 Kernel 2: 93.455002 Copyback: 0.018000 Sum: 0.031000 It 13,Best ac:0.001610 1.000000 fi:0.119911. Ave ac:0.002508,0.005261 Initialization: 6.171000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.763000 Kernel 1: 0.024000 Kernel 2: 93.149002 Copyback: 0.017000 Sum: 0.027000 It 14,Best ac:0.000920 1.000000 fi:0.126145. Ave ac:0.002305,0.003916 Initialization: 6.205000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.805000 Kernel 1: 0.024000 Kernel 2: 90.982002 Copyback: 0.017000 Sum: 0.030000 It 15,Best ac:0.000920 1.000000 fi:0.119294. Ave ac:0.002638,0.004225 Initialization: 6.099000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.782000 Kernel 1: 0.024000 Kernel 2: 93.402000 Copyback: 0.016000 Sum: 0.033000 It 16,Best ac:0.001149 1.000000 fi:0.120829. Ave ac:0.002714,0.004184 Initialization: 6.196000 Memcpy Classifiers: 0.418000 Memcpy Instances: 8.805000 Kernel 1: 0.021000 Kernel 2: 91.829002 Copyback: 0.017000 Sum: 0.034000 It 17,Best ac:0.000920 1.000000 fi:0.118682. Ave ac:0.002527,0.003925 Initialization: 6.154000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.764000 Kernel 1: 0.024000 Kernel 2: 92.648003 Copyback: 0.017000 Sum: 0.034000 It 18,Best ac:0.002759 0.857143 fi:0.255569. Ave ac:0.002366,0.003743 Initialization: 6.104000 Memcpy Classifiers: 0.430000 Memcpy Instances: 8.781000 Kernel 1: 0.023000 Kernel 2: 90.630997 Copyback: 0.017000 Sum: 0.031000 It 19,Best ac:0.002299 1.000000 fi:0.114534. Ave ac:0.003341,0.004516 Initialization: 6.168000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.751000 Kernel 1: 0.026000 Kernel 2: 90.870003 Copyback: 0.017000 Sum: 0.036000 It 20,Best ac:0.001610 1.000000 fi:0.114499. Ave ac:0.002995,0.007323 Initialization: 6.163000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.764000 Kernel 1: 0.025000 Kernel 2: 89.757004 Copyback: 0.016000 Sum: 0.028000 It 21,Best ac:0.000920 1.000000 fi:0.117344. Ave ac:0.003098,0.005520 Initialization: 6.227000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.753000 Kernel 1: 0.024000 Kernel 2: 91.862999 Copyback: 0.017000 Sum: 0.031000 It 22,Best ac:0.001610 1.000000 fi:0.116401. Ave ac:0.002168,0.003113 Initialization: 7.191000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.775000 Kernel 1: 0.024000 Kernel 2: 89.542999 Copyback: 0.018000 Sum: 0.035000 It 23,Best ac:0.001150 1.000000 fi:0.120888. Ave ac:0.002679,0.004531 Initialization: 7.730000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.801000 Kernel 1: 0.024000 Kernel 2: 92.022003 Copyback: 0.016000 Sum: 0.032000 It 24,Best ac:0.000920 1.000000 fi:0.119294. Ave ac:0.003035,0.007124 Initialization: 7.101000 Memcpy Classifiers: 0.475000 Memcpy Instances: 10.355000 Kernel 1: 0.024000 Kernel 2: 93.237999 Copyback: 0.017000 Sum: 0.032000 It 25,Best ac:0.001610 1.000000 fi:0.118390. Ave ac:0.003072,0.006863 Initialization: 6.267000 Memcpy Classifiers: 0.433000 Memcpy Instances: 13.317000 Kernel 1: 0.023000 Kernel 2: 96.086998 Copyback: 0.018000 Sum: 0.030000 It 26,Best ac:0.000920 1.000000 fi:0.118309. Ave ac:0.003366,0.006722 Initialization: 7.030000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.778000 Kernel 1: 0.022000 Kernel 2: 92.068001 Copyback: 0.017000 Sum: 0.031000 It 27,Best ac:0.000920 1.000000 fi:0.115252. Ave ac:0.002557,0.005496 Initialization: 6.704000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.763000 Kernel 1: 0.024000 Kernel 2: 89.745003 Copyback: 0.017000 Sum: 0.030000 It 28,Best ac:0.001380 1.000000 fi:0.119483. Ave ac:0.002851,0.009224 Initialization: 7.604000 Memcpy Classifiers: 0.640000 Memcpy Instances: 9.805000 Kernel 1: 0.032000 Kernel 2: 88.008003 Copyback: 0.017000 Sum: 0.030000 It 29,Best ac:0.001840 1.000000 fi:0.114081. Ave ac:0.002586,0.006394 Initialization: 6.219000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.797000 Kernel 1: 0.023000 Kernel 2: 90.536003 Copyback: 0.017000 Sum: 0.029000 It 30,Best ac:0.001150 1.000000 fi:0.117705. Ave ac:0.002244,0.004495 Initialization: 6.166000 Memcpy Classifiers: 0.435000 Memcpy Instances: 12.180000 Kernel 1: 0.024000 Kernel 2: 91.883003 Copyback: 0.369000 Sum: 0.038000 It 31,Best ac:0.000920 1.000000 fi:0.116002. Ave ac:0.002897,0.005428 Initialization: 6.815000 Memcpy Classifiers: 0.434000 Memcpy Instances: 11.694000 Kernel 1: 0.023000 Kernel 2: 91.226997 Copyback: 0.017000 Sum: 0.030000 It 32,Best ac:0.001379 1.000000 fi:0.116634. Ave ac:0.002851,0.009011 Initialization: 6.272000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.817000 Kernel 1: 0.023000 Kernel 2: 88.509003 Copyback: 0.017000 Sum: 0.028000 It 33,Best ac:0.001150 1.000000 fi:0.115863. Ave ac:0.002321,0.003959 Initialization: 26.965000 Memcpy Instances: 494.932007 Memcpy Classifiers: 0.073000 Kernel 1: 0.024000 Kernel 2: 482.315002 Copyback: 0.015000 Sum: 0.013000 Memcpy Classifiers: 0.072000 Kernel 1: 0.013000 Kernel 2: 496.915009 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.084000 Kernel 1: 0.016000 Kernel 2: 500.787994 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.093000 Kernel 1: 0.018000 Kernel 2: 483.108002 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.071000 Kernel 1: 0.013000 Kernel 2: 486.734985 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.105000 Kernel 1: 0.022000 Kernel 2: 502.954010 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.071000 Kernel 1: 0.014000 Kernel 2: 490.734009 Copyback: 0.016000 Sum: 0.001000 Memcpy Classifiers: 0.103000 Kernel 1: 0.021000 Kernel 2: 493.552002 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.071000 Kernel 1: 0.013000 Kernel 2: 482.903015 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.091000 Kernel 1: 0.017000 Kernel 2: 488.412994 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.013000 Kernel 2: 490.942993 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.089000 Kernel 1: 0.016000 Kernel 2: 489.365997 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.016000 Kernel 2: 166.679001 Copyback: 0.369000 Sum: 0.001000 It 34,Best ac:0.000860 0.711027 fi:0.404949. Ave ac:0.002211,0.007758 Best acc 0.000860 0.711027 Initialization: 6.140000 Memcpy Classifiers: 0.541000 Memcpy Instances: 8.792000 Kernel 1: 0.025000 Kernel 2: 107.517998 Copyback: 0.017000 Sum: 0.041000 Initial population average accuracy1:0.005804 accuracy2:0.255602 Initialization: 7.464000 Memcpy Classifiers: 0.523000 Memcpy Instances: 9.332000 Kernel 1: 0.033000 Kernel 2: 108.781998 Copyback: 0.017000 Sum: 0.046000 It 0,Best ac:0.001149 1.000000 fi:0.099887. Ave ac:0.006141,0.011426 Initialization: 7.209000 Memcpy Classifiers: 0.839000 Memcpy Instances: 12.845000 Kernel 1: 0.024000 Kernel 2: 104.482002 Copyback: 0.017000 Sum: 0.031000 It 1,Best ac:0.001150 1.000000 fi:0.099887. Ave ac:0.005883,0.009490 Initialization: 5.993000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.774000 Kernel 1: 0.024000 Kernel 2: 101.891998 Copyback: 0.018000 Sum: 0.040000 It 2,Best ac:0.001610 0.875000 fi:0.224709. Ave ac:0.005526,0.011273 Initialization: 6.183000 Memcpy Classifiers: 0.470000 Memcpy Instances: 13.463000 Kernel 1: 0.026000 Kernel 2: 103.698997 Copyback: 0.018000 Sum: 0.046000 It 3,Best ac:0.000920 1.000000 fi:0.099977. Ave ac:0.005043,0.009750 Initialization: 6.126000 Memcpy Classifiers: 0.479000 Memcpy Instances: 8.996000 Kernel 1: 0.023000 Kernel 2: 106.095001 Copyback: 0.017000 Sum: 0.032000 It 4,Best ac:0.000919 1.000000 fi:0.099977. Ave ac:0.003713,0.005423 Initialization: 6.178000 Memcpy Classifiers: 0.495000 Memcpy Instances: 11.821000 Kernel 1: 0.024000 Kernel 2: 103.379997 Copyback: 0.017000 Sum: 0.032000 It 5,Best ac:0.000920 1.000000 fi:0.099977. Ave ac:0.003384,0.005173 Initialization: 6.312000 Memcpy Classifiers: 0.451000 Memcpy Instances: 11.845000 Kernel 1: 0.023000 Kernel 2: 106.271004 Copyback: 0.018000 Sum: 0.045000 It 6,Best ac:0.001150 1.000000 fi:0.099887. Ave ac:0.003512,0.005611 Initialization: 6.535000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.768000 Kernel 1: 0.025000 Kernel 2: 103.244003 Copyback: 0.019000 Sum: 0.040000 It 7,Best ac:0.001380 1.000000 fi:0.099798. Ave ac:0.002791,0.003704 Initialization: 6.165000 Memcpy Classifiers: 0.520000 Memcpy Instances: 10.031000 Kernel 1: 0.032000 Kernel 2: 104.057999 Copyback: 0.017000 Sum: 0.049000 It 8,Best ac:0.001610 1.000000 fi:0.099709. Ave ac:0.003044,0.004004 Initialization: 6.273000 Memcpy Classifiers: 0.524000 Memcpy Instances: 11.383000 Kernel 1: 0.025000 Kernel 2: 105.250000 Copyback: 0.017000 Sum: 0.028000 It 9,Best ac:0.001840 1.000000 fi:0.099620. Ave ac:0.002523,0.003496 Iteration 10:MDL fitness activated Error 0.099620 TL 0.044963 MDL Theory Length Weight: 0.7385284821 (1) Initialization: 6.811000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.775000 Kernel 1: 0.025000 Kernel 2: 106.155998 Copyback: 0.017000 Sum: 0.034000 It 10,Best ac:0.000920 1.000000 fi:0.126940. Ave ac:0.002749,0.003891 Initialization: 6.257000 Memcpy Classifiers: 0.450000 Memcpy Instances: 11.283000 Kernel 1: 0.023000 Kernel 2: 109.241997 Copyback: 0.019000 Sum: 0.043000 It 11,Best ac:0.001149 1.000000 fi:0.125966. Ave ac:0.002629,0.003470 Initialization: 6.169000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.781000 Kernel 1: 0.024000 Kernel 2: 102.958000 Copyback: 0.018000 Sum: 0.039000 It 12,Best ac:0.002069 1.000000 fi:0.125121. Ave ac:0.002414,0.003246 Initialization: 7.686000 Memcpy Classifiers: 0.808000 Memcpy Instances: 12.396000 Kernel 1: 0.027000 Kernel 2: 105.586998 Copyback: 0.018000 Sum: 0.042000 It 13,Best ac:0.001149 1.000000 fi:0.131057. Ave ac:0.002324,0.003322 Initialization: 6.235000 Memcpy Classifiers: 0.452000 Memcpy Instances: 12.179000 Kernel 1: 0.024000 Kernel 2: 105.780998 Copyback: 0.018000 Sum: 0.031000 It 14,Best ac:0.001380 1.000000 fi:0.125680. Ave ac:0.002713,0.003489 Initialization: 6.199000 Memcpy Classifiers: 0.629000 Memcpy Instances: 12.133000 Kernel 1: 0.025000 Kernel 2: 108.189003 Copyback: 0.017000 Sum: 0.028000 It 15,Best ac:0.001149 1.000000 fi:0.130692. Ave ac:0.002280,0.002680 Initialization: 6.852000 Memcpy Classifiers: 0.775000 Memcpy Instances: 13.669000 Kernel 1: 0.028000 Kernel 2: 107.885002 Copyback: 0.016000 Sum: 0.038000 It 16,Best ac:0.001380 1.000000 fi:0.130225. Ave ac:0.002266,0.003176 Initialization: 6.122000 Memcpy Classifiers: 0.468000 Memcpy Instances: 9.605000 Kernel 1: 0.032000 Kernel 2: 106.750999 Copyback: 0.016000 Sum: 0.034000 It 17,Best ac:0.002069 1.000000 fi:0.125574. Ave ac:0.002553,0.003585 Initialization: 7.569000 Memcpy Classifiers: 0.451000 Memcpy Instances: 12.302000 Kernel 1: 0.026000 Kernel 2: 108.552002 Copyback: 0.017000 Sum: 0.032000 It 18,Best ac:0.001150 1.000000 fi:0.132023. Ave ac:0.002622,0.003552 Initialization: 6.211000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.781000 Kernel 1: 0.023000 Kernel 2: 105.332001 Copyback: 0.019000 Sum: 0.041000 It 19,Best ac:0.001380 1.000000 fi:0.125389. Ave ac:0.002681,0.003497 Initialization: 6.580000 Memcpy Classifiers: 0.662000 Memcpy Instances: 12.085000 Kernel 1: 0.025000 Kernel 2: 108.583000 Copyback: 0.018000 Sum: 0.043000 It 20,Best ac:0.001380 1.000000 fi:0.122982. Ave ac:0.002854,0.003537 Initialization: 8.479000 Memcpy Classifiers: 0.775000 Memcpy Instances: 10.008000 Kernel 1: 0.032000 Kernel 2: 110.245003 Copyback: 0.017000 Sum: 0.038000 It 21,Best ac:0.000920 1.000000 fi:0.129232. Ave ac:0.003126,0.004785 Initialization: 6.123000 Memcpy Classifiers: 0.499000 Memcpy Instances: 8.770000 Kernel 1: 0.024000 Kernel 2: 106.376999 Copyback: 0.017000 Sum: 0.030000 It 22,Best ac:0.001150 1.000000 fi:0.128914. Ave ac:0.002683,0.004038 Initialization: 6.240000 Memcpy Classifiers: 0.435000 Memcpy Instances: 12.085000 Kernel 1: 0.023000 Kernel 2: 108.348000 Copyback: 0.017000 Sum: 0.031000 It 23,Best ac:0.001150 1.000000 fi:0.130314. Ave ac:0.002583,0.003817 Initialization: 6.916000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.861000 Kernel 1: 0.032000 Kernel 2: 104.635002 Copyback: 0.016000 Sum: 0.027000 It 24,Best ac:0.001150 1.000000 fi:0.129629. Ave ac:0.002298,0.003408 Initialization: 6.409000 Memcpy Classifiers: 0.455000 Memcpy Instances: 12.673000 Kernel 1: 0.023000 Kernel 2: 104.844002 Copyback: 0.018000 Sum: 0.043000 It 25,Best ac:0.001150 1.000000 fi:0.131052. Ave ac:0.002600,0.003938 Initialization: 7.977000 Memcpy Classifiers: 0.434000 Memcpy Instances: 11.290000 Kernel 1: 0.022000 Kernel 2: 105.800003 Copyback: 0.017000 Sum: 0.034000 It 26,Best ac:0.001610 1.000000 fi:0.123500. Ave ac:0.001963,0.002447 Initialization: 6.236000 Memcpy Classifiers: 0.435000 Memcpy Instances: 11.666000 Kernel 1: 0.033000 Kernel 2: 103.808998 Copyback: 0.017000 Sum: 0.030000 It 27,Best ac:0.000920 1.000000 fi:0.123229. Ave ac:0.001969,0.002508 Initialization: 9.052000 Memcpy Classifiers: 0.774000 Memcpy Instances: 12.855000 Kernel 1: 0.025000 Kernel 2: 101.991997 Copyback: 0.017000 Sum: 0.032000 It 28,Best ac:0.001610 1.000000 fi:0.124694. Ave ac:0.002031,0.002354 Initialization: 8.857000 Memcpy Classifiers: 0.435000 Memcpy Instances: 11.449000 Kernel 1: 0.024000 Kernel 2: 104.274002 Copyback: 0.017000 Sum: 0.041000 It 29,Best ac:0.000920 1.000000 fi:0.129445. Ave ac:0.002108,0.002405 MDL Theory Length Weight: 0.6646756339 (10) Initialization: 7.513000 Memcpy Classifiers: 0.451000 Memcpy Instances: 10.294000 Kernel 1: 0.029000 Kernel 2: 104.556999 Copyback: 0.017000 Sum: 0.030000 It 30,Best ac:0.000920 1.000000 fi:0.122459. Ave ac:0.002211,0.002919 Initialization: 6.191000 Memcpy Classifiers: 0.489000 Memcpy Instances: 8.812000 Kernel 1: 0.023000 Kernel 2: 102.935997 Copyback: 0.018000 Sum: 0.038000 It 31,Best ac:0.002069 1.000000 fi:0.122715. Ave ac:0.002246,0.002669 Initialization: 7.863000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.792000 Kernel 1: 0.024000 Kernel 2: 102.893997 Copyback: 0.017000 Sum: 0.029000 It 32,Best ac:0.002299 1.000000 fi:0.124933. Ave ac:0.001670,0.001693 Initialization: 7.916000 Memcpy Classifiers: 0.646000 Memcpy Instances: 11.098000 Kernel 1: 0.025000 Kernel 2: 101.539001 Copyback: 0.016000 Sum: 0.029000 It 33,Best ac:0.001840 1.000000 fi:0.117413. Ave ac:0.001972,0.002277 Initialization: 28.895000 Memcpy Instances: 497.248993 Memcpy Classifiers: 0.114000 Kernel 1: 0.034000 Kernel 2: 559.114014 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.093000 Kernel 1: 0.017000 Kernel 2: 565.435974 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 558.166016 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 561.960999 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.072000 Kernel 1: 0.012000 Kernel 2: 562.648987 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.106000 Kernel 1: 0.021000 Kernel 2: 565.719971 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.092000 Kernel 1: 0.017000 Kernel 2: 560.351013 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.072000 Kernel 1: 0.013000 Kernel 2: 560.336975 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.072000 Kernel 1: 0.013000 Kernel 2: 566.125977 Copyback: 0.017000 Sum: 0.003000 Memcpy Classifiers: 0.106000 Kernel 1: 0.022000 Kernel 2: 572.215027 Copyback: 0.018000 Sum: 0.002000 Memcpy Classifiers: 0.092000 Kernel 1: 0.019000 Kernel 2: 554.333984 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.072000 Kernel 1: 0.013000 Kernel 2: 555.348999 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.050000 Kernel 1: 0.012000 Kernel 2: 176.401001 Copyback: 0.022000 Sum: 0.002000 It 34,Best ac:0.001701 0.722656 fi:0.394810. Ave ac:0.002095,0.007058 Best acc 0.001701 0.722656 Rule:Att PSSM_-4_7 is [-4.435915,-0.502973]|Att PSSM_-3_4 is [<0.292411]|Att PSSM_-3_10 is [-5.095156,3.965209]|Att PSSM_0_10 is [-0.812072,7.556580]|Att PSSM_0_13 is [>2.319537]|Att PSSM_0_17 is [-5.053997,5.471508]|Att PSSM_3_12 is [<-2.095295]|Att PSSM_4_2 is [<-2.466464]|Att PSSM_4_15 is [<-0.988636]|1 Accuracy : 0.749448 0 1 161122 2958 55831 14727 Removed 512 instances. 216953 Instances left. Acc of rule 0.001701-0.722656 Initialization: 8.534000 Memcpy Classifiers: 0.934000 Memcpy Instances: 12.768000 Kernel 1: 0.023000 Kernel 2: 106.960999 Copyback: 0.017000 Sum: 0.051000 Initial population average accuracy1:0.006397 accuracy2:0.237386 Initialization: 8.221000 Memcpy Classifiers: 0.579000 Memcpy Instances: 8.743000 Kernel 1: 0.024000 Kernel 2: 107.617996 Copyback: 0.017000 Sum: 0.036000 It 0,Best ac:0.001153 0.833333 fi:0.266551. Ave ac:0.006987,0.012445 Initialization: 6.205000 Memcpy Classifiers: 0.613000 Memcpy Instances: 8.764000 Kernel 1: 0.024000 Kernel 2: 107.532997 Copyback: 0.018000 Sum: 0.039000 It 1,Best ac:0.001152 1.000000 fi:0.099885. Ave ac:0.006758,0.012210 Initialization: 7.855000 Memcpy Classifiers: 0.537000 Memcpy Instances: 10.094000 Kernel 1: 0.033000 Kernel 2: 103.140999 Copyback: 0.017000 Sum: 0.032000 It 2,Best ac:0.001383 0.857143 fi:0.242651. Ave ac:0.006712,0.011056 Initialization: 6.166000 Memcpy Classifiers: 0.488000 Memcpy Instances: 11.030000 Kernel 1: 0.023000 Kernel 2: 104.908997 Copyback: 0.017000 Sum: 0.030000 It 3,Best ac:0.001383 0.857143 fi:0.242651. Ave ac:0.005979,0.009248 Initialization: 7.630000 Memcpy Classifiers: 0.487000 Memcpy Instances: 11.569000 Kernel 1: 0.024000 Kernel 2: 105.611000 Copyback: 0.018000 Sum: 0.030000 It 4,Best ac:0.001152 1.000000 fi:0.099885. Ave ac:0.005738,0.009260 Initialization: 6.167000 Memcpy Classifiers: 0.505000 Memcpy Instances: 11.289000 Kernel 1: 0.024000 Kernel 2: 102.907997 Copyback: 0.017000 Sum: 0.030000 It 5,Best ac:0.002074 1.000000 fi:0.099525. Ave ac:0.004098,0.006882 Initialization: 6.169000 Memcpy Classifiers: 0.541000 Memcpy Instances: 9.864000 Kernel 1: 0.032000 Kernel 2: 103.198997 Copyback: 0.017000 Sum: 0.030000 It 6,Best ac:0.000922 1.000000 fi:0.099974. Ave ac:0.004000,0.007269 Initialization: 6.209000 Memcpy Classifiers: 0.539000 Memcpy Instances: 8.746000 Kernel 1: 0.023000 Kernel 2: 101.561996 Copyback: 0.018000 Sum: 0.042000 It 7,Best ac:0.001153 1.000000 fi:0.099884. Ave ac:0.004736,0.007295 Initialization: 7.327000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.758000 Kernel 1: 0.025000 Kernel 2: 104.230003 Copyback: 0.017000 Sum: 0.032000 It 8,Best ac:0.001152 1.000000 fi:0.099884. Ave ac:0.005062,0.008656 Initialization: 6.832000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.764000 Kernel 1: 0.024000 Kernel 2: 101.223999 Copyback: 0.016000 Sum: 0.030000 It 9,Best ac:0.001844 1.000000 fi:0.099615. Ave ac:0.005031,0.008593 Iteration 10:MDL fitness activated Error 0.099615 TL 0.034622 MDL Theory Length Weight: 0.9590597652 (5) Initialization: 6.176000 Memcpy Classifiers: 0.547000 Memcpy Instances: 8.742000 Kernel 1: 0.024000 Kernel 2: 98.837997 Copyback: 0.017000 Sum: 0.034000 It 10,Best ac:0.000922 1.000000 fi:0.128877. Ave ac:0.004741,0.008087 Initialization: 6.192000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.769000 Kernel 1: 0.023000 Kernel 2: 96.294998 Copyback: 0.017000 Sum: 0.032000 It 11,Best ac:0.001382 1.000000 fi:0.140083. Ave ac:0.004564,0.011266 Initialization: 6.239000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.746000 Kernel 1: 0.023000 Kernel 2: 98.166000 Copyback: 0.017000 Sum: 0.029000 It 12,Best ac:0.001613 1.000000 fi:0.118285. Ave ac:0.003575,0.005848 Initialization: 6.254000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.749000 Kernel 1: 0.023000 Kernel 2: 92.806999 Copyback: 0.017000 Sum: 0.032000 It 13,Best ac:0.001613 1.000000 fi:0.131148. Ave ac:0.004027,0.008742 Initialization: 6.222000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.780000 Kernel 1: 0.024000 Kernel 2: 97.703003 Copyback: 0.017000 Sum: 0.033000 It 14,Best ac:0.001844 1.000000 fi:0.123275. Ave ac:0.003930,0.007283 Initialization: 6.182000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.717000 Kernel 1: 0.023000 Kernel 2: 98.130997 Copyback: 0.018000 Sum: 0.036000 It 15,Best ac:0.001153 1.000000 fi:0.124226. Ave ac:0.003604,0.008555 Initialization: 6.889000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.739000 Kernel 1: 0.024000 Kernel 2: 98.053001 Copyback: 0.016000 Sum: 0.031000 It 16,Best ac:0.001152 1.000000 fi:0.118465. Ave ac:0.003194,0.005215 Initialization: 6.252000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.758000 Kernel 1: 0.024000 Kernel 2: 100.503998 Copyback: 0.017000 Sum: 0.030000 It 17,Best ac:0.001152 1.000000 fi:0.118465. Ave ac:0.003170,0.005986 Initialization: 6.179000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.811000 Kernel 1: 0.023000 Kernel 2: 99.290001 Copyback: 0.017000 Sum: 0.029000 It 18,Best ac:0.000922 1.000000 fi:0.117987. Ave ac:0.002560,0.003909 Initialization: 6.256000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.756000 Kernel 1: 0.024000 Kernel 2: 98.169998 Copyback: 0.017000 Sum: 0.033000 It 19,Best ac:0.000922 1.000000 fi:0.117139. Ave ac:0.002518,0.005461 Initialization: 6.182000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.745000 Kernel 1: 0.024000 Kernel 2: 100.433998 Copyback: 0.016000 Sum: 0.029000 It 20,Best ac:0.000922 1.000000 fi:0.125643. Ave ac:0.002819,0.007591 Initialization: 6.201000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.744000 Kernel 1: 0.023000 Kernel 2: 98.035004 Copyback: 0.017000 Sum: 0.039000 It 21,Best ac:0.002305 1.000000 fi:0.122452. Ave ac:0.003554,0.008222 Initialization: 6.232000 Memcpy Classifiers: 0.444000 Memcpy Instances: 8.746000 Kernel 1: 0.024000 Kernel 2: 99.287003 Copyback: 0.017000 Sum: 0.031000 It 22,Best ac:0.000922 1.000000 fi:0.117987. Ave ac:0.003326,0.006351 Initialization: 6.196000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.766000 Kernel 1: 0.024000 Kernel 2: 99.181999 Copyback: 0.017000 Sum: 0.029000 It 23,Best ac:0.001383 1.000000 fi:0.118375. Ave ac:0.002538,0.003422 Initialization: 6.183000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.755000 Kernel 1: 0.024000 Kernel 2: 97.042999 Copyback: 0.016000 Sum: 0.030000 It 24,Best ac:0.001152 1.000000 fi:0.119555. Ave ac:0.003306,0.004764 Initialization: 6.780000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.751000 Kernel 1: 0.024000 Kernel 2: 93.204002 Copyback: 0.016000 Sum: 0.031000 It 25,Best ac:0.000922 1.000000 fi:0.118450. Ave ac:0.003101,0.006664 Initialization: 6.203000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.742000 Kernel 1: 0.024000 Kernel 2: 98.674004 Copyback: 0.017000 Sum: 0.028000 It 26,Best ac:0.000922 1.000000 fi:0.120732. Ave ac:0.002640,0.006760 Initialization: 6.216000 Memcpy Classifiers: 0.419000 Memcpy Instances: 8.746000 Kernel 1: 0.025000 Kernel 2: 92.443001 Copyback: 0.017000 Sum: 0.036000 It 27,Best ac:0.001383 1.000000 fi:0.117952. Ave ac:0.003350,0.008892 Initialization: 6.174000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.739000 Kernel 1: 0.024000 Kernel 2: 93.802002 Copyback: 0.017000 Sum: 0.031000 It 28,Best ac:0.001152 1.000000 fi:0.116291. Ave ac:0.003386,0.008205 Initialization: 6.246000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.746000 Kernel 1: 0.024000 Kernel 2: 86.918999 Copyback: 0.018000 Sum: 0.039000 It 29,Best ac:0.001613 1.000000 fi:0.126855. Ave ac:0.002926,0.006608 Initialization: 6.265000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.736000 Kernel 1: 0.025000 Kernel 2: 89.257004 Copyback: 0.017000 Sum: 0.033000 It 30,Best ac:0.002305 1.000000 fi:0.114826. Ave ac:0.003550,0.009074 Initialization: 6.185000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.747000 Kernel 1: 0.024000 Kernel 2: 87.658997 Copyback: 0.017000 Sum: 0.033000 It 31,Best ac:0.001613 1.000000 fi:0.116786. Ave ac:0.003154,0.006075 Initialization: 6.184000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.746000 Kernel 1: 0.025000 Kernel 2: 85.500999 Copyback: 0.017000 Sum: 0.032000 It 32,Best ac:0.001152 1.000000 fi:0.120570. Ave ac:0.003650,0.007030 Initialization: 6.274000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.734000 Kernel 1: 0.024000 Kernel 2: 85.259003 Copyback: 0.016000 Sum: 0.034000 It 33,Best ac:0.000922 1.000000 fi:0.115259. Ave ac:0.003456,0.008882 Initialization: 23.913000 Memcpy Instances: 425.953003 Memcpy Classifiers: 0.075000 Kernel 1: 0.027000 Kernel 2: 462.437012 Copyback: 0.015000 Sum: 0.015000 Memcpy Classifiers: 0.070000 Kernel 1: 0.012000 Kernel 2: 479.279999 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.071000 Kernel 1: 0.014000 Kernel 2: 483.592987 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.013000 Kernel 2: 460.602997 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.012000 Kernel 2: 467.717010 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.012000 Kernel 2: 475.779999 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.011000 Kernel 2: 469.261993 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.012000 Kernel 2: 465.421997 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.012000 Kernel 2: 479.609985 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.012000 Kernel 2: 490.178986 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.069000 Kernel 1: 0.012000 Kernel 2: 484.983002 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.012000 Kernel 2: 477.971008 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 158.399002 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.001217 0.707775 fi:0.409166. Ave ac:0.002441,0.010234 Best acc 0.001217 0.707775 Initialization: 6.388000 Memcpy Classifiers: 0.577000 Memcpy Instances: 8.744000 Kernel 1: 0.027000 Kernel 2: 105.369003 Copyback: 0.017000 Sum: 0.045000 Initial population average accuracy1:0.005783 accuracy2:0.244974 Initialization: 6.218000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.739000 Kernel 1: 0.024000 Kernel 2: 103.431999 Copyback: 0.016000 Sum: 0.046000 It 0,Best ac:0.001843 0.888889 fi:0.210726. Ave ac:0.006653,0.011273 Initialization: 6.236000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.763000 Kernel 1: 0.024000 Kernel 2: 103.719002 Copyback: 0.016000 Sum: 0.030000 It 1,Best ac:0.003918 0.850000 fi:0.248805. Ave ac:0.005543,0.008697 Initialization: 6.209000 Memcpy Classifiers: 0.494000 Memcpy Instances: 8.731000 Kernel 1: 0.024000 Kernel 2: 101.883003 Copyback: 0.017000 Sum: 0.030000 It 2,Best ac:0.001382 0.857143 fi:0.242652. Ave ac:0.005431,0.009916 Initialization: 6.224000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.745000 Kernel 1: 0.024000 Kernel 2: 103.274002 Copyback: 0.017000 Sum: 0.034000 It 3,Best ac:0.001613 1.000000 fi:0.099705. Ave ac:0.004634,0.007136 Initialization: 6.209000 Memcpy Classifiers: 0.492000 Memcpy Instances: 8.737000 Kernel 1: 0.024000 Kernel 2: 103.568001 Copyback: 0.017000 Sum: 0.032000 It 4,Best ac:0.001152 1.000000 fi:0.099885. Ave ac:0.004435,0.007583 Initialization: 6.212000 Memcpy Classifiers: 0.540000 Memcpy Instances: 8.737000 Kernel 1: 0.025000 Kernel 2: 100.683998 Copyback: 0.017000 Sum: 0.026000 It 5,Best ac:0.001153 1.000000 fi:0.099884. Ave ac:0.003473,0.005418 Initialization: 6.227000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.730000 Kernel 1: 0.025000 Kernel 2: 101.640999 Copyback: 0.016000 Sum: 0.030000 It 6,Best ac:0.001383 1.000000 fi:0.099795. Ave ac:0.003247,0.005303 Initialization: 6.195000 Memcpy Classifiers: 0.486000 Memcpy Instances: 8.742000 Kernel 1: 0.024000 Kernel 2: 101.202003 Copyback: 0.019000 Sum: 0.043000 It 7,Best ac:0.000922 1.000000 fi:0.099974. Ave ac:0.003157,0.004718 Initialization: 6.171000 Memcpy Classifiers: 0.486000 Memcpy Instances: 8.753000 Kernel 1: 0.024000 Kernel 2: 99.666000 Copyback: 0.016000 Sum: 0.034000 It 8,Best ac:0.001383 1.000000 fi:0.099794. Ave ac:0.003819,0.004961 Initialization: 6.218000 Memcpy Classifiers: 0.522000 Memcpy Instances: 8.752000 Kernel 1: 0.024000 Kernel 2: 98.300003 Copyback: 0.017000 Sum: 0.035000 It 9,Best ac:0.001152 1.000000 fi:0.099885. Ave ac:0.003506,0.005026 Iteration 10:MDL fitness activated Error 0.099885 TL 0.041325 MDL Theory Length Weight: 0.8056896092 (7) Initialization: 6.146000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.741000 Kernel 1: 0.024000 Kernel 2: 101.564003 Copyback: 0.017000 Sum: 0.033000 It 10,Best ac:0.001152 1.000000 fi:0.125344. Ave ac:0.003552,0.006545 Initialization: 6.162000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.761000 Kernel 1: 0.023000 Kernel 2: 102.293999 Copyback: 0.017000 Sum: 0.031000 It 11,Best ac:0.002074 1.000000 fi:0.120876. Ave ac:0.003177,0.004420 Initialization: 6.188000 Memcpy Classifiers: 0.525000 Memcpy Instances: 8.743000 Kernel 1: 0.024000 Kernel 2: 98.783997 Copyback: 0.017000 Sum: 0.034000 It 12,Best ac:0.000922 1.000000 fi:0.125789. Ave ac:0.002984,0.005301 Initialization: 6.186000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.743000 Kernel 1: 0.024000 Kernel 2: 98.060997 Copyback: 0.017000 Sum: 0.031000 It 13,Best ac:0.002074 1.000000 fi:0.120877. Ave ac:0.002850,0.005455 Initialization: 6.234000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.734000 Kernel 1: 0.024000 Kernel 2: 98.621002 Copyback: 0.020000 Sum: 0.043000 It 14,Best ac:0.001152 1.000000 fi:0.125638. Ave ac:0.002583,0.004524 Initialization: 6.151000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.745000 Kernel 1: 0.024000 Kernel 2: 98.453003 Copyback: 0.017000 Sum: 0.033000 It 15,Best ac:0.000922 1.000000 fi:0.121326. Ave ac:0.003117,0.005862 Initialization: 6.274000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.731000 Kernel 1: 0.024000 Kernel 2: 99.188004 Copyback: 0.017000 Sum: 0.032000 It 16,Best ac:0.000922 1.000000 fi:0.121205. Ave ac:0.004113,0.006381 Initialization: 6.226000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.753000 Kernel 1: 0.023000 Kernel 2: 95.598999 Copyback: 0.017000 Sum: 0.036000 It 17,Best ac:0.000922 1.000000 fi:0.122879. Ave ac:0.003391,0.005755 Initialization: 8.514000 Memcpy Classifiers: 0.442000 Memcpy Instances: 8.750000 Kernel 1: 0.025000 Kernel 2: 97.088997 Copyback: 0.019000 Sum: 0.042000 It 18,Best ac:0.001152 1.000000 fi:0.119177. Ave ac:0.003238,0.005178 Initialization: 6.332000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.218000 Kernel 1: 0.032000 Kernel 2: 96.955002 Copyback: 0.017000 Sum: 0.033000 It 19,Best ac:0.000922 1.000000 fi:0.121088. Ave ac:0.002955,0.005521 Initialization: 8.470000 Memcpy Classifiers: 0.712000 Memcpy Instances: 12.861000 Kernel 1: 0.024000 Kernel 2: 96.785004 Copyback: 0.019000 Sum: 0.042000 It 20,Best ac:0.000922 1.000000 fi:0.121326. Ave ac:0.002856,0.004736 Initialization: 6.144000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.751000 Kernel 1: 0.024000 Kernel 2: 96.591003 Copyback: 0.017000 Sum: 0.035000 It 21,Best ac:0.000922 1.000000 fi:0.121205. Ave ac:0.002878,0.004413 Initialization: 6.316000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.733000 Kernel 1: 0.024000 Kernel 2: 101.083000 Copyback: 0.017000 Sum: 0.032000 It 22,Best ac:0.001152 1.000000 fi:0.120998. Ave ac:0.003297,0.004527 Initialization: 6.178000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.760000 Kernel 1: 0.024000 Kernel 2: 95.567001 Copyback: 0.017000 Sum: 0.028000 It 23,Best ac:0.001152 1.000000 fi:0.120301. Ave ac:0.003157,0.004432 Initialization: 8.184000 Memcpy Classifiers: 0.416000 Memcpy Instances: 12.950000 Kernel 1: 0.023000 Kernel 2: 96.068001 Copyback: 0.017000 Sum: 0.027000 It 24,Best ac:0.001383 1.000000 fi:0.120268. Ave ac:0.002442,0.003680 Initialization: 6.281000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.741000 Kernel 1: 0.025000 Kernel 2: 95.507004 Copyback: 0.017000 Sum: 0.035000 It 25,Best ac:0.000922 1.000000 fi:0.121205. Ave ac:0.002441,0.003490 Initialization: 6.161000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.743000 Kernel 1: 0.023000 Kernel 2: 98.595001 Copyback: 0.017000 Sum: 0.033000 It 26,Best ac:0.000922 1.000000 fi:0.117863. Ave ac:0.002475,0.003807 Initialization: 6.189000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.760000 Kernel 1: 0.025000 Kernel 2: 99.941002 Copyback: 0.016000 Sum: 0.030000 It 27,Best ac:0.000922 1.000000 fi:0.116082. Ave ac:0.002572,0.004379 Initialization: 6.237000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.743000 Kernel 1: 0.025000 Kernel 2: 96.334000 Copyback: 0.017000 Sum: 0.035000 It 28,Best ac:0.001152 1.000000 fi:0.121066. Ave ac:0.002356,0.004006 Initialization: 6.185000 Memcpy Classifiers: 0.439000 Memcpy Instances: 8.738000 Kernel 1: 0.025000 Kernel 2: 96.422997 Copyback: 0.017000 Sum: 0.032000 It 29,Best ac:0.000922 1.000000 fi:0.119609. Ave ac:0.002348,0.004550 Initialization: 6.165000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.751000 Kernel 1: 0.025000 Kernel 2: 96.839996 Copyback: 0.017000 Sum: 0.027000 It 30,Best ac:0.000922 1.000000 fi:0.122678. Ave ac:0.002278,0.004133 Initialization: 6.216000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.740000 Kernel 1: 0.025000 Kernel 2: 95.821999 Copyback: 0.017000 Sum: 0.029000 It 31,Best ac:0.001152 1.000000 fi:0.118365. Ave ac:0.001902,0.002774 Initialization: 6.185000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.749000 Kernel 1: 0.023000 Kernel 2: 94.527000 Copyback: 0.017000 Sum: 0.033000 It 32,Best ac:0.000922 1.000000 fi:0.121205. Ave ac:0.001955,0.002812 Initialization: 6.198000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.751000 Kernel 1: 0.024000 Kernel 2: 97.000999 Copyback: 0.018000 Sum: 0.042000 It 33,Best ac:0.000922 1.000000 fi:0.119204. Ave ac:0.001863,0.002544 Initialization: 23.917000 Memcpy Instances: 424.264008 Memcpy Classifiers: 0.073000 Kernel 1: 0.026000 Kernel 2: 532.460999 Copyback: 0.014000 Sum: 0.016000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 529.960022 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.103000 Kernel 1: 0.022000 Kernel 2: 545.515015 Copyback: 0.366000 Sum: 0.004000 Memcpy Classifiers: 0.071000 Kernel 1: 0.016000 Kernel 2: 538.940002 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.089000 Kernel 1: 0.016000 Kernel 2: 531.481018 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.089000 Kernel 1: 0.016000 Kernel 2: 538.205994 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.088000 Kernel 1: 0.016000 Kernel 2: 543.150024 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.013000 Kernel 2: 522.294006 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.012000 Kernel 2: 526.179016 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.012000 Kernel 2: 540.502014 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.088000 Kernel 1: 0.017000 Kernel 2: 527.252991 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.092000 Kernel 1: 0.019000 Kernel 2: 528.093994 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.053000 Kernel 1: 0.016000 Kernel 2: 170.052994 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.001397 0.739024 fi:0.382116. Ave ac:0.002392,0.008505 Best acc 0.001397 0.739024 Rule:Att PSSM_-2_11 is [<-0.243660]|Att PSSM_0_4 is [-7.548369,-3.799371]|Att PSSM_0_9 is [<7.532990]|Att PSSM_0_16 is [<-3.183170]|Att PSSM_1_11 is [-3.354025,5.480784]|Att PSSM_3_4 is [-7.237206,-2.762793]|Att PSSM_4_3 is [-5.251130,-0.748870]|Att PSSM_4_5 is [-0.673967,4.964923]|1 Accuracy : 0.750283 0 1 161015 3065 55528 15030 Removed 410 instances. 216543 Instances left. Acc of rule 0.001397-0.739024 Initialization: 6.165000 Memcpy Classifiers: 0.528000 Memcpy Instances: 8.728000 Kernel 1: 0.026000 Kernel 2: 106.523003 Copyback: 0.018000 Sum: 0.046000 Initial population average accuracy1:0.005907 accuracy2:0.253450 Initialization: 6.209000 Memcpy Classifiers: 0.524000 Memcpy Instances: 11.500000 Kernel 1: 0.025000 Kernel 2: 106.818001 Copyback: 0.017000 Sum: 0.060000 It 0,Best ac:0.001154 0.833333 fi:0.266549. Ave ac:0.005661,0.008403 Initialization: 6.812000 Memcpy Classifiers: 0.688000 Memcpy Instances: 8.727000 Kernel 1: 0.024000 Kernel 2: 104.529999 Copyback: 0.021000 Sum: 0.046000 It 1,Best ac:0.001154 1.000000 fi:0.099882. Ave ac:0.005242,0.008867 Initialization: 6.090000 Memcpy Classifiers: 0.532000 Memcpy Instances: 8.747000 Kernel 1: 0.024000 Kernel 2: 101.706001 Copyback: 0.017000 Sum: 0.036000 It 2,Best ac:0.001155 0.833333 fi:0.266548. Ave ac:0.005756,0.010344 Initialization: 6.116000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.765000 Kernel 1: 0.024000 Kernel 2: 102.487999 Copyback: 0.017000 Sum: 0.034000 It 3,Best ac:0.001154 1.000000 fi:0.099882. Ave ac:0.004890,0.008322 Initialization: 6.176000 Memcpy Classifiers: 0.540000 Memcpy Instances: 8.750000 Kernel 1: 0.023000 Kernel 2: 100.207001 Copyback: 0.017000 Sum: 0.034000 It 4,Best ac:0.002078 1.000000 fi:0.099520. Ave ac:0.004978,0.009012 Initialization: 6.155000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.738000 Kernel 1: 0.024000 Kernel 2: 96.684998 Copyback: 0.017000 Sum: 0.032000 It 5,Best ac:0.001154 1.000000 fi:0.099882. Ave ac:0.004797,0.008626 Initialization: 6.467000 Memcpy Classifiers: 0.477000 Memcpy Instances: 8.842000 Kernel 1: 0.023000 Kernel 2: 93.527000 Copyback: 0.017000 Sum: 0.036000 It 6,Best ac:0.001385 1.000000 fi:0.099791. Ave ac:0.004782,0.008500 Initialization: 6.091000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.758000 Kernel 1: 0.024000 Kernel 2: 91.416000 Copyback: 0.017000 Sum: 0.031000 It 7,Best ac:0.002079 1.000000 fi:0.099520. Ave ac:0.003729,0.006752 Initialization: 6.121000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.739000 Kernel 1: 0.024000 Kernel 2: 90.384003 Copyback: 0.016000 Sum: 0.031000 It 8,Best ac:0.002309 1.000000 fi:0.099430. Ave ac:0.003456,0.006267 Initialization: 6.148000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.724000 Kernel 1: 0.024000 Kernel 2: 88.317001 Copyback: 0.017000 Sum: 0.028000 It 9,Best ac:0.002078 1.000000 fi:0.099521. Ave ac:0.003048,0.006410 Iteration 10:MDL fitness activated Error 0.099521 TL 0.022509 MDL Theory Length Weight: 1.4737761468 (2) Initialization: 6.064000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.766000 Kernel 1: 0.023000 Kernel 2: 87.004997 Copyback: 0.017000 Sum: 0.036000 It 10,Best ac:0.001154 1.000000 fi:0.130659. Ave ac:0.003131,0.005945 Initialization: 8.122000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.741000 Kernel 1: 0.024000 Kernel 2: 86.593002 Copyback: 0.017000 Sum: 0.032000 It 11,Best ac:0.000924 1.000000 fi:0.137963. Ave ac:0.002638,0.005509 Initialization: 6.124000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.732000 Kernel 1: 0.023000 Kernel 2: 85.793999 Copyback: 0.017000 Sum: 0.028000 It 12,Best ac:0.001848 1.000000 fi:0.151458. Ave ac:0.002820,0.005598 Initialization: 6.167000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.737000 Kernel 1: 0.024000 Kernel 2: 85.852997 Copyback: 0.017000 Sum: 0.032000 It 13,Best ac:0.001385 1.000000 fi:0.131694. Ave ac:0.003531,0.008898 Initialization: 6.139000 Memcpy Classifiers: 0.404000 Memcpy Instances: 8.733000 Kernel 1: 0.025000 Kernel 2: 83.446999 Copyback: 0.017000 Sum: 0.033000 It 14,Best ac:0.000923 1.000000 fi:0.143491. Ave ac:0.003126,0.005761 Initialization: 6.373000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.733000 Kernel 1: 0.029000 Kernel 2: 85.307999 Copyback: 0.017000 Sum: 0.029000 It 15,Best ac:0.001154 1.000000 fi:0.153197. Ave ac:0.003039,0.006082 Initialization: 6.156000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.729000 Kernel 1: 0.025000 Kernel 2: 85.514999 Copyback: 0.016000 Sum: 0.031000 It 16,Best ac:0.000924 1.000000 fi:0.135631. Ave ac:0.003973,0.007987 Initialization: 6.282000 Memcpy Classifiers: 0.383000 Memcpy Instances: 12.025000 Kernel 1: 0.023000 Kernel 2: 84.792000 Copyback: 0.017000 Sum: 0.028000 It 17,Best ac:0.002309 1.000000 fi:0.130556. Ave ac:0.003866,0.006799 Initialization: 6.094000 Memcpy Classifiers: 0.442000 Memcpy Instances: 10.850000 Kernel 1: 0.023000 Kernel 2: 82.335999 Copyback: 0.017000 Sum: 0.027000 It 18,Best ac:0.000924 1.000000 fi:0.136564. Ave ac:0.002250,0.005060 Initialization: 6.114000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.781000 Kernel 1: 0.023000 Kernel 2: 81.781998 Copyback: 0.017000 Sum: 0.033000 It 19,Best ac:0.000924 1.000000 fi:0.131759. Ave ac:0.002093,0.006669 Initialization: 6.118000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.718000 Kernel 1: 0.025000 Kernel 2: 81.922997 Copyback: 0.017000 Sum: 0.034000 It 20,Best ac:0.001154 1.000000 fi:0.128722. Ave ac:0.003285,0.008812 Initialization: 6.056000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.723000 Kernel 1: 0.024000 Kernel 2: 78.842003 Copyback: 0.017000 Sum: 0.027000 It 21,Best ac:0.002309 1.000000 fi:0.126219. Ave ac:0.002098,0.005054 Initialization: 6.131000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.726000 Kernel 1: 0.024000 Kernel 2: 78.329002 Copyback: 0.017000 Sum: 0.032000 It 22,Best ac:0.001848 1.000000 fi:0.131853. Ave ac:0.002101,0.004382 Initialization: 6.112000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.774000 Kernel 1: 0.023000 Kernel 2: 76.267998 Copyback: 0.017000 Sum: 0.034000 It 23,Best ac:0.002079 1.000000 fi:0.128360. Ave ac:0.002191,0.003819 Initialization: 6.125000 Memcpy Classifiers: 0.384000 Memcpy Instances: 8.723000 Kernel 1: 0.023000 Kernel 2: 77.792000 Copyback: 0.016000 Sum: 0.035000 It 24,Best ac:0.001385 1.000000 fi:0.132590. Ave ac:0.002703,0.004406 Initialization: 6.157000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.728000 Kernel 1: 0.024000 Kernel 2: 76.162003 Copyback: 0.017000 Sum: 0.032000 It 25,Best ac:0.002078 1.000000 fi:0.126361. Ave ac:0.003098,0.006575 Initialization: 6.142000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.764000 Kernel 1: 0.022000 Kernel 2: 74.913002 Copyback: 0.016000 Sum: 0.029000 It 26,Best ac:0.000923 1.000000 fi:0.135457. Ave ac:0.001600,0.004756 Initialization: 8.292000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.749000 Kernel 1: 0.023000 Kernel 2: 74.811996 Copyback: 0.017000 Sum: 0.030000 It 27,Best ac:0.001154 1.000000 fi:0.130748. Ave ac:0.001939,0.004140 Initialization: 7.911000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.777000 Kernel 1: 0.025000 Kernel 2: 76.149002 Copyback: 0.017000 Sum: 0.027000 It 28,Best ac:0.002078 1.000000 fi:0.124354. Ave ac:0.002615,0.004156 Initialization: 6.231000 Memcpy Classifiers: 0.340000 Memcpy Instances: 11.247000 Kernel 1: 0.027000 Kernel 2: 73.797997 Copyback: 0.017000 Sum: 0.029000 It 29,Best ac:0.002309 1.000000 fi:0.129951. Ave ac:0.002177,0.003404 Initialization: 7.356000 Memcpy Classifiers: 0.428000 Memcpy Instances: 10.341000 Kernel 1: 0.023000 Kernel 2: 73.211998 Copyback: 0.017000 Sum: 0.028000 It 30,Best ac:0.000923 1.000000 fi:0.129368. Ave ac:0.001560,0.004125 Initialization: 6.426000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.766000 Kernel 1: 0.024000 Kernel 2: 74.532997 Copyback: 0.017000 Sum: 0.036000 It 31,Best ac:0.002771 1.000000 fi:0.131428. Ave ac:0.003400,0.007763 Initialization: 7.697000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.721000 Kernel 1: 0.024000 Kernel 2: 74.114998 Copyback: 0.017000 Sum: 0.030000 It 32,Best ac:0.001154 1.000000 fi:0.124820. Ave ac:0.002414,0.004587 Initialization: 7.813000 Memcpy Classifiers: 0.473000 Memcpy Instances: 10.483000 Kernel 1: 0.024000 Kernel 2: 75.458000 Copyback: 0.016000 Sum: 0.027000 It 33,Best ac:0.001385 1.000000 fi:0.129399. Ave ac:0.002795,0.005527 Initialization: 26.896999 Memcpy Instances: 474.726013 Memcpy Classifiers: 0.101000 Kernel 1: 0.033000 Kernel 2: 444.914001 Copyback: 0.015000 Sum: 0.012000 Memcpy Classifiers: 0.062000 Kernel 1: 0.015000 Kernel 2: 458.809998 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.013000 Kernel 2: 457.044006 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 452.681000 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 453.802002 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.067000 Kernel 1: 0.014000 Kernel 2: 452.319000 Copyback: 0.368000 Sum: 0.001000 Memcpy Classifiers: 0.069000 Kernel 1: 0.014000 Kernel 2: 451.230988 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 436.027008 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.012000 Kernel 2: 443.744995 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.099000 Kernel 1: 0.022000 Kernel 2: 459.766998 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.025000 Kernel 2: 460.432007 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.075000 Kernel 1: 0.012000 Kernel 2: 433.088013 Copyback: 0.018000 Sum: 0.003000 It 34,Best ac:0.001432 0.761671 fi:0.363041. Ave ac:0.002967,0.011454 Best acc 0.001432 0.761671 Initialization: 6.232000 Memcpy Classifiers: 0.924000 Memcpy Instances: 10.424000 Kernel 1: 0.025000 Kernel 2: 103.986000 Copyback: 0.017000 Sum: 0.045000 Initial population average accuracy1:0.005571 accuracy2:0.236679 Initialization: 6.940000 Memcpy Classifiers: 0.902000 Memcpy Instances: 11.151000 Kernel 1: 0.024000 Kernel 2: 106.189003 Copyback: 0.017000 Sum: 0.044000 It 0,Best ac:0.001154 0.714286 fi:0.385596. Ave ac:0.006199,0.011422 Initialization: 6.251000 Memcpy Classifiers: 0.540000 Memcpy Instances: 10.745000 Kernel 1: 0.024000 Kernel 2: 104.185997 Copyback: 0.017000 Sum: 0.037000 It 1,Best ac:0.000923 1.000000 fi:0.099972. Ave ac:0.005461,0.008257 Initialization: 7.362000 Memcpy Classifiers: 0.521000 Memcpy Instances: 11.372000 Kernel 1: 0.025000 Kernel 2: 100.913002 Copyback: 0.017000 Sum: 0.032000 It 2,Best ac:0.001616 0.875000 fi:0.224701. Ave ac:0.005277,0.008364 Initialization: 7.743000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.734000 Kernel 1: 0.024000 Kernel 2: 99.635002 Copyback: 0.018000 Sum: 0.035000 It 3,Best ac:0.001155 1.000000 fi:0.099882. Ave ac:0.004537,0.006764 Initialization: 7.163000 Memcpy Classifiers: 0.451000 Memcpy Instances: 9.592000 Kernel 1: 0.024000 Kernel 2: 101.362000 Copyback: 0.018000 Sum: 0.046000 It 4,Best ac:0.001154 1.000000 fi:0.099882. Ave ac:0.004370,0.006520 Initialization: 6.572000 Memcpy Classifiers: 0.451000 Memcpy Instances: 13.013000 Kernel 1: 0.025000 Kernel 2: 100.195000 Copyback: 0.018000 Sum: 0.040000 It 5,Best ac:0.002540 0.846154 fi:0.253186. Ave ac:0.005000,0.009898 Initialization: 6.216000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.716000 Kernel 1: 0.024000 Kernel 2: 100.359001 Copyback: 0.017000 Sum: 0.034000 It 6,Best ac:0.002540 1.000000 fi:0.099339. Ave ac:0.004947,0.008622 Initialization: 7.285000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.715000 Kernel 1: 0.024000 Kernel 2: 100.194000 Copyback: 0.017000 Sum: 0.031000 It 7,Best ac:0.001385 1.000000 fi:0.099792. Ave ac:0.004255,0.007875 Initialization: 6.792000 Memcpy Classifiers: 0.451000 Memcpy Instances: 12.458000 Kernel 1: 0.024000 Kernel 2: 100.222000 Copyback: 0.016000 Sum: 0.030000 It 8,Best ac:0.000924 1.000000 fi:0.099972. Ave ac:0.004553,0.007404 Initialization: 6.205000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.817000 Kernel 1: 0.023000 Kernel 2: 99.429001 Copyback: 0.017000 Sum: 0.032000 It 9,Best ac:0.002309 1.000000 fi:0.099430. Ave ac:0.004337,0.007539 Iteration 10:MDL fitness activated Error 0.099430 TL 0.043398 MDL Theory Length Weight: 0.7637042226 (4) Initialization: 8.944000 Memcpy Classifiers: 0.807000 Memcpy Instances: 10.753000 Kernel 1: 0.025000 Kernel 2: 99.461998 Copyback: 0.017000 Sum: 0.029000 It 10,Best ac:0.001155 1.000000 fi:0.120624. Ave ac:0.004348,0.005939 Initialization: 7.480000 Memcpy Classifiers: 0.451000 Memcpy Instances: 11.986000 Kernel 1: 0.024000 Kernel 2: 100.153999 Copyback: 0.017000 Sum: 0.037000 It 11,Best ac:0.000923 1.000000 fi:0.128004. Ave ac:0.004329,0.006502 Initialization: 6.886000 Memcpy Classifiers: 0.824000 Memcpy Instances: 11.549000 Kernel 1: 0.024000 Kernel 2: 99.556000 Copyback: 0.017000 Sum: 0.033000 It 12,Best ac:0.002078 1.000000 fi:0.129411. Ave ac:0.004937,0.008243 Initialization: 6.737000 Memcpy Classifiers: 0.695000 Memcpy Instances: 8.721000 Kernel 1: 0.024000 Kernel 2: 97.980003 Copyback: 0.018000 Sum: 0.044000 It 13,Best ac:0.001616 1.000000 fi:0.122447. Ave ac:0.003801,0.006837 Initialization: 7.358000 Memcpy Classifiers: 0.613000 Memcpy Instances: 10.770000 Kernel 1: 0.027000 Kernel 2: 95.710999 Copyback: 0.018000 Sum: 0.042000 It 14,Best ac:0.001616 1.000000 fi:0.123788. Ave ac:0.003929,0.008077 Initialization: 7.293000 Memcpy Classifiers: 0.488000 Memcpy Instances: 9.492000 Kernel 1: 0.024000 Kernel 2: 96.793999 Copyback: 0.017000 Sum: 0.035000 It 15,Best ac:0.001848 1.000000 fi:0.119371. Ave ac:0.003265,0.004911 Initialization: 8.618000 Memcpy Classifiers: 0.601000 Memcpy Instances: 8.754000 Kernel 1: 0.023000 Kernel 2: 95.315002 Copyback: 0.016000 Sum: 0.030000 It 16,Best ac:0.001385 1.000000 fi:0.131738. Ave ac:0.002560,0.003803 Initialization: 6.216000 Memcpy Classifiers: 0.469000 Memcpy Instances: 11.349000 Kernel 1: 0.024000 Kernel 2: 96.851997 Copyback: 0.017000 Sum: 0.030000 It 17,Best ac:0.000924 1.000000 fi:0.125281. Ave ac:0.003239,0.005182 Initialization: 6.894000 Memcpy Classifiers: 0.493000 Memcpy Instances: 11.836000 Kernel 1: 0.026000 Kernel 2: 96.678001 Copyback: 0.017000 Sum: 0.043000 It 18,Best ac:0.002771 1.000000 fi:0.123619. Ave ac:0.003590,0.006143 Initialization: 6.426000 Memcpy Classifiers: 0.890000 Memcpy Instances: 11.603000 Kernel 1: 0.028000 Kernel 2: 95.390999 Copyback: 0.018000 Sum: 0.043000 It 19,Best ac:0.001386 1.000000 fi:0.124660. Ave ac:0.003456,0.005480 Initialization: 6.224000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.717000 Kernel 1: 0.023000 Kernel 2: 94.887001 Copyback: 0.368000 Sum: 0.042000 It 20,Best ac:0.000923 1.000000 fi:0.120708. Ave ac:0.003386,0.005133 Initialization: 6.459000 Memcpy Classifiers: 0.471000 Memcpy Instances: 8.798000 Kernel 1: 0.022000 Kernel 2: 94.191002 Copyback: 0.018000 Sum: 0.039000 It 21,Best ac:0.001154 1.000000 fi:0.122095. Ave ac:0.003280,0.004857 Initialization: 7.779000 Memcpy Classifiers: 0.433000 Memcpy Instances: 11.979000 Kernel 1: 0.024000 Kernel 2: 94.199997 Copyback: 0.017000 Sum: 0.028000 It 22,Best ac:0.000923 1.000000 fi:0.121615. Ave ac:0.002632,0.003464 Initialization: 6.190000 Memcpy Classifiers: 0.710000 Memcpy Instances: 12.023000 Kernel 1: 0.024000 Kernel 2: 94.068001 Copyback: 0.016000 Sum: 0.031000 It 23,Best ac:0.001154 1.000000 fi:0.121230. Ave ac:0.002726,0.003411 Initialization: 7.923000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.762000 Kernel 1: 0.023000 Kernel 2: 96.463997 Copyback: 0.017000 Sum: 0.035000 It 24,Best ac:0.000924 1.000000 fi:0.117964. Ave ac:0.002554,0.003760 Initialization: 6.197000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.716000 Kernel 1: 0.024000 Kernel 2: 96.480003 Copyback: 0.017000 Sum: 0.034000 It 25,Best ac:0.000924 1.000000 fi:0.118947. Ave ac:0.002771,0.004113 Initialization: 6.159000 Memcpy Classifiers: 0.470000 Memcpy Instances: 10.954000 Kernel 1: 0.026000 Kernel 2: 95.505997 Copyback: 0.018000 Sum: 0.030000 It 26,Best ac:0.001385 1.000000 fi:0.120534. Ave ac:0.003027,0.005078 Initialization: 6.406000 Memcpy Classifiers: 0.469000 Memcpy Instances: 11.038000 Kernel 1: 0.022000 Kernel 2: 95.483002 Copyback: 0.017000 Sum: 0.028000 It 27,Best ac:0.001154 1.000000 fi:0.117069. Ave ac:0.002491,0.003022 Initialization: 7.846000 Memcpy Classifiers: 0.775000 Memcpy Instances: 8.923000 Kernel 1: 0.023000 Kernel 2: 95.348000 Copyback: 0.017000 Sum: 0.027000 It 28,Best ac:0.000924 1.000000 fi:0.120494. Ave ac:0.001968,0.002577 Initialization: 6.460000 Memcpy Classifiers: 0.451000 Memcpy Instances: 9.016000 Kernel 1: 0.032000 Kernel 2: 93.864998 Copyback: 0.018000 Sum: 0.040000 It 29,Best ac:0.001847 1.000000 fi:0.119372. Ave ac:0.002096,0.002692 Initialization: 6.202000 Memcpy Classifiers: 0.499000 Memcpy Instances: 12.935000 Kernel 1: 0.032000 Kernel 2: 96.092003 Copyback: 0.017000 Sum: 0.036000 It 30,Best ac:0.001154 1.000000 fi:0.124426. Ave ac:0.002363,0.003564 Initialization: 6.168000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.735000 Kernel 1: 0.024000 Kernel 2: 101.213997 Copyback: 0.018000 Sum: 0.028000 It 31,Best ac:0.000924 1.000000 fi:0.120181. Ave ac:0.002571,0.003712 Initialization: 6.169000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.722000 Kernel 1: 0.025000 Kernel 2: 96.221001 Copyback: 0.017000 Sum: 0.036000 It 32,Best ac:0.000924 1.000000 fi:0.123768. Ave ac:0.002279,0.003414 Initialization: 7.660000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.734000 Kernel 1: 0.024000 Kernel 2: 100.331001 Copyback: 0.018000 Sum: 0.047000 It 33,Best ac:0.001155 1.000000 fi:0.123847. Ave ac:0.003088,0.004779 Initialization: 28.143999 Memcpy Instances: 532.530029 Memcpy Classifiers: 0.072000 Kernel 1: 0.026000 Kernel 2: 535.679016 Copyback: 0.015000 Sum: 0.015000 Memcpy Classifiers: 0.077000 Kernel 1: 0.014000 Kernel 2: 557.620972 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.111000 Kernel 1: 0.022000 Kernel 2: 548.755981 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.075000 Kernel 1: 0.013000 Kernel 2: 549.552979 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.075000 Kernel 1: 0.015000 Kernel 2: 568.750000 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.112000 Kernel 1: 0.021000 Kernel 2: 567.034973 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.075000 Kernel 1: 0.012000 Kernel 2: 569.619995 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.074000 Kernel 1: 0.012000 Kernel 2: 542.541992 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.075000 Kernel 1: 0.012000 Kernel 2: 536.551025 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.074000 Kernel 1: 0.012000 Kernel 2: 536.140991 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.075000 Kernel 1: 0.013000 Kernel 2: 550.189026 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.082000 Kernel 1: 0.012000 Kernel 2: 529.132996 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.013956 0.723486 fi:0.406562. Ave ac:0.003075,0.010727 Best acc 0.013956 0.723486 Rule:Att PSSM_0_1 is [>0.239026]|Att PSSM_0_2 is [<-4.278309]|Att PSSM_0_17 is [-2.994336,2.994336]|Att PSSM_0_18 is [<4.882331]|Att PSSM_1_4 is [-7.485586,-1.750320]|Att PSSM_1_6 is [>-4.647845]|1 Accuracy : 0.751191 0 1 160918 3162 55218 15340 Removed 407 instances. 216136 Instances left. Acc of rule 0.001432-0.761671 Initialization: 6.188000 Memcpy Classifiers: 0.577000 Memcpy Instances: 8.707000 Kernel 1: 0.025000 Kernel 2: 105.652000 Copyback: 0.017000 Sum: 0.043000 Initial population average accuracy1:0.006302 accuracy2:0.240342 Initialization: 6.193000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.693000 Kernel 1: 0.024000 Kernel 2: 106.424004 Copyback: 0.017000 Sum: 0.042000 It 0,Best ac:0.001851 1.000000 fi:0.099607. Ave ac:0.008507,0.015273 Initialization: 6.205000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.720000 Kernel 1: 0.024000 Kernel 2: 107.014000 Copyback: 0.017000 Sum: 0.030000 It 1,Best ac:0.001388 0.857143 fi:0.242646. Ave ac:0.008972,0.013506 Initialization: 8.834000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.722000 Kernel 1: 0.024000 Kernel 2: 106.086998 Copyback: 0.017000 Sum: 0.030000 It 2,Best ac:0.002544 0.846154 fi:0.253181. Ave ac:0.007145,0.013119 Initialization: 6.139000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.713000 Kernel 1: 0.024000 Kernel 2: 105.584999 Copyback: 0.016000 Sum: 0.025000 It 3,Best ac:0.000925 1.000000 fi:0.099970. Ave ac:0.007000,0.012034 Initialization: 6.158000 Memcpy Classifiers: 0.524000 Memcpy Instances: 8.714000 Kernel 1: 0.024000 Kernel 2: 106.373001 Copyback: 0.017000 Sum: 0.028000 It 4,Best ac:0.001851 0.888889 fi:0.210718. Ave ac:0.005735,0.010577 Initialization: 6.191000 Memcpy Classifiers: 0.558000 Memcpy Instances: 8.709000 Kernel 1: 0.024000 Kernel 2: 102.487999 Copyback: 0.017000 Sum: 0.028000 It 5,Best ac:0.001157 1.000000 fi:0.099879. Ave ac:0.005121,0.010460 Initialization: 6.200000 Memcpy Classifiers: 0.512000 Memcpy Instances: 8.703000 Kernel 1: 0.024000 Kernel 2: 103.788002 Copyback: 0.017000 Sum: 0.032000 It 6,Best ac:0.001620 1.000000 fi:0.099697. Ave ac:0.004592,0.009325 Initialization: 6.183000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.704000 Kernel 1: 0.024000 Kernel 2: 103.193001 Copyback: 0.016000 Sum: 0.032000 It 7,Best ac:0.001388 1.000000 fi:0.099788. Ave ac:0.003696,0.007227 Initialization: 6.227000 Memcpy Classifiers: 0.506000 Memcpy Instances: 8.856000 Kernel 1: 0.025000 Kernel 2: 102.587997 Copyback: 0.019000 Sum: 0.037000 It 8,Best ac:0.001851 1.000000 fi:0.099607. Ave ac:0.003428,0.005662 Initialization: 8.598000 Memcpy Classifiers: 0.523000 Memcpy Instances: 9.895000 Kernel 1: 0.032000 Kernel 2: 98.983002 Copyback: 0.017000 Sum: 0.031000 It 9,Best ac:0.001620 0.875000 fi:0.224697. Ave ac:0.003345,0.005709 Iteration 10:MDL fitness activated Error 0.224697 TL 0.038595 MDL Theory Length Weight: 1.7465880624 (10) Initialization: 6.166000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.712000 Kernel 1: 0.025000 Kernel 2: 100.372002 Copyback: 0.017000 Sum: 0.028000 It 10,Best ac:0.001619 1.000000 fi:0.152906. Ave ac:0.003197,0.005066 Initialization: 6.152000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.721000 Kernel 1: 0.024000 Kernel 2: 95.914001 Copyback: 0.017000 Sum: 0.033000 It 11,Best ac:0.001388 1.000000 fi:0.164970. Ave ac:0.002381,0.003738 Initialization: 6.244000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.745000 Kernel 1: 0.024000 Kernel 2: 95.564003 Copyback: 0.017000 Sum: 0.028000 It 12,Best ac:0.001388 1.000000 fi:0.164642. Ave ac:0.003314,0.005904 Initialization: 6.184000 Memcpy Classifiers: 0.680000 Memcpy Instances: 12.795000 Kernel 1: 0.025000 Kernel 2: 92.211998 Copyback: 0.017000 Sum: 0.033000 It 13,Best ac:0.000925 1.000000 fi:0.153393. Ave ac:0.002896,0.003396 Initialization: 6.154000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.711000 Kernel 1: 0.025000 Kernel 2: 92.528999 Copyback: 0.017000 Sum: 0.027000 It 14,Best ac:0.001620 1.000000 fi:0.159103. Ave ac:0.003143,0.004020 Initialization: 6.154000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.706000 Kernel 1: 0.024000 Kernel 2: 94.322998 Copyback: 0.017000 Sum: 0.028000 It 15,Best ac:0.001388 1.000000 fi:0.157552. Ave ac:0.002764,0.003357 Initialization: 6.730000 Memcpy Classifiers: 0.475000 Memcpy Instances: 8.706000 Kernel 1: 0.024000 Kernel 2: 94.788002 Copyback: 0.017000 Sum: 0.029000 It 16,Best ac:0.001157 1.000000 fi:0.164789. Ave ac:0.002428,0.003066 Initialization: 6.161000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.718000 Kernel 1: 0.023000 Kernel 2: 94.571999 Copyback: 0.016000 Sum: 0.033000 It 17,Best ac:0.000925 1.000000 fi:0.164227. Ave ac:0.002082,0.002668 Initialization: 6.166000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.700000 Kernel 1: 0.025000 Kernel 2: 95.147003 Copyback: 0.017000 Sum: 0.030000 It 18,Best ac:0.001388 1.000000 fi:0.158349. Ave ac:0.002675,0.003380 Initialization: 6.251000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.707000 Kernel 1: 0.024000 Kernel 2: 93.255997 Copyback: 0.017000 Sum: 0.035000 It 19,Best ac:0.000925 1.000000 fi:0.155030. Ave ac:0.002394,0.003555 MDL Theory Length Weight: 1.5719292562 (20) Initialization: 8.221000 Memcpy Classifiers: 0.594000 Memcpy Instances: 11.002000 Kernel 1: 0.024000 Kernel 2: 91.901001 Copyback: 0.018000 Sum: 0.040000 It 20,Best ac:0.001157 1.000000 fi:0.141380. Ave ac:0.002725,0.003707 Initialization: 6.242000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.699000 Kernel 1: 0.025000 Kernel 2: 90.473999 Copyback: 0.017000 Sum: 0.030000 It 21,Best ac:0.003702 1.000000 fi:0.144673. Ave ac:0.002247,0.003495 Initialization: 6.163000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.723000 Kernel 1: 0.025000 Kernel 2: 90.634003 Copyback: 0.371000 Sum: 0.037000 It 22,Best ac:0.000925 1.000000 fi:0.149391. Ave ac:0.002400,0.004388 Initialization: 7.850000 Memcpy Classifiers: 0.680000 Memcpy Instances: 12.435000 Kernel 1: 0.024000 Kernel 2: 89.445999 Copyback: 0.017000 Sum: 0.038000 It 23,Best ac:0.001157 1.000000 fi:0.154014. Ave ac:0.002565,0.003865 Initialization: 6.199000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.698000 Kernel 1: 0.024000 Kernel 2: 90.114998 Copyback: 0.017000 Sum: 0.033000 It 24,Best ac:0.002082 1.000000 fi:0.147704. Ave ac:0.002660,0.003763 Initialization: 6.426000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.710000 Kernel 1: 0.024000 Kernel 2: 88.331001 Copyback: 0.018000 Sum: 0.036000 It 25,Best ac:0.000925 1.000000 fi:0.149431. Ave ac:0.002571,0.003353 Initialization: 7.037000 Memcpy Classifiers: 0.648000 Memcpy Instances: 11.466000 Kernel 1: 0.024000 Kernel 2: 89.752998 Copyback: 0.018000 Sum: 0.044000 It 26,Best ac:0.001619 1.000000 fi:0.149252. Ave ac:0.003274,0.003694 Initialization: 7.050000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.706000 Kernel 1: 0.024000 Kernel 2: 89.833000 Copyback: 0.018000 Sum: 0.033000 It 27,Best ac:0.001157 1.000000 fi:0.148580. Ave ac:0.003393,0.004314 Initialization: 6.143000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.711000 Kernel 1: 0.023000 Kernel 2: 90.681999 Copyback: 0.017000 Sum: 0.030000 It 28,Best ac:0.000925 1.000000 fi:0.156816. Ave ac:0.003736,0.004845 Initialization: 6.469000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.723000 Kernel 1: 0.023000 Kernel 2: 90.080002 Copyback: 0.017000 Sum: 0.029000 It 29,Best ac:0.000925 1.000000 fi:0.146050. Ave ac:0.003486,0.004419 MDL Theory Length Weight: 1.4147363306 (30) Initialization: 6.408000 Memcpy Classifiers: 0.361000 Memcpy Instances: 11.520000 Kernel 1: 0.024000 Kernel 2: 87.666000 Copyback: 0.017000 Sum: 0.029000 It 30,Best ac:0.000925 1.000000 fi:0.137621. Ave ac:0.002827,0.003443 Initialization: 7.320000 Memcpy Classifiers: 0.362000 Memcpy Instances: 11.056000 Kernel 1: 0.026000 Kernel 2: 88.247002 Copyback: 0.018000 Sum: 0.043000 It 31,Best ac:0.000925 1.000000 fi:0.132341. Ave ac:0.003401,0.004318 Initialization: 8.045000 Memcpy Classifiers: 0.395000 Memcpy Instances: 10.946000 Kernel 1: 0.024000 Kernel 2: 88.338997 Copyback: 0.017000 Sum: 0.030000 It 32,Best ac:0.000925 1.000000 fi:0.143068. Ave ac:0.002829,0.003290 Initialization: 7.075000 Memcpy Classifiers: 0.362000 Memcpy Instances: 10.498000 Kernel 1: 0.023000 Kernel 2: 86.802002 Copyback: 0.017000 Sum: 0.025000 It 33,Best ac:0.001156 1.000000 fi:0.134218. Ave ac:0.003796,0.005565 Initialization: 26.323000 Memcpy Instances: 514.742004 Memcpy Classifiers: 0.070000 Kernel 1: 0.025000 Kernel 2: 495.444000 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.081000 Kernel 1: 0.016000 Kernel 2: 507.928986 Copyback: 0.020000 Sum: 0.003000 Memcpy Classifiers: 0.099000 Kernel 1: 0.016000 Kernel 2: 508.071014 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.081000 Kernel 1: 0.016000 Kernel 2: 512.825012 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.106000 Kernel 1: 0.013000 Kernel 2: 521.518982 Copyback: 0.019000 Sum: 0.002000 Memcpy Classifiers: 0.090000 Kernel 1: 0.018000 Kernel 2: 495.126007 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.069000 Kernel 1: 0.013000 Kernel 2: 498.600006 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.099000 Kernel 1: 0.022000 Kernel 2: 496.865997 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.069000 Kernel 1: 0.013000 Kernel 2: 496.174011 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.080000 Kernel 1: 0.017000 Kernel 2: 496.609009 Copyback: 0.367000 Sum: 0.002000 Memcpy Classifiers: 0.102000 Kernel 1: 0.022000 Kernel 2: 510.026001 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.102000 Kernel 1: 0.021000 Kernel 2: 504.404999 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.001309 0.740838 fi:0.396633. Ave ac:0.002688,0.009100 Best acc 0.001309 0.740838 Initialization: 6.195000 Memcpy Classifiers: 0.541000 Memcpy Instances: 8.708000 Kernel 1: 0.025000 Kernel 2: 104.699997 Copyback: 0.017000 Sum: 0.047000 Initial population average accuracy1:0.005646 accuracy2:0.234471 Initialization: 6.133000 Memcpy Classifiers: 0.524000 Memcpy Instances: 8.739000 Kernel 1: 0.024000 Kernel 2: 106.623001 Copyback: 0.016000 Sum: 0.041000 It 0,Best ac:0.000694 1.000000 fi:0.265233. Ave ac:0.007090,0.013160 Initialization: 6.146000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.698000 Kernel 1: 0.024000 Kernel 2: 105.378998 Copyback: 0.018000 Sum: 0.040000 It 1,Best ac:0.000694 1.000000 fi:0.264568. Ave ac:0.006490,0.011490 Initialization: 6.108000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.719000 Kernel 1: 0.024000 Kernel 2: 105.339996 Copyback: 0.017000 Sum: 0.029000 It 2,Best ac:0.000925 1.000000 fi:0.099970. Ave ac:0.006657,0.010448 Initialization: 6.074000 Memcpy Classifiers: 0.506000 Memcpy Instances: 9.109000 Kernel 1: 0.022000 Kernel 2: 102.039001 Copyback: 0.017000 Sum: 0.027000 It 3,Best ac:0.000925 1.000000 fi:0.099970. Ave ac:0.006101,0.010555 Initialization: 6.968000 Memcpy Classifiers: 0.839000 Memcpy Instances: 13.648000 Kernel 1: 0.032000 Kernel 2: 101.247002 Copyback: 0.017000 Sum: 0.045000 It 4,Best ac:0.001620 1.000000 fi:0.099697. Ave ac:0.007647,0.012063 Initialization: 6.495000 Memcpy Classifiers: 0.482000 Memcpy Instances: 8.869000 Kernel 1: 0.024000 Kernel 2: 100.640999 Copyback: 0.019000 Sum: 0.041000 It 5,Best ac:0.001157 1.000000 fi:0.099879. Ave ac:0.005881,0.011410 Initialization: 6.116000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.736000 Kernel 1: 0.023000 Kernel 2: 97.954002 Copyback: 0.018000 Sum: 0.041000 It 6,Best ac:0.001851 1.000000 fi:0.099607. Ave ac:0.005571,0.009355 Initialization: 8.095000 Memcpy Classifiers: 0.774000 Memcpy Instances: 9.064000 Kernel 1: 0.024000 Kernel 2: 95.692001 Copyback: 0.017000 Sum: 0.031000 It 7,Best ac:0.001388 1.000000 fi:0.099788. Ave ac:0.004589,0.009556 Initialization: 6.144000 Memcpy Classifiers: 0.476000 Memcpy Instances: 8.693000 Kernel 1: 0.025000 Kernel 2: 92.984001 Copyback: 0.017000 Sum: 0.032000 It 8,Best ac:0.001157 1.000000 fi:0.099879. Ave ac:0.004296,0.008663 Initialization: 6.083000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.732000 Kernel 1: 0.025000 Kernel 2: 93.180000 Copyback: 0.017000 Sum: 0.029000 It 9,Best ac:0.001850 1.000000 fi:0.099607. Ave ac:0.004861,0.008812 Iteration 10:MDL fitness activated Error 0.099607 TL 0.043270 MDL Theory Length Weight: 0.7673285035 (4) Initialization: 6.093000 Memcpy Classifiers: 0.497000 Memcpy Instances: 8.699000 Kernel 1: 0.025000 Kernel 2: 94.693001 Copyback: 0.017000 Sum: 0.027000 It 10,Best ac:0.000925 1.000000 fi:0.124394. Ave ac:0.004825,0.008389 Initialization: 6.178000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.921000 Kernel 1: 0.022000 Kernel 2: 93.266998 Copyback: 0.019000 Sum: 0.037000 It 11,Best ac:0.001388 1.000000 fi:0.124272. Ave ac:0.004604,0.006899 Initialization: 8.138000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.716000 Kernel 1: 0.024000 Kernel 2: 91.325996 Copyback: 0.017000 Sum: 0.033000 It 12,Best ac:0.000925 1.000000 fi:0.125106. Ave ac:0.004175,0.006111 Initialization: 6.168000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.734000 Kernel 1: 0.023000 Kernel 2: 89.676003 Copyback: 0.017000 Sum: 0.027000 It 13,Best ac:0.001620 1.000000 fi:0.124292. Ave ac:0.003960,0.006178 Initialization: 6.115000 Memcpy Classifiers: 0.450000 Memcpy Instances: 10.058000 Kernel 1: 0.027000 Kernel 2: 89.972000 Copyback: 0.017000 Sum: 0.031000 It 14,Best ac:0.002545 1.000000 fi:0.124806. Ave ac:0.003995,0.005501 Initialization: 6.120000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.729000 Kernel 1: 0.024000 Kernel 2: 92.470001 Copyback: 0.017000 Sum: 0.033000 It 15,Best ac:0.001157 1.000000 fi:0.120135. Ave ac:0.004018,0.005833 Initialization: 6.154000 Memcpy Classifiers: 0.451000 Memcpy Instances: 12.184000 Kernel 1: 0.032000 Kernel 2: 94.483002 Copyback: 0.017000 Sum: 0.037000 It 16,Best ac:0.001388 1.000000 fi:0.122407. Ave ac:0.003064,0.004306 Initialization: 6.164000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.729000 Kernel 1: 0.024000 Kernel 2: 89.102997 Copyback: 0.019000 Sum: 0.047000 It 17,Best ac:0.000925 1.000000 fi:0.130405. Ave ac:0.003265,0.006751 Initialization: 6.127000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.713000 Kernel 1: 0.024000 Kernel 2: 90.044998 Copyback: 0.017000 Sum: 0.028000 It 18,Best ac:0.000925 1.000000 fi:0.125023. Ave ac:0.003463,0.004577 Initialization: 6.142000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.728000 Kernel 1: 0.025000 Kernel 2: 91.097000 Copyback: 0.017000 Sum: 0.029000 It 19,Best ac:0.001157 1.000000 fi:0.120135. Ave ac:0.003541,0.005715 Initialization: 6.101000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.729000 Kernel 1: 0.025000 Kernel 2: 90.572998 Copyback: 0.017000 Sum: 0.030000 It 20,Best ac:0.000925 1.000000 fi:0.124966. Ave ac:0.003077,0.004853 Initialization: 7.230000 Memcpy Classifiers: 0.400000 Memcpy Instances: 9.449000 Kernel 1: 0.023000 Kernel 2: 89.164001 Copyback: 0.017000 Sum: 0.036000 It 21,Best ac:0.001157 1.000000 fi:0.123823. Ave ac:0.003559,0.004838 Initialization: 7.453000 Memcpy Classifiers: 0.406000 Memcpy Instances: 10.132000 Kernel 1: 0.027000 Kernel 2: 86.414001 Copyback: 0.018000 Sum: 0.039000 It 22,Best ac:0.002082 1.000000 fi:0.125893. Ave ac:0.003145,0.004066 Initialization: 6.692000 Memcpy Classifiers: 0.416000 Memcpy Instances: 10.746000 Kernel 1: 0.023000 Kernel 2: 85.926003 Copyback: 0.019000 Sum: 0.042000 It 23,Best ac:0.001851 1.000000 fi:0.123282. Ave ac:0.003100,0.004178 Initialization: 7.378000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.759000 Kernel 1: 0.023000 Kernel 2: 86.387001 Copyback: 0.017000 Sum: 0.030000 It 24,Best ac:0.000925 1.000000 fi:0.119587. Ave ac:0.002478,0.004291 Initialization: 6.809000 Memcpy Classifiers: 0.450000 Memcpy Instances: 10.939000 Kernel 1: 0.024000 Kernel 2: 87.823997 Copyback: 0.017000 Sum: 0.032000 It 25,Best ac:0.001619 1.000000 fi:0.119954. Ave ac:0.002694,0.003708 Initialization: 6.566000 Memcpy Classifiers: 0.434000 Memcpy Instances: 11.486000 Kernel 1: 0.033000 Kernel 2: 87.084000 Copyback: 0.017000 Sum: 0.030000 It 26,Best ac:0.001157 1.000000 fi:0.120807. Ave ac:0.002727,0.003749 Initialization: 7.107000 Memcpy Classifiers: 0.398000 Memcpy Instances: 9.368000 Kernel 1: 0.032000 Kernel 2: 84.824997 Copyback: 0.018000 Sum: 0.038000 It 27,Best ac:0.000925 1.000000 fi:0.124263. Ave ac:0.003043,0.004137 Initialization: 7.421000 Memcpy Classifiers: 0.540000 Memcpy Instances: 10.223000 Kernel 1: 0.033000 Kernel 2: 84.503998 Copyback: 0.017000 Sum: 0.034000 It 28,Best ac:0.001157 1.000000 fi:0.121573. Ave ac:0.003379,0.004247 Initialization: 8.485000 Memcpy Classifiers: 0.680000 Memcpy Instances: 12.434000 Kernel 1: 0.027000 Kernel 2: 84.250000 Copyback: 0.018000 Sum: 0.037000 It 29,Best ac:0.001157 1.000000 fi:0.123836. Ave ac:0.002435,0.003189 Initialization: 6.162000 Memcpy Classifiers: 0.396000 Memcpy Instances: 8.717000 Kernel 1: 0.025000 Kernel 2: 85.166000 Copyback: 0.017000 Sum: 0.029000 It 30,Best ac:0.002313 1.000000 fi:0.124777. Ave ac:0.002506,0.003550 Initialization: 6.127000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.748000 Kernel 1: 0.024000 Kernel 2: 84.412003 Copyback: 0.017000 Sum: 0.028000 It 31,Best ac:0.001157 1.000000 fi:0.118213. Ave ac:0.002787,0.004462 Initialization: 6.119000 Memcpy Classifiers: 0.429000 Memcpy Instances: 8.698000 Kernel 1: 0.024000 Kernel 2: 83.105003 Copyback: 0.017000 Sum: 0.027000 It 32,Best ac:0.001157 1.000000 fi:0.121573. Ave ac:0.002925,0.003979 Initialization: 7.851000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.719000 Kernel 1: 0.024000 Kernel 2: 83.482002 Copyback: 0.370000 Sum: 0.035000 It 33,Best ac:0.000925 1.000000 fi:0.126266. Ave ac:0.002635,0.004066 Initialization: 24.090000 Memcpy Instances: 445.209015 Memcpy Classifiers: 0.071000 Kernel 1: 0.027000 Kernel 2: 503.502991 Copyback: 0.017000 Sum: 0.019000 Memcpy Classifiers: 0.100000 Kernel 1: 0.022000 Kernel 2: 488.894989 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.099000 Kernel 1: 0.021000 Kernel 2: 500.640991 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.012000 Kernel 2: 486.390991 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.012000 Kernel 2: 501.251007 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.090000 Kernel 1: 0.021000 Kernel 2: 503.975006 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.012000 Kernel 2: 494.988007 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.079000 Kernel 1: 0.015000 Kernel 2: 503.988007 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.012000 Kernel 2: 491.740997 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.098000 Kernel 1: 0.024000 Kernel 2: 477.763000 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.012000 Kernel 2: 481.395996 Copyback: 0.018000 Sum: 0.001000 Memcpy Classifiers: 0.075000 Kernel 1: 0.012000 Kernel 2: 476.066986 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.001240 0.765714 fi:0.360510. Ave ac:0.003676,0.013151 Best acc 0.001240 0.765714 Rule:Att PSSM_-2_12 is [-5.412663,-2.681215]|Att PSSM_-2_14 is [-4.307144,2.839882]|Att PSSM_-2_18 is [-7.356710,7.356710]|Att PSSM_-1_12 is [<-1.781840]|Att PSSM_0_2 is [<0.946737]|Att PSSM_0_4 is [-5.288282,-2.237311]|Att PSSM_0_6 is [<-2.815755]|Att PSSM_1_7 is [<1.672070]|Att PSSM_1_14 is [0.950494,5.743577]|Att PSSM_3_4 is [-5.203524,-0.796476]|1 Accuracy : 0.751984 0 1 160836 3244 54950 15608 Removed 350 instances. 215786 Instances left. Acc of rule 0.001240-0.765714 Initialization: 8.143000 Memcpy Classifiers: 0.524000 Memcpy Instances: 11.955000 Kernel 1: 0.024000 Kernel 2: 104.867996 Copyback: 0.023000 Sum: 0.055000 Initial population average accuracy1:0.005790 accuracy2:0.243443 Initialization: 6.092000 Memcpy Classifiers: 0.576000 Memcpy Instances: 8.708000 Kernel 1: 0.025000 Kernel 2: 105.824997 Copyback: 0.017000 Sum: 0.058000 It 0,Best ac:0.000695 1.000000 fi:0.261222. Ave ac:0.006234,0.010278 Initialization: 6.161000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.701000 Kernel 1: 0.024000 Kernel 2: 103.413002 Copyback: 0.017000 Sum: 0.031000 It 1,Best ac:0.000695 1.000000 fi:0.261222. Ave ac:0.006423,0.010520 Initialization: 6.105000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.689000 Kernel 1: 0.025000 Kernel 2: 101.175003 Copyback: 0.017000 Sum: 0.030000 It 2,Best ac:0.000927 1.000000 fi:0.099968. Ave ac:0.005785,0.009757 Initialization: 6.377000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.679000 Kernel 1: 0.024000 Kernel 2: 101.022003 Copyback: 0.017000 Sum: 0.030000 It 3,Best ac:0.001390 1.000000 fi:0.099786. Ave ac:0.005610,0.008755 Initialization: 7.692000 Memcpy Classifiers: 0.602000 Memcpy Instances: 11.164000 Kernel 1: 0.023000 Kernel 2: 98.574997 Copyback: 0.017000 Sum: 0.035000 It 4,Best ac:0.001390 1.000000 fi:0.099786. Ave ac:0.005981,0.008494 Initialization: 6.126000 Memcpy Classifiers: 0.447000 Memcpy Instances: 8.696000 Kernel 1: 0.024000 Kernel 2: 104.219002 Copyback: 0.017000 Sum: 0.033000 It 5,Best ac:0.000927 1.000000 fi:0.099968. Ave ac:0.005158,0.007070 Initialization: 6.175000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.680000 Kernel 1: 0.025000 Kernel 2: 101.113998 Copyback: 0.017000 Sum: 0.029000 It 6,Best ac:0.002549 1.000000 fi:0.099329. Ave ac:0.005202,0.006696 Initialization: 6.093000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.783000 Kernel 1: 0.022000 Kernel 2: 102.190002 Copyback: 0.017000 Sum: 0.029000 It 7,Best ac:0.001158 1.000000 fi:0.099877. Ave ac:0.004316,0.005666 Initialization: 6.050000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.715000 Kernel 1: 0.024000 Kernel 2: 99.583000 Copyback: 0.016000 Sum: 0.030000 It 8,Best ac:0.001158 1.000000 fi:0.099877. Ave ac:0.004625,0.006405 Initialization: 6.141000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.712000 Kernel 1: 0.024000 Kernel 2: 101.834999 Copyback: 0.017000 Sum: 0.036000 It 9,Best ac:0.001158 1.000000 fi:0.099877. Ave ac:0.003646,0.005656 Iteration 10:MDL fitness activated Error 0.099877 TL 0.042836 MDL Theory Length Weight: 0.7772120736 (4) Initialization: 6.145000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.703000 Kernel 1: 0.024000 Kernel 2: 102.252998 Copyback: 0.017000 Sum: 0.035000 It 10,Best ac:0.000927 1.000000 fi:0.123603. Ave ac:0.003773,0.005305 Initialization: 6.126000 Memcpy Classifiers: 0.445000 Memcpy Instances: 8.706000 Kernel 1: 0.024000 Kernel 2: 101.816002 Copyback: 0.018000 Sum: 0.040000 It 11,Best ac:0.001390 1.000000 fi:0.113169. Ave ac:0.003591,0.005646 Initialization: 6.298000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.733000 Kernel 1: 0.024000 Kernel 2: 102.214996 Copyback: 0.017000 Sum: 0.028000 It 12,Best ac:0.001158 1.000000 fi:0.125702. Ave ac:0.003122,0.005188 Initialization: 8.819000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.691000 Kernel 1: 0.023000 Kernel 2: 101.374001 Copyback: 0.017000 Sum: 0.030000 It 13,Best ac:0.001158 1.000000 fi:0.129979. Ave ac:0.003366,0.005643 Initialization: 7.972000 Memcpy Classifiers: 0.712000 Memcpy Instances: 12.812000 Kernel 1: 0.024000 Kernel 2: 98.429001 Copyback: 0.022000 Sum: 0.040000 It 14,Best ac:0.000927 1.000000 fi:0.120848. Ave ac:0.003602,0.004663 Initialization: 6.097000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.727000 Kernel 1: 0.024000 Kernel 2: 97.769997 Copyback: 0.017000 Sum: 0.028000 It 15,Best ac:0.001158 1.000000 fi:0.122066. Ave ac:0.003285,0.005192 Initialization: 6.112000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.686000 Kernel 1: 0.024000 Kernel 2: 97.472000 Copyback: 0.017000 Sum: 0.034000 It 16,Best ac:0.000927 1.000000 fi:0.120148. Ave ac:0.002656,0.006458 Initialization: 6.163000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.700000 Kernel 1: 0.024000 Kernel 2: 95.584000 Copyback: 0.017000 Sum: 0.032000 It 17,Best ac:0.000927 1.000000 fi:0.120848. Ave ac:0.003216,0.004510 Initialization: 6.178000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.706000 Kernel 1: 0.024000 Kernel 2: 96.499001 Copyback: 0.021000 Sum: 0.035000 It 18,Best ac:0.001390 1.000000 fi:0.120656. Ave ac:0.002507,0.003998 Initialization: 6.874000 Memcpy Classifiers: 0.421000 Memcpy Instances: 8.688000 Kernel 1: 0.024000 Kernel 2: 94.789001 Copyback: 0.018000 Sum: 0.044000 It 19,Best ac:0.000927 1.000000 fi:0.120838. Ave ac:0.002704,0.004189 Initialization: 7.707000 Memcpy Classifiers: 0.744000 Memcpy Instances: 8.771000 Kernel 1: 0.024000 Kernel 2: 98.592003 Copyback: 0.018000 Sum: 0.040000 It 20,Best ac:0.002085 1.000000 fi:0.120267. Ave ac:0.003075,0.005181 MDL Theory Length Weight: 0.6994908662 (10) Initialization: 7.475000 Memcpy Classifiers: 0.807000 Memcpy Instances: 9.369000 Kernel 1: 0.024000 Kernel 2: 96.430000 Copyback: 0.017000 Sum: 0.031000 It 21,Best ac:0.001622 1.000000 fi:0.121846. Ave ac:0.002268,0.003013 Initialization: 6.093000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.715000 Kernel 1: 0.025000 Kernel 2: 97.258003 Copyback: 0.018000 Sum: 0.041000 It 22,Best ac:0.000927 1.000000 fi:0.118880. Ave ac:0.002278,0.003423 Initialization: 6.096000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.699000 Kernel 1: 0.024000 Kernel 2: 99.269997 Copyback: 0.019000 Sum: 0.042000 It 23,Best ac:0.001622 1.000000 fi:0.122458. Ave ac:0.002140,0.002913 Initialization: 6.791000 Memcpy Classifiers: 0.452000 Memcpy Instances: 9.219000 Kernel 1: 0.032000 Kernel 2: 99.167000 Copyback: 0.018000 Sum: 0.041000 It 24,Best ac:0.000927 1.000000 fi:0.121147. Ave ac:0.001819,0.002025 Initialization: 6.116000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.738000 Kernel 1: 0.032000 Kernel 2: 98.242996 Copyback: 0.017000 Sum: 0.031000 It 25,Best ac:0.000927 1.000000 fi:0.124286. Ave ac:0.002192,0.003507 Initialization: 6.170000 Memcpy Classifiers: 0.487000 Memcpy Instances: 13.023000 Kernel 1: 0.024000 Kernel 2: 96.389000 Copyback: 0.017000 Sum: 0.027000 It 26,Best ac:0.001390 1.000000 fi:0.120623. Ave ac:0.001747,0.002299 Initialization: 6.842000 Memcpy Classifiers: 0.423000 Memcpy Instances: 11.492000 Kernel 1: 0.025000 Kernel 2: 95.980003 Copyback: 0.017000 Sum: 0.038000 It 27,Best ac:0.000927 1.000000 fi:0.118163. Ave ac:0.002737,0.006050 Initialization: 8.238000 Memcpy Classifiers: 0.416000 Memcpy Instances: 14.098000 Kernel 1: 0.027000 Kernel 2: 96.051003 Copyback: 0.017000 Sum: 0.028000 It 28,Best ac:0.002085 1.000000 fi:0.117514. Ave ac:0.002026,0.002434 Initialization: 6.136000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.715000 Kernel 1: 0.025000 Kernel 2: 92.737000 Copyback: 0.017000 Sum: 0.032000 It 29,Best ac:0.001158 1.000000 fi:0.115533. Ave ac:0.002462,0.003436 Initialization: 6.175000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.697000 Kernel 1: 0.024000 Kernel 2: 91.639999 Copyback: 0.017000 Sum: 0.031000 It 30,Best ac:0.001622 1.000000 fi:0.119585. Ave ac:0.002766,0.003766 Initialization: 6.158000 Memcpy Classifiers: 0.418000 Memcpy Instances: 9.092000 Kernel 1: 0.032000 Kernel 2: 89.462997 Copyback: 0.018000 Sum: 0.042000 It 31,Best ac:0.001158 1.000000 fi:0.115963. Ave ac:0.002988,0.005119 Initialization: 7.588000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.700000 Kernel 1: 0.024000 Kernel 2: 87.574997 Copyback: 0.017000 Sum: 0.032000 It 32,Best ac:0.001390 1.000000 fi:0.119755. Ave ac:0.003377,0.005050 Initialization: 6.173000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.688000 Kernel 1: 0.024000 Kernel 2: 85.083000 Copyback: 0.017000 Sum: 0.034000 It 33,Best ac:0.001158 1.000000 fi:0.113916. Ave ac:0.002953,0.003582 Initialization: 28.407000 Memcpy Instances: 459.648987 Memcpy Classifiers: 0.074000 Kernel 1: 0.027000 Kernel 2: 493.804993 Copyback: 0.366000 Sum: 0.017000 Memcpy Classifiers: 0.094000 Kernel 1: 0.021000 Kernel 2: 529.096008 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.071000 Kernel 1: 0.013000 Kernel 2: 493.441986 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.069000 Kernel 1: 0.013000 Kernel 2: 512.567017 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.102000 Kernel 1: 0.022000 Kernel 2: 525.119019 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.014000 Kernel 2: 540.146973 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.103000 Kernel 1: 0.021000 Kernel 2: 513.978027 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.069000 Kernel 1: 0.012000 Kernel 2: 527.145996 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.012000 Kernel 2: 518.103027 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.071000 Kernel 1: 0.016000 Kernel 2: 522.406982 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.012000 Kernel 2: 517.344971 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.076000 Kernel 1: 0.016000 Kernel 2: 497.765015 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.001131 0.764890 fi:0.353192. Ave ac:0.002585,0.008687 Best acc 0.001131 0.764890 Initialization: 6.979000 Memcpy Classifiers: 0.705000 Memcpy Instances: 10.464000 Kernel 1: 0.026000 Kernel 2: 103.931000 Copyback: 0.017000 Sum: 0.045000 Initial population average accuracy1:0.005656 accuracy2:0.252237 Initialization: 7.791000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.871000 Kernel 1: 0.024000 Kernel 2: 102.460999 Copyback: 0.017000 Sum: 0.047000 It 0,Best ac:0.002085 0.692308 fi:0.407204. Ave ac:0.006031,0.012141 Initialization: 6.501000 Memcpy Classifiers: 0.817000 Memcpy Instances: 11.700000 Kernel 1: 0.024000 Kernel 2: 100.483002 Copyback: 0.017000 Sum: 0.035000 It 1,Best ac:0.001622 0.875000 fi:0.224695. Ave ac:0.005497,0.008213 Initialization: 6.084000 Memcpy Classifiers: 0.451000 Memcpy Instances: 10.684000 Kernel 1: 0.033000 Kernel 2: 102.123001 Copyback: 0.017000 Sum: 0.029000 It 2,Best ac:0.002086 1.000000 fi:0.099512. Ave ac:0.005588,0.008806 Initialization: 6.070000 Memcpy Classifiers: 0.482000 Memcpy Instances: 11.513000 Kernel 1: 0.024000 Kernel 2: 100.839996 Copyback: 0.017000 Sum: 0.029000 It 3,Best ac:0.001390 1.000000 fi:0.099786. Ave ac:0.005250,0.009586 Initialization: 7.184000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.699000 Kernel 1: 0.024000 Kernel 2: 99.081001 Copyback: 0.017000 Sum: 0.037000 It 4,Best ac:0.001390 1.000000 fi:0.099786. Ave ac:0.004565,0.008463 Initialization: 6.086000 Memcpy Classifiers: 0.487000 Memcpy Instances: 11.963000 Kernel 1: 0.024000 Kernel 2: 100.320000 Copyback: 0.017000 Sum: 0.033000 It 5,Best ac:0.001390 1.000000 fi:0.099786. Ave ac:0.004655,0.008108 Initialization: 7.220000 Memcpy Classifiers: 0.596000 Memcpy Instances: 11.043000 Kernel 1: 0.024000 Kernel 2: 101.390999 Copyback: 0.017000 Sum: 0.032000 It 6,Best ac:0.002086 0.900000 fi:0.199512. Ave ac:0.004488,0.008125 Initialization: 6.203000 Memcpy Classifiers: 0.416000 Memcpy Instances: 10.607000 Kernel 1: 0.022000 Kernel 2: 99.745003 Copyback: 0.016000 Sum: 0.031000 It 7,Best ac:0.001158 1.000000 fi:0.099877. Ave ac:0.004518,0.006974 Initialization: 6.164000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.682000 Kernel 1: 0.024000 Kernel 2: 100.447998 Copyback: 0.018000 Sum: 0.041000 It 8,Best ac:0.000927 1.000000 fi:0.099968. Ave ac:0.005328,0.008252 Initialization: 6.151000 Memcpy Classifiers: 0.469000 Memcpy Instances: 9.622000 Kernel 1: 0.032000 Kernel 2: 97.974998 Copyback: 0.016000 Sum: 0.034000 It 9,Best ac:0.001390 1.000000 fi:0.099786. Ave ac:0.003310,0.004958 Iteration 10:MDL fitness activated Error 0.099786 TL 0.035503 MDL Theory Length Weight: 0.9368836648 (8) Initialization: 6.269000 Memcpy Classifiers: 0.434000 Memcpy Instances: 11.038000 Kernel 1: 0.023000 Kernel 2: 100.333000 Copyback: 0.017000 Sum: 0.035000 It 10,Best ac:0.001390 1.000000 fi:0.133164. Ave ac:0.003038,0.004183 Initialization: 8.223000 Memcpy Classifiers: 0.621000 Memcpy Instances: 11.005000 Kernel 1: 0.024000 Kernel 2: 98.203003 Copyback: 0.018000 Sum: 0.040000 It 11,Best ac:0.001390 1.000000 fi:0.133393. Ave ac:0.003119,0.005421 Initialization: 7.257000 Memcpy Classifiers: 0.416000 Memcpy Instances: 10.598000 Kernel 1: 0.027000 Kernel 2: 101.266998 Copyback: 0.017000 Sum: 0.040000 It 12,Best ac:0.000927 1.000000 fi:0.129178. Ave ac:0.004495,0.007506 Initialization: 6.172000 Memcpy Classifiers: 0.415000 Memcpy Instances: 11.751000 Kernel 1: 0.023000 Kernel 2: 99.882004 Copyback: 0.017000 Sum: 0.038000 It 13,Best ac:0.001158 1.000000 fi:0.137878. Ave ac:0.003989,0.005547 Initialization: 6.128000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.678000 Kernel 1: 0.024000 Kernel 2: 104.288002 Copyback: 0.017000 Sum: 0.028000 It 14,Best ac:0.001622 1.000000 fi:0.126108. Ave ac:0.003822,0.005387 Initialization: 6.176000 Memcpy Classifiers: 0.635000 Memcpy Instances: 9.561000 Kernel 1: 0.023000 Kernel 2: 97.973000 Copyback: 0.018000 Sum: 0.035000 It 15,Best ac:0.000927 1.000000 fi:0.125982. Ave ac:0.003418,0.004085 Initialization: 7.746000 Memcpy Classifiers: 0.564000 Memcpy Instances: 9.422000 Kernel 1: 0.023000 Kernel 2: 96.825996 Copyback: 0.017000 Sum: 0.033000 It 16,Best ac:0.001390 1.000000 fi:0.125799. Ave ac:0.003506,0.005917 Initialization: 6.832000 Memcpy Classifiers: 0.451000 Memcpy Instances: 9.111000 Kernel 1: 0.032000 Kernel 2: 98.358002 Copyback: 0.017000 Sum: 0.027000 It 17,Best ac:0.001158 1.000000 fi:0.129773. Ave ac:0.003129,0.004127 Initialization: 7.140000 Memcpy Classifiers: 0.433000 Memcpy Instances: 9.904000 Kernel 1: 0.032000 Kernel 2: 100.560997 Copyback: 0.018000 Sum: 0.038000 It 18,Best ac:0.001390 1.000000 fi:0.129350. Ave ac:0.003140,0.003939 Initialization: 6.135000 Memcpy Classifiers: 0.450000 Memcpy Instances: 11.502000 Kernel 1: 0.026000 Kernel 2: 99.690002 Copyback: 0.017000 Sum: 0.028000 It 19,Best ac:0.001158 1.000000 fi:0.129087. Ave ac:0.002779,0.003925 Initialization: 8.173000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.697000 Kernel 1: 0.024000 Kernel 2: 101.348999 Copyback: 0.017000 Sum: 0.028000 It 20,Best ac:0.001158 1.000000 fi:0.130444. Ave ac:0.002622,0.003598 Initialization: 7.040000 Memcpy Classifiers: 0.445000 Memcpy Instances: 10.134000 Kernel 1: 0.025000 Kernel 2: 102.533997 Copyback: 0.019000 Sum: 0.046000 It 21,Best ac:0.001390 1.000000 fi:0.125542. Ave ac:0.002502,0.003150 Initialization: 6.141000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.698000 Kernel 1: 0.058000 Kernel 2: 98.893997 Copyback: 0.017000 Sum: 0.034000 It 22,Best ac:0.001159 1.000000 fi:0.122929. Ave ac:0.003217,0.005502 Initialization: 6.405000 Memcpy Classifiers: 0.442000 Memcpy Instances: 11.435000 Kernel 1: 0.023000 Kernel 2: 99.175003 Copyback: 0.017000 Sum: 0.030000 It 23,Best ac:0.001158 1.000000 fi:0.123885. Ave ac:0.003062,0.004457 Initialization: 6.088000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.705000 Kernel 1: 0.024000 Kernel 2: 102.248001 Copyback: 0.018000 Sum: 0.029000 It 24,Best ac:0.001158 1.000000 fi:0.122737. Ave ac:0.002437,0.003419 Initialization: 8.023000 Memcpy Classifiers: 0.620000 Memcpy Instances: 9.238000 Kernel 1: 0.023000 Kernel 2: 100.291000 Copyback: 0.018000 Sum: 0.039000 It 25,Best ac:0.001854 1.000000 fi:0.122908. Ave ac:0.002985,0.003923 Initialization: 6.654000 Memcpy Classifiers: 0.775000 Memcpy Instances: 13.404000 Kernel 1: 0.032000 Kernel 2: 100.507004 Copyback: 0.017000 Sum: 0.031000 It 26,Best ac:0.000927 1.000000 fi:0.127230. Ave ac:0.002290,0.003213 Initialization: 6.160000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.679000 Kernel 1: 0.024000 Kernel 2: 100.966003 Copyback: 0.017000 Sum: 0.030000 It 27,Best ac:0.001390 1.000000 fi:0.128887. Ave ac:0.002738,0.003844 Initialization: 7.039000 Memcpy Classifiers: 0.451000 Memcpy Instances: 13.559000 Kernel 1: 0.027000 Kernel 2: 101.491997 Copyback: 0.017000 Sum: 0.033000 It 28,Best ac:0.001854 1.000000 fi:0.117770. Ave ac:0.002412,0.003430 Initialization: 6.190000 Memcpy Classifiers: 0.416000 Memcpy Instances: 10.032000 Kernel 1: 0.024000 Kernel 2: 99.097000 Copyback: 0.017000 Sum: 0.032000 It 29,Best ac:0.001158 1.000000 fi:0.122296. Ave ac:0.002311,0.003913 Initialization: 6.659000 Memcpy Classifiers: 0.398000 Memcpy Instances: 11.545000 Kernel 1: 0.024000 Kernel 2: 98.450996 Copyback: 0.017000 Sum: 0.027000 It 30,Best ac:0.000927 1.000000 fi:0.120046. Ave ac:0.002448,0.003397 Initialization: 7.630000 Memcpy Classifiers: 0.679000 Memcpy Instances: 12.831000 Kernel 1: 0.023000 Kernel 2: 100.092003 Copyback: 0.017000 Sum: 0.028000 It 31,Best ac:0.001622 1.000000 fi:0.124387. Ave ac:0.002273,0.003512 Initialization: 6.140000 Memcpy Classifiers: 0.423000 Memcpy Instances: 8.732000 Kernel 1: 0.023000 Kernel 2: 100.163002 Copyback: 0.017000 Sum: 0.029000 It 32,Best ac:0.001622 1.000000 fi:0.117862. Ave ac:0.002973,0.004286 Initialization: 7.338000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.698000 Kernel 1: 0.024000 Kernel 2: 98.225998 Copyback: 0.018000 Sum: 0.036000 It 33,Best ac:0.001158 1.000000 fi:0.119226. Ave ac:0.003095,0.004636 Initialization: 24.031000 Memcpy Instances: 472.492004 Memcpy Classifiers: 0.071000 Kernel 1: 0.027000 Kernel 2: 572.000977 Copyback: 0.015000 Sum: 0.015000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 561.820007 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.012000 Kernel 2: 550.443970 Copyback: 0.363000 Sum: 0.002000 Memcpy Classifiers: 0.101000 Kernel 1: 0.023000 Kernel 2: 546.857971 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.069000 Kernel 1: 0.013000 Kernel 2: 553.580017 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 557.348999 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.099000 Kernel 1: 0.021000 Kernel 2: 555.161011 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.069000 Kernel 1: 0.015000 Kernel 2: 562.492004 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.080000 Kernel 1: 0.015000 Kernel 2: 554.521973 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.082000 Kernel 1: 0.017000 Kernel 2: 573.429016 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.099000 Kernel 1: 0.021000 Kernel 2: 562.377991 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.076000 Kernel 1: 0.013000 Kernel 2: 550.807983 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.000936 0.729242 fi:0.390071. Ave ac:0.002494,0.008648 Best acc 0.000936 0.729242 Rule:Att PSSM_-3_20 is [>2.398463]|Att PSSM_-2_17 is [-3.328269,5.913140]|Att PSSM_-1_12 is [<-2.237441]|Att PSSM_0_2 is [-5.127112,-3.345663]|Att PSSM_0_10 is [>-2.397265]|Att PSSM_0_17 is [-5.801361,6.487144]|Att PSSM_1_15 is [-6.348306,-1.651694]|Att PSSM_2_12 is [-6.707868,-1.292132]|Att PSSM_3_3 is [<3.679979]|1 Accuracy : 0.752704 0 1 160761 3319 54706 15852 Removed 319 instances. 215467 Instances left. Acc of rule 0.001131-0.764890 Initialization: 6.839000 Memcpy Classifiers: 0.556000 Memcpy Instances: 10.059000 Kernel 1: 0.026000 Kernel 2: 105.898003 Copyback: 0.018000 Sum: 0.053000 Initial population average accuracy1:0.005905 accuracy2:0.228010 Initialization: 6.186000 Memcpy Classifiers: 0.505000 Memcpy Instances: 11.449000 Kernel 1: 0.024000 Kernel 2: 107.579002 Copyback: 0.017000 Sum: 0.045000 It 0,Best ac:0.003016 0.866667 fi:0.232475. Ave ac:0.008098,0.014170 Initialization: 8.547000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.700000 Kernel 1: 0.024000 Kernel 2: 105.587997 Copyback: 0.017000 Sum: 0.034000 It 1,Best ac:0.000928 1.000000 fi:0.099967. Ave ac:0.007956,0.016853 Initialization: 7.234000 Memcpy Classifiers: 0.559000 Memcpy Instances: 10.781000 Kernel 1: 0.032000 Kernel 2: 105.050003 Copyback: 0.018000 Sum: 0.044000 It 2,Best ac:0.001625 0.875000 fi:0.224692. Ave ac:0.007205,0.014477 Initialization: 8.145000 Memcpy Classifiers: 0.710000 Memcpy Instances: 11.110000 Kernel 1: 0.025000 Kernel 2: 105.383003 Copyback: 0.018000 Sum: 0.044000 It 3,Best ac:0.000928 1.000000 fi:0.099967. Ave ac:0.005501,0.008958 Initialization: 6.108000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.689000 Kernel 1: 0.024000 Kernel 2: 103.782997 Copyback: 0.017000 Sum: 0.034000 It 4,Best ac:0.001160 1.000000 fi:0.099875. Ave ac:0.005217,0.010033 Initialization: 6.204000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.679000 Kernel 1: 0.023000 Kernel 2: 101.917000 Copyback: 0.017000 Sum: 0.033000 It 5,Best ac:0.001392 1.000000 fi:0.099783. Ave ac:0.005382,0.010701 Initialization: 6.130000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.746000 Kernel 1: 0.025000 Kernel 2: 100.254997 Copyback: 0.017000 Sum: 0.030000 It 6,Best ac:0.002553 1.000000 fi:0.099325. Ave ac:0.004619,0.008451 Initialization: 6.097000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.706000 Kernel 1: 0.023000 Kernel 2: 95.507004 Copyback: 0.017000 Sum: 0.033000 It 7,Best ac:0.000928 1.000000 fi:0.099967. Ave ac:0.003440,0.007475 Initialization: 6.199000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.671000 Kernel 1: 0.024000 Kernel 2: 94.536003 Copyback: 0.017000 Sum: 0.035000 It 8,Best ac:0.001624 1.000000 fi:0.099692. Ave ac:0.003533,0.005977 Initialization: 6.121000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.687000 Kernel 1: 0.024000 Kernel 2: 97.346001 Copyback: 0.016000 Sum: 0.029000 It 9,Best ac:0.002553 1.000000 fi:0.099325. Ave ac:0.004244,0.012530 Iteration 10:MDL fitness activated Error 0.099325 TL 0.028393 MDL Theory Length Weight: 1.1660676166 (4) Initialization: 6.120000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.667000 Kernel 1: 0.024000 Kernel 2: 95.045998 Copyback: 0.017000 Sum: 0.034000 It 10,Best ac:0.000928 1.000000 fi:0.127521. Ave ac:0.002794,0.007418 Initialization: 6.089000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.691000 Kernel 1: 0.025000 Kernel 2: 94.253998 Copyback: 0.017000 Sum: 0.034000 It 11,Best ac:0.001160 1.000000 fi:0.128395. Ave ac:0.002455,0.005500 Initialization: 6.079000 Memcpy Classifiers: 0.459000 Memcpy Instances: 8.666000 Kernel 1: 0.024000 Kernel 2: 92.972000 Copyback: 0.017000 Sum: 0.035000 It 12,Best ac:0.001392 1.000000 fi:0.135285. Ave ac:0.002273,0.007816 Initialization: 6.142000 Memcpy Classifiers: 0.408000 Memcpy Instances: 8.691000 Kernel 1: 0.023000 Kernel 2: 92.300003 Copyback: 0.017000 Sum: 0.033000 It 13,Best ac:0.000928 1.000000 fi:0.140890. Ave ac:0.003405,0.009005 Initialization: 6.127000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.676000 Kernel 1: 0.023000 Kernel 2: 88.653000 Copyback: 0.017000 Sum: 0.031000 It 14,Best ac:0.001856 1.000000 fi:0.126619. Ave ac:0.004460,0.011680 Initialization: 6.065000 Memcpy Classifiers: 0.360000 Memcpy Instances: 8.699000 Kernel 1: 0.025000 Kernel 2: 88.806000 Copyback: 0.017000 Sum: 0.031000 It 15,Best ac:0.001625 1.000000 fi:0.123980. Ave ac:0.002335,0.005066 Initialization: 6.100000 Memcpy Classifiers: 0.345000 Memcpy Instances: 8.688000 Kernel 1: 0.024000 Kernel 2: 88.140999 Copyback: 0.016000 Sum: 0.034000 It 16,Best ac:0.001392 1.000000 fi:0.125629. Ave ac:0.002622,0.005050 Initialization: 6.156000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.670000 Kernel 1: 0.025000 Kernel 2: 87.566002 Copyback: 0.016000 Sum: 0.031000 It 17,Best ac:0.001857 1.000000 fi:0.116952. Ave ac:0.002608,0.008168 Initialization: 6.111000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.714000 Kernel 1: 0.023000 Kernel 2: 87.074997 Copyback: 0.017000 Sum: 0.029000 It 18,Best ac:0.000928 1.000000 fi:0.121662. Ave ac:0.003800,0.006499 Initialization: 6.105000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.714000 Kernel 1: 0.022000 Kernel 2: 84.566002 Copyback: 0.017000 Sum: 0.030000 It 19,Best ac:0.000928 1.000000 fi:0.117860. Ave ac:0.002976,0.010455 Initialization: 6.124000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.889000 Kernel 1: 0.024000 Kernel 2: 85.161003 Copyback: 0.016000 Sum: 0.030000 It 20,Best ac:0.001160 1.000000 fi:0.123140. Ave ac:0.002858,0.003932 Initialization: 6.087000 Memcpy Classifiers: 0.354000 Memcpy Instances: 8.683000 Kernel 1: 0.024000 Kernel 2: 79.983002 Copyback: 0.017000 Sum: 0.029000 It 21,Best ac:0.000928 1.000000 fi:0.117319. Ave ac:0.002079,0.004414 Initialization: 6.780000 Memcpy Classifiers: 0.603000 Memcpy Instances: 9.855000 Kernel 1: 0.025000 Kernel 2: 79.133003 Copyback: 0.018000 Sum: 0.041000 It 22,Best ac:0.001160 1.000000 fi:0.114074. Ave ac:0.002193,0.006216 Initialization: 6.150000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.729000 Kernel 1: 0.024000 Kernel 2: 77.072998 Copyback: 0.017000 Sum: 0.028000 It 23,Best ac:0.001392 1.000000 fi:0.118180. Ave ac:0.002006,0.009470 Initialization: 6.147000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.691000 Kernel 1: 0.023000 Kernel 2: 78.385002 Copyback: 0.016000 Sum: 0.030000 It 24,Best ac:0.000928 1.000000 fi:0.119027. Ave ac:0.002318,0.004354 Initialization: 6.106000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.689000 Kernel 1: 0.024000 Kernel 2: 79.074997 Copyback: 0.018000 Sum: 0.039000 It 25,Best ac:0.001625 1.000000 fi:0.116274. Ave ac:0.002451,0.005475 Initialization: 6.138000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.691000 Kernel 1: 0.024000 Kernel 2: 78.376999 Copyback: 0.017000 Sum: 0.028000 It 26,Best ac:0.000928 1.000000 fi:0.119027. Ave ac:0.001727,0.003542 Initialization: 6.086000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.676000 Kernel 1: 0.025000 Kernel 2: 78.585999 Copyback: 0.017000 Sum: 0.025000 It 27,Best ac:0.001624 1.000000 fi:0.116966. Ave ac:0.002072,0.005469 Initialization: 6.235000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.731000 Kernel 1: 0.032000 Kernel 2: 78.276001 Copyback: 0.018000 Sum: 0.037000 It 28,Best ac:0.000928 1.000000 fi:0.118436. Ave ac:0.001951,0.002687 Initialization: 6.199000 Memcpy Classifiers: 0.340000 Memcpy Instances: 12.612000 Kernel 1: 0.023000 Kernel 2: 76.588997 Copyback: 0.017000 Sum: 0.026000 It 29,Best ac:0.001625 1.000000 fi:0.121756. Ave ac:0.002344,0.007298 Initialization: 7.691000 Memcpy Classifiers: 0.454000 Memcpy Instances: 10.630000 Kernel 1: 0.033000 Kernel 2: 75.347000 Copyback: 0.017000 Sum: 0.031000 It 30,Best ac:0.000928 1.000000 fi:0.118139. Ave ac:0.003171,0.009435 Initialization: 8.002000 Memcpy Classifiers: 0.593000 Memcpy Instances: 10.648000 Kernel 1: 0.026000 Kernel 2: 75.324997 Copyback: 0.017000 Sum: 0.027000 It 31,Best ac:0.000928 1.000000 fi:0.114166. Ave ac:0.002891,0.009067 MDL Theory Length Weight: 1.0494608550 (10) Initialization: 8.017000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.207000 Kernel 1: 0.032000 Kernel 2: 76.276001 Copyback: 0.017000 Sum: 0.025000 It 32,Best ac:0.000928 1.000000 fi:0.112251. Ave ac:0.003045,0.008871 Initialization: 7.904000 Memcpy Classifiers: 0.593000 Memcpy Instances: 10.493000 Kernel 1: 0.032000 Kernel 2: 77.208000 Copyback: 0.018000 Sum: 0.035000 It 33,Best ac:0.000928 1.000000 fi:0.116717. Ave ac:0.001709,0.003485 Initialization: 28.171000 Memcpy Instances: 524.328003 Memcpy Classifiers: 0.067000 Kernel 1: 0.025000 Kernel 2: 475.097992 Copyback: 0.016000 Sum: 0.019000 Memcpy Classifiers: 0.092000 Kernel 1: 0.022000 Kernel 2: 475.834991 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.012000 Kernel 2: 467.208008 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 469.694000 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.012000 Kernel 2: 467.649994 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.012000 Kernel 2: 443.274994 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.075000 Kernel 1: 0.018000 Kernel 2: 467.312988 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.091000 Kernel 1: 0.022000 Kernel 2: 472.450012 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 462.583008 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 484.265991 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.100000 Kernel 1: 0.019000 Kernel 2: 457.117004 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.088000 Kernel 1: 0.020000 Kernel 2: 452.036987 Copyback: 0.015000 Sum: 0.002000 It 34,Best ac:0.000933 0.738971 fi:0.387522. Ave ac:0.002713,0.011913 Best acc 0.000933 0.738971 Initialization: 6.177000 Memcpy Classifiers: 0.541000 Memcpy Instances: 8.690000 Kernel 1: 0.027000 Kernel 2: 104.418999 Copyback: 0.018000 Sum: 0.046000 Initial population average accuracy1:0.006327 accuracy2:0.260498 Initialization: 5.994000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.677000 Kernel 1: 0.024000 Kernel 2: 103.820999 Copyback: 0.017000 Sum: 0.040000 It 0,Best ac:0.001392 0.857143 fi:0.242641. Ave ac:0.006791,0.013663 Initialization: 6.145000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.673000 Kernel 1: 0.024000 Kernel 2: 106.217003 Copyback: 0.017000 Sum: 0.026000 It 1,Best ac:0.000928 1.000000 fi:0.099967. Ave ac:0.007398,0.013444 Initialization: 6.165000 Memcpy Classifiers: 0.486000 Memcpy Instances: 8.680000 Kernel 1: 0.025000 Kernel 2: 103.584999 Copyback: 0.017000 Sum: 0.029000 It 2,Best ac:0.002088 0.900000 fi:0.199508. Ave ac:0.006434,0.011058 Initialization: 6.179000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.677000 Kernel 1: 0.025000 Kernel 2: 101.359001 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.002553 0.846154 fi:0.253171. Ave ac:0.004916,0.009019 Initialization: 6.169000 Memcpy Classifiers: 0.488000 Memcpy Instances: 10.483000 Kernel 1: 0.023000 Kernel 2: 103.230003 Copyback: 0.017000 Sum: 0.033000 It 4,Best ac:0.001160 1.000000 fi:0.099875. Ave ac:0.004431,0.007807 Initialization: 8.727000 Memcpy Classifiers: 0.678000 Memcpy Instances: 10.987000 Kernel 1: 0.024000 Kernel 2: 100.442001 Copyback: 0.017000 Sum: 0.030000 It 5,Best ac:0.000928 1.000000 fi:0.099967. Ave ac:0.003271,0.005563 Initialization: 6.072000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.748000 Kernel 1: 0.024000 Kernel 2: 103.569000 Copyback: 0.017000 Sum: 0.035000 It 6,Best ac:0.001624 1.000000 fi:0.099692. Ave ac:0.003381,0.005861 Initialization: 6.112000 Memcpy Classifiers: 0.472000 Memcpy Instances: 11.782000 Kernel 1: 0.023000 Kernel 2: 105.134003 Copyback: 0.017000 Sum: 0.034000 It 7,Best ac:0.003017 1.000000 fi:0.099141. Ave ac:0.003922,0.007159 Initialization: 8.654000 Memcpy Classifiers: 0.774000 Memcpy Instances: 11.326000 Kernel 1: 0.024000 Kernel 2: 102.158997 Copyback: 0.017000 Sum: 0.034000 It 8,Best ac:0.000928 1.000000 fi:0.099967. Ave ac:0.003354,0.004634 Initialization: 6.089000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.704000 Kernel 1: 0.024000 Kernel 2: 104.612000 Copyback: 0.017000 Sum: 0.033000 It 9,Best ac:0.002553 1.000000 fi:0.099325. Ave ac:0.003195,0.004002 Iteration 10:MDL fitness activated Error 0.099325 TL 0.034296 MDL Theory Length Weight: 0.9653561991 (3) Initialization: 6.099000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.685000 Kernel 1: 0.025000 Kernel 2: 100.610001 Copyback: 0.017000 Sum: 0.032000 It 10,Best ac:0.001160 1.000000 fi:0.134844. Ave ac:0.002467,0.003120 Initialization: 6.085000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.693000 Kernel 1: 0.024000 Kernel 2: 99.740997 Copyback: 0.017000 Sum: 0.033000 It 11,Best ac:0.000928 1.000000 fi:0.128510. Ave ac:0.002884,0.003800 Initialization: 5.989000 Memcpy Classifiers: 0.486000 Memcpy Instances: 8.687000 Kernel 1: 0.024000 Kernel 2: 102.348999 Copyback: 0.017000 Sum: 0.032000 It 12,Best ac:0.001625 1.000000 fi:0.134693. Ave ac:0.002709,0.003758 Initialization: 6.102000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.690000 Kernel 1: 0.024000 Kernel 2: 101.239998 Copyback: 0.371000 Sum: 0.039000 It 13,Best ac:0.001392 1.000000 fi:0.129498. Ave ac:0.002476,0.003812 Initialization: 6.818000 Memcpy Classifiers: 0.468000 Memcpy Instances: 13.378000 Kernel 1: 0.025000 Kernel 2: 99.678001 Copyback: 0.017000 Sum: 0.037000 It 14,Best ac:0.000928 1.000000 fi:0.131159. Ave ac:0.001829,0.003151 Initialization: 9.070000 Memcpy Classifiers: 0.673000 Memcpy Instances: 10.977000 Kernel 1: 0.024000 Kernel 2: 100.108002 Copyback: 0.018000 Sum: 0.039000 It 15,Best ac:0.001392 1.000000 fi:0.133089. Ave ac:0.002755,0.003592 Initialization: 7.437000 Memcpy Classifiers: 0.598000 Memcpy Instances: 10.624000 Kernel 1: 0.024000 Kernel 2: 104.042999 Copyback: 0.018000 Sum: 0.034000 It 16,Best ac:0.001392 1.000000 fi:0.129761. Ave ac:0.002187,0.002870 Initialization: 8.643000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.681000 Kernel 1: 0.024000 Kernel 2: 102.209000 Copyback: 0.017000 Sum: 0.031000 It 17,Best ac:0.001625 1.000000 fi:0.132901. Ave ac:0.002340,0.003507 Initialization: 6.889000 Memcpy Classifiers: 0.451000 Memcpy Instances: 9.540000 Kernel 1: 0.025000 Kernel 2: 101.682999 Copyback: 0.018000 Sum: 0.047000 It 18,Best ac:0.000928 1.000000 fi:0.125870. Ave ac:0.002426,0.003366 Initialization: 6.392000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.706000 Kernel 1: 0.024000 Kernel 2: 100.189003 Copyback: 0.017000 Sum: 0.036000 It 19,Best ac:0.002088 1.000000 fi:0.130322. Ave ac:0.002838,0.004191 Initialization: 6.206000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.668000 Kernel 1: 0.024000 Kernel 2: 101.388000 Copyback: 0.018000 Sum: 0.027000 It 20,Best ac:0.001857 1.000000 fi:0.127867. Ave ac:0.002653,0.003376 Initialization: 8.284000 Memcpy Classifiers: 0.435000 Memcpy Instances: 10.650000 Kernel 1: 0.023000 Kernel 2: 101.959000 Copyback: 0.017000 Sum: 0.033000 It 21,Best ac:0.000928 1.000000 fi:0.126248. Ave ac:0.002310,0.003108 Initialization: 8.610000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.666000 Kernel 1: 0.024000 Kernel 2: 102.009003 Copyback: 0.016000 Sum: 0.029000 It 22,Best ac:0.002089 1.000000 fi:0.127062. Ave ac:0.002123,0.003733 Initialization: 6.445000 Memcpy Classifiers: 0.712000 Memcpy Instances: 11.888000 Kernel 1: 0.032000 Kernel 2: 100.512001 Copyback: 0.017000 Sum: 0.035000 It 23,Best ac:0.001392 1.000000 fi:0.128660. Ave ac:0.002573,0.003463 Initialization: 7.907000 Memcpy Classifiers: 0.680000 Memcpy Instances: 11.490000 Kernel 1: 0.023000 Kernel 2: 99.018997 Copyback: 0.017000 Sum: 0.033000 It 24,Best ac:0.002088 1.000000 fi:0.126677. Ave ac:0.002238,0.003266 Initialization: 6.153000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.683000 Kernel 1: 0.024000 Kernel 2: 99.500000 Copyback: 0.017000 Sum: 0.030000 It 25,Best ac:0.000928 1.000000 fi:0.128100. Ave ac:0.001786,0.001914 Initialization: 6.231000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.673000 Kernel 1: 0.024000 Kernel 2: 100.955002 Copyback: 0.017000 Sum: 0.030000 It 26,Best ac:0.001160 1.000000 fi:0.126879. Ave ac:0.002035,0.002235 Initialization: 6.086000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.774000 Kernel 1: 0.022000 Kernel 2: 96.661003 Copyback: 0.018000 Sum: 0.030000 It 27,Best ac:0.001392 1.000000 fi:0.125057. Ave ac:0.001959,0.002526 Initialization: 6.152000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.719000 Kernel 1: 0.024000 Kernel 2: 96.214996 Copyback: 0.017000 Sum: 0.035000 It 28,Best ac:0.001392 1.000000 fi:0.129498. Ave ac:0.002268,0.002792 Initialization: 6.147000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.699000 Kernel 1: 0.024000 Kernel 2: 94.620003 Copyback: 0.017000 Sum: 0.029000 It 29,Best ac:0.001857 1.000000 fi:0.124902. Ave ac:0.002167,0.002787 Initialization: 6.152000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.696000 Kernel 1: 0.023000 Kernel 2: 97.297997 Copyback: 0.018000 Sum: 0.037000 It 30,Best ac:0.000928 1.000000 fi:0.123912. Ave ac:0.002758,0.002883 Initialization: 6.113000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.684000 Kernel 1: 0.024000 Kernel 2: 94.358002 Copyback: 0.017000 Sum: 0.029000 It 31,Best ac:0.001392 1.000000 fi:0.128304. Ave ac:0.001761,0.002316 Initialization: 6.155000 Memcpy Classifiers: 0.401000 Memcpy Instances: 8.709000 Kernel 1: 0.024000 Kernel 2: 94.260002 Copyback: 0.017000 Sum: 0.033000 It 32,Best ac:0.000928 1.000000 fi:0.123980. Ave ac:0.002378,0.002844 Initialization: 6.098000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.910000 Kernel 1: 0.023000 Kernel 2: 94.636002 Copyback: 0.017000 Sum: 0.031000 It 33,Best ac:0.000928 1.000000 fi:0.124314. Ave ac:0.001995,0.002321 Initialization: 24.207001 Memcpy Instances: 428.359985 Memcpy Classifiers: 0.071000 Kernel 1: 0.025000 Kernel 2: 552.421997 Copyback: 0.015000 Sum: 0.012000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 561.767029 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.012000 Kernel 2: 545.786011 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.100000 Kernel 1: 0.021000 Kernel 2: 562.601990 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.012000 Kernel 2: 551.671021 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.012000 Kernel 2: 555.632996 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.012000 Kernel 2: 549.380981 Copyback: 0.370000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.012000 Kernel 2: 559.856995 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.014000 Kernel 2: 548.327026 Copyback: 0.018000 Sum: 0.003000 Memcpy Classifiers: 0.070000 Kernel 1: 0.016000 Kernel 2: 531.708008 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.069000 Kernel 1: 0.014000 Kernel 2: 547.044006 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.076000 Kernel 1: 0.012000 Kernel 2: 516.333984 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.001286 0.754768 fi:0.373190. Ave ac:0.002360,0.007928 Best acc 0.001286 0.754768 Rule:Att PSSM_-3_9 is [<5.399913]|Att PSSM_-2_13 is [<5.581184]|Att PSSM_-1_7 is [-4.351465,-2.434880]|Att PSSM_0_5 is [-0.325153,10.143553]|Att PSSM_0_12 is [<-2.866276]|Att PSSM_1_1 is [-3.724960,5.724960]|Att PSSM_1_5 is [-2.230747,4.798256]|Att PSSM_1_15 is [<0.406139]|Att PSSM_1_19 is [-2.301100,4.443305]|Att PSSM_3_2 is [<-0.164115]|1 Accuracy : 0.753501 0 1 160671 3409 54429 16129 Removed 367 instances. 215100 Instances left. Acc of rule 0.001286-0.754768 Initialization: 6.140000 Memcpy Classifiers: 0.557000 Memcpy Instances: 8.677000 Kernel 1: 0.026000 Kernel 2: 104.504997 Copyback: 0.017000 Sum: 0.041000 Initial population average accuracy1:0.005211 accuracy2:0.247681 Initialization: 6.149000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.659000 Kernel 1: 0.025000 Kernel 2: 106.299004 Copyback: 0.017000 Sum: 0.057000 It 0,Best ac:0.001394 0.857143 fi:0.242638. Ave ac:0.007104,0.012637 Initialization: 6.131000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.666000 Kernel 1: 0.023000 Kernel 2: 102.078003 Copyback: 0.016000 Sum: 0.032000 It 1,Best ac:0.001162 1.000000 fi:0.099873. Ave ac:0.006129,0.011123 Initialization: 6.145000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.667000 Kernel 1: 0.024000 Kernel 2: 100.120003 Copyback: 0.017000 Sum: 0.032000 It 2,Best ac:0.001395 1.000000 fi:0.099780. Ave ac:0.006067,0.011166 Initialization: 6.186000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.700000 Kernel 1: 0.024000 Kernel 2: 99.753998 Copyback: 0.017000 Sum: 0.030000 It 3,Best ac:0.001163 1.000000 fi:0.099873. Ave ac:0.005325,0.010269 Initialization: 6.144000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.662000 Kernel 1: 0.023000 Kernel 2: 101.130997 Copyback: 0.017000 Sum: 0.030000 It 4,Best ac:0.001628 1.000000 fi:0.099688. Ave ac:0.005077,0.007948 Initialization: 6.144000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.703000 Kernel 1: 0.023000 Kernel 2: 101.222000 Copyback: 0.017000 Sum: 0.032000 It 5,Best ac:0.000930 1.000000 fi:0.099965. Ave ac:0.003877,0.005794 Initialization: 6.135000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.667000 Kernel 1: 0.024000 Kernel 2: 99.473000 Copyback: 0.016000 Sum: 0.032000 It 6,Best ac:0.001162 1.000000 fi:0.099873. Ave ac:0.004236,0.006617 Initialization: 6.135000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.661000 Kernel 1: 0.024000 Kernel 2: 99.056000 Copyback: 0.017000 Sum: 0.030000 It 7,Best ac:0.001163 1.000000 fi:0.099873. Ave ac:0.003748,0.005168 Initialization: 6.169000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.657000 Kernel 1: 0.023000 Kernel 2: 98.681999 Copyback: 0.016000 Sum: 0.033000 It 8,Best ac:0.003022 1.000000 fi:0.099135. Ave ac:0.003913,0.007168 Initialization: 6.148000 Memcpy Classifiers: 0.485000 Memcpy Instances: 8.647000 Kernel 1: 0.025000 Kernel 2: 98.973999 Copyback: 0.017000 Sum: 0.032000 It 9,Best ac:0.001395 1.000000 fi:0.099780. Ave ac:0.002926,0.005527 Iteration 10:MDL fitness activated Error 0.099780 TL 0.040060 MDL Theory Length Weight: 0.8302618719 (2) Initialization: 6.156000 Memcpy Classifiers: 0.475000 Memcpy Instances: 8.674000 Kernel 1: 0.024000 Kernel 2: 99.705002 Copyback: 0.017000 Sum: 0.035000 It 10,Best ac:0.001162 1.000000 fi:0.127948. Ave ac:0.003114,0.003565 Initialization: 6.123000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.663000 Kernel 1: 0.024000 Kernel 2: 99.269997 Copyback: 0.017000 Sum: 0.032000 It 11,Best ac:0.001860 1.000000 fi:0.125241. Ave ac:0.002603,0.003753 Initialization: 6.660000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.667000 Kernel 1: 0.024000 Kernel 2: 97.181000 Copyback: 0.017000 Sum: 0.030000 It 12,Best ac:0.001162 1.000000 fi:0.127393. Ave ac:0.003172,0.004791 Initialization: 6.145000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.680000 Kernel 1: 0.024000 Kernel 2: 98.230003 Copyback: 0.370000 Sum: 0.029000 It 13,Best ac:0.000930 1.000000 fi:0.125548. Ave ac:0.002494,0.005880 Initialization: 6.162000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.666000 Kernel 1: 0.025000 Kernel 2: 97.064003 Copyback: 0.017000 Sum: 0.029000 It 14,Best ac:0.001162 1.000000 fi:0.124935. Ave ac:0.002794,0.004642 Initialization: 6.161000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.671000 Kernel 1: 0.024000 Kernel 2: 95.728996 Copyback: 0.017000 Sum: 0.034000 It 15,Best ac:0.001860 1.000000 fi:0.130855. Ave ac:0.003535,0.008113 Initialization: 6.132000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.669000 Kernel 1: 0.024000 Kernel 2: 98.987000 Copyback: 0.017000 Sum: 0.029000 It 16,Best ac:0.001395 1.000000 fi:0.123566. Ave ac:0.002240,0.004243 Initialization: 6.144000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.674000 Kernel 1: 0.024000 Kernel 2: 96.041000 Copyback: 0.017000 Sum: 0.035000 It 17,Best ac:0.001162 1.000000 fi:0.122427. Ave ac:0.003602,0.006467 Initialization: 6.133000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.679000 Kernel 1: 0.024000 Kernel 2: 98.115997 Copyback: 0.017000 Sum: 0.031000 It 18,Best ac:0.001859 1.000000 fi:0.118135. Ave ac:0.002784,0.004331 Initialization: 6.135000 Memcpy Classifiers: 0.460000 Memcpy Instances: 8.655000 Kernel 1: 0.025000 Kernel 2: 94.135002 Copyback: 0.017000 Sum: 0.031000 It 19,Best ac:0.001627 1.000000 fi:0.122302. Ave ac:0.002325,0.003319 Initialization: 6.151000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.667000 Kernel 1: 0.024000 Kernel 2: 94.056999 Copyback: 0.017000 Sum: 0.032000 It 20,Best ac:0.000930 1.000000 fi:0.122427. Ave ac:0.002403,0.004735 Initialization: 6.118000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.666000 Kernel 1: 0.024000 Kernel 2: 101.223999 Copyback: 0.017000 Sum: 0.030000 It 21,Best ac:0.001394 1.000000 fi:0.129904. Ave ac:0.002851,0.004456 Initialization: 6.153000 Memcpy Classifiers: 0.458000 Memcpy Instances: 8.656000 Kernel 1: 0.024000 Kernel 2: 99.472000 Copyback: 0.016000 Sum: 0.028000 It 22,Best ac:0.000930 1.000000 fi:0.118361. Ave ac:0.002947,0.004426 Initialization: 6.155000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.669000 Kernel 1: 0.024000 Kernel 2: 99.445999 Copyback: 0.017000 Sum: 0.029000 It 23,Best ac:0.000930 1.000000 fi:0.119046. Ave ac:0.002958,0.006587 Initialization: 6.140000 Memcpy Classifiers: 0.492000 Memcpy Instances: 8.661000 Kernel 1: 0.025000 Kernel 2: 100.867996 Copyback: 0.017000 Sum: 0.031000 It 24,Best ac:0.000930 1.000000 fi:0.127143. Ave ac:0.003179,0.004665 Initialization: 6.163000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.653000 Kernel 1: 0.024000 Kernel 2: 99.404999 Copyback: 0.017000 Sum: 0.032000 It 25,Best ac:0.001162 1.000000 fi:0.125735. Ave ac:0.003260,0.009430 Initialization: 6.119000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.673000 Kernel 1: 0.025000 Kernel 2: 97.972000 Copyback: 0.016000 Sum: 0.030000 It 26,Best ac:0.001162 1.000000 fi:0.118412. Ave ac:0.002482,0.004373 Initialization: 6.137000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.676000 Kernel 1: 0.023000 Kernel 2: 101.619003 Copyback: 0.018000 Sum: 0.040000 It 27,Best ac:0.001395 1.000000 fi:0.120855. Ave ac:0.001550,0.002170 MDL Theory Length Weight: 0.7472356847 (10) Initialization: 6.163000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.671000 Kernel 1: 0.023000 Kernel 2: 98.736000 Copyback: 0.018000 Sum: 0.031000 It 28,Best ac:0.001162 1.000000 fi:0.123856. Ave ac:0.002413,0.003755 Initialization: 6.134000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.676000 Kernel 1: 0.024000 Kernel 2: 101.891998 Copyback: 0.017000 Sum: 0.031000 It 29,Best ac:0.001627 1.000000 fi:0.120061. Ave ac:0.002369,0.003403 Initialization: 6.149000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.648000 Kernel 1: 0.024000 Kernel 2: 100.813004 Copyback: 0.016000 Sum: 0.036000 It 30,Best ac:0.001163 1.000000 fi:0.123183. Ave ac:0.001892,0.003311 Initialization: 6.211000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.656000 Kernel 1: 0.024000 Kernel 2: 99.482002 Copyback: 0.017000 Sum: 0.031000 It 31,Best ac:0.001395 1.000000 fi:0.120051. Ave ac:0.002323,0.003144 Initialization: 6.150000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.658000 Kernel 1: 0.024000 Kernel 2: 94.787003 Copyback: 0.017000 Sum: 0.041000 It 32,Best ac:0.000930 1.000000 fi:0.119089. Ave ac:0.003212,0.004803 Initialization: 6.141000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.665000 Kernel 1: 0.024000 Kernel 2: 96.745003 Copyback: 0.016000 Sum: 0.031000 It 33,Best ac:0.001860 1.000000 fi:0.119106. Ave ac:0.002535,0.003196 Initialization: 24.037001 Memcpy Instances: 418.221008 Memcpy Classifiers: 0.075000 Kernel 1: 0.026000 Kernel 2: 527.596985 Copyback: 0.015000 Sum: 0.012000 Memcpy Classifiers: 0.074000 Kernel 1: 0.013000 Kernel 2: 530.211975 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.072000 Kernel 1: 0.011000 Kernel 2: 535.708008 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.073000 Kernel 1: 0.012000 Kernel 2: 532.791992 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.071000 Kernel 1: 0.012000 Kernel 2: 525.151001 Copyback: 0.013000 Sum: 0.002000 Memcpy Classifiers: 0.072000 Kernel 1: 0.011000 Kernel 2: 514.445984 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.072000 Kernel 1: 0.011000 Kernel 2: 530.099976 Copyback: 0.368000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 523.513977 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.071000 Kernel 1: 0.012000 Kernel 2: 518.981018 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.074000 Kernel 1: 0.016000 Kernel 2: 537.317017 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.072000 Kernel 1: 0.012000 Kernel 2: 534.197021 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.078000 Kernel 1: 0.012000 Kernel 2: 514.728027 Copyback: 0.015000 Sum: 0.002000 It 34,Best ac:0.001013 0.731544 fi:0.388659. Ave ac:0.002325,0.008325 Best acc 0.001013 0.731544 Initialization: 6.160000 Memcpy Classifiers: 0.595000 Memcpy Instances: 8.682000 Kernel 1: 0.025000 Kernel 2: 104.739998 Copyback: 0.018000 Sum: 0.051000 Initial population average accuracy1:0.004814 accuracy2:0.252610 Initialization: 8.314000 Memcpy Classifiers: 0.505000 Memcpy Instances: 9.273000 Kernel 1: 0.032000 Kernel 2: 106.001999 Copyback: 0.018000 Sum: 0.035000 It 0,Best ac:0.000698 1.000000 fi:0.253753. Ave ac:0.005467,0.008561 Initialization: 6.138000 Memcpy Classifiers: 0.487000 Memcpy Instances: 13.186000 Kernel 1: 0.025000 Kernel 2: 102.359001 Copyback: 0.017000 Sum: 0.034000 It 1,Best ac:0.000697 1.000000 fi:0.254438. Ave ac:0.004775,0.007542 Initialization: 8.746000 Memcpy Classifiers: 0.504000 Memcpy Instances: 8.655000 Kernel 1: 0.025000 Kernel 2: 98.428001 Copyback: 0.017000 Sum: 0.033000 It 2,Best ac:0.001395 1.000000 fi:0.099781. Ave ac:0.004086,0.006727 Initialization: 6.168000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.659000 Kernel 1: 0.024000 Kernel 2: 97.190002 Copyback: 0.017000 Sum: 0.028000 It 3,Best ac:0.001395 0.857143 fi:0.242638. Ave ac:0.004034,0.007260 Initialization: 6.072000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.663000 Kernel 1: 0.024000 Kernel 2: 97.630997 Copyback: 0.017000 Sum: 0.027000 It 4,Best ac:0.001627 0.875000 fi:0.224689. Ave ac:0.004275,0.007256 Initialization: 6.154000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.656000 Kernel 1: 0.024000 Kernel 2: 98.249001 Copyback: 0.017000 Sum: 0.030000 It 5,Best ac:0.001394 1.000000 fi:0.099781. Ave ac:0.003664,0.005485 Initialization: 6.128000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.671000 Kernel 1: 0.024000 Kernel 2: 96.179001 Copyback: 0.017000 Sum: 0.034000 It 6,Best ac:0.001395 1.000000 fi:0.099780. Ave ac:0.003089,0.004668 Initialization: 6.096000 Memcpy Classifiers: 0.477000 Memcpy Instances: 8.668000 Kernel 1: 0.025000 Kernel 2: 94.853996 Copyback: 0.017000 Sum: 0.030000 It 7,Best ac:0.001162 1.000000 fi:0.099873. Ave ac:0.003356,0.005032 Initialization: 6.152000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.686000 Kernel 1: 0.023000 Kernel 2: 96.962997 Copyback: 0.016000 Sum: 0.030000 It 8,Best ac:0.001860 1.000000 fi:0.099597. Ave ac:0.002846,0.003860 Initialization: 6.118000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.668000 Kernel 1: 0.024000 Kernel 2: 95.550003 Copyback: 0.017000 Sum: 0.032000 It 9,Best ac:0.001162 1.000000 fi:0.099873. Ave ac:0.002357,0.003713 Iteration 10:MDL fitness activated Error 0.099873 TL 0.032696 MDL Theory Length Weight: 1.0181876240 (2) Initialization: 6.153000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.673000 Kernel 1: 0.025000 Kernel 2: 95.905998 Copyback: 0.017000 Sum: 0.032000 It 10,Best ac:0.001627 1.000000 fi:0.133618. Ave ac:0.002510,0.004497 Initialization: 6.129000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.672000 Kernel 1: 0.023000 Kernel 2: 92.968002 Copyback: 0.017000 Sum: 0.034000 It 11,Best ac:0.000930 1.000000 fi:0.133145. Ave ac:0.002424,0.003808 Initialization: 6.151000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.650000 Kernel 1: 0.024000 Kernel 2: 94.834000 Copyback: 0.017000 Sum: 0.034000 It 12,Best ac:0.002093 1.000000 fi:0.128230. Ave ac:0.002784,0.003907 Initialization: 6.132000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.662000 Kernel 1: 0.024000 Kernel 2: 99.148003 Copyback: 0.017000 Sum: 0.035000 It 13,Best ac:0.001860 1.000000 fi:0.139037. Ave ac:0.002369,0.002561 Initialization: 6.240000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.663000 Kernel 1: 0.025000 Kernel 2: 96.311996 Copyback: 0.018000 Sum: 0.040000 It 14,Best ac:0.001162 1.000000 fi:0.130564. Ave ac:0.002766,0.004846 Initialization: 7.005000 Memcpy Classifiers: 0.421000 Memcpy Instances: 10.692000 Kernel 1: 0.024000 Kernel 2: 94.583000 Copyback: 0.017000 Sum: 0.031000 It 15,Best ac:0.000930 1.000000 fi:0.138487. Ave ac:0.002090,0.002897 Initialization: 6.131000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.671000 Kernel 1: 0.024000 Kernel 2: 93.541000 Copyback: 0.017000 Sum: 0.033000 It 16,Best ac:0.000930 1.000000 fi:0.133685. Ave ac:0.002440,0.003805 Initialization: 6.196000 Memcpy Classifiers: 0.416000 Memcpy Instances: 12.666000 Kernel 1: 0.028000 Kernel 2: 91.888000 Copyback: 0.017000 Sum: 0.032000 It 17,Best ac:0.002092 1.000000 fi:0.128147. Ave ac:0.002660,0.003149 Initialization: 6.901000 Memcpy Classifiers: 0.417000 Memcpy Instances: 11.937000 Kernel 1: 0.023000 Kernel 2: 92.665001 Copyback: 0.017000 Sum: 0.035000 It 18,Best ac:0.001162 1.000000 fi:0.130564. Ave ac:0.002218,0.002827 Initialization: 6.193000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.762000 Kernel 1: 0.023000 Kernel 2: 93.611000 Copyback: 0.017000 Sum: 0.033000 It 19,Best ac:0.001162 1.000000 fi:0.129809. Ave ac:0.002307,0.003333 Initialization: 7.637000 Memcpy Classifiers: 0.712000 Memcpy Instances: 13.019000 Kernel 1: 0.024000 Kernel 2: 93.713997 Copyback: 0.017000 Sum: 0.031000 It 20,Best ac:0.001162 1.000000 fi:0.129259. Ave ac:0.002370,0.003701 Initialization: 6.114000 Memcpy Classifiers: 0.434000 Memcpy Instances: 10.456000 Kernel 1: 0.033000 Kernel 2: 96.538002 Copyback: 0.371000 Sum: 0.030000 It 21,Best ac:0.001860 1.000000 fi:0.132850. Ave ac:0.002801,0.003600 Initialization: 6.186000 Memcpy Classifiers: 0.433000 Memcpy Instances: 10.858000 Kernel 1: 0.023000 Kernel 2: 97.164001 Copyback: 0.017000 Sum: 0.032000 It 22,Best ac:0.000930 1.000000 fi:0.138042. Ave ac:0.002252,0.002481 Initialization: 8.392000 Memcpy Classifiers: 0.452000 Memcpy Instances: 9.253000 Kernel 1: 0.023000 Kernel 2: 95.831001 Copyback: 0.018000 Sum: 0.040000 It 23,Best ac:0.001628 1.000000 fi:0.127102. Ave ac:0.002562,0.003379 Initialization: 6.180000 Memcpy Classifiers: 0.416000 Memcpy Instances: 11.272000 Kernel 1: 0.024000 Kernel 2: 90.328003 Copyback: 0.017000 Sum: 0.032000 It 24,Best ac:0.002789 1.000000 fi:0.132482. Ave ac:0.002398,0.003180 Initialization: 6.147000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.665000 Kernel 1: 0.025000 Kernel 2: 91.290001 Copyback: 0.017000 Sum: 0.029000 It 25,Best ac:0.002789 1.000000 fi:0.126596. Ave ac:0.002368,0.004220 Initialization: 7.528000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.675000 Kernel 1: 0.024000 Kernel 2: 88.869003 Copyback: 0.018000 Sum: 0.042000 It 26,Best ac:0.000930 1.000000 fi:0.125206. Ave ac:0.002512,0.003305 Initialization: 6.121000 Memcpy Classifiers: 0.416000 Memcpy Instances: 12.310000 Kernel 1: 0.024000 Kernel 2: 91.693001 Copyback: 0.017000 Sum: 0.028000 It 27,Best ac:0.001860 1.000000 fi:0.121562. Ave ac:0.002389,0.003484 Initialization: 6.161000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.779000 Kernel 1: 0.033000 Kernel 2: 91.625999 Copyback: 0.017000 Sum: 0.030000 It 28,Best ac:0.002325 1.000000 fi:0.121384. Ave ac:0.002629,0.004007 Initialization: 6.119000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.692000 Kernel 1: 0.024000 Kernel 2: 89.848999 Copyback: 0.018000 Sum: 0.037000 It 29,Best ac:0.001395 1.000000 fi:0.122993. Ave ac:0.003023,0.003890 Initialization: 6.167000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.995000 Kernel 1: 0.023000 Kernel 2: 89.002998 Copyback: 0.018000 Sum: 0.042000 It 30,Best ac:0.001395 1.000000 fi:0.129465. Ave ac:0.002984,0.005150 Initialization: 6.183000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.663000 Kernel 1: 0.025000 Kernel 2: 90.915001 Copyback: 0.017000 Sum: 0.040000 It 31,Best ac:0.001628 1.000000 fi:0.122022. Ave ac:0.002891,0.004650 Initialization: 6.228000 Memcpy Classifiers: 0.745000 Memcpy Instances: 13.143000 Kernel 1: 0.025000 Kernel 2: 96.329002 Copyback: 0.018000 Sum: 0.039000 It 32,Best ac:0.000930 1.000000 fi:0.128895. Ave ac:0.002255,0.005077 Initialization: 8.131000 Memcpy Classifiers: 0.711000 Memcpy Instances: 12.782000 Kernel 1: 0.024000 Kernel 2: 91.864998 Copyback: 0.017000 Sum: 0.027000 It 33,Best ac:0.001162 1.000000 fi:0.121798. Ave ac:0.002995,0.005151 Initialization: 25.801001 Memcpy Instances: 455.296997 Memcpy Classifiers: 0.074000 Kernel 1: 0.027000 Kernel 2: 502.851990 Copyback: 0.017000 Sum: 0.016000 Memcpy Classifiers: 0.065000 Kernel 1: 0.016000 Kernel 2: 506.423004 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.071000 Kernel 1: 0.013000 Kernel 2: 516.963989 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.012000 Kernel 2: 509.444000 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.013000 Kernel 2: 512.952026 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.013000 Kernel 2: 503.826996 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.013000 Kernel 2: 525.306030 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.012000 Kernel 2: 515.583008 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.103000 Kernel 1: 0.023000 Kernel 2: 513.046997 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.013000 Kernel 2: 503.266998 Copyback: 0.367000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.012000 Kernel 2: 519.414978 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.105000 Kernel 1: 0.022000 Kernel 2: 488.703003 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.001097 0.717325 fi:0.411299. Ave ac:0.003048,0.011119 Best acc 0.001097 0.717325 Rule:Att PSSM_-4_14 is [-4.061828,4.061828]|Att PSSM_-2_12 is [-5.710325,3.710325]|Att PSSM_-1_7 is [-6.472698,-1.527302]|Att PSSM_0_11 is [>-0.261072]|Att PSSM_0_12 is [<-3.656695]|Att PSSM_0_17 is [<3.876811]|Att PSSM_1_12 is [-6.556769,-2.294227]|Att PSSM_1_14 is [-2.896916,6.970585]|Att PSSM_2_11 is [-1.206998,4.334092]|Att PSSM_2_15 is [<7.599288]|Att PSSM_3_1 is [>-5.941298]|1 Accuracy : 0.754089 0 1 160591 3489 54211 16347 Removed 298 instances. 214802 Instances left. Acc of rule 0.001013-0.731544 Initialization: 6.153000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.663000 Kernel 1: 0.025000 Kernel 2: 104.473999 Copyback: 0.017000 Sum: 0.043000 Initial population average accuracy1:0.006117 accuracy2:0.249127 Initialization: 6.191000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.642000 Kernel 1: 0.023000 Kernel 2: 104.644997 Copyback: 0.017000 Sum: 0.051000 It 0,Best ac:0.000931 1.000000 fi:0.099963. Ave ac:0.006510,0.010585 Initialization: 6.219000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.651000 Kernel 1: 0.024000 Kernel 2: 101.210999 Copyback: 0.017000 Sum: 0.033000 It 1,Best ac:0.002328 1.000000 fi:0.099408. Ave ac:0.005509,0.008953 Initialization: 6.134000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.669000 Kernel 1: 0.024000 Kernel 2: 98.948997 Copyback: 0.017000 Sum: 0.033000 It 2,Best ac:0.001629 0.875000 fi:0.224686. Ave ac:0.005835,0.010026 Initialization: 6.147000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.798000 Kernel 1: 0.023000 Kernel 2: 97.630997 Copyback: 0.018000 Sum: 0.034000 It 3,Best ac:0.000931 0.800000 fi:0.299964. Ave ac:0.004587,0.006683 Initialization: 7.113000 Memcpy Classifiers: 0.399000 Memcpy Instances: 11.580000 Kernel 1: 0.024000 Kernel 2: 93.667999 Copyback: 0.017000 Sum: 0.035000 It 4,Best ac:0.000931 1.000000 fi:0.099963. Ave ac:0.004191,0.006526 Initialization: 6.154000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.657000 Kernel 1: 0.023000 Kernel 2: 91.999001 Copyback: 0.017000 Sum: 0.028000 It 5,Best ac:0.001630 1.000000 fi:0.099686. Ave ac:0.003738,0.006298 Initialization: 6.154000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.650000 Kernel 1: 0.025000 Kernel 2: 91.100998 Copyback: 0.017000 Sum: 0.032000 It 6,Best ac:0.001397 1.000000 fi:0.099778. Ave ac:0.002983,0.004805 Initialization: 7.819000 Memcpy Classifiers: 0.540000 Memcpy Instances: 11.355000 Kernel 1: 0.024000 Kernel 2: 89.992996 Copyback: 0.016000 Sum: 0.031000 It 7,Best ac:0.001396 1.000000 fi:0.099779. Ave ac:0.003327,0.005775 Initialization: 6.169000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.666000 Kernel 1: 0.024000 Kernel 2: 90.495003 Copyback: 0.016000 Sum: 0.028000 It 8,Best ac:0.001397 1.000000 fi:0.099778. Ave ac:0.003377,0.005184 Initialization: 6.115000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.659000 Kernel 1: 0.023000 Kernel 2: 90.695000 Copyback: 0.017000 Sum: 0.033000 It 9,Best ac:0.000931 1.000000 fi:0.099963. Ave ac:0.003011,0.004685 Iteration 10:MDL fitness activated Error 0.099963 TL 0.032108 MDL Theory Length Weight: 1.0377815514 (9) Initialization: 6.138000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.649000 Kernel 1: 0.023000 Kernel 2: 90.403999 Copyback: 0.017000 Sum: 0.029000 It 10,Best ac:0.001164 1.000000 fi:0.133870. Ave ac:0.003155,0.005265 Initialization: 6.180000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.645000 Kernel 1: 0.024000 Kernel 2: 92.257004 Copyback: 0.017000 Sum: 0.029000 It 11,Best ac:0.001164 1.000000 fi:0.121558. Ave ac:0.003569,0.006047 Initialization: 7.328000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.630000 Kernel 1: 0.024000 Kernel 2: 89.511002 Copyback: 0.018000 Sum: 0.030000 It 12,Best ac:0.001164 1.000000 fi:0.133192. Ave ac:0.002817,0.004762 Initialization: 6.663000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.646000 Kernel 1: 0.023000 Kernel 2: 90.563004 Copyback: 0.017000 Sum: 0.031000 It 13,Best ac:0.001164 1.000000 fi:0.134381. Ave ac:0.003027,0.004193 Initialization: 6.152000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.643000 Kernel 1: 0.025000 Kernel 2: 86.970001 Copyback: 0.017000 Sum: 0.030000 It 14,Best ac:0.001862 1.000000 fi:0.131174. Ave ac:0.002303,0.004112 Initialization: 6.104000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.704000 Kernel 1: 0.024000 Kernel 2: 87.288002 Copyback: 0.017000 Sum: 0.027000 It 15,Best ac:0.000931 1.000000 fi:0.132263. Ave ac:0.002665,0.003478 Initialization: 7.477000 Memcpy Classifiers: 0.602000 Memcpy Instances: 10.947000 Kernel 1: 0.023000 Kernel 2: 85.896004 Copyback: 0.018000 Sum: 0.040000 It 16,Best ac:0.000931 1.000000 fi:0.133765. Ave ac:0.001767,0.002148 Initialization: 6.618000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.649000 Kernel 1: 0.025000 Kernel 2: 88.089996 Copyback: 0.017000 Sum: 0.028000 It 17,Best ac:0.000931 1.000000 fi:0.130360. Ave ac:0.001975,0.002619 Initialization: 6.148000 Memcpy Classifiers: 0.421000 Memcpy Instances: 8.646000 Kernel 1: 0.024000 Kernel 2: 87.829002 Copyback: 0.017000 Sum: 0.026000 It 18,Best ac:0.001397 1.000000 fi:0.129551. Ave ac:0.002225,0.002980 Initialization: 6.184000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.657000 Kernel 1: 0.023000 Kernel 2: 87.375999 Copyback: 0.017000 Sum: 0.029000 It 19,Best ac:0.001397 1.000000 fi:0.136597. Ave ac:0.002195,0.003019 Initialization: 8.335000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.649000 Kernel 1: 0.025000 Kernel 2: 86.406998 Copyback: 0.017000 Sum: 0.028000 It 20,Best ac:0.001397 1.000000 fi:0.123650. Ave ac:0.001705,0.002467 MDL Theory Length Weight: 0.9340033962 (10) Initialization: 6.180000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.664000 Kernel 1: 0.023000 Kernel 2: 89.917000 Copyback: 0.016000 Sum: 0.034000 It 21,Best ac:0.001164 1.000000 fi:0.130479. Ave ac:0.003219,0.005951 Initialization: 8.699000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.666000 Kernel 1: 0.024000 Kernel 2: 90.550003 Copyback: 0.017000 Sum: 0.032000 It 22,Best ac:0.000931 1.000000 fi:0.121826. Ave ac:0.002383,0.003252 Initialization: 6.158000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.657000 Kernel 1: 0.024000 Kernel 2: 90.416000 Copyback: 0.017000 Sum: 0.029000 It 23,Best ac:0.001397 1.000000 fi:0.127963. Ave ac:0.002245,0.003009 Initialization: 7.894000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.669000 Kernel 1: 0.024000 Kernel 2: 95.489998 Copyback: 0.016000 Sum: 0.026000 It 24,Best ac:0.001629 1.000000 fi:0.127507. Ave ac:0.002791,0.003845 Initialization: 6.213000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.944000 Kernel 1: 0.033000 Kernel 2: 94.611000 Copyback: 0.017000 Sum: 0.030000 It 25,Best ac:0.001397 1.000000 fi:0.124328. Ave ac:0.002224,0.002845 Initialization: 7.039000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.664000 Kernel 1: 0.023000 Kernel 2: 91.917000 Copyback: 0.019000 Sum: 0.038000 It 26,Best ac:0.001396 1.000000 fi:0.124329. Ave ac:0.002333,0.004956 Initialization: 6.125000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.862000 Kernel 1: 0.024000 Kernel 2: 85.470001 Copyback: 0.017000 Sum: 0.028000 It 27,Best ac:0.000931 1.000000 fi:0.121826. Ave ac:0.002171,0.004020 Initialization: 6.276000 Memcpy Classifiers: 0.398000 Memcpy Instances: 12.033000 Kernel 1: 0.024000 Kernel 2: 90.323997 Copyback: 0.017000 Sum: 0.028000 It 28,Best ac:0.001629 1.000000 fi:0.121128. Ave ac:0.002508,0.003841 Initialization: 7.631000 Memcpy Classifiers: 0.541000 Memcpy Instances: 12.281000 Kernel 1: 0.027000 Kernel 2: 90.555000 Copyback: 0.017000 Sum: 0.028000 It 29,Best ac:0.001164 1.000000 fi:0.121043. Ave ac:0.002193,0.006315 Initialization: 6.128000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.652000 Kernel 1: 0.025000 Kernel 2: 91.083000 Copyback: 0.017000 Sum: 0.026000 It 30,Best ac:0.000931 1.000000 fi:0.129461. Ave ac:0.002860,0.007032 Initialization: 6.120000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.648000 Kernel 1: 0.025000 Kernel 2: 87.921997 Copyback: 0.017000 Sum: 0.030000 It 31,Best ac:0.001164 1.000000 fi:0.124236. Ave ac:0.002672,0.003809 Initialization: 6.156000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.854000 Kernel 1: 0.023000 Kernel 2: 87.075996 Copyback: 0.017000 Sum: 0.025000 It 32,Best ac:0.001164 1.000000 fi:0.127257. Ave ac:0.002279,0.003952 Initialization: 6.152000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.668000 Kernel 1: 0.023000 Kernel 2: 86.290001 Copyback: 0.016000 Sum: 0.030000 It 33,Best ac:0.000931 1.000000 fi:0.114643. Ave ac:0.002194,0.002858 Initialization: 26.341000 Memcpy Instances: 449.867004 Memcpy Classifiers: 0.072000 Kernel 1: 0.028000 Kernel 2: 500.425995 Copyback: 0.015000 Sum: 0.014000 Memcpy Classifiers: 0.091000 Kernel 1: 0.017000 Kernel 2: 502.815002 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.012000 Kernel 2: 496.904999 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.071000 Kernel 1: 0.012000 Kernel 2: 490.727997 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.069000 Kernel 1: 0.012000 Kernel 2: 494.985992 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.012000 Kernel 2: 496.203003 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.012000 Kernel 2: 500.105011 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.069000 Kernel 1: 0.012000 Kernel 2: 491.902008 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.069000 Kernel 1: 0.012000 Kernel 2: 497.372009 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.071000 Kernel 1: 0.013000 Kernel 2: 507.257996 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.012000 Kernel 2: 506.747986 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.078000 Kernel 1: 0.012000 Kernel 2: 482.673004 Copyback: 0.369000 Sum: 0.001000 It 34,Best ac:0.000871 0.730469 fi:0.397703. Ave ac:0.002498,0.008672 Best acc 0.000871 0.730469 Initialization: 6.213000 Memcpy Classifiers: 0.595000 Memcpy Instances: 8.650000 Kernel 1: 0.026000 Kernel 2: 103.884003 Copyback: 0.017000 Sum: 0.042000 Initial population average accuracy1:0.005993 accuracy2:0.240863 Initialization: 6.160000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.650000 Kernel 1: 0.023000 Kernel 2: 103.893997 Copyback: 0.017000 Sum: 0.051000 It 0,Best ac:0.001397 1.000000 fi:0.099778. Ave ac:0.006746,0.011236 Initialization: 6.105000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.646000 Kernel 1: 0.023000 Kernel 2: 104.393997 Copyback: 0.017000 Sum: 0.033000 It 1,Best ac:0.001630 0.875000 fi:0.224686. Ave ac:0.005868,0.008095 Initialization: 6.118000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.657000 Kernel 1: 0.024000 Kernel 2: 101.313004 Copyback: 0.017000 Sum: 0.033000 It 2,Best ac:0.000698 1.000000 fi:0.250999. Ave ac:0.005021,0.006360 Initialization: 7.356000 Memcpy Classifiers: 0.668000 Memcpy Instances: 11.027000 Kernel 1: 0.031000 Kernel 2: 100.545998 Copyback: 0.017000 Sum: 0.034000 It 3,Best ac:0.001164 1.000000 fi:0.099871. Ave ac:0.004748,0.007379 Initialization: 6.151000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.644000 Kernel 1: 0.024000 Kernel 2: 98.107002 Copyback: 0.017000 Sum: 0.040000 It 4,Best ac:0.001397 1.000000 fi:0.099778. Ave ac:0.003798,0.005496 Initialization: 6.127000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.648000 Kernel 1: 0.024000 Kernel 2: 95.921997 Copyback: 0.017000 Sum: 0.032000 It 5,Best ac:0.001397 1.000000 fi:0.099778. Ave ac:0.002735,0.004113 Initialization: 6.153000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.656000 Kernel 1: 0.022000 Kernel 2: 96.690002 Copyback: 0.017000 Sum: 0.039000 It 6,Best ac:0.001629 1.000000 fi:0.099686. Ave ac:0.003291,0.004473 Initialization: 6.161000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.650000 Kernel 1: 0.024000 Kernel 2: 95.203003 Copyback: 0.018000 Sum: 0.040000 It 7,Best ac:0.000931 1.000000 fi:0.099963. Ave ac:0.003424,0.006307 Initialization: 6.105000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.664000 Kernel 1: 0.023000 Kernel 2: 95.297997 Copyback: 0.017000 Sum: 0.029000 It 8,Best ac:0.000931 1.000000 fi:0.099963. Ave ac:0.003677,0.007010 Initialization: 6.133000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.659000 Kernel 1: 0.025000 Kernel 2: 93.948997 Copyback: 0.017000 Sum: 0.028000 It 9,Best ac:0.001629 1.000000 fi:0.099686. Ave ac:0.003057,0.004895 Iteration 10:MDL fitness activated Error 0.099686 TL 0.037738 MDL Theory Length Weight: 0.8805091944 (4) Initialization: 6.103000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.656000 Kernel 1: 0.024000 Kernel 2: 91.888000 Copyback: 0.017000 Sum: 0.029000 It 10,Best ac:0.002095 1.000000 fi:0.121211. Ave ac:0.003355,0.006700 Initialization: 6.132000 Memcpy Classifiers: 0.437000 Memcpy Instances: 8.698000 Kernel 1: 0.023000 Kernel 2: 94.712997 Copyback: 0.017000 Sum: 0.028000 It 11,Best ac:0.001164 1.000000 fi:0.129580. Ave ac:0.003235,0.006047 Initialization: 6.128000 Memcpy Classifiers: 0.422000 Memcpy Instances: 8.670000 Kernel 1: 0.024000 Kernel 2: 90.888000 Copyback: 0.017000 Sum: 0.029000 It 12,Best ac:0.001397 1.000000 fi:0.123120. Ave ac:0.003351,0.005934 Initialization: 6.144000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.647000 Kernel 1: 0.024000 Kernel 2: 91.913002 Copyback: 0.016000 Sum: 0.029000 It 13,Best ac:0.000931 1.000000 fi:0.133990. Ave ac:0.003640,0.005357 Initialization: 6.150000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.655000 Kernel 1: 0.024000 Kernel 2: 93.082001 Copyback: 0.016000 Sum: 0.031000 It 14,Best ac:0.000931 1.000000 fi:0.122829. Ave ac:0.003281,0.006038 Initialization: 6.249000 Memcpy Classifiers: 0.416000 Memcpy Instances: 10.965000 Kernel 1: 0.024000 Kernel 2: 91.306000 Copyback: 0.017000 Sum: 0.032000 It 15,Best ac:0.001164 1.000000 fi:0.124402. Ave ac:0.003565,0.005513 Initialization: 6.133000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.661000 Kernel 1: 0.024000 Kernel 2: 92.414001 Copyback: 0.017000 Sum: 0.029000 It 16,Best ac:0.002793 1.000000 fi:0.120717. Ave ac:0.004312,0.006200 Initialization: 6.135000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.650000 Kernel 1: 0.024000 Kernel 2: 89.824997 Copyback: 0.017000 Sum: 0.029000 It 17,Best ac:0.001862 1.000000 fi:0.119652. Ave ac:0.003746,0.006801 Initialization: 6.148000 Memcpy Classifiers: 0.421000 Memcpy Instances: 8.647000 Kernel 1: 0.025000 Kernel 2: 84.717003 Copyback: 0.017000 Sum: 0.028000 It 18,Best ac:0.001164 1.000000 fi:0.125246. Ave ac:0.003162,0.004960 Initialization: 6.143000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.703000 Kernel 1: 0.023000 Kernel 2: 87.518997 Copyback: 0.017000 Sum: 0.032000 It 19,Best ac:0.001164 1.000000 fi:0.123532. Ave ac:0.003056,0.004828 Initialization: 6.207000 Memcpy Classifiers: 0.435000 Memcpy Instances: 10.682000 Kernel 1: 0.024000 Kernel 2: 87.245003 Copyback: 0.017000 Sum: 0.031000 It 20,Best ac:0.001862 1.000000 fi:0.125053. Ave ac:0.002782,0.003932 Initialization: 6.118000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.648000 Kernel 1: 0.025000 Kernel 2: 85.337997 Copyback: 0.016000 Sum: 0.026000 It 21,Best ac:0.001862 1.000000 fi:0.123139. Ave ac:0.003068,0.004630 Initialization: 6.177000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.665000 Kernel 1: 0.023000 Kernel 2: 84.996002 Copyback: 0.017000 Sum: 0.033000 It 22,Best ac:0.001397 1.000000 fi:0.124114. Ave ac:0.002380,0.004212 Initialization: 6.140000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.650000 Kernel 1: 0.024000 Kernel 2: 87.456001 Copyback: 0.017000 Sum: 0.030000 It 23,Best ac:0.001164 1.000000 fi:0.119600. Ave ac:0.003036,0.005454 Initialization: 6.158000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.650000 Kernel 1: 0.024000 Kernel 2: 86.144997 Copyback: 0.017000 Sum: 0.032000 It 24,Best ac:0.001164 1.000000 fi:0.121406. Ave ac:0.003985,0.008573 Initialization: 6.171000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.663000 Kernel 1: 0.024000 Kernel 2: 83.208000 Copyback: 0.017000 Sum: 0.029000 It 25,Best ac:0.001397 1.000000 fi:0.121489. Ave ac:0.002669,0.006376 Initialization: 6.101000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.652000 Kernel 1: 0.024000 Kernel 2: 83.720001 Copyback: 0.017000 Sum: 0.030000 It 26,Best ac:0.001862 1.000000 fi:0.116776. Ave ac:0.003060,0.004297 Initialization: 6.185000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.660000 Kernel 1: 0.024000 Kernel 2: 86.283997 Copyback: 0.017000 Sum: 0.032000 It 27,Best ac:0.001164 1.000000 fi:0.114653. Ave ac:0.003223,0.004802 Initialization: 6.136000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.652000 Kernel 1: 0.024000 Kernel 2: 84.593002 Copyback: 0.017000 Sum: 0.031000 It 28,Best ac:0.000931 1.000000 fi:0.119693. Ave ac:0.002553,0.005077 Initialization: 6.152000 Memcpy Classifiers: 0.418000 Memcpy Instances: 8.669000 Kernel 1: 0.022000 Kernel 2: 84.916000 Copyback: 0.017000 Sum: 0.027000 It 29,Best ac:0.002328 1.000000 fi:0.118092. Ave ac:0.002717,0.003810 Initialization: 6.190000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.647000 Kernel 1: 0.024000 Kernel 2: 83.022003 Copyback: 0.016000 Sum: 0.036000 It 30,Best ac:0.001862 1.000000 fi:0.119955. Ave ac:0.003366,0.007079 Initialization: 6.128000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.639000 Kernel 1: 0.024000 Kernel 2: 83.458000 Copyback: 0.016000 Sum: 0.030000 It 31,Best ac:0.000931 1.000000 fi:0.114746. Ave ac:0.002459,0.003592 Initialization: 6.143000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.652000 Kernel 1: 0.024000 Kernel 2: 85.530998 Copyback: 0.017000 Sum: 0.039000 It 32,Best ac:0.001164 1.000000 fi:0.124897. Ave ac:0.002979,0.005260 Initialization: 6.256000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.646000 Kernel 1: 0.024000 Kernel 2: 85.724998 Copyback: 0.017000 Sum: 0.028000 It 33,Best ac:0.001164 1.000000 fi:0.119086. Ave ac:0.002357,0.003418 Initialization: 24.368999 Memcpy Instances: 418.388000 Memcpy Classifiers: 0.072000 Kernel 1: 0.027000 Kernel 2: 490.451996 Copyback: 0.370000 Sum: 0.014000 Memcpy Classifiers: 0.063000 Kernel 1: 0.012000 Kernel 2: 483.110992 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.014000 Kernel 2: 486.924988 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.012000 Kernel 2: 484.514008 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.012000 Kernel 2: 475.924011 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.012000 Kernel 2: 479.548004 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.012000 Kernel 2: 493.726013 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.011000 Kernel 2: 485.165985 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.012000 Kernel 2: 496.832001 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.012000 Kernel 2: 489.472992 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.012000 Kernel 2: 462.864990 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.076000 Kernel 1: 0.012000 Kernel 2: 478.196014 Copyback: 0.016000 Sum: 0.002000 It 34,Best ac:0.001159 0.715517 fi:0.405891. Ave ac:0.003344,0.011767 Best acc 0.001159 0.715517 Rule:Att PSSM_-4_7 is [<3.052703]|Att PSSM_-3_4 is [-6.101684,3.601554]|Att PSSM_-2_5 is [-4.478673,6.478673]|Att PSSM_-2_12 is [-6.967733,-1.098228]|Att PSSM_0_6 is [<-4.595902]|Att PSSM_0_13 is [-2.325482,6.325482]|Att PSSM_2_4 is [<-3.421091]|Att PSSM_3_12 is [-5.589982,-0.410018]|Att PSSM_3_15 is [<1.101297]|Att PSSM_4_6 is [-5.758471,7.482446]|Att PSSM_4_10 is [-6.455424,4.455424]|1 Accuracy : 0.754592 0 1 160522 3558 54024 16534 Removed 256 instances. 214546 Instances left. Acc of rule 0.000871-0.730469 Initialization: 7.151000 Memcpy Classifiers: 0.577000 Memcpy Instances: 8.657000 Kernel 1: 0.026000 Kernel 2: 103.855003 Copyback: 0.017000 Sum: 0.045000 Initial population average accuracy1:0.005466 accuracy2:0.248946 Initialization: 6.115000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.642000 Kernel 1: 0.024000 Kernel 2: 103.894997 Copyback: 0.017000 Sum: 0.057000 It 0,Best ac:0.000932 0.800000 fi:0.299962. Ave ac:0.006075,0.009726 Initialization: 6.126000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.636000 Kernel 1: 0.026000 Kernel 2: 101.593002 Copyback: 0.017000 Sum: 0.029000 It 1,Best ac:0.001631 0.875000 fi:0.224684. Ave ac:0.006871,0.010935 Initialization: 6.160000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.627000 Kernel 1: 0.025000 Kernel 2: 99.426003 Copyback: 0.017000 Sum: 0.032000 It 2,Best ac:0.000932 1.000000 fi:0.099962. Ave ac:0.006582,0.010567 Initialization: 6.091000 Memcpy Classifiers: 0.486000 Memcpy Instances: 8.636000 Kernel 1: 0.024000 Kernel 2: 99.977997 Copyback: 0.017000 Sum: 0.038000 It 3,Best ac:0.000699 1.000000 fi:0.248225. Ave ac:0.007301,0.011520 Initialization: 6.134000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.678000 Kernel 1: 0.023000 Kernel 2: 99.510002 Copyback: 0.017000 Sum: 0.034000 It 4,Best ac:0.001165 1.000000 fi:0.099870. Ave ac:0.006633,0.010681 Initialization: 6.127000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.647000 Kernel 1: 0.025000 Kernel 2: 104.327003 Copyback: 0.017000 Sum: 0.034000 It 5,Best ac:0.001166 1.000000 fi:0.099869. Ave ac:0.007304,0.010877 Initialization: 8.080000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.650000 Kernel 1: 0.024000 Kernel 2: 100.709000 Copyback: 0.017000 Sum: 0.034000 It 6,Best ac:0.001398 1.000000 fi:0.099777. Ave ac:0.005951,0.009005 Initialization: 6.149000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.656000 Kernel 1: 0.024000 Kernel 2: 100.609001 Copyback: 0.017000 Sum: 0.030000 It 7,Best ac:0.001166 1.000000 fi:0.099869. Ave ac:0.004772,0.008202 Initialization: 6.129000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.645000 Kernel 1: 0.024000 Kernel 2: 99.647003 Copyback: 0.017000 Sum: 0.029000 It 8,Best ac:0.003728 1.000000 fi:0.098849. Ave ac:0.004387,0.008844 Initialization: 6.172000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.635000 Kernel 1: 0.024000 Kernel 2: 99.978996 Copyback: 0.017000 Sum: 0.033000 It 9,Best ac:0.001864 1.000000 fi:0.099591. Ave ac:0.004028,0.007621 Iteration 10:MDL fitness activated Error 0.099591 TL 0.042718 MDL Theory Length Weight: 0.7771179905 (2) Initialization: 6.168000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.650000 Kernel 1: 0.023000 Kernel 2: 96.995003 Copyback: 0.017000 Sum: 0.032000 It 10,Best ac:0.001165 1.000000 fi:0.122326. Ave ac:0.003452,0.005736 Initialization: 6.093000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.650000 Kernel 1: 0.023000 Kernel 2: 98.333000 Copyback: 0.017000 Sum: 0.031000 It 11,Best ac:0.001165 1.000000 fi:0.126026. Ave ac:0.002905,0.005204 Initialization: 6.142000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.643000 Kernel 1: 0.024000 Kernel 2: 98.875999 Copyback: 0.017000 Sum: 0.030000 It 12,Best ac:0.000932 1.000000 fi:0.119069. Ave ac:0.003943,0.005843 Initialization: 6.104000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.641000 Kernel 1: 0.024000 Kernel 2: 99.933998 Copyback: 0.017000 Sum: 0.030000 It 13,Best ac:0.000932 1.000000 fi:0.119069. Ave ac:0.003842,0.005843 Initialization: 7.983000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.762000 Kernel 1: 0.022000 Kernel 2: 97.374001 Copyback: 0.017000 Sum: 0.038000 It 14,Best ac:0.000932 1.000000 fi:0.127860. Ave ac:0.004193,0.010074 Initialization: 7.364000 Memcpy Classifiers: 0.639000 Memcpy Instances: 10.935000 Kernel 1: 0.033000 Kernel 2: 95.884003 Copyback: 0.017000 Sum: 0.031000 It 15,Best ac:0.001165 1.000000 fi:0.116757. Ave ac:0.003390,0.004532 Initialization: 6.843000 Memcpy Classifiers: 0.415000 Memcpy Instances: 10.665000 Kernel 1: 0.023000 Kernel 2: 95.962997 Copyback: 0.018000 Sum: 0.041000 It 16,Best ac:0.001399 1.000000 fi:0.124365. Ave ac:0.003340,0.005087 Initialization: 7.967000 Memcpy Classifiers: 0.744000 Memcpy Instances: 9.017000 Kernel 1: 0.024000 Kernel 2: 96.235001 Copyback: 0.018000 Sum: 0.032000 It 17,Best ac:0.000932 1.000000 fi:0.117805. Ave ac:0.002973,0.005231 Initialization: 6.484000 Memcpy Classifiers: 0.775000 Memcpy Instances: 13.168000 Kernel 1: 0.032000 Kernel 2: 93.080002 Copyback: 0.017000 Sum: 0.032000 It 18,Best ac:0.000932 1.000000 fi:0.125677. Ave ac:0.002947,0.004471 Initialization: 7.481000 Memcpy Classifiers: 0.712000 Memcpy Instances: 11.443000 Kernel 1: 0.021000 Kernel 2: 90.213997 Copyback: 0.017000 Sum: 0.034000 It 19,Best ac:0.001398 1.000000 fi:0.118884. Ave ac:0.003733,0.006157 Initialization: 6.389000 Memcpy Classifiers: 0.468000 Memcpy Instances: 9.068000 Kernel 1: 0.023000 Kernel 2: 90.605003 Copyback: 0.017000 Sum: 0.032000 It 20,Best ac:0.000932 1.000000 fi:0.124551. Ave ac:0.003101,0.006821 Initialization: 6.074000 Memcpy Classifiers: 0.417000 Memcpy Instances: 12.611000 Kernel 1: 0.025000 Kernel 2: 89.759003 Copyback: 0.018000 Sum: 0.044000 It 21,Best ac:0.001398 1.000000 fi:0.120701. Ave ac:0.003454,0.005843 Initialization: 7.088000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.629000 Kernel 1: 0.024000 Kernel 2: 92.554001 Copyback: 0.017000 Sum: 0.031000 It 22,Best ac:0.000932 1.000000 fi:0.119865. Ave ac:0.002842,0.003742 Initialization: 6.087000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.636000 Kernel 1: 0.024000 Kernel 2: 87.747002 Copyback: 0.016000 Sum: 0.030000 It 23,Best ac:0.001864 1.000000 fi:0.123817. Ave ac:0.002170,0.004134 Initialization: 6.152000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.632000 Kernel 1: 0.023000 Kernel 2: 94.565002 Copyback: 0.016000 Sum: 0.032000 It 24,Best ac:0.002331 1.000000 fi:0.118217. Ave ac:0.003447,0.006085 MDL Theory Length Weight: 0.6994061914 (10) Initialization: 6.119000 Memcpy Classifiers: 0.442000 Memcpy Instances: 8.633000 Kernel 1: 0.024000 Kernel 2: 91.601997 Copyback: 0.017000 Sum: 0.031000 It 25,Best ac:0.001165 1.000000 fi:0.120916. Ave ac:0.002441,0.006181 Initialization: 6.101000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.658000 Kernel 1: 0.023000 Kernel 2: 88.905998 Copyback: 0.017000 Sum: 0.038000 It 26,Best ac:0.000932 1.000000 fi:0.118098. Ave ac:0.003446,0.005264 Initialization: 6.160000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.635000 Kernel 1: 0.023000 Kernel 2: 87.058998 Copyback: 0.017000 Sum: 0.033000 It 27,Best ac:0.000932 1.000000 fi:0.117460. Ave ac:0.002931,0.007604 Initialization: 6.126000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.633000 Kernel 1: 0.023000 Kernel 2: 87.102997 Copyback: 0.016000 Sum: 0.029000 It 28,Best ac:0.003030 1.000000 fi:0.114150. Ave ac:0.002404,0.002948 Initialization: 6.145000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.652000 Kernel 1: 0.024000 Kernel 2: 81.653000 Copyback: 0.017000 Sum: 0.041000 It 29,Best ac:0.001398 1.000000 fi:0.117290. Ave ac:0.002711,0.006258 Initialization: 6.117000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.632000 Kernel 1: 0.025000 Kernel 2: 84.517998 Copyback: 0.017000 Sum: 0.032000 It 30,Best ac:0.001166 1.000000 fi:0.112887. Ave ac:0.002402,0.004228 Initialization: 6.167000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.638000 Kernel 1: 0.024000 Kernel 2: 79.347000 Copyback: 0.017000 Sum: 0.032000 It 31,Best ac:0.000932 1.000000 fi:0.118726. Ave ac:0.001952,0.004216 Initialization: 6.159000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.647000 Kernel 1: 0.024000 Kernel 2: 83.740997 Copyback: 0.016000 Sum: 0.036000 It 32,Best ac:0.002796 1.000000 fi:0.112403. Ave ac:0.003477,0.007346 Initialization: 6.134000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.626000 Kernel 1: 0.025000 Kernel 2: 83.978996 Copyback: 0.016000 Sum: 0.031000 It 33,Best ac:0.001632 1.000000 fi:0.112762. Ave ac:0.002769,0.003810 Initialization: 24.051001 Memcpy Instances: 429.980988 Memcpy Classifiers: 0.072000 Kernel 1: 0.027000 Kernel 2: 443.200989 Copyback: 0.015000 Sum: 0.015000 Memcpy Classifiers: 0.063000 Kernel 1: 0.012000 Kernel 2: 452.109985 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.014000 Kernel 2: 468.049988 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.012000 Kernel 2: 450.532990 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.069000 Kernel 1: 0.013000 Kernel 2: 456.104004 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 472.072998 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.101000 Kernel 1: 0.021000 Kernel 2: 449.791992 Copyback: 0.017000 Sum: 0.002000 Memcpy Classifiers: 0.099000 Kernel 1: 0.013000 Kernel 2: 463.257996 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 454.807007 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.099000 Kernel 1: 0.021000 Kernel 2: 461.455994 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.101000 Kernel 1: 0.022000 Kernel 2: 458.158997 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.075000 Kernel 1: 0.013000 Kernel 2: 447.306000 Copyback: 0.015000 Sum: 0.002000 It 34,Best ac:0.000844 0.729839 fi:0.387672. Ave ac:0.001807,0.006966 Best acc 0.000844 0.729839 Initialization: 7.190000 Memcpy Classifiers: 0.559000 Memcpy Instances: 9.890000 Kernel 1: 0.026000 Kernel 2: 106.241997 Copyback: 0.018000 Sum: 0.048000 Initial population average accuracy1:0.006132 accuracy2:0.251856 Initialization: 7.084000 Memcpy Classifiers: 0.541000 Memcpy Instances: 9.448000 Kernel 1: 0.033000 Kernel 2: 105.613998 Copyback: 0.017000 Sum: 0.056000 It 0,Best ac:0.001399 0.750000 fi:0.349776. Ave ac:0.007018,0.013185 Initialization: 6.276000 Memcpy Classifiers: 0.918000 Memcpy Instances: 11.507000 Kernel 1: 0.025000 Kernel 2: 107.377998 Copyback: 0.018000 Sum: 0.041000 It 1,Best ac:0.001399 0.857143 fi:0.242633. Ave ac:0.006421,0.012338 Initialization: 6.980000 Memcpy Classifiers: 0.490000 Memcpy Instances: 9.111000 Kernel 1: 0.024000 Kernel 2: 106.831001 Copyback: 0.018000 Sum: 0.040000 It 2,Best ac:0.000932 1.000000 fi:0.099962. Ave ac:0.006182,0.011655 Initialization: 6.050000 Memcpy Classifiers: 0.469000 Memcpy Instances: 10.854000 Kernel 1: 0.034000 Kernel 2: 105.560997 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.001398 1.000000 fi:0.099776. Ave ac:0.005061,0.008118 Initialization: 7.709000 Memcpy Classifiers: 0.774000 Memcpy Instances: 12.343000 Kernel 1: 0.025000 Kernel 2: 108.002998 Copyback: 0.017000 Sum: 0.033000 It 4,Best ac:0.002097 0.900000 fi:0.199498. Ave ac:0.004975,0.008880 Initialization: 8.016000 Memcpy Classifiers: 0.486000 Memcpy Instances: 10.307000 Kernel 1: 0.024000 Kernel 2: 111.775002 Copyback: 0.018000 Sum: 0.045000 It 5,Best ac:0.001865 1.000000 fi:0.099590. Ave ac:0.004228,0.006451 Initialization: 6.396000 Memcpy Classifiers: 0.487000 Memcpy Instances: 11.058000 Kernel 1: 0.031000 Kernel 2: 110.061996 Copyback: 0.018000 Sum: 0.034000 It 6,Best ac:0.001864 1.000000 fi:0.099591. Ave ac:0.003665,0.005242 Initialization: 6.069000 Memcpy Classifiers: 0.539000 Memcpy Instances: 8.647000 Kernel 1: 0.024000 Kernel 2: 109.317001 Copyback: 0.018000 Sum: 0.035000 It 7,Best ac:0.001632 1.000000 fi:0.099683. Ave ac:0.003524,0.005096 Initialization: 6.363000 Memcpy Classifiers: 0.904000 Memcpy Instances: 8.788000 Kernel 1: 0.024000 Kernel 2: 108.866997 Copyback: 0.017000 Sum: 0.034000 It 8,Best ac:0.000932 1.000000 fi:0.099962. Ave ac:0.003795,0.005749 Initialization: 6.587000 Memcpy Classifiers: 0.505000 Memcpy Instances: 12.700000 Kernel 1: 0.027000 Kernel 2: 104.434998 Copyback: 0.017000 Sum: 0.030000 It 9,Best ac:0.002563 1.000000 fi:0.099313. Ave ac:0.003130,0.004263 Iteration 10:MDL fitness activated Error 0.099313 TL 0.044545 MDL Theory Length Weight: 0.7431716804 (1) Initialization: 6.118000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.654000 Kernel 1: 0.024000 Kernel 2: 105.334000 Copyback: 0.017000 Sum: 0.035000 It 10,Best ac:0.001165 1.000000 fi:0.125093. Ave ac:0.003035,0.004151 Initialization: 6.384000 Memcpy Classifiers: 0.487000 Memcpy Instances: 9.228000 Kernel 1: 0.033000 Kernel 2: 105.780998 Copyback: 0.019000 Sum: 0.044000 It 11,Best ac:0.001165 1.000000 fi:0.134130. Ave ac:0.002788,0.003968 Initialization: 8.707000 Memcpy Classifiers: 0.640000 Memcpy Instances: 10.183000 Kernel 1: 0.024000 Kernel 2: 102.042000 Copyback: 0.022000 Sum: 0.045000 It 12,Best ac:0.003263 1.000000 fi:0.116680. Ave ac:0.002828,0.003754 Initialization: 6.273000 Memcpy Classifiers: 0.506000 Memcpy Instances: 8.729000 Kernel 1: 0.022000 Kernel 2: 102.936996 Copyback: 0.018000 Sum: 0.047000 It 13,Best ac:0.000932 1.000000 fi:0.127594. Ave ac:0.002805,0.003828 Initialization: 7.296000 Memcpy Classifiers: 0.653000 Memcpy Instances: 8.656000 Kernel 1: 0.033000 Kernel 2: 99.210999 Copyback: 0.019000 Sum: 0.047000 It 14,Best ac:0.001398 1.000000 fi:0.119775. Ave ac:0.003347,0.005213 Initialization: 8.706000 Memcpy Classifiers: 0.682000 Memcpy Instances: 11.470000 Kernel 1: 0.023000 Kernel 2: 98.028000 Copyback: 0.017000 Sum: 0.034000 It 15,Best ac:0.000932 1.000000 fi:0.127172. Ave ac:0.003065,0.004425 Initialization: 7.363000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.706000 Kernel 1: 0.023000 Kernel 2: 96.252998 Copyback: 0.017000 Sum: 0.034000 It 16,Best ac:0.000932 1.000000 fi:0.125275. Ave ac:0.003358,0.005157 Initialization: 7.691000 Memcpy Classifiers: 0.433000 Memcpy Instances: 13.033000 Kernel 1: 0.026000 Kernel 2: 97.351997 Copyback: 0.018000 Sum: 0.042000 It 17,Best ac:0.001165 1.000000 fi:0.122646. Ave ac:0.002539,0.003266 Initialization: 7.505000 Memcpy Classifiers: 0.417000 Memcpy Instances: 11.559000 Kernel 1: 0.032000 Kernel 2: 97.429001 Copyback: 0.018000 Sum: 0.039000 It 18,Best ac:0.003730 1.000000 fi:0.121774. Ave ac:0.002539,0.003125 Initialization: 7.831000 Memcpy Classifiers: 0.744000 Memcpy Instances: 12.180000 Kernel 1: 0.032000 Kernel 2: 97.575996 Copyback: 0.017000 Sum: 0.037000 It 19,Best ac:0.001398 1.000000 fi:0.118814. Ave ac:0.002149,0.003210 Initialization: 7.841000 Memcpy Classifiers: 0.761000 Memcpy Instances: 11.652000 Kernel 1: 0.025000 Kernel 2: 94.684998 Copyback: 0.019000 Sum: 0.047000 It 20,Best ac:0.001165 1.000000 fi:0.121320. Ave ac:0.002551,0.003599 Initialization: 6.219000 Memcpy Classifiers: 0.434000 Memcpy Instances: 10.774000 Kernel 1: 0.023000 Kernel 2: 97.055000 Copyback: 0.016000 Sum: 0.031000 It 21,Best ac:0.000932 1.000000 fi:0.123727. Ave ac:0.002634,0.003548 MDL Theory Length Weight: 0.6688545124 (10) Initialization: 7.157000 Memcpy Classifiers: 0.712000 Memcpy Instances: 11.325000 Kernel 1: 0.032000 Kernel 2: 93.511002 Copyback: 0.018000 Sum: 0.048000 It 22,Best ac:0.001398 1.000000 fi:0.116554. Ave ac:0.002460,0.002904 Initialization: 6.136000 Memcpy Classifiers: 0.450000 Memcpy Instances: 12.194000 Kernel 1: 0.032000 Kernel 2: 96.424004 Copyback: 0.017000 Sum: 0.027000 It 23,Best ac:0.001165 1.000000 fi:0.122455. Ave ac:0.002591,0.003285 Initialization: 7.035000 Memcpy Classifiers: 0.434000 Memcpy Instances: 12.127000 Kernel 1: 0.027000 Kernel 2: 97.443001 Copyback: 0.017000 Sum: 0.041000 It 24,Best ac:0.000932 1.000000 fi:0.117348. Ave ac:0.002859,0.003576 Initialization: 9.104000 Memcpy Classifiers: 0.744000 Memcpy Instances: 11.628000 Kernel 1: 0.023000 Kernel 2: 100.293999 Copyback: 0.017000 Sum: 0.029000 It 25,Best ac:0.000932 1.000000 fi:0.119037. Ave ac:0.002245,0.002756 Initialization: 7.420000 Memcpy Classifiers: 0.591000 Memcpy Instances: 10.374000 Kernel 1: 0.024000 Kernel 2: 98.433998 Copyback: 0.018000 Sum: 0.036000 It 26,Best ac:0.003030 1.000000 fi:0.116464. Ave ac:0.002686,0.005053 Initialization: 6.108000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.720000 Kernel 1: 0.023000 Kernel 2: 92.629997 Copyback: 0.018000 Sum: 0.044000 It 27,Best ac:0.000932 1.000000 fi:0.119128. Ave ac:0.002164,0.003341 Initialization: 7.202000 Memcpy Classifiers: 0.442000 Memcpy Instances: 10.751000 Kernel 1: 0.023000 Kernel 2: 91.745003 Copyback: 0.017000 Sum: 0.040000 It 28,Best ac:0.000932 1.000000 fi:0.119540. Ave ac:0.001736,0.002151 Initialization: 6.544000 Memcpy Classifiers: 0.711000 Memcpy Instances: 9.520000 Kernel 1: 0.023000 Kernel 2: 91.338997 Copyback: 0.019000 Sum: 0.046000 It 29,Best ac:0.000932 1.000000 fi:0.116069. Ave ac:0.002543,0.003222 Initialization: 7.417000 Memcpy Classifiers: 0.590000 Memcpy Instances: 11.025000 Kernel 1: 0.032000 Kernel 2: 94.110001 Copyback: 0.017000 Sum: 0.035000 It 30,Best ac:0.000932 1.000000 fi:0.117265. Ave ac:0.002830,0.003902 Initialization: 7.607000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.643000 Kernel 1: 0.024000 Kernel 2: 91.206001 Copyback: 0.017000 Sum: 0.034000 It 31,Best ac:0.002797 1.000000 fi:0.115741. Ave ac:0.002336,0.003382 Initialization: 7.028000 Memcpy Classifiers: 0.426000 Memcpy Instances: 8.670000 Kernel 1: 0.023000 Kernel 2: 91.847000 Copyback: 0.018000 Sum: 0.036000 It 32,Best ac:0.001865 1.000000 fi:0.121783. Ave ac:0.002447,0.003235 Initialization: 6.963000 Memcpy Classifiers: 0.427000 Memcpy Instances: 11.581000 Kernel 1: 0.032000 Kernel 2: 89.792999 Copyback: 0.018000 Sum: 0.039000 It 33,Best ac:0.000932 1.000000 fi:0.119766. Ave ac:0.001726,0.003079 Initialization: 23.941999 Memcpy Instances: 433.527008 Memcpy Classifiers: 0.074000 Kernel 1: 0.024000 Kernel 2: 531.593018 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.074000 Kernel 1: 0.013000 Kernel 2: 519.663025 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.012000 Kernel 2: 512.299011 Copyback: 0.019000 Sum: 0.004000 Memcpy Classifiers: 0.073000 Kernel 1: 0.017000 Kernel 2: 515.372009 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.072000 Kernel 1: 0.012000 Kernel 2: 520.299988 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.072000 Kernel 1: 0.012000 Kernel 2: 526.443970 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 533.572998 Copyback: 0.368000 Sum: 0.002000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 513.591003 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.073000 Kernel 1: 0.012000 Kernel 2: 517.073975 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.072000 Kernel 1: 0.012000 Kernel 2: 497.533997 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.072000 Kernel 1: 0.012000 Kernel 2: 508.798004 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.077000 Kernel 1: 0.012000 Kernel 2: 490.420013 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.001804 0.801242 fi:0.320565. Ave ac:0.002679,0.009135 Best acc 0.001804 0.801242 Rule:Att PSSM_-3_7 is [<-0.337144]|Att PSSM_-2_2 is [<4.133773]|Att PSSM_-1_12 is [-6.726745,-1.273255]|Att PSSM_0_2 is [<-3.607791]|Att PSSM_0_5 is [-3.502349,3.502349]|Att PSSM_0_13 is [<2.255630]|Att PSSM_1_20 is [>-3.359978]|Att PSSM_2_2 is [<-1.259572]|Att PSSM_2_4 is [-7.725751,-2.274249]|Att PSSM_3_2 is [<-0.409734]|Att PSSM_4_7 is [<-0.011673]|1 Accuracy : 0.755832 0 1 160426 3654 53637 16921 Removed 483 instances. 214063 Instances left. Acc of rule 0.001804-0.801242 Initialization: 6.100000 Memcpy Classifiers: 0.541000 Memcpy Instances: 8.637000 Kernel 1: 0.026000 Kernel 2: 102.509003 Copyback: 0.017000 Sum: 0.041000 Initial population average accuracy1:0.004994 accuracy2:0.228586 Initialization: 6.291000 Memcpy Classifiers: 0.512000 Memcpy Instances: 11.907000 Kernel 1: 0.024000 Kernel 2: 105.542999 Copyback: 0.017000 Sum: 0.052000 It 0,Best ac:0.002102 0.900000 fi:0.199492. Ave ac:0.006731,0.010283 Initialization: 6.120000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.605000 Kernel 1: 0.025000 Kernel 2: 104.867996 Copyback: 0.020000 Sum: 0.044000 It 1,Best ac:0.000701 1.000000 fi:0.242615. Ave ac:0.006197,0.009000 Initialization: 6.065000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.634000 Kernel 1: 0.024000 Kernel 2: 104.263000 Copyback: 0.017000 Sum: 0.037000 It 2,Best ac:0.000934 1.000000 fi:0.099960. Ave ac:0.005818,0.010176 Initialization: 6.111000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.648000 Kernel 1: 0.024000 Kernel 2: 103.184998 Copyback: 0.018000 Sum: 0.042000 It 3,Best ac:0.002569 0.916667 fi:0.182638. Ave ac:0.004963,0.007827 Initialization: 6.139000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.639000 Kernel 1: 0.024000 Kernel 2: 100.254997 Copyback: 0.017000 Sum: 0.037000 It 4,Best ac:0.000934 1.000000 fi:0.099959. Ave ac:0.005513,0.010720 Initialization: 6.107000 Memcpy Classifiers: 0.453000 Memcpy Instances: 8.634000 Kernel 1: 0.024000 Kernel 2: 99.865997 Copyback: 0.017000 Sum: 0.029000 It 5,Best ac:0.001401 1.000000 fi:0.099773. Ave ac:0.004966,0.008085 Initialization: 6.057000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.643000 Kernel 1: 0.024000 Kernel 2: 95.539001 Copyback: 0.018000 Sum: 0.028000 It 6,Best ac:0.000934 1.000000 fi:0.099960. Ave ac:0.004213,0.007891 Initialization: 6.029000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.625000 Kernel 1: 0.023000 Kernel 2: 97.785004 Copyback: 0.018000 Sum: 0.031000 It 7,Best ac:0.001636 1.000000 fi:0.099678. Ave ac:0.004256,0.007339 Initialization: 6.130000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.616000 Kernel 1: 0.024000 Kernel 2: 101.972000 Copyback: 0.017000 Sum: 0.028000 It 8,Best ac:0.001635 1.000000 fi:0.099678. Ave ac:0.004712,0.007584 Initialization: 6.133000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.607000 Kernel 1: 0.024000 Kernel 2: 99.628998 Copyback: 0.016000 Sum: 0.031000 It 9,Best ac:0.001869 1.000000 fi:0.099585. Ave ac:0.003835,0.007009 Iteration 10:MDL fitness activated Error 0.099585 TL 0.029973 MDL Theory Length Weight: 1.1075124295 (1) Initialization: 6.028000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.626000 Kernel 1: 0.024000 Kernel 2: 99.366997 Copyback: 0.017000 Sum: 0.030000 It 10,Best ac:0.000934 1.000000 fi:0.129055. Ave ac:0.003735,0.006451 Initialization: 6.136000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.643000 Kernel 1: 0.024000 Kernel 2: 96.629997 Copyback: 0.017000 Sum: 0.030000 It 11,Best ac:0.000934 1.000000 fi:0.130741. Ave ac:0.003177,0.006710 Initialization: 6.142000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.614000 Kernel 1: 0.030000 Kernel 2: 97.675003 Copyback: 0.017000 Sum: 0.034000 It 12,Best ac:0.001869 1.000000 fi:0.128680. Ave ac:0.003845,0.007264 Initialization: 6.152000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.607000 Kernel 1: 0.024000 Kernel 2: 96.081001 Copyback: 0.017000 Sum: 0.027000 It 13,Best ac:0.001168 1.000000 fi:0.140684. Ave ac:0.003610,0.006469 Initialization: 6.073000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.630000 Kernel 1: 0.024000 Kernel 2: 93.581001 Copyback: 0.016000 Sum: 0.029000 It 14,Best ac:0.000934 1.000000 fi:0.135862. Ave ac:0.004274,0.007600 Initialization: 5.939000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.660000 Kernel 1: 0.024000 Kernel 2: 95.332001 Copyback: 0.016000 Sum: 0.029000 It 15,Best ac:0.001635 1.000000 fi:0.128182. Ave ac:0.003574,0.005835 Initialization: 6.113000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.607000 Kernel 1: 0.024000 Kernel 2: 96.558998 Copyback: 0.017000 Sum: 0.028000 It 16,Best ac:0.000934 1.000000 fi:0.137764. Ave ac:0.003248,0.005679 Initialization: 6.058000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.673000 Kernel 1: 0.024000 Kernel 2: 93.032997 Copyback: 0.371000 Sum: 0.033000 It 17,Best ac:0.002336 1.000000 fi:0.142444. Ave ac:0.003493,0.006328 Initialization: 6.020000 Memcpy Classifiers: 0.406000 Memcpy Instances: 8.680000 Kernel 1: 0.022000 Kernel 2: 95.211998 Copyback: 0.017000 Sum: 0.029000 It 18,Best ac:0.002336 0.909091 fi:0.221937. Ave ac:0.004055,0.006779 Initialization: 6.175000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.605000 Kernel 1: 0.024000 Kernel 2: 93.158997 Copyback: 0.018000 Sum: 0.032000 It 19,Best ac:0.001168 1.000000 fi:0.131234. Ave ac:0.002711,0.004445 Initialization: 7.489000 Memcpy Classifiers: 0.713000 Memcpy Instances: 12.795000 Kernel 1: 0.024000 Kernel 2: 95.391998 Copyback: 0.017000 Sum: 0.028000 It 20,Best ac:0.000935 1.000000 fi:0.133845. Ave ac:0.003426,0.005341 Initialization: 8.425000 Memcpy Classifiers: 0.481000 Memcpy Instances: 12.130000 Kernel 1: 0.026000 Kernel 2: 94.285004 Copyback: 0.016000 Sum: 0.032000 It 21,Best ac:0.000934 1.000000 fi:0.133835. Ave ac:0.002815,0.004926 Initialization: 6.848000 Memcpy Classifiers: 0.417000 Memcpy Instances: 12.058000 Kernel 1: 0.027000 Kernel 2: 95.098000 Copyback: 0.016000 Sum: 0.029000 It 22,Best ac:0.001168 1.000000 fi:0.132109. Ave ac:0.003742,0.006133 Initialization: 7.437000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.886000 Kernel 1: 0.023000 Kernel 2: 94.992996 Copyback: 0.018000 Sum: 0.041000 It 23,Best ac:0.001402 1.000000 fi:0.128484. Ave ac:0.003940,0.005923 Initialization: 6.875000 Memcpy Classifiers: 0.622000 Memcpy Instances: 11.170000 Kernel 1: 0.024000 Kernel 2: 97.741997 Copyback: 0.017000 Sum: 0.032000 It 24,Best ac:0.000934 1.000000 fi:0.135361. Ave ac:0.002714,0.004249 MDL Theory Length Weight: 0.9967611865 (10) Initialization: 7.841000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.710000 Kernel 1: 0.033000 Kernel 2: 94.986000 Copyback: 0.017000 Sum: 0.028000 It 25,Best ac:0.001168 1.000000 fi:0.127337. Ave ac:0.002194,0.004583 Initialization: 7.221000 Memcpy Classifiers: 0.452000 Memcpy Instances: 9.328000 Kernel 1: 0.023000 Kernel 2: 92.926003 Copyback: 0.017000 Sum: 0.032000 It 26,Best ac:0.000934 1.000000 fi:0.127430. Ave ac:0.001717,0.002823 Initialization: 7.253000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.885000 Kernel 1: 0.032000 Kernel 2: 91.406998 Copyback: 0.017000 Sum: 0.029000 It 27,Best ac:0.001868 1.000000 fi:0.130252. Ave ac:0.002216,0.003384 Initialization: 5.963000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.634000 Kernel 1: 0.024000 Kernel 2: 91.294998 Copyback: 0.017000 Sum: 0.026000 It 28,Best ac:0.002102 1.000000 fi:0.132983. Ave ac:0.002692,0.004122 Initialization: 6.105000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.615000 Kernel 1: 0.024000 Kernel 2: 95.041000 Copyback: 0.017000 Sum: 0.032000 It 29,Best ac:0.002336 1.000000 fi:0.138138. Ave ac:0.002232,0.003568 Initialization: 6.139000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.637000 Kernel 1: 0.023000 Kernel 2: 91.347000 Copyback: 0.017000 Sum: 0.029000 It 30,Best ac:0.001402 1.000000 fi:0.125425. Ave ac:0.001779,0.001898 Initialization: 6.118000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.685000 Kernel 1: 0.023000 Kernel 2: 92.142998 Copyback: 0.017000 Sum: 0.040000 It 31,Best ac:0.001402 1.000000 fi:0.123742. Ave ac:0.002191,0.002524 Initialization: 6.090000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.672000 Kernel 1: 0.024000 Kernel 2: 92.175003 Copyback: 0.016000 Sum: 0.033000 It 32,Best ac:0.001635 1.000000 fi:0.127186. Ave ac:0.002402,0.006407 Initialization: 6.155000 Memcpy Classifiers: 0.381000 Memcpy Instances: 10.141000 Kernel 1: 0.022000 Kernel 2: 93.969002 Copyback: 0.017000 Sum: 0.032000 It 33,Best ac:0.000934 1.000000 fi:0.124355. Ave ac:0.002225,0.004448 Initialization: 29.768999 Memcpy Instances: 424.898010 Memcpy Classifiers: 0.076000 Kernel 1: 0.027000 Kernel 2: 530.642029 Copyback: 0.015000 Sum: 0.012000 Memcpy Classifiers: 0.073000 Kernel 1: 0.014000 Kernel 2: 530.020996 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.107000 Kernel 1: 0.022000 Kernel 2: 532.299988 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.072000 Kernel 1: 0.012000 Kernel 2: 540.546997 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.073000 Kernel 1: 0.012000 Kernel 2: 554.669006 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.106000 Kernel 1: 0.021000 Kernel 2: 529.786011 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.072000 Kernel 1: 0.012000 Kernel 2: 539.984985 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.073000 Kernel 1: 0.012000 Kernel 2: 522.841980 Copyback: 0.370000 Sum: 0.001000 Memcpy Classifiers: 0.072000 Kernel 1: 0.012000 Kernel 2: 529.687012 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.106000 Kernel 1: 0.020000 Kernel 2: 543.760010 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.074000 Kernel 1: 0.014000 Kernel 2: 525.804993 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 339.007996 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.001752 0.689338 fi:0.443785. Ave ac:0.003591,0.013526 Best acc 0.001752 0.689338 Initialization: 6.072000 Memcpy Classifiers: 0.638000 Memcpy Instances: 8.658000 Kernel 1: 0.023000 Kernel 2: 102.666000 Copyback: 0.017000 Sum: 0.041000 Initial population average accuracy1:0.005082 accuracy2:0.243555 Initialization: 6.075000 Memcpy Classifiers: 0.522000 Memcpy Instances: 8.637000 Kernel 1: 0.024000 Kernel 2: 103.580002 Copyback: 0.017000 Sum: 0.047000 It 0,Best ac:0.000934 1.000000 fi:0.099960. Ave ac:0.005984,0.011882 Initialization: 6.067000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.621000 Kernel 1: 0.024000 Kernel 2: 104.172997 Copyback: 0.017000 Sum: 0.029000 It 1,Best ac:0.000934 1.000000 fi:0.099960. Ave ac:0.005646,0.010250 Initialization: 6.094000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.607000 Kernel 1: 0.024000 Kernel 2: 101.430000 Copyback: 0.021000 Sum: 0.030000 It 2,Best ac:0.000701 1.000000 fi:0.242615. Ave ac:0.005939,0.013111 Initialization: 6.099000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.607000 Kernel 1: 0.024000 Kernel 2: 98.678001 Copyback: 0.017000 Sum: 0.029000 It 3,Best ac:0.000934 1.000000 fi:0.099960. Ave ac:0.005497,0.009559 Initialization: 6.065000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.627000 Kernel 1: 0.024000 Kernel 2: 96.279999 Copyback: 0.017000 Sum: 0.039000 It 4,Best ac:0.002103 0.900000 fi:0.199491. Ave ac:0.005291,0.009006 Initialization: 6.034000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.614000 Kernel 1: 0.024000 Kernel 2: 95.695999 Copyback: 0.017000 Sum: 0.035000 It 5,Best ac:0.002803 1.000000 fi:0.099212. Ave ac:0.004732,0.008141 Initialization: 6.026000 Memcpy Classifiers: 0.479000 Memcpy Instances: 8.622000 Kernel 1: 0.024000 Kernel 2: 93.212997 Copyback: 0.017000 Sum: 0.035000 It 6,Best ac:0.002102 1.000000 fi:0.099492. Ave ac:0.005173,0.009391 Initialization: 6.136000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.621000 Kernel 1: 0.024000 Kernel 2: 92.427002 Copyback: 0.017000 Sum: 0.031000 It 7,Best ac:0.001868 1.000000 fi:0.099586. Ave ac:0.004162,0.007762 Initialization: 6.048000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.666000 Kernel 1: 0.024000 Kernel 2: 91.710999 Copyback: 0.016000 Sum: 0.029000 It 8,Best ac:0.002102 1.000000 fi:0.099492. Ave ac:0.004088,0.006516 Initialization: 6.095000 Memcpy Classifiers: 0.436000 Memcpy Instances: 8.674000 Kernel 1: 0.023000 Kernel 2: 88.746002 Copyback: 0.017000 Sum: 0.032000 It 9,Best ac:0.001401 1.000000 fi:0.099773. Ave ac:0.003305,0.005582 Iteration 10:MDL fitness activated Error 0.099773 TL 0.033136 MDL Theory Length Weight: 1.0036711009 (5) Initialization: 6.077000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.607000 Kernel 1: 0.025000 Kernel 2: 84.321999 Copyback: 0.017000 Sum: 0.033000 It 10,Best ac:0.001168 1.000000 fi:0.132311. Ave ac:0.003313,0.006428 Initialization: 6.147000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.634000 Kernel 1: 0.024000 Kernel 2: 88.458000 Copyback: 0.018000 Sum: 0.039000 It 11,Best ac:0.001402 1.000000 fi:0.132075. Ave ac:0.003695,0.005647 Initialization: 6.244000 Memcpy Classifiers: 0.399000 Memcpy Instances: 10.926000 Kernel 1: 0.024000 Kernel 2: 85.147003 Copyback: 0.018000 Sum: 0.039000 It 12,Best ac:0.000934 1.000000 fi:0.122014. Ave ac:0.003131,0.006267 Initialization: 5.957000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.630000 Kernel 1: 0.024000 Kernel 2: 85.108002 Copyback: 0.018000 Sum: 0.041000 It 13,Best ac:0.001402 1.000000 fi:0.133321. Ave ac:0.003312,0.006471 Initialization: 6.042000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.632000 Kernel 1: 0.023000 Kernel 2: 84.436996 Copyback: 0.017000 Sum: 0.031000 It 14,Best ac:0.001168 1.000000 fi:0.125901. Ave ac:0.002920,0.004365 Initialization: 6.052000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.629000 Kernel 1: 0.024000 Kernel 2: 84.556000 Copyback: 0.017000 Sum: 0.036000 It 15,Best ac:0.001635 1.000000 fi:0.121981. Ave ac:0.003058,0.005346 Initialization: 6.107000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.652000 Kernel 1: 0.023000 Kernel 2: 82.334999 Copyback: 0.017000 Sum: 0.034000 It 16,Best ac:0.001869 1.000000 fi:0.121168. Ave ac:0.003347,0.005854 Initialization: 6.070000 Memcpy Classifiers: 0.423000 Memcpy Instances: 8.618000 Kernel 1: 0.024000 Kernel 2: 79.953003 Copyback: 0.017000 Sum: 0.030000 It 17,Best ac:0.000934 1.000000 fi:0.130226. Ave ac:0.003169,0.005100 Initialization: 6.166000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.617000 Kernel 1: 0.024000 Kernel 2: 80.150002 Copyback: 0.017000 Sum: 0.027000 It 18,Best ac:0.001635 1.000000 fi:0.125671. Ave ac:0.002235,0.003219 Initialization: 6.083000 Memcpy Classifiers: 0.379000 Memcpy Instances: 11.017000 Kernel 1: 0.023000 Kernel 2: 78.239998 Copyback: 0.017000 Sum: 0.032000 It 19,Best ac:0.000934 1.000000 fi:0.118995. Ave ac:0.003285,0.004208 Initialization: 6.161000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.605000 Kernel 1: 0.025000 Kernel 2: 79.426003 Copyback: 0.018000 Sum: 0.032000 It 20,Best ac:0.001168 1.000000 fi:0.118901. Ave ac:0.002268,0.003034 Initialization: 6.029000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.617000 Kernel 1: 0.023000 Kernel 2: 80.741997 Copyback: 0.017000 Sum: 0.031000 It 21,Best ac:0.001168 1.000000 fi:0.125341. Ave ac:0.002774,0.004310 Initialization: 6.044000 Memcpy Classifiers: 0.378000 Memcpy Instances: 8.671000 Kernel 1: 0.024000 Kernel 2: 80.930000 Copyback: 0.017000 Sum: 0.029000 It 22,Best ac:0.001635 1.000000 fi:0.117480. Ave ac:0.003268,0.007190 Initialization: 6.127000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.635000 Kernel 1: 0.024000 Kernel 2: 80.639000 Copyback: 0.016000 Sum: 0.028000 It 23,Best ac:0.001401 1.000000 fi:0.116834. Ave ac:0.002998,0.003795 Initialization: 6.097000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.613000 Kernel 1: 0.024000 Kernel 2: 81.410004 Copyback: 0.017000 Sum: 0.025000 It 24,Best ac:0.001168 1.000000 fi:0.117667. Ave ac:0.002769,0.003667 Initialization: 6.121000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.607000 Kernel 1: 0.025000 Kernel 2: 79.672997 Copyback: 0.017000 Sum: 0.026000 It 25,Best ac:0.001869 1.000000 fi:0.114197. Ave ac:0.002602,0.003599 Initialization: 6.005000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.604000 Kernel 1: 0.025000 Kernel 2: 79.605003 Copyback: 0.017000 Sum: 0.028000 It 26,Best ac:0.001168 1.000000 fi:0.122168. Ave ac:0.002688,0.004409 Initialization: 6.127000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.608000 Kernel 1: 0.024000 Kernel 2: 80.728996 Copyback: 0.019000 Sum: 0.042000 It 27,Best ac:0.000934 1.000000 fi:0.123281. Ave ac:0.003240,0.005122 Initialization: 6.042000 Memcpy Classifiers: 0.400000 Memcpy Instances: 8.620000 Kernel 1: 0.024000 Kernel 2: 79.883003 Copyback: 0.017000 Sum: 0.032000 It 28,Best ac:0.000934 1.000000 fi:0.120579. Ave ac:0.002517,0.004380 Initialization: 7.516000 Memcpy Classifiers: 0.616000 Memcpy Instances: 12.777000 Kernel 1: 0.023000 Kernel 2: 79.041000 Copyback: 0.367000 Sum: 0.031000 It 29,Best ac:0.002569 1.000000 fi:0.120498. Ave ac:0.002416,0.002937 Initialization: 6.184000 Memcpy Classifiers: 0.362000 Memcpy Instances: 13.169000 Kernel 1: 0.026000 Kernel 2: 78.198997 Copyback: 0.017000 Sum: 0.035000 It 30,Best ac:0.001402 1.000000 fi:0.117573. Ave ac:0.002426,0.003342 Initialization: 6.274000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.670000 Kernel 1: 0.024000 Kernel 2: 78.977997 Copyback: 0.017000 Sum: 0.027000 It 31,Best ac:0.001402 1.000000 fi:0.126317. Ave ac:0.002135,0.002861 Initialization: 7.877000 Memcpy Classifiers: 0.514000 Memcpy Instances: 12.379000 Kernel 1: 0.027000 Kernel 2: 78.289001 Copyback: 0.017000 Sum: 0.035000 It 32,Best ac:0.001636 1.000000 fi:0.117479. Ave ac:0.002306,0.004148 Initialization: 7.356000 Memcpy Classifiers: 0.572000 Memcpy Instances: 10.924000 Kernel 1: 0.023000 Kernel 2: 79.235001 Copyback: 0.017000 Sum: 0.029000 It 33,Best ac:0.000934 1.000000 fi:0.118995. Ave ac:0.002606,0.004333 Initialization: 27.806000 Memcpy Instances: 503.437012 Memcpy Classifiers: 0.073000 Kernel 1: 0.026000 Kernel 2: 469.153992 Copyback: 0.016000 Sum: 0.020000 Memcpy Classifiers: 0.105000 Kernel 1: 0.022000 Kernel 2: 477.069000 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.071000 Kernel 1: 0.014000 Kernel 2: 487.941986 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.104000 Kernel 1: 0.022000 Kernel 2: 472.083008 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.071000 Kernel 1: 0.013000 Kernel 2: 483.420013 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.071000 Kernel 1: 0.013000 Kernel 2: 477.635986 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.105000 Kernel 1: 0.022000 Kernel 2: 469.713989 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.071000 Kernel 1: 0.012000 Kernel 2: 473.291992 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.071000 Kernel 1: 0.013000 Kernel 2: 468.640015 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.105000 Kernel 1: 0.022000 Kernel 2: 460.480011 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.071000 Kernel 1: 0.013000 Kernel 2: 461.941986 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.088000 Kernel 1: 0.022000 Kernel 2: 286.606995 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.001275 0.769014 fi:0.348610. Ave ac:0.002942,0.010126 Best acc 0.001275 0.769014 Rule:Att PSSM_-4_7 is [-5.879565,-2.120435]|Att PSSM_-3_20 is [>-0.724610]|Att PSSM_0_1 is [>3.910975]|Att PSSM_0_5 is [-2.563821,7.961677]|Att PSSM_0_12 is [-5.251361,-2.047220]|1 Accuracy : 0.756646 0 1 160344 3736 53364 17194 Removed 355 instances. 213708 Instances left. Acc of rule 0.001275-0.769014 Initialization: 6.274000 Memcpy Classifiers: 0.505000 Memcpy Instances: 10.902000 Kernel 1: 0.025000 Kernel 2: 103.650002 Copyback: 0.017000 Sum: 0.058000 Initial population average accuracy1:0.007181 accuracy2:0.228023 Initialization: 6.392000 Memcpy Classifiers: 0.540000 Memcpy Instances: 8.623000 Kernel 1: 0.024000 Kernel 2: 106.333000 Copyback: 0.017000 Sum: 0.057000 It 0,Best ac:0.002106 0.692308 fi:0.407180. Ave ac:0.010025,0.016369 Initialization: 6.894000 Memcpy Classifiers: 0.872000 Memcpy Instances: 12.658000 Kernel 1: 0.023000 Kernel 2: 104.537003 Copyback: 0.018000 Sum: 0.032000 It 1,Best ac:0.001872 1.000000 fi:0.099581. Ave ac:0.008072,0.013947 Initialization: 6.096000 Memcpy Classifiers: 0.633000 Memcpy Instances: 8.805000 Kernel 1: 0.024000 Kernel 2: 105.102997 Copyback: 0.019000 Sum: 0.042000 It 2,Best ac:0.000936 1.000000 fi:0.099958. Ave ac:0.006373,0.009946 Initialization: 7.725000 Memcpy Classifiers: 0.497000 Memcpy Instances: 8.701000 Kernel 1: 0.023000 Kernel 2: 104.188004 Copyback: 0.017000 Sum: 0.032000 It 3,Best ac:0.000936 1.000000 fi:0.099958. Ave ac:0.006278,0.009939 Initialization: 6.444000 Memcpy Classifiers: 0.519000 Memcpy Instances: 8.798000 Kernel 1: 0.023000 Kernel 2: 104.213997 Copyback: 0.016000 Sum: 0.031000 It 4,Best ac:0.001404 1.000000 fi:0.099769. Ave ac:0.005634,0.008733 Initialization: 8.804000 Memcpy Classifiers: 0.775000 Memcpy Instances: 11.308000 Kernel 1: 0.023000 Kernel 2: 110.025002 Copyback: 0.018000 Sum: 0.041000 It 5,Best ac:0.001404 1.000000 fi:0.099770. Ave ac:0.004937,0.007753 Initialization: 6.058000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.617000 Kernel 1: 0.023000 Kernel 2: 110.421997 Copyback: 0.018000 Sum: 0.041000 It 6,Best ac:0.001170 1.000000 fi:0.099864. Ave ac:0.003748,0.007495 Initialization: 6.788000 Memcpy Classifiers: 0.775000 Memcpy Instances: 11.255000 Kernel 1: 0.032000 Kernel 2: 108.153999 Copyback: 0.016000 Sum: 0.034000 It 7,Best ac:0.002106 1.000000 fi:0.099487. Ave ac:0.003240,0.006117 Initialization: 6.082000 Memcpy Classifiers: 0.506000 Memcpy Instances: 8.844000 Kernel 1: 0.032000 Kernel 2: 109.847000 Copyback: 0.017000 Sum: 0.031000 It 8,Best ac:0.001637 1.000000 fi:0.099676. Ave ac:0.002663,0.003786 Initialization: 6.049000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.605000 Kernel 1: 0.024000 Kernel 2: 106.809998 Copyback: 0.016000 Sum: 0.033000 It 9,Best ac:0.001872 1.000000 fi:0.099581. Ave ac:0.002399,0.003524 Iteration 10:MDL fitness activated Error 0.099581 TL 0.030373 MDL Theory Length Weight: 1.0928566851 (3) Initialization: 6.095000 Memcpy Classifiers: 0.462000 Memcpy Instances: 8.648000 Kernel 1: 0.024000 Kernel 2: 109.265999 Copyback: 0.017000 Sum: 0.031000 It 10,Best ac:0.002807 0.923077 fi:0.218570. Ave ac:0.003079,0.006428 Initialization: 6.117000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.615000 Kernel 1: 0.023000 Kernel 2: 104.862999 Copyback: 0.017000 Sum: 0.038000 It 11,Best ac:0.000936 1.000000 fi:0.135632. Ave ac:0.003787,0.007463 Initialization: 6.082000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.655000 Kernel 1: 0.023000 Kernel 2: 101.655998 Copyback: 0.017000 Sum: 0.035000 It 12,Best ac:0.000936 1.000000 fi:0.140423. Ave ac:0.003363,0.006846 Initialization: 6.309000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.618000 Kernel 1: 0.023000 Kernel 2: 99.394997 Copyback: 0.017000 Sum: 0.038000 It 13,Best ac:0.001170 1.000000 fi:0.144295. Ave ac:0.003599,0.006316 Initialization: 7.010000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.631000 Kernel 1: 0.024000 Kernel 2: 96.564003 Copyback: 0.017000 Sum: 0.034000 It 14,Best ac:0.001638 1.000000 fi:0.129200. Ave ac:0.003721,0.005546 Initialization: 8.530000 Memcpy Classifiers: 0.461000 Memcpy Instances: 8.601000 Kernel 1: 0.024000 Kernel 2: 95.614998 Copyback: 0.018000 Sum: 0.038000 It 15,Best ac:0.001170 1.000000 fi:0.136729. Ave ac:0.003864,0.008597 Initialization: 7.504000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.629000 Kernel 1: 0.024000 Kernel 2: 94.943001 Copyback: 0.017000 Sum: 0.030000 It 16,Best ac:0.002340 1.000000 fi:0.130233. Ave ac:0.003784,0.006818 Initialization: 6.110000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.606000 Kernel 1: 0.025000 Kernel 2: 92.813004 Copyback: 0.017000 Sum: 0.035000 It 17,Best ac:0.000936 1.000000 fi:0.139721. Ave ac:0.003378,0.004713 Initialization: 8.221000 Memcpy Classifiers: 0.679000 Memcpy Instances: 12.731000 Kernel 1: 0.024000 Kernel 2: 89.542999 Copyback: 0.017000 Sum: 0.030000 It 18,Best ac:0.002808 1.000000 fi:0.125677. Ave ac:0.002982,0.004800 Initialization: 6.110000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.645000 Kernel 1: 0.023000 Kernel 2: 89.369003 Copyback: 0.017000 Sum: 0.034000 It 19,Best ac:0.003977 1.000000 fi:0.127726. Ave ac:0.002676,0.004000 Initialization: 6.450000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.605000 Kernel 1: 0.024000 Kernel 2: 89.454002 Copyback: 0.018000 Sum: 0.039000 It 20,Best ac:0.000936 1.000000 fi:0.139077. Ave ac:0.002584,0.003156 Initialization: 6.096000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.590000 Kernel 1: 0.024000 Kernel 2: 88.008003 Copyback: 0.016000 Sum: 0.030000 It 21,Best ac:0.001638 1.000000 fi:0.128949. Ave ac:0.002025,0.002793 Initialization: 6.059000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.681000 Kernel 1: 0.023000 Kernel 2: 87.744003 Copyback: 0.017000 Sum: 0.035000 It 22,Best ac:0.002574 1.000000 fi:0.130882. Ave ac:0.002106,0.002878 Initialization: 6.062000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.627000 Kernel 1: 0.024000 Kernel 2: 85.088997 Copyback: 0.017000 Sum: 0.039000 It 23,Best ac:0.001638 1.000000 fi:0.127148. Ave ac:0.002363,0.003255 Initialization: 6.137000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.662000 Kernel 1: 0.024000 Kernel 2: 84.499001 Copyback: 0.016000 Sum: 0.030000 It 24,Best ac:0.001638 1.000000 fi:0.123216. Ave ac:0.002273,0.003099 Initialization: 6.139000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.606000 Kernel 1: 0.024000 Kernel 2: 84.778000 Copyback: 0.018000 Sum: 0.038000 It 25,Best ac:0.001404 1.000000 fi:0.131400. Ave ac:0.002053,0.002533 Initialization: 8.252000 Memcpy Classifiers: 0.391000 Memcpy Instances: 8.603000 Kernel 1: 0.023000 Kernel 2: 82.948997 Copyback: 0.018000 Sum: 0.039000 It 26,Best ac:0.002340 1.000000 fi:0.131582. Ave ac:0.001804,0.002518 Initialization: 6.059000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.609000 Kernel 1: 0.024000 Kernel 2: 82.714996 Copyback: 0.017000 Sum: 0.031000 It 27,Best ac:0.001404 1.000000 fi:0.133567. Ave ac:0.001539,0.001737 Initialization: 6.125000 Memcpy Classifiers: 0.378000 Memcpy Instances: 8.640000 Kernel 1: 0.023000 Kernel 2: 83.938004 Copyback: 0.017000 Sum: 0.030000 It 28,Best ac:0.001170 1.000000 fi:0.129126. Ave ac:0.002262,0.003224 Initialization: 6.041000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.618000 Kernel 1: 0.024000 Kernel 2: 81.674004 Copyback: 0.017000 Sum: 0.032000 It 29,Best ac:0.001404 1.000000 fi:0.126068. Ave ac:0.002619,0.003106 Initialization: 6.160000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.602000 Kernel 1: 0.024000 Kernel 2: 82.376999 Copyback: 0.017000 Sum: 0.029000 It 30,Best ac:0.001170 1.000000 fi:0.126335. Ave ac:0.002386,0.003746 Initialization: 6.688000 Memcpy Classifiers: 0.654000 Memcpy Instances: 12.220000 Kernel 1: 0.024000 Kernel 2: 84.900002 Copyback: 0.017000 Sum: 0.029000 It 31,Best ac:0.001872 1.000000 fi:0.131572. Ave ac:0.002576,0.003345 Initialization: 5.990000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.629000 Kernel 1: 0.024000 Kernel 2: 84.872002 Copyback: 0.017000 Sum: 0.031000 It 32,Best ac:0.002807 1.000000 fi:0.131270. Ave ac:0.002325,0.003476 Initialization: 6.436000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.621000 Kernel 1: 0.024000 Kernel 2: 84.348000 Copyback: 0.017000 Sum: 0.033000 It 33,Best ac:0.001170 1.000000 fi:0.124671. Ave ac:0.002528,0.003648 MDL Theory Length Weight: 0.9835710166 (10) Initialization: 27.207001 Memcpy Instances: 434.320007 Memcpy Classifiers: 0.071000 Kernel 1: 0.028000 Kernel 2: 487.691986 Copyback: 0.365000 Sum: 0.013000 Memcpy Classifiers: 0.063000 Kernel 1: 0.014000 Kernel 2: 498.100006 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.067000 Kernel 1: 0.012000 Kernel 2: 488.967987 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.099000 Kernel 1: 0.022000 Kernel 2: 482.277008 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.012000 Kernel 2: 496.947998 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.012000 Kernel 2: 484.750000 Copyback: 0.020000 Sum: 0.003000 Memcpy Classifiers: 0.099000 Kernel 1: 0.024000 Kernel 2: 484.388000 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.099000 Kernel 1: 0.021000 Kernel 2: 485.226013 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 492.904999 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.014000 Kernel 2: 486.700012 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.080000 Kernel 1: 0.016000 Kernel 2: 487.596985 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 295.919006 Copyback: 0.015000 Sum: 0.002000 It 34,Best ac:0.001741 0.773389 fi:0.355103. Ave ac:0.002475,0.008511 Best acc 0.001741 0.773389 Initialization: 7.854000 Memcpy Classifiers: 0.595000 Memcpy Instances: 10.240000 Kernel 1: 0.030000 Kernel 2: 104.153999 Copyback: 0.017000 Sum: 0.050000 Initial population average accuracy1:0.005384 accuracy2:0.244968 Initialization: 6.963000 Memcpy Classifiers: 0.488000 Memcpy Instances: 12.415000 Kernel 1: 0.027000 Kernel 2: 104.330002 Copyback: 0.369000 Sum: 0.051000 It 0,Best ac:0.001170 0.833333 fi:0.266531. Ave ac:0.006473,0.013835 Initialization: 6.387000 Memcpy Classifiers: 0.470000 Memcpy Instances: 10.745000 Kernel 1: 0.023000 Kernel 2: 101.629997 Copyback: 0.017000 Sum: 0.066000 It 1,Best ac:0.002574 1.000000 fi:0.099299. Ave ac:0.005688,0.011034 Initialization: 6.481000 Memcpy Classifiers: 0.488000 Memcpy Instances: 11.364000 Kernel 1: 0.029000 Kernel 2: 102.426003 Copyback: 0.016000 Sum: 0.030000 It 2,Best ac:0.000936 1.000000 fi:0.099958. Ave ac:0.005961,0.013387 Initialization: 6.142000 Memcpy Classifiers: 0.487000 Memcpy Instances: 10.904000 Kernel 1: 0.023000 Kernel 2: 100.680000 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.000936 1.000000 fi:0.099958. Ave ac:0.005443,0.009296 Initialization: 6.177000 Memcpy Classifiers: 0.505000 Memcpy Instances: 9.762000 Kernel 1: 0.024000 Kernel 2: 100.859001 Copyback: 0.017000 Sum: 0.032000 It 4,Best ac:0.000936 1.000000 fi:0.099958. Ave ac:0.006244,0.011175 Initialization: 8.060000 Memcpy Classifiers: 0.487000 Memcpy Instances: 10.726000 Kernel 1: 0.024000 Kernel 2: 104.124001 Copyback: 0.017000 Sum: 0.036000 It 5,Best ac:0.000936 1.000000 fi:0.099958. Ave ac:0.005900,0.008247 Initialization: 7.095000 Memcpy Classifiers: 0.488000 Memcpy Instances: 11.209000 Kernel 1: 0.028000 Kernel 2: 101.584000 Copyback: 0.018000 Sum: 0.043000 It 6,Best ac:0.001638 1.000000 fi:0.099675. Ave ac:0.004559,0.007563 Initialization: 8.146000 Memcpy Classifiers: 0.524000 Memcpy Instances: 11.881000 Kernel 1: 0.025000 Kernel 2: 103.556999 Copyback: 0.017000 Sum: 0.034000 It 7,Best ac:0.002106 1.000000 fi:0.099487. Ave ac:0.004789,0.009347 Initialization: 7.576000 Memcpy Classifiers: 0.511000 Memcpy Instances: 11.855000 Kernel 1: 0.023000 Kernel 2: 101.829002 Copyback: 0.017000 Sum: 0.035000 It 8,Best ac:0.002339 1.000000 fi:0.099394. Ave ac:0.003960,0.007704 Initialization: 7.905000 Memcpy Classifiers: 0.774000 Memcpy Instances: 9.389000 Kernel 1: 0.024000 Kernel 2: 99.831001 Copyback: 0.018000 Sum: 0.039000 It 9,Best ac:0.000936 1.000000 fi:0.099958. Ave ac:0.005431,0.010207 Iteration 10:MDL fitness activated Error 0.099958 TL 0.041791 MDL Theory Length Weight: 0.7972870169 (9) Initialization: 8.600000 Memcpy Classifiers: 0.506000 Memcpy Instances: 12.538000 Kernel 1: 0.028000 Kernel 2: 100.613998 Copyback: 0.017000 Sum: 0.033000 It 10,Best ac:0.002808 0.923077 fi:0.212488. Ave ac:0.004149,0.007137 Initialization: 6.121000 Memcpy Classifiers: 0.486000 Memcpy Instances: 11.815000 Kernel 1: 0.025000 Kernel 2: 100.928001 Copyback: 0.017000 Sum: 0.033000 It 11,Best ac:0.001170 1.000000 fi:0.123834. Ave ac:0.005214,0.009864 Initialization: 6.874000 Memcpy Classifiers: 0.737000 Memcpy Instances: 11.431000 Kernel 1: 0.026000 Kernel 2: 99.461998 Copyback: 0.017000 Sum: 0.030000 It 12,Best ac:0.000936 1.000000 fi:0.123443. Ave ac:0.005070,0.009079 Initialization: 7.364000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.631000 Kernel 1: 0.024000 Kernel 2: 95.689003 Copyback: 0.016000 Sum: 0.030000 It 13,Best ac:0.000936 1.000000 fi:0.123925. Ave ac:0.003788,0.006329 Initialization: 6.134000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.593000 Kernel 1: 0.025000 Kernel 2: 93.704002 Copyback: 0.017000 Sum: 0.030000 It 14,Best ac:0.001404 1.000000 fi:0.122700. Ave ac:0.003264,0.005242 Initialization: 6.073000 Memcpy Classifiers: 0.471000 Memcpy Instances: 8.604000 Kernel 1: 0.025000 Kernel 2: 93.321999 Copyback: 0.017000 Sum: 0.031000 It 15,Best ac:0.002106 1.000000 fi:0.122972. Ave ac:0.003036,0.004756 Initialization: 6.083000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.604000 Kernel 1: 0.025000 Kernel 2: 93.954002 Copyback: 0.023000 Sum: 0.045000 It 16,Best ac:0.001170 1.000000 fi:0.123835. Ave ac:0.004378,0.007097 Initialization: 6.105000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.590000 Kernel 1: 0.025000 Kernel 2: 93.012001 Copyback: 0.017000 Sum: 0.027000 It 17,Best ac:0.001170 1.000000 fi:0.130105. Ave ac:0.003105,0.004606 Initialization: 6.118000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.614000 Kernel 1: 0.025000 Kernel 2: 95.848000 Copyback: 0.017000 Sum: 0.031000 It 18,Best ac:0.000936 1.000000 fi:0.123052. Ave ac:0.002914,0.004761 Initialization: 6.077000 Memcpy Classifiers: 0.467000 Memcpy Instances: 8.618000 Kernel 1: 0.023000 Kernel 2: 92.080002 Copyback: 0.017000 Sum: 0.033000 It 19,Best ac:0.000936 1.000000 fi:0.127562. Ave ac:0.002352,0.003163 Initialization: 6.102000 Memcpy Classifiers: 0.477000 Memcpy Instances: 8.598000 Kernel 1: 0.024000 Kernel 2: 93.279999 Copyback: 0.017000 Sum: 0.027000 It 20,Best ac:0.001170 1.000000 fi:0.130254. Ave ac:0.002565,0.003626 Initialization: 6.083000 Memcpy Classifiers: 0.486000 Memcpy Instances: 8.606000 Kernel 1: 0.026000 Kernel 2: 93.091003 Copyback: 0.017000 Sum: 0.029000 It 21,Best ac:0.001404 1.000000 fi:0.123007. Ave ac:0.002663,0.004446 Initialization: 8.160000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.604000 Kernel 1: 0.024000 Kernel 2: 91.434998 Copyback: 0.017000 Sum: 0.029000 It 22,Best ac:0.000936 1.000000 fi:0.124665. Ave ac:0.002674,0.003693 Initialization: 6.085000 Memcpy Classifiers: 0.401000 Memcpy Instances: 8.619000 Kernel 1: 0.023000 Kernel 2: 92.725998 Copyback: 0.016000 Sum: 0.031000 It 23,Best ac:0.001170 1.000000 fi:0.129244. Ave ac:0.002282,0.003772 MDL Theory Length Weight: 0.7175583152 (10) Initialization: 7.042000 Memcpy Classifiers: 0.414000 Memcpy Instances: 11.602000 Kernel 1: 0.024000 Kernel 2: 95.004997 Copyback: 0.017000 Sum: 0.030000 It 24,Best ac:0.001170 1.000000 fi:0.123810. Ave ac:0.002835,0.003874 Initialization: 6.092000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.601000 Kernel 1: 0.025000 Kernel 2: 93.810997 Copyback: 0.016000 Sum: 0.031000 It 25,Best ac:0.001170 1.000000 fi:0.124704. Ave ac:0.002648,0.002977 Initialization: 6.106000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.611000 Kernel 1: 0.024000 Kernel 2: 94.195999 Copyback: 0.017000 Sum: 0.035000 It 26,Best ac:0.001404 1.000000 fi:0.117680. Ave ac:0.002701,0.002935 Initialization: 6.131000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.601000 Kernel 1: 0.025000 Kernel 2: 96.085999 Copyback: 0.017000 Sum: 0.036000 It 27,Best ac:0.001170 1.000000 fi:0.121111. Ave ac:0.002292,0.002901 Initialization: 6.115000 Memcpy Classifiers: 0.426000 Memcpy Instances: 8.622000 Kernel 1: 0.024000 Kernel 2: 92.508003 Copyback: 0.017000 Sum: 0.028000 It 28,Best ac:0.001638 1.000000 fi:0.124704. Ave ac:0.002086,0.002643 Initialization: 6.084000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.615000 Kernel 1: 0.025000 Kernel 2: 95.255997 Copyback: 0.017000 Sum: 0.024000 It 29,Best ac:0.001404 1.000000 fi:0.121482. Ave ac:0.003014,0.003135 Initialization: 6.071000 Memcpy Classifiers: 0.414000 Memcpy Instances: 8.609000 Kernel 1: 0.024000 Kernel 2: 93.834000 Copyback: 0.018000 Sum: 0.029000 It 30,Best ac:0.001170 1.000000 fi:0.120778. Ave ac:0.002693,0.002906 Initialization: 6.966000 Memcpy Classifiers: 0.405000 Memcpy Instances: 8.610000 Kernel 1: 0.024000 Kernel 2: 93.214996 Copyback: 0.017000 Sum: 0.030000 It 31,Best ac:0.001871 1.000000 fi:0.125074. Ave ac:0.002683,0.002900 Initialization: 6.087000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.610000 Kernel 1: 0.024000 Kernel 2: 92.489998 Copyback: 0.017000 Sum: 0.027000 It 32,Best ac:0.001404 1.000000 fi:0.126313. Ave ac:0.002289,0.002817 Initialization: 6.117000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.665000 Kernel 1: 0.024000 Kernel 2: 91.709000 Copyback: 0.017000 Sum: 0.028000 It 33,Best ac:0.002106 1.000000 fi:0.123086. Ave ac:0.002664,0.005322 Initialization: 24.504000 Memcpy Instances: 424.497986 Memcpy Classifiers: 0.069000 Kernel 1: 0.028000 Kernel 2: 525.367004 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.071000 Kernel 1: 0.013000 Kernel 2: 519.284973 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.013000 Kernel 2: 528.833984 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.071000 Kernel 1: 0.012000 Kernel 2: 549.318970 Copyback: 0.368000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.013000 Kernel 2: 530.367981 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.071000 Kernel 1: 0.013000 Kernel 2: 535.247009 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.071000 Kernel 1: 0.014000 Kernel 2: 538.431030 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.071000 Kernel 1: 0.012000 Kernel 2: 535.918030 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.013000 Kernel 2: 530.885010 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.012000 Kernel 2: 521.492004 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.071000 Kernel 1: 0.013000 Kernel 2: 519.192993 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.012000 Kernel 2: 312.854004 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.001469 0.691630 fi:0.433605. Ave ac:0.002586,0.008889 Best acc 0.001469 0.691630 Rule:Att PSSM_-2_12 is [-5.911590,-1.175643]|Att PSSM_0_4 is [-7.049044,5.031030]|Att PSSM_0_7 is [-4.418371,-2.015362]|Att PSSM_1_12 is [-5.061693,-1.709709]|Att PSSM_2_5 is [-1.928459,4.863820]|Att PSSM_3_5 is [-2.255357,8.798063]|Att PSSM_3_11 is [-3.751129,3.517674]|Att PSSM_4_4 is [<-0.653960]|Att PSSM_4_12 is [-6.825925,-1.622606]|1 Accuracy : 0.757767 0 1 160235 3845 52992 17566 Removed 481 instances. 213227 Instances left. Acc of rule 0.001741-0.773389 Initialization: 6.103000 Memcpy Classifiers: 0.540000 Memcpy Instances: 8.579000 Kernel 1: 0.025000 Kernel 2: 102.537003 Copyback: 0.017000 Sum: 0.042000 Initial population average accuracy1:0.005883 accuracy2:0.237038 Initialization: 6.080000 Memcpy Classifiers: 0.539000 Memcpy Instances: 8.577000 Kernel 1: 0.025000 Kernel 2: 102.211998 Copyback: 0.017000 Sum: 0.038000 It 0,Best ac:0.000938 0.800000 fi:0.299955. Ave ac:0.006471,0.012789 Initialization: 6.102000 Memcpy Classifiers: 0.494000 Memcpy Instances: 8.580000 Kernel 1: 0.024000 Kernel 2: 99.904999 Copyback: 0.018000 Sum: 0.044000 It 1,Best ac:0.000938 1.000000 fi:0.099955. Ave ac:0.005902,0.010795 Initialization: 6.061000 Memcpy Classifiers: 0.449000 Memcpy Instances: 8.588000 Kernel 1: 0.025000 Kernel 2: 101.750999 Copyback: 0.017000 Sum: 0.032000 It 2,Best ac:0.001172 0.833333 fi:0.266527. Ave ac:0.006010,0.009457 Initialization: 6.059000 Memcpy Classifiers: 0.455000 Memcpy Instances: 8.580000 Kernel 1: 0.025000 Kernel 2: 99.577003 Copyback: 0.017000 Sum: 0.029000 It 3,Best ac:0.001172 1.000000 fi:0.099860. Ave ac:0.005829,0.010027 Initialization: 6.046000 Memcpy Classifiers: 0.511000 Memcpy Instances: 8.571000 Kernel 1: 0.025000 Kernel 2: 98.328003 Copyback: 0.017000 Sum: 0.032000 It 4,Best ac:0.000938 1.000000 fi:0.099955. Ave ac:0.006120,0.010448 Initialization: 6.113000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.581000 Kernel 1: 0.025000 Kernel 2: 96.584999 Copyback: 0.017000 Sum: 0.034000 It 5,Best ac:0.001173 1.000000 fi:0.099860. Ave ac:0.005267,0.009315 Initialization: 6.069000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.583000 Kernel 1: 0.025000 Kernel 2: 95.921997 Copyback: 0.369000 Sum: 0.032000 It 6,Best ac:0.004220 1.000000 fi:0.098665. Ave ac:0.005395,0.008069 Initialization: 6.125000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.596000 Kernel 1: 0.026000 Kernel 2: 91.997002 Copyback: 0.017000 Sum: 0.038000 It 7,Best ac:0.002110 1.000000 fi:0.099482. Ave ac:0.005109,0.008340 Initialization: 6.087000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.595000 Kernel 1: 0.025000 Kernel 2: 89.783997 Copyback: 0.017000 Sum: 0.032000 It 8,Best ac:0.001641 1.000000 fi:0.099671. Ave ac:0.003943,0.005535 Initialization: 6.091000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.604000 Kernel 1: 0.024000 Kernel 2: 88.335999 Copyback: 0.017000 Sum: 0.032000 It 9,Best ac:0.001407 1.000000 fi:0.099766. Ave ac:0.004127,0.005628 Iteration 10:MDL fitness activated Error 0.099766 TL 0.033820 MDL Theory Length Weight: 0.9832877881 (4) Initialization: 6.068000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.569000 Kernel 1: 0.025000 Kernel 2: 88.462997 Copyback: 0.017000 Sum: 0.030000 It 10,Best ac:0.001407 1.000000 fi:0.122965. Ave ac:0.004130,0.006951 Initialization: 6.239000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.570000 Kernel 1: 0.024000 Kernel 2: 86.954002 Copyback: 0.017000 Sum: 0.028000 It 11,Best ac:0.001407 1.000000 fi:0.119106. Ave ac:0.003158,0.005086 Initialization: 6.062000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.612000 Kernel 1: 0.023000 Kernel 2: 85.094002 Copyback: 0.017000 Sum: 0.032000 It 12,Best ac:0.001172 1.000000 fi:0.119201. Ave ac:0.002588,0.003353 Initialization: 6.070000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.578000 Kernel 1: 0.024000 Kernel 2: 83.535004 Copyback: 0.017000 Sum: 0.033000 It 13,Best ac:0.001172 1.000000 fi:0.120860. Ave ac:0.003113,0.003798 Initialization: 7.496000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.575000 Kernel 1: 0.025000 Kernel 2: 83.557999 Copyback: 0.017000 Sum: 0.031000 It 14,Best ac:0.001172 1.000000 fi:0.127852. Ave ac:0.002519,0.004235 Initialization: 6.142000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.579000 Kernel 1: 0.023000 Kernel 2: 84.011002 Copyback: 0.017000 Sum: 0.031000 It 15,Best ac:0.002345 1.000000 fi:0.119566. Ave ac:0.003152,0.004376 Initialization: 6.108000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.579000 Kernel 1: 0.025000 Kernel 2: 82.449997 Copyback: 0.017000 Sum: 0.031000 It 16,Best ac:0.001876 1.000000 fi:0.115648. Ave ac:0.002854,0.004290 Initialization: 6.107000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.586000 Kernel 1: 0.025000 Kernel 2: 79.236000 Copyback: 0.017000 Sum: 0.033000 It 17,Best ac:0.001407 1.000000 fi:0.117215. Ave ac:0.002476,0.003637 Initialization: 6.117000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.576000 Kernel 1: 0.025000 Kernel 2: 79.167000 Copyback: 0.017000 Sum: 0.027000 It 18,Best ac:0.001172 1.000000 fi:0.118566. Ave ac:0.002542,0.004129 Initialization: 6.107000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.585000 Kernel 1: 0.024000 Kernel 2: 78.550003 Copyback: 0.017000 Sum: 0.031000 It 19,Best ac:0.001407 1.000000 fi:0.121399. Ave ac:0.002529,0.005048 Initialization: 6.076000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.578000 Kernel 1: 0.027000 Kernel 2: 78.970001 Copyback: 0.017000 Sum: 0.030000 It 20,Best ac:0.001407 1.000000 fi:0.117217. Ave ac:0.003013,0.004847 Initialization: 7.220000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.579000 Kernel 1: 0.024000 Kernel 2: 79.973000 Copyback: 0.017000 Sum: 0.032000 It 21,Best ac:0.001407 1.000000 fi:0.114619. Ave ac:0.002929,0.004841 Initialization: 6.104000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.584000 Kernel 1: 0.025000 Kernel 2: 80.093002 Copyback: 0.017000 Sum: 0.031000 It 22,Best ac:0.000938 1.000000 fi:0.118482. Ave ac:0.002882,0.004900 Initialization: 6.144000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.583000 Kernel 1: 0.025000 Kernel 2: 77.579002 Copyback: 0.019000 Sum: 0.031000 It 23,Best ac:0.000938 1.000000 fi:0.118482. Ave ac:0.002478,0.005215 Initialization: 6.103000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.593000 Kernel 1: 0.025000 Kernel 2: 78.313004 Copyback: 0.016000 Sum: 0.030000 It 24,Best ac:0.000938 1.000000 fi:0.125706. Ave ac:0.001962,0.002852 Initialization: 6.095000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.587000 Kernel 1: 0.025000 Kernel 2: 77.011002 Copyback: 0.017000 Sum: 0.029000 It 25,Best ac:0.000938 1.000000 fi:0.118482. Ave ac:0.003408,0.006041 Initialization: 6.118000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.590000 Kernel 1: 0.025000 Kernel 2: 77.442001 Copyback: 0.017000 Sum: 0.029000 It 26,Best ac:0.000938 1.000000 fi:0.120682. Ave ac:0.002865,0.005167 Initialization: 6.077000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.589000 Kernel 1: 0.025000 Kernel 2: 77.723999 Copyback: 0.017000 Sum: 0.029000 It 27,Best ac:0.000938 1.000000 fi:0.123155. Ave ac:0.002914,0.004427 Initialization: 6.085000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.585000 Kernel 1: 0.025000 Kernel 2: 77.163002 Copyback: 0.017000 Sum: 0.031000 It 28,Best ac:0.002345 1.000000 fi:0.118824. Ave ac:0.003146,0.003952 Initialization: 6.116000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.578000 Kernel 1: 0.026000 Kernel 2: 77.314003 Copyback: 0.017000 Sum: 0.031000 It 29,Best ac:0.001172 1.000000 fi:0.121534. Ave ac:0.002975,0.003753 Initialization: 6.168000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.575000 Kernel 1: 0.024000 Kernel 2: 74.998001 Copyback: 0.017000 Sum: 0.028000 It 30,Best ac:0.001407 1.000000 fi:0.118201. Ave ac:0.002211,0.003258 MDL Theory Length Weight: 0.8849590093 (10) Initialization: 6.073000 Memcpy Classifiers: 0.397000 Memcpy Instances: 9.629000 Kernel 1: 0.033000 Kernel 2: 77.504997 Copyback: 0.018000 Sum: 0.039000 It 31,Best ac:0.001407 1.000000 fi:0.120313. Ave ac:0.003010,0.004846 Initialization: 6.119000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.583000 Kernel 1: 0.025000 Kernel 2: 75.359001 Copyback: 0.016000 Sum: 0.034000 It 32,Best ac:0.000938 1.000000 fi:0.119051. Ave ac:0.003100,0.004314 Initialization: 6.132000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.593000 Kernel 1: 0.024000 Kernel 2: 75.026001 Copyback: 0.017000 Sum: 0.030000 It 33,Best ac:0.001877 1.000000 fi:0.118609. Ave ac:0.003307,0.005371 Initialization: 24.424000 Memcpy Instances: 414.522003 Memcpy Classifiers: 0.067000 Kernel 1: 0.028000 Kernel 2: 469.381989 Copyback: 0.016000 Sum: 0.013000 Memcpy Classifiers: 0.058000 Kernel 1: 0.014000 Kernel 2: 454.631989 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.012000 Kernel 2: 459.631012 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.012000 Kernel 2: 451.992004 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.012000 Kernel 2: 436.941986 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.012000 Kernel 2: 452.364014 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 453.980988 Copyback: 0.369000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.012000 Kernel 2: 464.665985 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.012000 Kernel 2: 450.213013 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 458.532013 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.012000 Kernel 2: 460.609009 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.058000 Kernel 1: 0.013000 Kernel 2: 275.022003 Copyback: 0.015000 Sum: 0.002000 It 34,Best ac:0.001388 0.713253 fi:0.404014. Ave ac:0.003187,0.010905 Best acc 0.001388 0.713253 Initialization: 6.124000 Memcpy Classifiers: 0.540000 Memcpy Instances: 8.580000 Kernel 1: 0.026000 Kernel 2: 103.240997 Copyback: 0.018000 Sum: 0.043000 Initial population average accuracy1:0.005209 accuracy2:0.252090 Initialization: 6.183000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.579000 Kernel 1: 0.025000 Kernel 2: 104.877998 Copyback: 0.017000 Sum: 0.051000 It 0,Best ac:0.000703 1.000000 fi:0.234040. Ave ac:0.006499,0.014723 Initialization: 6.108000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.588000 Kernel 1: 0.026000 Kernel 2: 103.967003 Copyback: 0.017000 Sum: 0.033000 It 1,Best ac:0.001172 1.000000 fi:0.099860. Ave ac:0.006930,0.015520 Initialization: 6.132000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.584000 Kernel 1: 0.024000 Kernel 2: 104.037003 Copyback: 0.017000 Sum: 0.030000 It 2,Best ac:0.001172 1.000000 fi:0.099860. Ave ac:0.006408,0.013220 Initialization: 6.105000 Memcpy Classifiers: 0.492000 Memcpy Instances: 8.573000 Kernel 1: 0.025000 Kernel 2: 102.800003 Copyback: 0.017000 Sum: 0.030000 It 3,Best ac:0.003283 0.933333 fi:0.165675. Ave ac:0.005455,0.009726 Initialization: 6.120000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.587000 Kernel 1: 0.024000 Kernel 2: 101.166000 Copyback: 0.017000 Sum: 0.033000 It 4,Best ac:0.000938 1.000000 fi:0.099955. Ave ac:0.005618,0.009817 Initialization: 6.073000 Memcpy Classifiers: 0.522000 Memcpy Instances: 8.595000 Kernel 1: 0.024000 Kernel 2: 101.902000 Copyback: 0.019000 Sum: 0.033000 It 5,Best ac:0.003049 1.000000 fi:0.099103. Ave ac:0.005461,0.009694 Initialization: 6.163000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.620000 Kernel 1: 0.026000 Kernel 2: 103.766998 Copyback: 0.016000 Sum: 0.034000 It 6,Best ac:0.002110 0.900000 fi:0.199482. Ave ac:0.004463,0.007353 Initialization: 6.086000 Memcpy Classifiers: 0.506000 Memcpy Instances: 8.600000 Kernel 1: 0.024000 Kernel 2: 101.846001 Copyback: 0.017000 Sum: 0.032000 It 7,Best ac:0.001641 1.000000 fi:0.099671. Ave ac:0.004040,0.006397 Initialization: 6.102000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.586000 Kernel 1: 0.025000 Kernel 2: 99.339996 Copyback: 0.016000 Sum: 0.029000 It 8,Best ac:0.000938 1.000000 fi:0.099955. Ave ac:0.004105,0.007367 Initialization: 6.071000 Memcpy Classifiers: 0.486000 Memcpy Instances: 8.603000 Kernel 1: 0.026000 Kernel 2: 96.450996 Copyback: 0.016000 Sum: 0.035000 It 9,Best ac:0.001642 1.000000 fi:0.099671. Ave ac:0.003295,0.004968 Iteration 10:MDL fitness activated Error 0.099671 TL 0.031716 MDL Theory Length Weight: 1.0475287019 (5) Initialization: 6.140000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.570000 Kernel 1: 0.025000 Kernel 2: 95.483002 Copyback: 0.017000 Sum: 0.031000 It 10,Best ac:0.000938 1.000000 fi:0.125401. Ave ac:0.002712,0.004372 Initialization: 6.082000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.578000 Kernel 1: 0.024000 Kernel 2: 93.359001 Copyback: 0.017000 Sum: 0.041000 It 11,Best ac:0.000938 1.000000 fi:0.143416. Ave ac:0.003158,0.005194 Initialization: 6.119000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.572000 Kernel 1: 0.025000 Kernel 2: 93.403999 Copyback: 0.016000 Sum: 0.032000 It 12,Best ac:0.000938 1.000000 fi:0.129476. Ave ac:0.004017,0.007960 Initialization: 6.164000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.583000 Kernel 1: 0.025000 Kernel 2: 95.188004 Copyback: 0.017000 Sum: 0.035000 It 13,Best ac:0.001173 1.000000 fi:0.130721. Ave ac:0.003750,0.006696 Initialization: 6.140000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.601000 Kernel 1: 0.024000 Kernel 2: 93.237000 Copyback: 0.017000 Sum: 0.033000 It 14,Best ac:0.001641 1.000000 fi:0.129047. Ave ac:0.002707,0.004249 Initialization: 6.145000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.576000 Kernel 1: 0.025000 Kernel 2: 89.346001 Copyback: 0.017000 Sum: 0.029000 It 15,Best ac:0.001407 1.000000 fi:0.134412. Ave ac:0.003157,0.004814 Initialization: 6.096000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.576000 Kernel 1: 0.025000 Kernel 2: 88.248001 Copyback: 0.017000 Sum: 0.028000 It 16,Best ac:0.001407 1.000000 fi:0.127976. Ave ac:0.002742,0.004370 Initialization: 6.096000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.599000 Kernel 1: 0.024000 Kernel 2: 88.491997 Copyback: 0.017000 Sum: 0.038000 It 17,Best ac:0.002110 1.000000 fi:0.127477. Ave ac:0.002579,0.004067 Initialization: 6.096000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.586000 Kernel 1: 0.024000 Kernel 2: 87.767998 Copyback: 0.017000 Sum: 0.027000 It 18,Best ac:0.000938 1.000000 fi:0.126190. Ave ac:0.002922,0.004074 Initialization: 6.139000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.585000 Kernel 1: 0.024000 Kernel 2: 87.547997 Copyback: 0.017000 Sum: 0.034000 It 19,Best ac:0.001641 1.000000 fi:0.128476. Ave ac:0.002098,0.002933 MDL Theory Length Weight: 0.9427758317 (15) Initialization: 6.091000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.578000 Kernel 1: 0.024000 Kernel 2: 87.823997 Copyback: 0.017000 Sum: 0.031000 It 20,Best ac:0.002814 1.000000 fi:0.119334. Ave ac:0.002575,0.003117 Initialization: 6.142000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.585000 Kernel 1: 0.025000 Kernel 2: 84.639000 Copyback: 0.018000 Sum: 0.034000 It 21,Best ac:0.002814 1.000000 fi:0.119079. Ave ac:0.002098,0.002628 Initialization: 6.179000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.584000 Kernel 1: 0.024000 Kernel 2: 82.774002 Copyback: 0.017000 Sum: 0.034000 It 22,Best ac:0.001876 1.000000 fi:0.120646. Ave ac:0.001690,0.001952 Initialization: 6.099000 Memcpy Classifiers: 0.366000 Memcpy Instances: 8.599000 Kernel 1: 0.025000 Kernel 2: 80.986000 Copyback: 0.017000 Sum: 0.030000 It 23,Best ac:0.001173 1.000000 fi:0.118242. Ave ac:0.001709,0.002126 Initialization: 6.095000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.604000 Kernel 1: 0.024000 Kernel 2: 82.248001 Copyback: 0.017000 Sum: 0.029000 It 24,Best ac:0.000938 1.000000 fi:0.116566. Ave ac:0.002386,0.005419 Initialization: 6.086000 Memcpy Classifiers: 0.372000 Memcpy Instances: 8.578000 Kernel 1: 0.024000 Kernel 2: 83.074997 Copyback: 0.017000 Sum: 0.026000 It 25,Best ac:0.000938 1.000000 fi:0.120779. Ave ac:0.002195,0.002505 Initialization: 6.102000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.597000 Kernel 1: 0.024000 Kernel 2: 81.640999 Copyback: 0.016000 Sum: 0.027000 It 26,Best ac:0.001172 1.000000 fi:0.127732. Ave ac:0.001606,0.001885 Initialization: 6.096000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.583000 Kernel 1: 0.025000 Kernel 2: 83.344002 Copyback: 0.017000 Sum: 0.032000 It 27,Best ac:0.000938 1.000000 fi:0.131321. Ave ac:0.002140,0.002980 Initialization: 6.128000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.572000 Kernel 1: 0.025000 Kernel 2: 81.787003 Copyback: 0.017000 Sum: 0.037000 It 28,Best ac:0.000938 1.000000 fi:0.120779. Ave ac:0.002358,0.003744 Initialization: 6.120000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.590000 Kernel 1: 0.025000 Kernel 2: 83.266998 Copyback: 0.017000 Sum: 0.035000 It 29,Best ac:0.002345 1.000000 fi:0.118446. Ave ac:0.003351,0.004245 Initialization: 6.308000 Memcpy Classifiers: 0.378000 Memcpy Instances: 8.584000 Kernel 1: 0.024000 Kernel 2: 80.050003 Copyback: 0.016000 Sum: 0.030000 It 30,Best ac:0.000938 1.000000 fi:0.116566. Ave ac:0.001821,0.002854 Initialization: 6.112000 Memcpy Classifiers: 0.378000 Memcpy Instances: 8.595000 Kernel 1: 0.025000 Kernel 2: 80.703003 Copyback: 0.017000 Sum: 0.028000 It 31,Best ac:0.001877 1.000000 fi:0.123169. Ave ac:0.002542,0.002455 Initialization: 6.118000 Memcpy Classifiers: 0.384000 Memcpy Instances: 8.594000 Kernel 1: 0.025000 Kernel 2: 78.917999 Copyback: 0.017000 Sum: 0.033000 It 32,Best ac:0.001876 1.000000 fi:0.118961. Ave ac:0.002300,0.002983 Initialization: 6.066000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.603000 Kernel 1: 0.025000 Kernel 2: 78.919998 Copyback: 0.017000 Sum: 0.031000 It 33,Best ac:0.000938 1.000000 fi:0.123995. Ave ac:0.002826,0.003448 MDL Theory Length Weight: 0.8484982486 (10) Initialization: 24.559999 Memcpy Instances: 414.445007 Memcpy Classifiers: 0.069000 Kernel 1: 0.029000 Kernel 2: 473.053009 Copyback: 0.015000 Sum: 0.015000 Memcpy Classifiers: 0.061000 Kernel 1: 0.012000 Kernel 2: 467.794006 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 455.739990 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 466.851013 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.012000 Kernel 2: 473.661987 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.012000 Kernel 2: 461.290009 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.012000 Kernel 2: 473.093994 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.012000 Kernel 2: 466.328003 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 464.489014 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 458.239990 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.012000 Kernel 2: 459.050995 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.059000 Kernel 1: 0.012000 Kernel 2: 277.640015 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.001299 0.763085 fi:0.360518. Ave ac:0.002542,0.008640 Best acc 0.001299 0.763085 Rule:Att PSSM_-4_6 is [-4.900775,6.932868]|Att PSSM_-2_6 is [<-2.078785]|Att PSSM_-1_13 is [-0.545861,10.128563]|Att PSSM_-1_19 is [<5.297596]|Att PSSM_0_12 is [-6.958129,-3.827941]|Att PSSM_1_6 is [<6.472275]|Att PSSM_1_7 is [-5.950625,-0.669600]|Att PSSM_2_12 is [-5.708174,-0.388815]|Att PSSM_3_12 is [-4.958822,-1.041178]|Att PSSM_4_13 is [<7.864410]|Att PSSM_4_17 is [<4.420216]|1 Accuracy : 0.758581 0 1 160149 3931 52715 17843 Removed 363 instances. 212864 Instances left. Acc of rule 0.001299-0.763085 Initialization: 6.303000 Memcpy Classifiers: 0.522000 Memcpy Instances: 8.583000 Kernel 1: 0.028000 Kernel 2: 104.902000 Copyback: 0.016000 Sum: 0.043000 Initial population average accuracy1:0.006553 accuracy2:0.246168 Initialization: 6.122000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.593000 Kernel 1: 0.025000 Kernel 2: 104.222000 Copyback: 0.017000 Sum: 0.047000 It 0,Best ac:0.000940 0.800000 fi:0.299953. Ave ac:0.006998,0.012475 Initialization: 6.081000 Memcpy Classifiers: 0.483000 Memcpy Instances: 8.578000 Kernel 1: 0.024000 Kernel 2: 100.281998 Copyback: 0.016000 Sum: 0.034000 It 1,Best ac:0.000705 1.000000 fi:0.230410. Ave ac:0.006269,0.011369 Initialization: 6.097000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.564000 Kernel 1: 0.024000 Kernel 2: 101.672997 Copyback: 0.016000 Sum: 0.029000 It 2,Best ac:0.000705 1.000000 fi:0.230410. Ave ac:0.005347,0.007807 Initialization: 6.096000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.570000 Kernel 1: 0.024000 Kernel 2: 102.014999 Copyback: 0.017000 Sum: 0.032000 It 3,Best ac:0.001409 1.000000 fi:0.099762. Ave ac:0.004854,0.008154 Initialization: 6.161000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.559000 Kernel 1: 0.025000 Kernel 2: 102.739998 Copyback: 0.017000 Sum: 0.030000 It 4,Best ac:0.001175 1.000000 fi:0.099858. Ave ac:0.004409,0.007766 Initialization: 6.114000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.571000 Kernel 1: 0.023000 Kernel 2: 100.341003 Copyback: 0.016000 Sum: 0.034000 It 5,Best ac:0.002819 0.923077 fi:0.176114. Ave ac:0.003971,0.006917 Initialization: 6.094000 Memcpy Classifiers: 0.504000 Memcpy Instances: 8.564000 Kernel 1: 0.024000 Kernel 2: 100.542000 Copyback: 0.017000 Sum: 0.036000 It 6,Best ac:0.000940 1.000000 fi:0.099953. Ave ac:0.004420,0.006898 Initialization: 6.051000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.565000 Kernel 1: 0.024000 Kernel 2: 99.043999 Copyback: 0.016000 Sum: 0.033000 It 7,Best ac:0.001644 1.000000 fi:0.099667. Ave ac:0.003665,0.005797 Initialization: 6.075000 Memcpy Classifiers: 0.477000 Memcpy Instances: 8.577000 Kernel 1: 0.024000 Kernel 2: 96.559998 Copyback: 0.016000 Sum: 0.030000 It 8,Best ac:0.000939 1.000000 fi:0.099953. Ave ac:0.003869,0.005637 Initialization: 6.118000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.563000 Kernel 1: 0.025000 Kernel 2: 97.362000 Copyback: 0.019000 Sum: 0.032000 It 9,Best ac:0.001644 1.000000 fi:0.099667. Ave ac:0.004035,0.006255 Iteration 10:MDL fitness activated Error 0.099667 TL 0.041459 MDL Theory Length Weight: 0.8013300528 (3) Initialization: 6.088000 Memcpy Classifiers: 0.437000 Memcpy Instances: 8.558000 Kernel 1: 0.025000 Kernel 2: 97.836998 Copyback: 0.017000 Sum: 0.034000 It 10,Best ac:0.000940 1.000000 fi:0.132572. Ave ac:0.003776,0.006756 Initialization: 6.103000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.569000 Kernel 1: 0.026000 Kernel 2: 93.942001 Copyback: 0.017000 Sum: 0.033000 It 11,Best ac:0.001644 1.000000 fi:0.126236. Ave ac:0.003772,0.006999 Initialization: 6.086000 Memcpy Classifiers: 0.440000 Memcpy Instances: 8.563000 Kernel 1: 0.025000 Kernel 2: 96.253998 Copyback: 0.017000 Sum: 0.032000 It 12,Best ac:0.001175 1.000000 fi:0.124810. Ave ac:0.003375,0.006212 Initialization: 6.107000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.576000 Kernel 1: 0.025000 Kernel 2: 94.167999 Copyback: 0.016000 Sum: 0.032000 It 13,Best ac:0.001644 1.000000 fi:0.121709. Ave ac:0.004177,0.006702 Initialization: 6.090000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.580000 Kernel 1: 0.024000 Kernel 2: 95.532997 Copyback: 0.017000 Sum: 0.028000 It 14,Best ac:0.000939 1.000000 fi:0.115522. Ave ac:0.002697,0.004375 Initialization: 6.101000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.564000 Kernel 1: 0.025000 Kernel 2: 95.834000 Copyback: 0.017000 Sum: 0.031000 It 15,Best ac:0.000940 1.000000 fi:0.123187. Ave ac:0.003267,0.004737 Initialization: 6.110000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.561000 Kernel 1: 0.025000 Kernel 2: 95.527000 Copyback: 0.017000 Sum: 0.030000 It 16,Best ac:0.001409 1.000000 fi:0.129006. Ave ac:0.003187,0.005985 Initialization: 6.068000 Memcpy Classifiers: 0.463000 Memcpy Instances: 8.574000 Kernel 1: 0.025000 Kernel 2: 93.068001 Copyback: 0.017000 Sum: 0.032000 It 17,Best ac:0.001174 1.000000 fi:0.123091. Ave ac:0.003459,0.005367 Initialization: 6.045000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.566000 Kernel 1: 0.024000 Kernel 2: 96.024002 Copyback: 0.017000 Sum: 0.029000 It 18,Best ac:0.000940 1.000000 fi:0.119631. Ave ac:0.003459,0.007033 Initialization: 6.182000 Memcpy Classifiers: 0.451000 Memcpy Instances: 11.282000 Kernel 1: 0.024000 Kernel 2: 92.852997 Copyback: 0.017000 Sum: 0.031000 It 19,Best ac:0.002114 1.000000 fi:0.119396. Ave ac:0.002750,0.005632 Initialization: 6.452000 Memcpy Classifiers: 0.713000 Memcpy Instances: 12.729000 Kernel 1: 0.024000 Kernel 2: 90.021004 Copyback: 0.016000 Sum: 0.033000 It 20,Best ac:0.002114 1.000000 fi:0.118655. Ave ac:0.002946,0.004875 Initialization: 6.071000 Memcpy Classifiers: 0.427000 Memcpy Instances: 8.561000 Kernel 1: 0.025000 Kernel 2: 88.934998 Copyback: 0.017000 Sum: 0.030000 It 21,Best ac:0.001175 1.000000 fi:0.119573. Ave ac:0.002871,0.004322 Initialization: 6.096000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.564000 Kernel 1: 0.025000 Kernel 2: 86.797997 Copyback: 0.017000 Sum: 0.035000 It 22,Best ac:0.001175 1.000000 fi:0.119596. Ave ac:0.003102,0.004350 Initialization: 6.070000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.577000 Kernel 1: 0.025000 Kernel 2: 86.959999 Copyback: 0.017000 Sum: 0.028000 It 23,Best ac:0.001175 1.000000 fi:0.121048. Ave ac:0.002755,0.004263 MDL Theory Length Weight: 0.7211970475 (10) Initialization: 6.077000 Memcpy Classifiers: 0.384000 Memcpy Instances: 8.582000 Kernel 1: 0.023000 Kernel 2: 87.383003 Copyback: 0.016000 Sum: 0.028000 It 24,Best ac:0.000940 1.000000 fi:0.120074. Ave ac:0.004212,0.005430 Initialization: 6.137000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.555000 Kernel 1: 0.024000 Kernel 2: 85.310997 Copyback: 0.017000 Sum: 0.032000 It 25,Best ac:0.001879 1.000000 fi:0.119065. Ave ac:0.003359,0.005047 Initialization: 6.077000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.574000 Kernel 1: 0.025000 Kernel 2: 85.008003 Copyback: 0.016000 Sum: 0.030000 It 26,Best ac:0.001644 1.000000 fi:0.116974. Ave ac:0.003291,0.004355 Initialization: 6.115000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.586000 Kernel 1: 0.024000 Kernel 2: 84.545998 Copyback: 0.016000 Sum: 0.032000 It 27,Best ac:0.002349 1.000000 fi:0.126377. Ave ac:0.003010,0.004959 Initialization: 6.091000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.559000 Kernel 1: 0.025000 Kernel 2: 86.080002 Copyback: 0.017000 Sum: 0.040000 It 28,Best ac:0.001409 1.000000 fi:0.119749. Ave ac:0.003505,0.005180 Initialization: 6.097000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.570000 Kernel 1: 0.024000 Kernel 2: 87.192001 Copyback: 0.016000 Sum: 0.030000 It 29,Best ac:0.001644 1.000000 fi:0.118739. Ave ac:0.003465,0.004791 Initialization: 6.044000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.563000 Kernel 1: 0.025000 Kernel 2: 86.386002 Copyback: 0.017000 Sum: 0.029000 It 30,Best ac:0.001644 1.000000 fi:0.116973. Ave ac:0.003268,0.004650 Initialization: 6.087000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.550000 Kernel 1: 0.025000 Kernel 2: 86.498001 Copyback: 0.017000 Sum: 0.029000 It 31,Best ac:0.001175 1.000000 fi:0.121733. Ave ac:0.002827,0.005264 Initialization: 6.073000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.574000 Kernel 1: 0.024000 Kernel 2: 87.435997 Copyback: 0.017000 Sum: 0.027000 It 32,Best ac:0.000939 1.000000 fi:0.117214. Ave ac:0.002715,0.004020 Initialization: 6.104000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.554000 Kernel 1: 0.024000 Kernel 2: 86.737000 Copyback: 0.016000 Sum: 0.030000 It 33,Best ac:0.002114 1.000000 fi:0.116478. Ave ac:0.003284,0.006876 Initialization: 24.535999 Memcpy Instances: 523.447021 Memcpy Classifiers: 0.092000 Kernel 1: 0.030000 Kernel 2: 514.331970 Copyback: 0.368000 Sum: 0.013000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 516.864014 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.013000 Kernel 2: 515.338013 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.016000 Kernel 2: 504.596985 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.103000 Kernel 1: 0.023000 Kernel 2: 529.562988 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.102000 Kernel 1: 0.021000 Kernel 2: 501.643005 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.088000 Kernel 1: 0.017000 Kernel 2: 522.497986 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.013000 Kernel 2: 516.987976 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.103000 Kernel 1: 0.024000 Kernel 2: 510.623993 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.013000 Kernel 2: 515.697998 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.013000 Kernel 2: 511.144989 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.084000 Kernel 1: 0.022000 Kernel 2: 317.046997 Copyback: 0.014000 Sum: 0.002000 It 34,Best ac:0.001113 0.729231 fi:0.397646. Ave ac:0.002762,0.009781 Best acc 0.001113 0.729231 Initialization: 6.697000 Memcpy Classifiers: 0.546000 Memcpy Instances: 10.624000 Kernel 1: 0.043000 Kernel 2: 102.768997 Copyback: 0.017000 Sum: 0.045000 Initial population average accuracy1:0.005966 accuracy2:0.233169 Initialization: 7.181000 Memcpy Classifiers: 0.540000 Memcpy Instances: 10.563000 Kernel 1: 0.025000 Kernel 2: 103.181999 Copyback: 0.017000 Sum: 0.053000 It 0,Best ac:0.000940 1.000000 fi:0.099953. Ave ac:0.005871,0.010688 Initialization: 7.439000 Memcpy Classifiers: 0.753000 Memcpy Instances: 10.791000 Kernel 1: 0.025000 Kernel 2: 101.887001 Copyback: 0.370000 Sum: 0.034000 It 1,Best ac:0.000940 0.800000 fi:0.299953. Ave ac:0.005751,0.009936 Initialization: 6.929000 Memcpy Classifiers: 0.470000 Memcpy Instances: 9.009000 Kernel 1: 0.024000 Kernel 2: 101.594002 Copyback: 0.017000 Sum: 0.032000 It 2,Best ac:0.000705 1.000000 fi:0.230410. Ave ac:0.006110,0.010887 Initialization: 6.092000 Memcpy Classifiers: 0.505000 Memcpy Instances: 11.853000 Kernel 1: 0.025000 Kernel 2: 101.533997 Copyback: 0.018000 Sum: 0.039000 It 3,Best ac:0.001409 1.000000 fi:0.099762. Ave ac:0.005373,0.008988 Initialization: 6.138000 Memcpy Classifiers: 0.522000 Memcpy Instances: 8.571000 Kernel 1: 0.025000 Kernel 2: 101.633003 Copyback: 0.017000 Sum: 0.035000 It 4,Best ac:0.001175 1.000000 fi:0.099858. Ave ac:0.004732,0.007844 Initialization: 6.144000 Memcpy Classifiers: 0.540000 Memcpy Instances: 12.463000 Kernel 1: 0.028000 Kernel 2: 104.538002 Copyback: 0.018000 Sum: 0.038000 It 5,Best ac:0.002349 0.909091 fi:0.190291. Ave ac:0.004287,0.009564 Initialization: 7.966000 Memcpy Classifiers: 0.539000 Memcpy Instances: 10.428000 Kernel 1: 0.024000 Kernel 2: 104.658997 Copyback: 0.016000 Sum: 0.031000 It 6,Best ac:0.001409 0.857143 fi:0.242620. Ave ac:0.004011,0.007181 Initialization: 7.975000 Memcpy Classifiers: 0.872000 Memcpy Instances: 13.751000 Kernel 1: 0.027000 Kernel 2: 105.175003 Copyback: 0.018000 Sum: 0.040000 It 7,Best ac:0.001175 1.000000 fi:0.099858. Ave ac:0.003863,0.005825 Initialization: 6.746000 Memcpy Classifiers: 0.522000 Memcpy Instances: 11.876000 Kernel 1: 0.025000 Kernel 2: 103.961998 Copyback: 0.016000 Sum: 0.032000 It 8,Best ac:0.001644 1.000000 fi:0.099667. Ave ac:0.003517,0.007800 Initialization: 7.792000 Memcpy Classifiers: 0.871000 Memcpy Instances: 12.551000 Kernel 1: 0.027000 Kernel 2: 106.274002 Copyback: 0.018000 Sum: 0.040000 It 9,Best ac:0.002114 1.000000 fi:0.099477. Ave ac:0.003299,0.005670 Iteration 10:MDL fitness activated Error 0.099477 TL 0.038060 MDL Theory Length Weight: 0.8712264749 (1) Initialization: 8.300000 Memcpy Classifiers: 0.523000 Memcpy Instances: 11.785000 Kernel 1: 0.023000 Kernel 2: 103.467003 Copyback: 0.017000 Sum: 0.031000 It 10,Best ac:0.001175 1.000000 fi:0.125959. Ave ac:0.002856,0.004253 Initialization: 7.183000 Memcpy Classifiers: 0.505000 Memcpy Instances: 9.977000 Kernel 1: 0.034000 Kernel 2: 104.655998 Copyback: 0.018000 Sum: 0.039000 It 11,Best ac:0.001175 1.000000 fi:0.137937. Ave ac:0.002975,0.004312 Initialization: 8.263000 Memcpy Classifiers: 0.506000 Memcpy Instances: 8.559000 Kernel 1: 0.025000 Kernel 2: 104.956001 Copyback: 0.018000 Sum: 0.042000 It 12,Best ac:0.000939 1.000000 fi:0.132310. Ave ac:0.002419,0.003793 Initialization: 6.035000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.591000 Kernel 1: 0.029000 Kernel 2: 106.103996 Copyback: 0.017000 Sum: 0.030000 It 13,Best ac:0.001409 1.000000 fi:0.124838. Ave ac:0.003718,0.007427 Initialization: 6.077000 Memcpy Classifiers: 0.505000 Memcpy Instances: 11.349000 Kernel 1: 0.025000 Kernel 2: 107.214996 Copyback: 0.016000 Sum: 0.031000 It 14,Best ac:0.001409 1.000000 fi:0.129366. Ave ac:0.003595,0.004858 Initialization: 7.755000 Memcpy Classifiers: 0.839000 Memcpy Instances: 10.855000 Kernel 1: 0.033000 Kernel 2: 106.320999 Copyback: 0.017000 Sum: 0.033000 It 15,Best ac:0.000939 1.000000 fi:0.133229. Ave ac:0.003484,0.004523 Initialization: 9.240000 Memcpy Classifiers: 0.839000 Memcpy Instances: 12.643000 Kernel 1: 0.024000 Kernel 2: 109.375000 Copyback: 0.017000 Sum: 0.033000 It 16,Best ac:0.000940 1.000000 fi:0.128082. Ave ac:0.003986,0.005422 Initialization: 6.035000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.575000 Kernel 1: 0.025000 Kernel 2: 109.122002 Copyback: 0.017000 Sum: 0.030000 It 17,Best ac:0.002349 1.000000 fi:0.121092. Ave ac:0.003889,0.005419 Initialization: 5.988000 Memcpy Classifiers: 0.486000 Memcpy Instances: 8.573000 Kernel 1: 0.025000 Kernel 2: 109.629997 Copyback: 0.017000 Sum: 0.030000 It 18,Best ac:0.002583 1.000000 fi:0.127071. Ave ac:0.002514,0.003329 Initialization: 6.073000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.579000 Kernel 1: 0.025000 Kernel 2: 110.728996 Copyback: 0.017000 Sum: 0.032000 It 19,Best ac:0.001175 1.000000 fi:0.127519. Ave ac:0.002663,0.003243 Initialization: 6.119000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.558000 Kernel 1: 0.025000 Kernel 2: 107.917000 Copyback: 0.016000 Sum: 0.029000 It 20,Best ac:0.001409 1.000000 fi:0.125040. Ave ac:0.002631,0.003488 Initialization: 6.617000 Memcpy Classifiers: 0.806000 Memcpy Instances: 13.250000 Kernel 1: 0.030000 Kernel 2: 103.700996 Copyback: 0.017000 Sum: 0.031000 It 21,Best ac:0.000940 1.000000 fi:0.126789. Ave ac:0.002884,0.004512 Initialization: 7.902000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.573000 Kernel 1: 0.025000 Kernel 2: 104.859001 Copyback: 0.016000 Sum: 0.033000 It 22,Best ac:0.000940 1.000000 fi:0.125230. Ave ac:0.002533,0.003438 Initialization: 6.068000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.586000 Kernel 1: 0.025000 Kernel 2: 104.794998 Copyback: 0.017000 Sum: 0.032000 It 23,Best ac:0.002818 1.000000 fi:0.122622. Ave ac:0.002386,0.004942 Initialization: 5.994000 Memcpy Classifiers: 0.461000 Memcpy Instances: 8.581000 Kernel 1: 0.025000 Kernel 2: 103.030998 Copyback: 0.017000 Sum: 0.033000 It 24,Best ac:0.000940 1.000000 fi:0.131606. Ave ac:0.002693,0.003752 Initialization: 5.956000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.571000 Kernel 1: 0.025000 Kernel 2: 103.373001 Copyback: 0.017000 Sum: 0.034000 It 25,Best ac:0.001409 1.000000 fi:0.128875. Ave ac:0.002182,0.002539 Initialization: 6.135000 Memcpy Classifiers: 0.434000 Memcpy Instances: 10.922000 Kernel 1: 0.024000 Kernel 2: 105.123001 Copyback: 0.018000 Sum: 0.029000 It 26,Best ac:0.001175 1.000000 fi:0.117798. Ave ac:0.003035,0.005641 Initialization: 6.084000 Memcpy Classifiers: 0.492000 Memcpy Instances: 8.600000 Kernel 1: 0.024000 Kernel 2: 99.494003 Copyback: 0.017000 Sum: 0.032000 It 27,Best ac:0.001409 1.000000 fi:0.125898. Ave ac:0.002482,0.004269 Initialization: 6.043000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.652000 Kernel 1: 0.033000 Kernel 2: 98.302002 Copyback: 0.016000 Sum: 0.032000 It 28,Best ac:0.000940 1.000000 fi:0.125707. Ave ac:0.003209,0.004489 Initialization: 6.982000 Memcpy Classifiers: 0.829000 Memcpy Instances: 11.379000 Kernel 1: 0.025000 Kernel 2: 98.508003 Copyback: 0.020000 Sum: 0.031000 It 29,Best ac:0.001175 1.000000 fi:0.123287. Ave ac:0.002975,0.007894 Initialization: 5.974000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.579000 Kernel 1: 0.024000 Kernel 2: 100.112000 Copyback: 0.022000 Sum: 0.088000 It 30,Best ac:0.000939 1.000000 fi:0.125029. Ave ac:0.002833,0.005595 Initialization: 6.071000 Memcpy Classifiers: 0.450000 Memcpy Instances: 10.553000 Kernel 1: 0.023000 Kernel 2: 99.962997 Copyback: 0.018000 Sum: 0.039000 It 31,Best ac:0.000940 1.000000 fi:0.123538. Ave ac:0.002709,0.003903 Initialization: 6.041000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.599000 Kernel 1: 0.023000 Kernel 2: 100.202003 Copyback: 0.017000 Sum: 0.028000 It 32,Best ac:0.001175 1.000000 fi:0.121787. Ave ac:0.002920,0.004488 Initialization: 6.046000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.564000 Kernel 1: 0.024000 Kernel 2: 99.670998 Copyback: 0.017000 Sum: 0.032000 It 33,Best ac:0.001174 1.000000 fi:0.121356. Ave ac:0.002500,0.004198 Initialization: 24.249001 Memcpy Instances: 426.946991 Memcpy Classifiers: 0.078000 Kernel 1: 0.027000 Kernel 2: 601.921021 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.077000 Kernel 1: 0.014000 Kernel 2: 586.052002 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.075000 Kernel 1: 0.013000 Kernel 2: 580.028992 Copyback: 0.364000 Sum: 0.004000 Memcpy Classifiers: 0.114000 Kernel 1: 0.024000 Kernel 2: 594.885986 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.076000 Kernel 1: 0.013000 Kernel 2: 560.255005 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.076000 Kernel 1: 0.013000 Kernel 2: 565.088989 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.075000 Kernel 1: 0.012000 Kernel 2: 606.098999 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.076000 Kernel 1: 0.014000 Kernel 2: 593.918030 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.076000 Kernel 1: 0.013000 Kernel 2: 574.840027 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.076000 Kernel 1: 0.013000 Kernel 2: 552.231018 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.076000 Kernel 1: 0.014000 Kernel 2: 574.554016 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.072000 Kernel 1: 0.014000 Kernel 2: 361.040985 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.001428 0.674058 fi:0.447627. Ave ac:0.002801,0.009934 Best acc 0.001428 0.674058 Rule:Att PSSM_-3_4 is [<-0.230048]|Att PSSM_-3_7 is [-5.805275,-2.054323]|Att PSSM_-2_2 is [<-1.263107]|Att PSSM_-2_13 is [-3.736711,2.731352]|Att PSSM_-1_7 is [-6.146306,-3.253694]|Att PSSM_0_1 is [<6.264630]|Att PSSM_0_12 is [-5.174066,-2.411058]|Att PSSM_1_2 is [<-0.425001]|Att PSSM_1_4 is [-5.128706,-2.300292]|Att PSSM_2_3 is [-5.966320,-0.090735]|Att PSSM_2_15 is [<0.718837]|1 Accuracy : 0.759216 0 1 160061 4019 52478 18080 Removed 325 instances. 212539 Instances left. Acc of rule 0.001113-0.729231 Initialization: 6.279000 Memcpy Classifiers: 0.523000 Memcpy Instances: 12.014000 Kernel 1: 0.030000 Kernel 2: 104.707001 Copyback: 0.017000 Sum: 0.041000 Initial population average accuracy1:0.006066 accuracy2:0.231843 Initialization: 7.322000 Memcpy Classifiers: 0.502000 Memcpy Instances: 12.804000 Kernel 1: 0.027000 Kernel 2: 106.038002 Copyback: 0.018000 Sum: 0.054000 It 0,Best ac:0.000941 0.666667 fi:0.433284. Ave ac:0.006958,0.013256 Initialization: 6.001000 Memcpy Classifiers: 0.541000 Memcpy Instances: 8.592000 Kernel 1: 0.024000 Kernel 2: 104.622002 Copyback: 0.018000 Sum: 0.044000 It 1,Best ac:0.000706 1.000000 fi:0.226746. Ave ac:0.006565,0.010959 Initialization: 6.040000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.574000 Kernel 1: 0.024000 Kernel 2: 103.709000 Copyback: 0.016000 Sum: 0.032000 It 2,Best ac:0.001647 1.000000 fi:0.099665. Ave ac:0.007554,0.012985 Initialization: 6.080000 Memcpy Classifiers: 0.558000 Memcpy Instances: 8.574000 Kernel 1: 0.025000 Kernel 2: 103.785004 Copyback: 0.017000 Sum: 0.034000 It 3,Best ac:0.001176 1.000000 fi:0.099855. Ave ac:0.005860,0.011097 Initialization: 6.037000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.557000 Kernel 1: 0.025000 Kernel 2: 102.959999 Copyback: 0.016000 Sum: 0.033000 It 4,Best ac:0.000706 1.000000 fi:0.226009. Ave ac:0.005294,0.010195 Initialization: 6.029000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.568000 Kernel 1: 0.026000 Kernel 2: 101.042999 Copyback: 0.016000 Sum: 0.033000 It 5,Best ac:0.001647 1.000000 fi:0.099665. Ave ac:0.005439,0.009679 Initialization: 5.998000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.568000 Kernel 1: 0.025000 Kernel 2: 99.781998 Copyback: 0.017000 Sum: 0.033000 It 6,Best ac:0.001882 1.000000 fi:0.099569. Ave ac:0.004437,0.007847 Initialization: 6.065000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.545000 Kernel 1: 0.025000 Kernel 2: 98.835999 Copyback: 0.017000 Sum: 0.027000 It 7,Best ac:0.001882 1.000000 fi:0.099568. Ave ac:0.003867,0.006503 Initialization: 6.087000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.551000 Kernel 1: 0.024000 Kernel 2: 95.855003 Copyback: 0.017000 Sum: 0.032000 It 8,Best ac:0.001176 1.000000 fi:0.099856. Ave ac:0.003846,0.006685 Initialization: 6.015000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.586000 Kernel 1: 0.023000 Kernel 2: 95.584999 Copyback: 0.017000 Sum: 0.029000 It 9,Best ac:0.001176 1.000000 fi:0.099856. Ave ac:0.003314,0.005732 Iteration 10:MDL fitness activated Error 0.099856 TL 0.044126 MDL Theory Length Weight: 0.7543283636 (3) Initialization: 5.998000 Memcpy Classifiers: 0.467000 Memcpy Instances: 8.563000 Kernel 1: 0.025000 Kernel 2: 92.581001 Copyback: 0.016000 Sum: 0.034000 It 10,Best ac:0.000941 1.000000 fi:0.124238. Ave ac:0.003697,0.005712 Initialization: 5.942000 Memcpy Classifiers: 0.486000 Memcpy Instances: 8.570000 Kernel 1: 0.024000 Kernel 2: 93.127998 Copyback: 0.016000 Sum: 0.033000 It 11,Best ac:0.000941 1.000000 fi:0.127548. Ave ac:0.004204,0.005784 Initialization: 7.811000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.550000 Kernel 1: 0.024000 Kernel 2: 90.235001 Copyback: 0.017000 Sum: 0.031000 It 12,Best ac:0.002352 1.000000 fi:0.119994. Ave ac:0.004653,0.007696 Initialization: 6.057000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.582000 Kernel 1: 0.024000 Kernel 2: 87.986000 Copyback: 0.017000 Sum: 0.030000 It 13,Best ac:0.000941 1.000000 fi:0.126798. Ave ac:0.004619,0.011428 Initialization: 6.044000 Memcpy Classifiers: 0.461000 Memcpy Instances: 8.555000 Kernel 1: 0.024000 Kernel 2: 90.568001 Copyback: 0.017000 Sum: 0.029000 It 14,Best ac:0.001176 1.000000 fi:0.131239. Ave ac:0.003318,0.005186 Initialization: 5.998000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.564000 Kernel 1: 0.024000 Kernel 2: 89.503998 Copyback: 0.016000 Sum: 0.027000 It 15,Best ac:0.000941 1.000000 fi:0.118357. Ave ac:0.003552,0.006905 Initialization: 6.033000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.559000 Kernel 1: 0.025000 Kernel 2: 87.525002 Copyback: 0.017000 Sum: 0.030000 It 16,Best ac:0.001176 1.000000 fi:0.120288. Ave ac:0.003723,0.006014 Initialization: 6.014000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.562000 Kernel 1: 0.024000 Kernel 2: 87.953003 Copyback: 0.017000 Sum: 0.030000 It 17,Best ac:0.001646 1.000000 fi:0.124070. Ave ac:0.003318,0.004993 Initialization: 8.663000 Memcpy Classifiers: 0.433000 Memcpy Instances: 11.239000 Kernel 1: 0.025000 Kernel 2: 89.447998 Copyback: 0.017000 Sum: 0.029000 It 18,Best ac:0.000941 1.000000 fi:0.127283. Ave ac:0.003473,0.006197 Initialization: 8.546000 Memcpy Classifiers: 0.745000 Memcpy Instances: 12.660000 Kernel 1: 0.025000 Kernel 2: 88.068001 Copyback: 0.017000 Sum: 0.029000 It 19,Best ac:0.001411 1.000000 fi:0.119084. Ave ac:0.004108,0.009372 Initialization: 5.999000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.618000 Kernel 1: 0.024000 Kernel 2: 83.086998 Copyback: 0.017000 Sum: 0.029000 It 20,Best ac:0.001176 1.000000 fi:0.120668. Ave ac:0.003350,0.004317 Initialization: 6.031000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.553000 Kernel 1: 0.023000 Kernel 2: 84.115997 Copyback: 0.017000 Sum: 0.033000 It 21,Best ac:0.001411 1.000000 fi:0.112927. Ave ac:0.004270,0.005320 Initialization: 6.047000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.563000 Kernel 1: 0.025000 Kernel 2: 85.682999 Copyback: 0.017000 Sum: 0.025000 It 22,Best ac:0.001412 1.000000 fi:0.118200. Ave ac:0.003795,0.007901 Initialization: 6.083000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.552000 Kernel 1: 0.024000 Kernel 2: 86.988998 Copyback: 0.017000 Sum: 0.032000 It 23,Best ac:0.001176 1.000000 fi:0.120177. Ave ac:0.003831,0.007849 Initialization: 6.041000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.561000 Kernel 1: 0.024000 Kernel 2: 85.217003 Copyback: 0.017000 Sum: 0.030000 It 24,Best ac:0.001411 1.000000 fi:0.112520. Ave ac:0.004226,0.008474 Initialization: 6.059000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.561000 Kernel 1: 0.026000 Kernel 2: 84.977997 Copyback: 0.017000 Sum: 0.033000 It 25,Best ac:0.001176 1.000000 fi:0.113604. Ave ac:0.003199,0.006489 Initialization: 6.038000 Memcpy Classifiers: 0.378000 Memcpy Instances: 8.585000 Kernel 1: 0.024000 Kernel 2: 85.445000 Copyback: 0.017000 Sum: 0.035000 It 26,Best ac:0.002588 1.000000 fi:0.117314. Ave ac:0.003496,0.006512 Initialization: 6.055000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.563000 Kernel 1: 0.024000 Kernel 2: 87.190002 Copyback: 0.017000 Sum: 0.029000 It 27,Best ac:0.000941 1.000000 fi:0.118391. Ave ac:0.003511,0.005949 Initialization: 7.111000 Memcpy Classifiers: 0.399000 Memcpy Instances: 13.292000 Kernel 1: 0.028000 Kernel 2: 86.195000 Copyback: 0.017000 Sum: 0.038000 It 28,Best ac:0.001647 1.000000 fi:0.118093. Ave ac:0.003006,0.004323 Initialization: 6.059000 Memcpy Classifiers: 0.416000 Memcpy Instances: 10.967000 Kernel 1: 0.025000 Kernel 2: 87.415001 Copyback: 0.017000 Sum: 0.034000 It 29,Best ac:0.001176 1.000000 fi:0.120288. Ave ac:0.002137,0.003895 Initialization: 6.018000 Memcpy Classifiers: 0.468000 Memcpy Instances: 10.962000 Kernel 1: 0.024000 Kernel 2: 86.896004 Copyback: 0.017000 Sum: 0.028000 It 30,Best ac:0.001176 1.000000 fi:0.112615. Ave ac:0.003192,0.005757 Initialization: 8.174000 Memcpy Classifiers: 0.469000 Memcpy Instances: 9.009000 Kernel 1: 0.034000 Kernel 2: 87.773003 Copyback: 0.018000 Sum: 0.040000 It 31,Best ac:0.001176 1.000000 fi:0.119937. Ave ac:0.003192,0.004334 Initialization: 7.693000 Memcpy Classifiers: 0.808000 Memcpy Instances: 9.526000 Kernel 1: 0.025000 Kernel 2: 85.137001 Copyback: 0.017000 Sum: 0.026000 It 32,Best ac:0.000941 1.000000 fi:0.118391. Ave ac:0.002680,0.009636 Initialization: 6.823000 Memcpy Classifiers: 0.725000 Memcpy Instances: 11.404000 Kernel 1: 0.026000 Kernel 2: 84.952003 Copyback: 0.017000 Sum: 0.027000 It 33,Best ac:0.001411 1.000000 fi:0.117171. Ave ac:0.002418,0.003256 MDL Theory Length Weight: 0.6788955272 (10) Initialization: 28.743999 Memcpy Instances: 428.579987 Memcpy Classifiers: 0.069000 Kernel 1: 0.025000 Kernel 2: 499.197998 Copyback: 0.014000 Sum: 0.016000 Memcpy Classifiers: 0.060000 Kernel 1: 0.013000 Kernel 2: 500.799988 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.012000 Kernel 2: 494.065002 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.012000 Kernel 2: 517.835999 Copyback: 0.370000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 502.408997 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.012000 Kernel 2: 499.587006 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.012000 Kernel 2: 508.476013 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 499.572998 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 502.200989 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 500.910004 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 510.670013 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.060000 Kernel 1: 0.012000 Kernel 2: 309.496002 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.000922 0.705036 fi:0.411519. Ave ac:0.002325,0.007895 Best acc 0.000922 0.705036 Initialization: 6.072000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.539000 Kernel 1: 0.028000 Kernel 2: 103.783997 Copyback: 0.017000 Sum: 0.043000 Initial population average accuracy1:0.005237 accuracy2:0.235505 Initialization: 6.054000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.597000 Kernel 1: 0.024000 Kernel 2: 102.773003 Copyback: 0.017000 Sum: 0.056000 It 0,Best ac:0.003293 0.933333 fi:0.165661. Ave ac:0.005552,0.009790 Initialization: 6.018000 Memcpy Classifiers: 0.522000 Memcpy Instances: 8.642000 Kernel 1: 0.024000 Kernel 2: 103.403999 Copyback: 0.017000 Sum: 0.033000 It 1,Best ac:0.001176 1.000000 fi:0.099856. Ave ac:0.006432,0.010590 Initialization: 6.129000 Memcpy Classifiers: 0.522000 Memcpy Instances: 11.257000 Kernel 1: 0.023000 Kernel 2: 104.143997 Copyback: 0.016000 Sum: 0.028000 It 2,Best ac:0.000706 1.000000 fi:0.226746. Ave ac:0.003936,0.006379 Initialization: 6.028000 Memcpy Classifiers: 0.502000 Memcpy Instances: 8.568000 Kernel 1: 0.025000 Kernel 2: 103.695999 Copyback: 0.019000 Sum: 0.040000 It 3,Best ac:0.001411 1.000000 fi:0.099760. Ave ac:0.004322,0.007060 Initialization: 6.017000 Memcpy Classifiers: 0.506000 Memcpy Instances: 8.556000 Kernel 1: 0.024000 Kernel 2: 99.697998 Copyback: 0.018000 Sum: 0.041000 It 4,Best ac:0.001881 1.000000 fi:0.099569. Ave ac:0.004554,0.009136 Initialization: 6.067000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.586000 Kernel 1: 0.025000 Kernel 2: 100.318001 Copyback: 0.017000 Sum: 0.034000 It 5,Best ac:0.001176 1.000000 fi:0.099855. Ave ac:0.005338,0.009737 Initialization: 7.561000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.565000 Kernel 1: 0.025000 Kernel 2: 100.762001 Copyback: 0.016000 Sum: 0.032000 It 6,Best ac:0.000941 1.000000 fi:0.099951. Ave ac:0.005940,0.011711 Initialization: 5.899000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.603000 Kernel 1: 0.023000 Kernel 2: 100.379997 Copyback: 0.017000 Sum: 0.031000 It 7,Best ac:0.001411 1.000000 fi:0.099760. Ave ac:0.006311,0.011723 Initialization: 6.025000 Memcpy Classifiers: 0.522000 Memcpy Instances: 8.573000 Kernel 1: 0.025000 Kernel 2: 99.385002 Copyback: 0.017000 Sum: 0.030000 It 8,Best ac:0.000941 1.000000 fi:0.099951. Ave ac:0.005978,0.010019 Initialization: 6.050000 Memcpy Classifiers: 0.522000 Memcpy Instances: 8.619000 Kernel 1: 0.022000 Kernel 2: 100.998001 Copyback: 0.017000 Sum: 0.032000 It 9,Best ac:0.001646 1.000000 fi:0.099665. Ave ac:0.004592,0.007425 Iteration 10:MDL fitness activated Error 0.099665 TL 0.029084 MDL Theory Length Weight: 1.1422721761 (6) Initialization: 6.012000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.539000 Kernel 1: 0.025000 Kernel 2: 102.116997 Copyback: 0.017000 Sum: 0.027000 It 10,Best ac:0.000941 1.000000 fi:0.138904. Ave ac:0.004223,0.008865 Initialization: 6.042000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.558000 Kernel 1: 0.025000 Kernel 2: 101.232002 Copyback: 0.372000 Sum: 0.030000 It 11,Best ac:0.000941 1.000000 fi:0.134056. Ave ac:0.003787,0.008194 Initialization: 6.033000 Memcpy Classifiers: 0.461000 Memcpy Instances: 8.539000 Kernel 1: 0.025000 Kernel 2: 99.540001 Copyback: 0.017000 Sum: 0.030000 It 12,Best ac:0.000941 1.000000 fi:0.132721. Ave ac:0.004117,0.008855 Initialization: 6.046000 Memcpy Classifiers: 0.540000 Memcpy Instances: 8.567000 Kernel 1: 0.025000 Kernel 2: 98.239998 Copyback: 0.017000 Sum: 0.033000 It 13,Best ac:0.000941 1.000000 fi:0.143684. Ave ac:0.003572,0.006449 Initialization: 6.020000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.569000 Kernel 1: 0.025000 Kernel 2: 98.636002 Copyback: 0.017000 Sum: 0.030000 It 14,Best ac:0.000941 1.000000 fi:0.126112. Ave ac:0.004250,0.006167 Initialization: 6.028000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.576000 Kernel 1: 0.025000 Kernel 2: 95.859001 Copyback: 0.017000 Sum: 0.038000 It 15,Best ac:0.000941 1.000000 fi:0.133000. Ave ac:0.003715,0.007360 Initialization: 6.029000 Memcpy Classifiers: 0.478000 Memcpy Instances: 8.571000 Kernel 1: 0.023000 Kernel 2: 95.339996 Copyback: 0.017000 Sum: 0.028000 It 16,Best ac:0.003529 1.000000 fi:0.120588. Ave ac:0.003981,0.008690 Initialization: 6.031000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.573000 Kernel 1: 0.024000 Kernel 2: 92.749001 Copyback: 0.017000 Sum: 0.039000 It 17,Best ac:0.002353 1.000000 fi:0.120782. Ave ac:0.003891,0.011438 Initialization: 6.071000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.580000 Kernel 1: 0.025000 Kernel 2: 89.093002 Copyback: 0.017000 Sum: 0.036000 It 18,Best ac:0.001176 1.000000 fi:0.125013. Ave ac:0.003015,0.004797 Initialization: 6.026000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.552000 Kernel 1: 0.025000 Kernel 2: 88.617996 Copyback: 0.018000 Sum: 0.038000 It 19,Best ac:0.000941 1.000000 fi:0.119482. Ave ac:0.003667,0.009740 Initialization: 6.158000 Memcpy Classifiers: 0.400000 Memcpy Instances: 8.556000 Kernel 1: 0.022000 Kernel 2: 87.553001 Copyback: 0.017000 Sum: 0.033000 It 20,Best ac:0.001647 1.000000 fi:0.123127. Ave ac:0.003073,0.006563 Initialization: 6.100000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.589000 Kernel 1: 0.024000 Kernel 2: 86.704002 Copyback: 0.017000 Sum: 0.031000 It 21,Best ac:0.001176 1.000000 fi:0.125250. Ave ac:0.003810,0.010675 Initialization: 6.044000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.558000 Kernel 1: 0.024000 Kernel 2: 86.282997 Copyback: 0.016000 Sum: 0.032000 It 22,Best ac:0.000941 1.000000 fi:0.130517. Ave ac:0.004074,0.009129 Initialization: 6.058000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.684000 Kernel 1: 0.024000 Kernel 2: 86.529999 Copyback: 0.017000 Sum: 0.031000 It 23,Best ac:0.001882 1.000000 fi:0.125477. Ave ac:0.002713,0.005322 Initialization: 6.053000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.575000 Kernel 1: 0.025000 Kernel 2: 89.911003 Copyback: 0.017000 Sum: 0.028000 It 24,Best ac:0.001882 1.000000 fi:0.122139. Ave ac:0.003368,0.007736 Initialization: 6.023000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.560000 Kernel 1: 0.024000 Kernel 2: 87.279999 Copyback: 0.018000 Sum: 0.027000 It 25,Best ac:0.002588 1.000000 fi:0.119800. Ave ac:0.002524,0.006179 Initialization: 6.051000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.544000 Kernel 1: 0.024000 Kernel 2: 85.101997 Copyback: 0.017000 Sum: 0.032000 It 26,Best ac:0.001176 1.000000 fi:0.127009. Ave ac:0.002363,0.005323 Initialization: 6.018000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.569000 Kernel 1: 0.025000 Kernel 2: 87.532997 Copyback: 0.017000 Sum: 0.028000 It 27,Best ac:0.001647 1.000000 fi:0.122089. Ave ac:0.003446,0.010290 Initialization: 6.016000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.538000 Kernel 1: 0.025000 Kernel 2: 81.683998 Copyback: 0.017000 Sum: 0.032000 It 28,Best ac:0.001412 1.000000 fi:0.116724. Ave ac:0.002848,0.009702 Initialization: 5.915000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.590000 Kernel 1: 0.023000 Kernel 2: 81.146004 Copyback: 0.017000 Sum: 0.032000 It 29,Best ac:0.001176 1.000000 fi:0.133960. Ave ac:0.002016,0.004880 Initialization: 6.035000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.552000 Kernel 1: 0.024000 Kernel 2: 82.544998 Copyback: 0.017000 Sum: 0.029000 It 30,Best ac:0.001176 1.000000 fi:0.120190. Ave ac:0.003281,0.007743 Initialization: 6.066000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.541000 Kernel 1: 0.025000 Kernel 2: 82.931999 Copyback: 0.018000 Sum: 0.040000 It 31,Best ac:0.000941 1.000000 fi:0.123127. Ave ac:0.003369,0.008208 Initialization: 6.015000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.545000 Kernel 1: 0.030000 Kernel 2: 80.847000 Copyback: 0.016000 Sum: 0.034000 It 32,Best ac:0.002117 1.000000 fi:0.119748. Ave ac:0.002567,0.006042 Initialization: 6.011000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.578000 Kernel 1: 0.024000 Kernel 2: 81.748001 Copyback: 0.017000 Sum: 0.026000 It 33,Best ac:0.001647 1.000000 fi:0.118201. Ave ac:0.003248,0.009113 Initialization: 26.021999 Memcpy Instances: 427.330994 Memcpy Classifiers: 0.070000 Kernel 1: 0.029000 Kernel 2: 496.578003 Copyback: 0.014000 Sum: 0.015000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 495.432007 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 484.989014 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 482.912994 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 493.240997 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.012000 Kernel 2: 486.588989 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 492.153992 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 486.157013 Copyback: 0.367000 Sum: 0.002000 Memcpy Classifiers: 0.098000 Kernel 1: 0.021000 Kernel 2: 487.359009 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.012000 Kernel 2: 487.424011 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 491.325989 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.012000 Kernel 2: 294.365997 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.001059 0.745033 fi:0.378046. Ave ac:0.002686,0.012081 Best acc 0.001059 0.745033 Rule:Att PSSM_-4_16 is [>-1.778010]|Att PSSM_-1_15 is [<-0.729617]|Att PSSM_0_1 is [>4.308682]|Att PSSM_0_11 is [-6.481242,2.022749]|Att PSSM_3_12 is [<0.331869]|Att PSSM_3_13 is [>-0.118031]|Att PSSM_4_2 is [<-1.600291]|1 Accuracy : 0.759847 0 1 159984 4096 52253 18305 Removed 302 instances. 212237 Instances left. Acc of rule 0.001059-0.745033 Initialization: 7.554000 Memcpy Classifiers: 0.792000 Memcpy Instances: 10.869000 Kernel 1: 0.027000 Kernel 2: 104.057999 Copyback: 0.018000 Sum: 0.053000 Initial population average accuracy1:0.005579 accuracy2:0.233844 Initialization: 6.154000 Memcpy Classifiers: 0.487000 Memcpy Instances: 10.188000 Kernel 1: 0.024000 Kernel 2: 105.607002 Copyback: 0.017000 Sum: 0.054000 It 0,Best ac:0.000707 1.000000 fi:0.223046. Ave ac:0.006423,0.010040 Initialization: 6.296000 Memcpy Classifiers: 0.468000 Memcpy Instances: 11.924000 Kernel 1: 0.034000 Kernel 2: 103.539001 Copyback: 0.017000 Sum: 0.031000 It 1,Best ac:0.001178 0.833333 fi:0.266520. Ave ac:0.006618,0.011065 Initialization: 6.805000 Memcpy Classifiers: 0.452000 Memcpy Instances: 10.499000 Kernel 1: 0.024000 Kernel 2: 102.825996 Copyback: 0.017000 Sum: 0.031000 It 2,Best ac:0.000707 1.000000 fi:0.223046. Ave ac:0.006413,0.010435 Initialization: 6.054000 Memcpy Classifiers: 0.506000 Memcpy Instances: 8.530000 Kernel 1: 0.025000 Kernel 2: 103.135002 Copyback: 0.017000 Sum: 0.033000 It 3,Best ac:0.000707 1.000000 fi:0.223046. Ave ac:0.005938,0.009053 Initialization: 8.507000 Memcpy Classifiers: 0.469000 Memcpy Instances: 9.927000 Kernel 1: 0.024000 Kernel 2: 104.295998 Copyback: 0.018000 Sum: 0.038000 It 4,Best ac:0.000707 1.000000 fi:0.223046. Ave ac:0.006885,0.009281 Initialization: 7.138000 Memcpy Classifiers: 0.490000 Memcpy Instances: 8.620000 Kernel 1: 0.023000 Kernel 2: 103.193001 Copyback: 0.017000 Sum: 0.034000 It 5,Best ac:0.000707 1.000000 fi:0.223046. Ave ac:0.007681,0.012205 Initialization: 7.829000 Memcpy Classifiers: 0.614000 Memcpy Instances: 9.869000 Kernel 1: 0.025000 Kernel 2: 103.407997 Copyback: 0.018000 Sum: 0.042000 It 6,Best ac:0.002356 0.909091 fi:0.190283. Ave ac:0.006935,0.011276 Initialization: 7.603000 Memcpy Classifiers: 0.451000 Memcpy Instances: 9.674000 Kernel 1: 0.032000 Kernel 2: 103.281998 Copyback: 0.017000 Sum: 0.030000 It 7,Best ac:0.001413 1.000000 fi:0.099758. Ave ac:0.005721,0.009053 Initialization: 7.885000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.588000 Kernel 1: 0.023000 Kernel 2: 102.046997 Copyback: 0.017000 Sum: 0.028000 It 8,Best ac:0.000942 1.000000 fi:0.099950. Ave ac:0.004176,0.007035 Initialization: 7.072000 Memcpy Classifiers: 0.451000 Memcpy Instances: 11.737000 Kernel 1: 0.034000 Kernel 2: 101.202003 Copyback: 0.017000 Sum: 0.031000 It 9,Best ac:0.002591 1.000000 fi:0.099278. Ave ac:0.003862,0.005964 Iteration 10:MDL fitness activated Error 0.099278 TL 0.039225 MDL Theory Length Weight: 0.8436681385 (1) Initialization: 6.066000 Memcpy Classifiers: 0.481000 Memcpy Instances: 8.577000 Kernel 1: 0.023000 Kernel 2: 102.539001 Copyback: 0.017000 Sum: 0.032000 It 10,Best ac:0.001178 1.000000 fi:0.129711. Ave ac:0.003960,0.006043 Initialization: 6.010000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.557000 Kernel 1: 0.024000 Kernel 2: 101.292000 Copyback: 0.017000 Sum: 0.035000 It 11,Best ac:0.001178 1.000000 fi:0.127867. Ave ac:0.003057,0.005317 Initialization: 7.150000 Memcpy Classifiers: 0.471000 Memcpy Instances: 10.137000 Kernel 1: 0.024000 Kernel 2: 101.237000 Copyback: 0.017000 Sum: 0.030000 It 12,Best ac:0.000943 1.000000 fi:0.133805. Ave ac:0.003345,0.004757 Initialization: 8.556000 Memcpy Classifiers: 0.685000 Memcpy Instances: 10.809000 Kernel 1: 0.023000 Kernel 2: 102.360001 Copyback: 0.017000 Sum: 0.030000 It 13,Best ac:0.000942 1.000000 fi:0.128593. Ave ac:0.003014,0.003730 Initialization: 6.458000 Memcpy Classifiers: 0.450000 Memcpy Instances: 13.170000 Kernel 1: 0.027000 Kernel 2: 103.544998 Copyback: 0.017000 Sum: 0.033000 It 14,Best ac:0.001885 1.000000 fi:0.128992. Ave ac:0.002861,0.003566 Initialization: 7.087000 Memcpy Classifiers: 0.655000 Memcpy Instances: 12.065000 Kernel 1: 0.027000 Kernel 2: 103.202003 Copyback: 0.017000 Sum: 0.033000 It 15,Best ac:0.001413 1.000000 fi:0.129836. Ave ac:0.001959,0.002425 Initialization: 6.247000 Memcpy Classifiers: 0.487000 Memcpy Instances: 10.634000 Kernel 1: 0.025000 Kernel 2: 103.247002 Copyback: 0.017000 Sum: 0.035000 It 16,Best ac:0.001413 1.000000 fi:0.133685. Ave ac:0.002353,0.002952 Initialization: 8.264000 Memcpy Classifiers: 0.522000 Memcpy Instances: 10.174000 Kernel 1: 0.033000 Kernel 2: 103.306000 Copyback: 0.017000 Sum: 0.042000 It 17,Best ac:0.001413 1.000000 fi:0.129031. Ave ac:0.001977,0.002206 Initialization: 6.079000 Memcpy Classifiers: 0.506000 Memcpy Instances: 13.063000 Kernel 1: 0.027000 Kernel 2: 99.334999 Copyback: 0.017000 Sum: 0.032000 It 18,Best ac:0.001178 1.000000 fi:0.127941. Ave ac:0.002241,0.003071 Initialization: 7.910000 Memcpy Classifiers: 0.664000 Memcpy Instances: 9.173000 Kernel 1: 0.024000 Kernel 2: 101.603996 Copyback: 0.017000 Sum: 0.032000 It 19,Best ac:0.000943 1.000000 fi:0.126837. Ave ac:0.003179,0.004214 Initialization: 6.047000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.597000 Kernel 1: 0.024000 Kernel 2: 103.263000 Copyback: 0.017000 Sum: 0.033000 It 20,Best ac:0.001649 1.000000 fi:0.129020. Ave ac:0.002488,0.003037 Initialization: 6.096000 Memcpy Classifiers: 0.468000 Memcpy Instances: 9.889000 Kernel 1: 0.024000 Kernel 2: 98.714996 Copyback: 0.017000 Sum: 0.031000 It 21,Best ac:0.001178 1.000000 fi:0.123788. Ave ac:0.002167,0.003284 Initialization: 7.244000 Memcpy Classifiers: 0.787000 Memcpy Instances: 8.545000 Kernel 1: 0.024000 Kernel 2: 96.963997 Copyback: 0.017000 Sum: 0.045000 It 22,Best ac:0.001413 1.000000 fi:0.126200. Ave ac:0.003103,0.003846 Initialization: 7.351000 Memcpy Classifiers: 0.487000 Memcpy Instances: 9.149000 Kernel 1: 0.033000 Kernel 2: 96.122002 Copyback: 0.038000 Sum: 0.032000 It 23,Best ac:0.001413 1.000000 fi:0.131477. Ave ac:0.001912,0.002472 Initialization: 7.937000 Memcpy Classifiers: 0.639000 Memcpy Instances: 12.103000 Kernel 1: 0.030000 Kernel 2: 95.682999 Copyback: 0.018000 Sum: 0.041000 It 24,Best ac:0.001413 1.000000 fi:0.129250. Ave ac:0.002851,0.003519 Initialization: 6.339000 Memcpy Classifiers: 0.470000 Memcpy Instances: 12.288000 Kernel 1: 0.027000 Kernel 2: 96.106003 Copyback: 0.016000 Sum: 0.032000 It 25,Best ac:0.002120 1.000000 fi:0.124741. Ave ac:0.002530,0.003557 Initialization: 6.376000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.539000 Kernel 1: 0.025000 Kernel 2: 92.751999 Copyback: 0.018000 Sum: 0.041000 It 26,Best ac:0.001178 1.000000 fi:0.117314. Ave ac:0.002098,0.003240 Initialization: 8.504000 Memcpy Classifiers: 0.505000 Memcpy Instances: 11.388000 Kernel 1: 0.027000 Kernel 2: 95.276001 Copyback: 0.018000 Sum: 0.043000 It 27,Best ac:0.000942 1.000000 fi:0.121068. Ave ac:0.002663,0.003766 Initialization: 6.432000 Memcpy Classifiers: 0.523000 Memcpy Instances: 13.329000 Kernel 1: 0.023000 Kernel 2: 96.209000 Copyback: 0.017000 Sum: 0.038000 It 28,Best ac:0.000942 1.000000 fi:0.129034. Ave ac:0.002515,0.004078 Initialization: 6.087000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.532000 Kernel 1: 0.023000 Kernel 2: 96.551003 Copyback: 0.016000 Sum: 0.031000 It 29,Best ac:0.002591 1.000000 fi:0.125656. Ave ac:0.002400,0.004606 Initialization: 7.377000 Memcpy Classifiers: 0.613000 Memcpy Instances: 10.950000 Kernel 1: 0.025000 Kernel 2: 96.334000 Copyback: 0.017000 Sum: 0.031000 It 30,Best ac:0.000942 1.000000 fi:0.124169. Ave ac:0.002686,0.003528 Initialization: 6.128000 Memcpy Classifiers: 0.468000 Memcpy Instances: 10.203000 Kernel 1: 0.024000 Kernel 2: 94.167000 Copyback: 0.018000 Sum: 0.031000 It 31,Best ac:0.002120 1.000000 fi:0.121274. Ave ac:0.003030,0.004183 Initialization: 6.677000 Memcpy Classifiers: 0.479000 Memcpy Instances: 11.340000 Kernel 1: 0.023000 Kernel 2: 95.496002 Copyback: 0.017000 Sum: 0.035000 It 32,Best ac:0.000943 1.000000 fi:0.132941. Ave ac:0.001873,0.002485 Initialization: 8.688000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.631000 Kernel 1: 0.023000 Kernel 2: 92.836998 Copyback: 0.018000 Sum: 0.039000 It 33,Best ac:0.000942 1.000000 fi:0.123884. Ave ac:0.002841,0.004863 Initialization: 27.434000 Memcpy Instances: 472.042999 Memcpy Classifiers: 0.098000 Kernel 1: 0.029000 Kernel 2: 536.901001 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.076000 Kernel 1: 0.014000 Kernel 2: 533.007019 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.075000 Kernel 1: 0.012000 Kernel 2: 510.997986 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.074000 Kernel 1: 0.013000 Kernel 2: 530.796021 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.113000 Kernel 1: 0.023000 Kernel 2: 519.598999 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.074000 Kernel 1: 0.013000 Kernel 2: 520.664978 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.075000 Kernel 1: 0.013000 Kernel 2: 520.424988 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.074000 Kernel 1: 0.013000 Kernel 2: 541.544006 Copyback: 0.367000 Sum: 0.003000 Memcpy Classifiers: 0.077000 Kernel 1: 0.015000 Kernel 2: 537.150024 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.074000 Kernel 1: 0.012000 Kernel 2: 528.172974 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.075000 Kernel 1: 0.013000 Kernel 2: 513.854004 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.057000 Kernel 1: 0.012000 Kernel 2: 239.326004 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.001607 0.698770 fi:0.430987. Ave ac:0.002664,0.009022 Best acc 0.001607 0.698770 Initialization: 6.132000 Memcpy Classifiers: 0.548000 Memcpy Instances: 9.094000 Kernel 1: 0.024000 Kernel 2: 105.098999 Copyback: 0.018000 Sum: 0.052000 Initial population average accuracy1:0.005116 accuracy2:0.227455 Initialization: 6.749000 Memcpy Classifiers: 0.885000 Memcpy Instances: 13.653000 Kernel 1: 0.028000 Kernel 2: 104.891998 Copyback: 0.017000 Sum: 0.048000 It 0,Best ac:0.000943 1.000000 fi:0.099950. Ave ac:0.005975,0.010176 Initialization: 6.023000 Memcpy Classifiers: 0.486000 Memcpy Instances: 8.572000 Kernel 1: 0.024000 Kernel 2: 103.124001 Copyback: 0.017000 Sum: 0.036000 It 1,Best ac:0.001178 1.000000 fi:0.099854. Ave ac:0.006440,0.010059 Initialization: 8.046000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.549000 Kernel 1: 0.025000 Kernel 2: 99.466003 Copyback: 0.018000 Sum: 0.041000 It 2,Best ac:0.001178 1.000000 fi:0.099854. Ave ac:0.005190,0.007859 Initialization: 7.757000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.554000 Kernel 1: 0.024000 Kernel 2: 102.004997 Copyback: 0.017000 Sum: 0.034000 It 3,Best ac:0.001178 1.000000 fi:0.099854. Ave ac:0.004705,0.008241 Initialization: 7.784000 Memcpy Classifiers: 0.590000 Memcpy Instances: 9.878000 Kernel 1: 0.023000 Kernel 2: 99.672997 Copyback: 0.017000 Sum: 0.030000 It 4,Best ac:0.001178 1.000000 fi:0.099854. Ave ac:0.003360,0.004885 Initialization: 6.024000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.557000 Kernel 1: 0.026000 Kernel 2: 100.260002 Copyback: 0.017000 Sum: 0.031000 It 5,Best ac:0.000942 1.000000 fi:0.099950. Ave ac:0.004183,0.007684 Initialization: 6.096000 Memcpy Classifiers: 0.433000 Memcpy Instances: 11.311000 Kernel 1: 0.024000 Kernel 2: 99.803001 Copyback: 0.017000 Sum: 0.028000 It 6,Best ac:0.001649 1.000000 fi:0.099662. Ave ac:0.004016,0.006093 Initialization: 6.153000 Memcpy Classifiers: 0.451000 Memcpy Instances: 10.957000 Kernel 1: 0.023000 Kernel 2: 99.592003 Copyback: 0.017000 Sum: 0.028000 It 7,Best ac:0.001178 1.000000 fi:0.099854. Ave ac:0.004045,0.007223 Initialization: 6.074000 Memcpy Classifiers: 0.468000 Memcpy Instances: 10.761000 Kernel 1: 0.025000 Kernel 2: 96.250999 Copyback: 0.017000 Sum: 0.026000 It 8,Best ac:0.001649 1.000000 fi:0.099662. Ave ac:0.004107,0.006303 Initialization: 6.040000 Memcpy Classifiers: 0.433000 Memcpy Instances: 11.328000 Kernel 1: 0.025000 Kernel 2: 99.373001 Copyback: 0.017000 Sum: 0.028000 It 9,Best ac:0.001414 1.000000 fi:0.099758. Ave ac:0.003547,0.004662 Iteration 10:MDL fitness activated Error 0.099758 TL 0.052938 MDL Theory Length Weight: 0.6281356540 (4) Initialization: 5.936000 Memcpy Classifiers: 0.492000 Memcpy Instances: 11.466000 Kernel 1: 0.033000 Kernel 2: 97.324997 Copyback: 0.017000 Sum: 0.027000 It 10,Best ac:0.001649 1.000000 fi:0.115964. Ave ac:0.003230,0.004795 Initialization: 6.269000 Memcpy Classifiers: 0.416000 Memcpy Instances: 10.099000 Kernel 1: 0.024000 Kernel 2: 95.691002 Copyback: 0.017000 Sum: 0.029000 It 11,Best ac:0.001413 1.000000 fi:0.117586. Ave ac:0.003260,0.004730 Initialization: 6.092000 Memcpy Classifiers: 0.519000 Memcpy Instances: 9.915000 Kernel 1: 0.038000 Kernel 2: 97.007004 Copyback: 0.019000 Sum: 0.042000 It 12,Best ac:0.001178 1.000000 fi:0.118949. Ave ac:0.003537,0.005404 Initialization: 6.080000 Memcpy Classifiers: 0.451000 Memcpy Instances: 11.083000 Kernel 1: 0.025000 Kernel 2: 99.567001 Copyback: 0.020000 Sum: 0.050000 It 13,Best ac:0.000942 1.000000 fi:0.114858. Ave ac:0.002884,0.005831 Initialization: 5.976000 Memcpy Classifiers: 0.470000 Memcpy Instances: 10.807000 Kernel 1: 0.024000 Kernel 2: 95.502998 Copyback: 0.018000 Sum: 0.042000 It 14,Best ac:0.000943 1.000000 fi:0.121203. Ave ac:0.003028,0.005295 Initialization: 6.111000 Memcpy Classifiers: 0.450000 Memcpy Instances: 11.020000 Kernel 1: 0.024000 Kernel 2: 97.014999 Copyback: 0.018000 Sum: 0.038000 It 15,Best ac:0.001178 1.000000 fi:0.119239. Ave ac:0.002720,0.003592 Initialization: 7.547000 Memcpy Classifiers: 0.743000 Memcpy Instances: 12.215000 Kernel 1: 0.026000 Kernel 2: 100.956001 Copyback: 0.018000 Sum: 0.043000 It 16,Best ac:0.001178 1.000000 fi:0.120576. Ave ac:0.002753,0.004090 Initialization: 6.164000 Memcpy Classifiers: 0.434000 Memcpy Instances: 11.193000 Kernel 1: 0.025000 Kernel 2: 102.764999 Copyback: 0.017000 Sum: 0.030000 It 17,Best ac:0.000942 1.000000 fi:0.118993. Ave ac:0.002652,0.003711 Initialization: 6.820000 Memcpy Classifiers: 0.461000 Memcpy Instances: 9.264000 Kernel 1: 0.024000 Kernel 2: 100.003998 Copyback: 0.017000 Sum: 0.032000 It 18,Best ac:0.000943 1.000000 fi:0.116252. Ave ac:0.002976,0.003910 Initialization: 6.076000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.558000 Kernel 1: 0.024000 Kernel 2: 99.273003 Copyback: 0.017000 Sum: 0.031000 It 19,Best ac:0.001414 1.000000 fi:0.116800. Ave ac:0.002253,0.003062 Initialization: 6.483000 Memcpy Classifiers: 0.660000 Memcpy Instances: 9.743000 Kernel 1: 0.024000 Kernel 2: 100.024002 Copyback: 0.017000 Sum: 0.029000 It 20,Best ac:0.001885 1.000000 fi:0.116288. Ave ac:0.002317,0.003126 Initialization: 5.980000 Memcpy Classifiers: 0.453000 Memcpy Instances: 8.530000 Kernel 1: 0.022000 Kernel 2: 100.485001 Copyback: 0.016000 Sum: 0.030000 It 21,Best ac:0.000942 1.000000 fi:0.116414. Ave ac:0.002623,0.003649 Initialization: 6.624000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.569000 Kernel 1: 0.024000 Kernel 2: 98.106003 Copyback: 0.018000 Sum: 0.039000 It 22,Best ac:0.001414 1.000000 fi:0.116642. Ave ac:0.002369,0.003581 MDL Theory Length Weight: 0.5653220886 (10) Initialization: 6.177000 Memcpy Classifiers: 0.487000 Memcpy Instances: 11.148000 Kernel 1: 0.025000 Kernel 2: 97.503998 Copyback: 0.017000 Sum: 0.031000 It 23,Best ac:0.001649 1.000000 fi:0.116047. Ave ac:0.002640,0.004186 Initialization: 7.917000 Memcpy Classifiers: 0.673000 Memcpy Instances: 10.867000 Kernel 1: 0.026000 Kernel 2: 95.744003 Copyback: 0.017000 Sum: 0.028000 It 24,Best ac:0.000942 1.000000 fi:0.117759. Ave ac:0.002049,0.002977 Initialization: 7.884000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.552000 Kernel 1: 0.025000 Kernel 2: 95.977997 Copyback: 0.018000 Sum: 0.041000 It 25,Best ac:0.000942 1.000000 fi:0.114754. Ave ac:0.002347,0.002817 Initialization: 7.597000 Memcpy Classifiers: 0.590000 Memcpy Instances: 9.827000 Kernel 1: 0.024000 Kernel 2: 96.456001 Copyback: 0.018000 Sum: 0.040000 It 26,Best ac:0.002591 1.000000 fi:0.115120. Ave ac:0.002607,0.003714 Initialization: 8.613000 Memcpy Classifiers: 0.451000 Memcpy Instances: 11.197000 Kernel 1: 0.022000 Kernel 2: 96.544998 Copyback: 0.017000 Sum: 0.026000 It 27,Best ac:0.001414 1.000000 fi:0.114292. Ave ac:0.003295,0.004075 Initialization: 6.113000 Memcpy Classifiers: 0.752000 Memcpy Instances: 10.730000 Kernel 1: 0.025000 Kernel 2: 100.217003 Copyback: 0.017000 Sum: 0.031000 It 28,Best ac:0.001178 1.000000 fi:0.115315. Ave ac:0.002770,0.003315 Initialization: 6.041000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.545000 Kernel 1: 0.024000 Kernel 2: 97.865997 Copyback: 0.017000 Sum: 0.030000 It 29,Best ac:0.002356 1.000000 fi:0.115660. Ave ac:0.002858,0.003652 Initialization: 7.063000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.570000 Kernel 1: 0.024000 Kernel 2: 98.322998 Copyback: 0.017000 Sum: 0.028000 It 30,Best ac:0.002591 1.000000 fi:0.114453. Ave ac:0.001981,0.003035 Initialization: 6.197000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.538000 Kernel 1: 0.025000 Kernel 2: 93.834999 Copyback: 0.018000 Sum: 0.034000 It 31,Best ac:0.001178 1.000000 fi:0.114380. Ave ac:0.002086,0.003752 Initialization: 7.035000 Memcpy Classifiers: 0.607000 Memcpy Instances: 10.963000 Kernel 1: 0.025000 Kernel 2: 90.638000 Copyback: 0.017000 Sum: 0.033000 It 32,Best ac:0.002591 1.000000 fi:0.111740. Ave ac:0.002301,0.002865 Initialization: 9.231000 Memcpy Classifiers: 0.672000 Memcpy Instances: 10.965000 Kernel 1: 0.024000 Kernel 2: 89.734001 Copyback: 0.018000 Sum: 0.037000 It 33,Best ac:0.001413 1.000000 fi:0.114118. Ave ac:0.002167,0.003121 Initialization: 27.976999 Memcpy Instances: 423.981995 Memcpy Classifiers: 0.076000 Kernel 1: 0.027000 Kernel 2: 520.833008 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.074000 Kernel 1: 0.013000 Kernel 2: 534.802979 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.074000 Kernel 1: 0.016000 Kernel 2: 517.018005 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.074000 Kernel 1: 0.018000 Kernel 2: 536.877014 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.074000 Kernel 1: 0.013000 Kernel 2: 526.174011 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.072000 Kernel 1: 0.013000 Kernel 2: 520.291016 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.012000 Kernel 2: 530.067993 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 545.526978 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 529.817993 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.012000 Kernel 2: 549.554016 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.074000 Kernel 1: 0.012000 Kernel 2: 519.760010 Copyback: 0.370000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.013000 Kernel 2: 222.371994 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.001140 0.742331 fi:0.372734. Ave ac:0.002466,0.008614 Best acc 0.001140 0.742331 Rule:Att PSSM_-4_5 is [-2.854965,7.944047]|Att PSSM_0_7 is [-6.938906,-3.061094]|Att PSSM_0_8 is [<2.788164]|Att PSSM_0_20 is [>-0.477857]|Att PSSM_1_11 is [-3.325907,4.621232]|Att PSSM_1_12 is [-6.295271,-1.704729]|Att PSSM_2_7 is [-6.393054,3.153337]|Att PSSM_2_20 is [-1.269884,6.480013]|Att PSSM_4_6 is [-4.983195,-1.207238]|Att PSSM_4_20 is [<4.874668]|1 Accuracy : 0.760520 0 1 159900 4180 52011 18547 Removed 326 instances. 211911 Instances left. Acc of rule 0.001140-0.742331 Initialization: 6.069000 Memcpy Classifiers: 0.596000 Memcpy Instances: 8.552000 Kernel 1: 0.026000 Kernel 2: 104.292000 Copyback: 0.017000 Sum: 0.038000 Initial population average accuracy1:0.004853 accuracy2:0.221021 Initialization: 5.997000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.539000 Kernel 1: 0.025000 Kernel 2: 102.676003 Copyback: 0.017000 Sum: 0.039000 It 0,Best ac:0.002124 0.750000 fi:0.349465. Ave ac:0.005707,0.010414 Initialization: 5.895000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.548000 Kernel 1: 0.024000 Kernel 2: 103.128998 Copyback: 0.017000 Sum: 0.028000 It 1,Best ac:0.001180 0.833333 fi:0.266518. Ave ac:0.006226,0.012291 Initialization: 6.065000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.541000 Kernel 1: 0.026000 Kernel 2: 99.744003 Copyback: 0.016000 Sum: 0.029000 It 2,Best ac:0.000944 0.800000 fi:0.299948. Ave ac:0.005812,0.011309 Initialization: 6.062000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.558000 Kernel 1: 0.023000 Kernel 2: 101.330002 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.001180 1.000000 fi:0.099851. Ave ac:0.006061,0.011993 Initialization: 6.020000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.526000 Kernel 1: 0.025000 Kernel 2: 98.225998 Copyback: 0.017000 Sum: 0.033000 It 4,Best ac:0.001416 1.000000 fi:0.099755. Ave ac:0.005042,0.008552 Initialization: 6.063000 Memcpy Classifiers: 0.481000 Memcpy Instances: 8.535000 Kernel 1: 0.025000 Kernel 2: 100.428001 Copyback: 0.017000 Sum: 0.028000 It 5,Best ac:0.001416 1.000000 fi:0.099755. Ave ac:0.005184,0.008020 Initialization: 6.012000 Memcpy Classifiers: 0.450000 Memcpy Instances: 9.602000 Kernel 1: 0.028000 Kernel 2: 102.347000 Copyback: 0.016000 Sum: 0.031000 It 6,Best ac:0.002360 1.000000 fi:0.099369. Ave ac:0.004408,0.008910 Initialization: 6.986000 Memcpy Classifiers: 0.469000 Memcpy Instances: 9.646000 Kernel 1: 0.024000 Kernel 2: 101.139999 Copyback: 0.017000 Sum: 0.029000 It 7,Best ac:0.001416 1.000000 fi:0.099755. Ave ac:0.003743,0.007576 Initialization: 7.027000 Memcpy Classifiers: 0.468000 Memcpy Instances: 11.409000 Kernel 1: 0.026000 Kernel 2: 102.964996 Copyback: 0.017000 Sum: 0.041000 It 8,Best ac:0.000708 1.000000 fi:0.219310. Ave ac:0.002748,0.006080 Initialization: 5.894000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.539000 Kernel 1: 0.024000 Kernel 2: 102.107002 Copyback: 0.017000 Sum: 0.033000 It 9,Best ac:0.001416 1.000000 fi:0.099755. Ave ac:0.003756,0.006309 Iteration 10:MDL fitness activated Error 0.099755 TL 0.029300 MDL Theory Length Weight: 1.1348563306 (4) Initialization: 6.050000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.552000 Kernel 1: 0.025000 Kernel 2: 103.212997 Copyback: 0.017000 Sum: 0.034000 It 10,Best ac:0.000944 1.000000 fi:0.140733. Ave ac:0.003288,0.005688 Initialization: 6.078000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.536000 Kernel 1: 0.024000 Kernel 2: 103.558998 Copyback: 0.016000 Sum: 0.036000 It 11,Best ac:0.001180 1.000000 fi:0.132697. Ave ac:0.003162,0.004770 Initialization: 6.029000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.513000 Kernel 1: 0.026000 Kernel 2: 104.476997 Copyback: 0.017000 Sum: 0.028000 It 12,Best ac:0.000944 1.000000 fi:0.140179. Ave ac:0.003465,0.005572 Initialization: 6.048000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.519000 Kernel 1: 0.026000 Kernel 2: 102.158997 Copyback: 0.017000 Sum: 0.030000 It 13,Best ac:0.000944 1.000000 fi:0.136078. Ave ac:0.003322,0.006331 Initialization: 6.028000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.540000 Kernel 1: 0.025000 Kernel 2: 102.782997 Copyback: 0.018000 Sum: 0.059000 It 14,Best ac:0.001180 1.000000 fi:0.124267. Ave ac:0.003749,0.006867 Initialization: 6.006000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.537000 Kernel 1: 0.025000 Kernel 2: 101.259003 Copyback: 0.017000 Sum: 0.030000 It 15,Best ac:0.000944 1.000000 fi:0.133183. Ave ac:0.003470,0.006331 Initialization: 6.047000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.535000 Kernel 1: 0.025000 Kernel 2: 99.218002 Copyback: 0.017000 Sum: 0.035000 It 16,Best ac:0.001180 1.000000 fi:0.134083. Ave ac:0.003364,0.005718 Initialization: 6.060000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.532000 Kernel 1: 0.025000 Kernel 2: 98.253998 Copyback: 0.017000 Sum: 0.033000 It 17,Best ac:0.001180 1.000000 fi:0.124281. Ave ac:0.003640,0.006575 Initialization: 5.990000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.561000 Kernel 1: 0.024000 Kernel 2: 95.236000 Copyback: 0.016000 Sum: 0.031000 It 18,Best ac:0.001416 1.000000 fi:0.138091. Ave ac:0.003370,0.007071 Initialization: 5.990000 Memcpy Classifiers: 0.398000 Memcpy Instances: 10.088000 Kernel 1: 0.023000 Kernel 2: 96.463997 Copyback: 0.017000 Sum: 0.032000 It 19,Best ac:0.000944 1.000000 fi:0.130197. Ave ac:0.002995,0.007304 Initialization: 6.370000 Memcpy Classifiers: 0.745000 Memcpy Instances: 11.170000 Kernel 1: 0.023000 Kernel 2: 99.028999 Copyback: 0.016000 Sum: 0.031000 It 20,Best ac:0.002595 1.000000 fi:0.129571. Ave ac:0.003460,0.006008 Initialization: 6.105000 Memcpy Classifiers: 0.415000 Memcpy Instances: 11.960000 Kernel 1: 0.024000 Kernel 2: 93.719002 Copyback: 0.017000 Sum: 0.031000 It 21,Best ac:0.001180 1.000000 fi:0.135429. Ave ac:0.002320,0.004318 Initialization: 6.251000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.512000 Kernel 1: 0.024000 Kernel 2: 92.940002 Copyback: 0.019000 Sum: 0.038000 It 22,Best ac:0.001180 1.000000 fi:0.130942. Ave ac:0.002791,0.007421 Initialization: 6.147000 Memcpy Classifiers: 0.388000 Memcpy Instances: 8.516000 Kernel 1: 0.025000 Kernel 2: 93.917000 Copyback: 0.017000 Sum: 0.027000 It 23,Best ac:0.001415 1.000000 fi:0.133059. Ave ac:0.002499,0.003457 MDL Theory Length Weight: 1.0213706975 (10) Initialization: 6.016000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.530000 Kernel 1: 0.025000 Kernel 2: 92.503998 Copyback: 0.017000 Sum: 0.028000 It 24,Best ac:0.001651 1.000000 fi:0.124016. Ave ac:0.002663,0.003662 Initialization: 6.002000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.552000 Kernel 1: 0.024000 Kernel 2: 91.726997 Copyback: 0.017000 Sum: 0.031000 It 25,Best ac:0.001416 1.000000 fi:0.122286. Ave ac:0.002704,0.003821 Initialization: 6.165000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.516000 Kernel 1: 0.025000 Kernel 2: 89.828003 Copyback: 0.017000 Sum: 0.036000 It 26,Best ac:0.001180 1.000000 fi:0.127381. Ave ac:0.002774,0.004326 Initialization: 6.496000 Memcpy Classifiers: 0.416000 Memcpy Instances: 12.290000 Kernel 1: 0.026000 Kernel 2: 87.748001 Copyback: 0.017000 Sum: 0.031000 It 27,Best ac:0.001888 1.000000 fi:0.126986. Ave ac:0.002331,0.005643 Initialization: 8.510000 Memcpy Classifiers: 0.462000 Memcpy Instances: 10.972000 Kernel 1: 0.034000 Kernel 2: 90.320000 Copyback: 0.017000 Sum: 0.028000 It 28,Best ac:0.000944 1.000000 fi:0.122785. Ave ac:0.002413,0.006778 Initialization: 7.828000 Memcpy Classifiers: 0.648000 Memcpy Instances: 12.971000 Kernel 1: 0.027000 Kernel 2: 88.749001 Copyback: 0.017000 Sum: 0.026000 It 29,Best ac:0.001180 1.000000 fi:0.121867. Ave ac:0.002486,0.004206 Initialization: 6.950000 Memcpy Classifiers: 0.379000 Memcpy Instances: 10.604000 Kernel 1: 0.024000 Kernel 2: 87.419998 Copyback: 0.021000 Sum: 0.031000 It 30,Best ac:0.001180 1.000000 fi:0.125983. Ave ac:0.002487,0.004287 Initialization: 7.738000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.143000 Kernel 1: 0.033000 Kernel 2: 89.334000 Copyback: 0.017000 Sum: 0.032000 It 31,Best ac:0.001416 1.000000 fi:0.122683. Ave ac:0.002788,0.003719 Initialization: 8.380000 Memcpy Classifiers: 0.384000 Memcpy Instances: 12.945000 Kernel 1: 0.027000 Kernel 2: 88.015999 Copyback: 0.371000 Sum: 0.029000 It 32,Best ac:0.001416 1.000000 fi:0.126080. Ave ac:0.002183,0.003076 Initialization: 7.185000 Memcpy Classifiers: 0.570000 Memcpy Instances: 8.794000 Kernel 1: 0.035000 Kernel 2: 87.876999 Copyback: 0.017000 Sum: 0.032000 It 33,Best ac:0.000944 1.000000 fi:0.127084. Ave ac:0.002936,0.004533 Initialization: 27.330000 Memcpy Instances: 521.908020 Memcpy Classifiers: 0.078000 Kernel 1: 0.026000 Kernel 2: 505.527008 Copyback: 0.016000 Sum: 0.019000 Memcpy Classifiers: 0.110000 Kernel 1: 0.023000 Kernel 2: 508.273010 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.094000 Kernel 1: 0.018000 Kernel 2: 501.488007 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.108000 Kernel 1: 0.022000 Kernel 2: 520.231018 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.110000 Kernel 1: 0.023000 Kernel 2: 510.941010 Copyback: 0.020000 Sum: 0.005000 Memcpy Classifiers: 0.110000 Kernel 1: 0.028000 Kernel 2: 516.343018 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.079000 Kernel 1: 0.015000 Kernel 2: 526.521973 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.107000 Kernel 1: 0.022000 Kernel 2: 548.841980 Copyback: 0.020000 Sum: 0.002000 Memcpy Classifiers: 0.096000 Kernel 1: 0.018000 Kernel 2: 505.734985 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 539.504028 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.108000 Kernel 1: 0.021000 Kernel 2: 507.368988 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.048000 Kernel 1: 0.013000 Kernel 2: 218.563004 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.001151 0.691218 fi:0.438618. Ave ac:0.003228,0.011936 Best acc 0.001151 0.691218 Initialization: 6.555000 Memcpy Classifiers: 0.544000 Memcpy Instances: 11.958000 Kernel 1: 0.026000 Kernel 2: 104.058998 Copyback: 0.018000 Sum: 0.052000 Initial population average accuracy1:0.005662 accuracy2:0.255900 Initialization: 6.155000 Memcpy Classifiers: 0.522000 Memcpy Instances: 9.643000 Kernel 1: 0.024000 Kernel 2: 104.805000 Copyback: 0.017000 Sum: 0.045000 It 0,Best ac:0.000944 0.800000 fi:0.299948. Ave ac:0.005975,0.009410 Initialization: 7.837000 Memcpy Classifiers: 0.904000 Memcpy Instances: 11.749000 Kernel 1: 0.027000 Kernel 2: 104.433998 Copyback: 0.018000 Sum: 0.032000 It 1,Best ac:0.001888 0.727273 fi:0.372289. Ave ac:0.006462,0.012567 Initialization: 6.652000 Memcpy Classifiers: 0.504000 Memcpy Instances: 10.480000 Kernel 1: 0.024000 Kernel 2: 103.300003 Copyback: 0.016000 Sum: 0.033000 It 2,Best ac:0.000708 1.000000 fi:0.219310. Ave ac:0.006401,0.012378 Initialization: 7.019000 Memcpy Classifiers: 0.807000 Memcpy Instances: 10.661000 Kernel 1: 0.023000 Kernel 2: 101.031998 Copyback: 0.017000 Sum: 0.035000 It 3,Best ac:0.000944 1.000000 fi:0.099948. Ave ac:0.005243,0.008162 Initialization: 6.766000 Memcpy Classifiers: 0.708000 Memcpy Instances: 12.125000 Kernel 1: 0.028000 Kernel 2: 98.355003 Copyback: 0.017000 Sum: 0.029000 It 4,Best ac:0.000944 1.000000 fi:0.099948. Ave ac:0.004762,0.008788 Initialization: 7.616000 Memcpy Classifiers: 0.665000 Memcpy Instances: 12.087000 Kernel 1: 0.027000 Kernel 2: 96.075996 Copyback: 0.018000 Sum: 0.036000 It 5,Best ac:0.002596 0.916667 fi:0.182606. Ave ac:0.004649,0.007781 Initialization: 8.981000 Memcpy Classifiers: 0.505000 Memcpy Instances: 10.336000 Kernel 1: 0.024000 Kernel 2: 95.163002 Copyback: 0.017000 Sum: 0.030000 It 6,Best ac:0.001180 1.000000 fi:0.099852. Ave ac:0.004549,0.007225 Initialization: 5.988000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.524000 Kernel 1: 0.025000 Kernel 2: 94.344002 Copyback: 0.016000 Sum: 0.034000 It 7,Best ac:0.001651 1.000000 fi:0.099659. Ave ac:0.004298,0.007216 Initialization: 7.055000 Memcpy Classifiers: 0.434000 Memcpy Instances: 11.729000 Kernel 1: 0.035000 Kernel 2: 89.085999 Copyback: 0.017000 Sum: 0.033000 It 8,Best ac:0.001416 1.000000 fi:0.099755. Ave ac:0.003599,0.006171 Initialization: 5.971000 Memcpy Classifiers: 0.439000 Memcpy Instances: 8.524000 Kernel 1: 0.024000 Kernel 2: 90.997002 Copyback: 0.017000 Sum: 0.029000 It 9,Best ac:0.000944 1.000000 fi:0.099948. Ave ac:0.004329,0.006425 Iteration 10:MDL fitness activated Error 0.099948 TL 0.043157 MDL Theory Length Weight: 0.7719659969 (3) Initialization: 6.529000 Memcpy Classifiers: 0.398000 Memcpy Instances: 12.517000 Kernel 1: 0.024000 Kernel 2: 87.688004 Copyback: 0.017000 Sum: 0.024000 It 10,Best ac:0.001180 1.000000 fi:0.122495. Ave ac:0.003482,0.005278 Initialization: 7.342000 Memcpy Classifiers: 0.590000 Memcpy Instances: 10.819000 Kernel 1: 0.034000 Kernel 2: 89.554001 Copyback: 0.017000 Sum: 0.029000 It 11,Best ac:0.000944 1.000000 fi:0.116057. Ave ac:0.003199,0.005679 Initialization: 8.336000 Memcpy Classifiers: 0.568000 Memcpy Instances: 10.836000 Kernel 1: 0.024000 Kernel 2: 85.737000 Copyback: 0.017000 Sum: 0.036000 It 12,Best ac:0.001651 1.000000 fi:0.116547. Ave ac:0.004116,0.007287 Initialization: 6.164000 Memcpy Classifiers: 0.679000 Memcpy Instances: 13.652000 Kernel 1: 0.026000 Kernel 2: 86.884003 Copyback: 0.017000 Sum: 0.031000 It 13,Best ac:0.001180 1.000000 fi:0.118191. Ave ac:0.004680,0.006553 Initialization: 6.463000 Memcpy Classifiers: 0.744000 Memcpy Instances: 12.076000 Kernel 1: 0.033000 Kernel 2: 88.999001 Copyback: 0.018000 Sum: 0.040000 It 14,Best ac:0.000944 1.000000 fi:0.122877. Ave ac:0.003138,0.004013 Initialization: 6.077000 Memcpy Classifiers: 0.415000 Memcpy Instances: 11.165000 Kernel 1: 0.033000 Kernel 2: 84.916000 Copyback: 0.017000 Sum: 0.030000 It 15,Best ac:0.002124 1.000000 fi:0.120439. Ave ac:0.002570,0.004815 Initialization: 6.030000 Memcpy Classifiers: 0.415000 Memcpy Instances: 9.405000 Kernel 1: 0.024000 Kernel 2: 84.481003 Copyback: 0.017000 Sum: 0.027000 It 16,Best ac:0.001416 1.000000 fi:0.117286. Ave ac:0.003403,0.005359 Initialization: 6.515000 Memcpy Classifiers: 0.450000 Memcpy Instances: 11.695000 Kernel 1: 0.024000 Kernel 2: 86.691002 Copyback: 0.017000 Sum: 0.031000 It 17,Best ac:0.000944 1.000000 fi:0.122906. Ave ac:0.003720,0.006160 Initialization: 7.145000 Memcpy Classifiers: 0.394000 Memcpy Instances: 11.752000 Kernel 1: 0.024000 Kernel 2: 84.370003 Copyback: 0.017000 Sum: 0.030000 It 18,Best ac:0.001180 1.000000 fi:0.121802. Ave ac:0.003451,0.005048 Initialization: 8.182000 Memcpy Classifiers: 0.712000 Memcpy Instances: 8.701000 Kernel 1: 0.024000 Kernel 2: 85.301003 Copyback: 0.017000 Sum: 0.029000 It 19,Best ac:0.000944 1.000000 fi:0.120564. Ave ac:0.003772,0.005498 Initialization: 8.439000 Memcpy Classifiers: 0.433000 Memcpy Instances: 11.208000 Kernel 1: 0.027000 Kernel 2: 87.088997 Copyback: 0.017000 Sum: 0.026000 It 20,Best ac:0.001652 1.000000 fi:0.116546. Ave ac:0.003466,0.004438 MDL Theory Length Weight: 0.6947693972 (10) Initialization: 7.513000 Memcpy Classifiers: 0.647000 Memcpy Instances: 8.618000 Kernel 1: 0.026000 Kernel 2: 86.543999 Copyback: 0.017000 Sum: 0.034000 It 21,Best ac:0.001180 1.000000 fi:0.117987. Ave ac:0.003104,0.003851 Initialization: 6.952000 Memcpy Classifiers: 0.808000 Memcpy Instances: 12.499000 Kernel 1: 0.027000 Kernel 2: 83.996002 Copyback: 0.017000 Sum: 0.033000 It 22,Best ac:0.001180 1.000000 fi:0.116758. Ave ac:0.004021,0.007718 Initialization: 6.073000 Memcpy Classifiers: 0.509000 Memcpy Instances: 11.994000 Kernel 1: 0.028000 Kernel 2: 83.620003 Copyback: 0.017000 Sum: 0.041000 It 23,Best ac:0.001180 1.000000 fi:0.109096. Ave ac:0.004089,0.006499 Initialization: 6.076000 Memcpy Classifiers: 0.416000 Memcpy Instances: 10.383000 Kernel 1: 0.024000 Kernel 2: 84.323997 Copyback: 0.017000 Sum: 0.029000 It 24,Best ac:0.001651 1.000000 fi:0.118947. Ave ac:0.003696,0.006038 Initialization: 8.224000 Memcpy Classifiers: 0.613000 Memcpy Instances: 9.787000 Kernel 1: 0.024000 Kernel 2: 84.123001 Copyback: 0.018000 Sum: 0.040000 It 25,Best ac:0.001652 1.000000 fi:0.122711. Ave ac:0.004389,0.009150 Initialization: 6.139000 Memcpy Classifiers: 0.366000 Memcpy Instances: 8.512000 Kernel 1: 0.025000 Kernel 2: 81.430000 Copyback: 0.017000 Sum: 0.029000 It 26,Best ac:0.001888 1.000000 fi:0.122122. Ave ac:0.004372,0.006456 Initialization: 8.219000 Memcpy Classifiers: 0.415000 Memcpy Instances: 13.183000 Kernel 1: 0.061000 Kernel 2: 80.471001 Copyback: 0.017000 Sum: 0.029000 It 27,Best ac:0.001652 1.000000 fi:0.117217. Ave ac:0.003543,0.006228 Initialization: 7.290000 Memcpy Classifiers: 0.513000 Memcpy Instances: 10.588000 Kernel 1: 0.024000 Kernel 2: 80.910004 Copyback: 0.017000 Sum: 0.029000 It 28,Best ac:0.001180 1.000000 fi:0.116232. Ave ac:0.002812,0.004436 Initialization: 8.034000 Memcpy Classifiers: 0.398000 Memcpy Instances: 11.182000 Kernel 1: 0.032000 Kernel 2: 80.436996 Copyback: 0.017000 Sum: 0.034000 It 29,Best ac:0.000944 1.000000 fi:0.109192. Ave ac:0.002955,0.003891 Initialization: 7.255000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.920000 Kernel 1: 0.023000 Kernel 2: 78.769997 Copyback: 0.017000 Sum: 0.030000 It 30,Best ac:0.002124 1.000000 fi:0.114348. Ave ac:0.002879,0.004053 Initialization: 7.323000 Memcpy Classifiers: 0.489000 Memcpy Instances: 9.813000 Kernel 1: 0.033000 Kernel 2: 80.648003 Copyback: 0.017000 Sum: 0.025000 It 31,Best ac:0.001180 1.000000 fi:0.114712. Ave ac:0.002437,0.004310 Initialization: 7.402000 Memcpy Classifiers: 0.415000 Memcpy Instances: 11.887000 Kernel 1: 0.027000 Kernel 2: 79.519997 Copyback: 0.017000 Sum: 0.028000 It 32,Best ac:0.001416 1.000000 fi:0.117601. Ave ac:0.002379,0.003810 MDL Theory Length Weight: 0.6252924575 (10) Initialization: 7.535000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.551000 Kernel 1: 0.024000 Kernel 2: 84.091003 Copyback: 0.017000 Sum: 0.029000 It 33,Best ac:0.001180 1.000000 fi:0.108171. Ave ac:0.002568,0.004064 Initialization: 27.462000 Memcpy Instances: 505.385010 Memcpy Classifiers: 0.076000 Kernel 1: 0.025000 Kernel 2: 494.756012 Copyback: 0.016000 Sum: 0.020000 Memcpy Classifiers: 0.110000 Kernel 1: 0.022000 Kernel 2: 471.920990 Copyback: 0.367000 Sum: 0.002000 Memcpy Classifiers: 0.076000 Kernel 1: 0.016000 Kernel 2: 480.355988 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.014000 Kernel 2: 499.779999 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.074000 Kernel 1: 0.014000 Kernel 2: 488.329987 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.074000 Kernel 1: 0.013000 Kernel 2: 476.640015 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 493.811005 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.108000 Kernel 1: 0.022000 Kernel 2: 517.383972 Copyback: 0.020000 Sum: 0.004000 Memcpy Classifiers: 0.110000 Kernel 1: 0.027000 Kernel 2: 472.640991 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.074000 Kernel 1: 0.014000 Kernel 2: 488.148010 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.074000 Kernel 1: 0.013000 Kernel 2: 504.062988 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.049000 Kernel 1: 0.013000 Kernel 2: 216.453003 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.001293 0.754821 fi:0.362343. Ave ac:0.002469,0.008406 Best acc 0.001293 0.754821 Rule:Att PSSM_-3_4 is [-7.771152,-0.228848]|Att PSSM_-1_5 is [-1.367564,4.469236]|Att PSSM_0_10 is [>0.088159]|Att PSSM_0_11 is [-4.386705,3.141526]|Att PSSM_0_12 is [<-2.251332]|Att PSSM_1_15 is [<3.856277]|Att PSSM_2_12 is [<-1.478546]|Att PSSM_3_7 is [<-1.082703]|Att PSSM_4_7 is [<-0.976964]|1 Accuracy : 0.761309 0 1 159811 4269 51737 18821 Removed 363 instances. 211548 Instances left. Acc of rule 0.001293-0.754821 Initialization: 5.992000 Memcpy Classifiers: 0.559000 Memcpy Instances: 8.524000 Kernel 1: 0.028000 Kernel 2: 104.393997 Copyback: 0.369000 Sum: 0.047000 Initial population average accuracy1:0.005316 accuracy2:0.233946 Initialization: 6.318000 Memcpy Classifiers: 0.585000 Memcpy Instances: 8.541000 Kernel 1: 0.025000 Kernel 2: 103.178001 Copyback: 0.017000 Sum: 0.057000 It 0,Best ac:0.000709 1.000000 fi:0.214780. Ave ac:0.006317,0.011420 Initialization: 6.029000 Memcpy Classifiers: 0.522000 Memcpy Instances: 8.523000 Kernel 1: 0.025000 Kernel 2: 103.106003 Copyback: 0.017000 Sum: 0.031000 It 1,Best ac:0.000709 1.000000 fi:0.215539. Ave ac:0.005803,0.011019 Initialization: 6.036000 Memcpy Classifiers: 0.540000 Memcpy Instances: 8.530000 Kernel 1: 0.024000 Kernel 2: 102.330002 Copyback: 0.017000 Sum: 0.031000 It 2,Best ac:0.001182 1.000000 fi:0.099849. Ave ac:0.006435,0.015122 Initialization: 6.041000 Memcpy Classifiers: 0.504000 Memcpy Instances: 8.532000 Kernel 1: 0.024000 Kernel 2: 102.407997 Copyback: 0.017000 Sum: 0.030000 It 3,Best ac:0.002836 0.923077 fi:0.176093. Ave ac:0.005375,0.009904 Initialization: 5.987000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.513000 Kernel 1: 0.024000 Kernel 2: 100.466003 Copyback: 0.017000 Sum: 0.031000 It 4,Best ac:0.000945 1.000000 fi:0.099946. Ave ac:0.005956,0.012204 Initialization: 6.152000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.497000 Kernel 1: 0.025000 Kernel 2: 101.120003 Copyback: 0.017000 Sum: 0.032000 It 5,Best ac:0.001891 1.000000 fi:0.099558. Ave ac:0.005476,0.010073 Initialization: 8.199000 Memcpy Classifiers: 0.451000 Memcpy Instances: 11.797000 Kernel 1: 0.025000 Kernel 2: 100.436996 Copyback: 0.017000 Sum: 0.044000 It 6,Best ac:0.001654 1.000000 fi:0.099655. Ave ac:0.005514,0.010382 Initialization: 5.911000 Memcpy Classifiers: 0.472000 Memcpy Instances: 10.971000 Kernel 1: 0.033000 Kernel 2: 99.110001 Copyback: 0.018000 Sum: 0.041000 It 7,Best ac:0.001654 1.000000 fi:0.099655. Ave ac:0.004315,0.007783 Initialization: 6.075000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.505000 Kernel 1: 0.024000 Kernel 2: 95.435997 Copyback: 0.017000 Sum: 0.032000 It 8,Best ac:0.001418 1.000000 fi:0.099751. Ave ac:0.003400,0.006523 Initialization: 8.461000 Memcpy Classifiers: 0.487000 Memcpy Instances: 12.390000 Kernel 1: 0.024000 Kernel 2: 95.669998 Copyback: 0.017000 Sum: 0.035000 It 9,Best ac:0.001654 1.000000 fi:0.099655. Ave ac:0.003059,0.005193 Iteration 10:MDL fitness activated Error 0.099655 TL 0.037509 MDL Theory Length Weight: 0.8856140423 (5) Initialization: 6.034000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.793000 Kernel 1: 0.034000 Kernel 2: 97.302002 Copyback: 0.018000 Sum: 0.035000 It 10,Best ac:0.001182 1.000000 fi:0.127949. Ave ac:0.003465,0.006672 Initialization: 6.928000 Memcpy Classifiers: 0.418000 Memcpy Instances: 8.575000 Kernel 1: 0.024000 Kernel 2: 92.959999 Copyback: 0.017000 Sum: 0.033000 It 11,Best ac:0.000946 1.000000 fi:0.125830. Ave ac:0.002656,0.004385 Initialization: 6.179000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.936000 Kernel 1: 0.023000 Kernel 2: 97.103996 Copyback: 0.018000 Sum: 0.039000 It 12,Best ac:0.001181 1.000000 fi:0.119467. Ave ac:0.003763,0.009547 Initialization: 6.119000 Memcpy Classifiers: 0.434000 Memcpy Instances: 11.198000 Kernel 1: 0.024000 Kernel 2: 98.725998 Copyback: 0.019000 Sum: 0.041000 It 13,Best ac:0.001182 1.000000 fi:0.122495. Ave ac:0.003556,0.006786 Initialization: 7.046000 Memcpy Classifiers: 0.416000 Memcpy Instances: 10.852000 Kernel 1: 0.024000 Kernel 2: 98.080002 Copyback: 0.017000 Sum: 0.031000 It 14,Best ac:0.000945 1.000000 fi:0.123694. Ave ac:0.003513,0.005186 Initialization: 6.617000 Memcpy Classifiers: 0.451000 Memcpy Instances: 10.868000 Kernel 1: 0.024000 Kernel 2: 96.813004 Copyback: 0.017000 Sum: 0.034000 It 15,Best ac:0.002127 1.000000 fi:0.120461. Ave ac:0.003521,0.005940 Initialization: 6.151000 Memcpy Classifiers: 0.435000 Memcpy Instances: 9.910000 Kernel 1: 0.025000 Kernel 2: 100.121002 Copyback: 0.018000 Sum: 0.047000 It 16,Best ac:0.000945 1.000000 fi:0.128416. Ave ac:0.004289,0.007414 Initialization: 5.988000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.574000 Kernel 1: 0.024000 Kernel 2: 98.317001 Copyback: 0.017000 Sum: 0.030000 It 17,Best ac:0.000946 1.000000 fi:0.122895. Ave ac:0.003630,0.007320 Initialization: 8.608000 Memcpy Classifiers: 0.398000 Memcpy Instances: 11.845000 Kernel 1: 0.024000 Kernel 2: 97.809998 Copyback: 0.017000 Sum: 0.027000 It 18,Best ac:0.000946 1.000000 fi:0.122730. Ave ac:0.003742,0.006331 Initialization: 6.007000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.525000 Kernel 1: 0.024000 Kernel 2: 96.026001 Copyback: 0.017000 Sum: 0.030000 It 19,Best ac:0.000945 1.000000 fi:0.120608. Ave ac:0.004198,0.008331 Initialization: 6.083000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.571000 Kernel 1: 0.024000 Kernel 2: 95.441002 Copyback: 0.017000 Sum: 0.030000 It 20,Best ac:0.000945 1.000000 fi:0.123175. Ave ac:0.003999,0.006801 Initialization: 6.160000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.530000 Kernel 1: 0.025000 Kernel 2: 95.227997 Copyback: 0.017000 Sum: 0.033000 It 21,Best ac:0.001418 1.000000 fi:0.120752. Ave ac:0.003781,0.005625 MDL Theory Length Weight: 0.7970526380 (10) Initialization: 5.999000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.521000 Kernel 1: 0.024000 Kernel 2: 95.431000 Copyback: 0.018000 Sum: 0.034000 It 22,Best ac:0.002364 1.000000 fi:0.117739. Ave ac:0.003627,0.007922 Initialization: 6.548000 Memcpy Classifiers: 0.415000 Memcpy Instances: 12.609000 Kernel 1: 0.026000 Kernel 2: 92.125999 Copyback: 0.017000 Sum: 0.028000 It 23,Best ac:0.001654 1.000000 fi:0.117658. Ave ac:0.003480,0.005986 Initialization: 5.989000 Memcpy Classifiers: 0.379000 Memcpy Instances: 10.860000 Kernel 1: 0.024000 Kernel 2: 92.335999 Copyback: 0.017000 Sum: 0.034000 It 24,Best ac:0.000945 1.000000 fi:0.120521. Ave ac:0.003511,0.006603 Initialization: 7.866000 Memcpy Classifiers: 0.649000 Memcpy Instances: 11.236000 Kernel 1: 0.028000 Kernel 2: 90.452003 Copyback: 0.018000 Sum: 0.041000 It 25,Best ac:0.001418 1.000000 fi:0.131095. Ave ac:0.003386,0.005706 Initialization: 9.185000 Memcpy Classifiers: 0.679000 Memcpy Instances: 11.259000 Kernel 1: 0.025000 Kernel 2: 91.619003 Copyback: 0.017000 Sum: 0.034000 It 26,Best ac:0.001182 1.000000 fi:0.122972. Ave ac:0.002755,0.004447 Initialization: 6.093000 Memcpy Classifiers: 0.461000 Memcpy Instances: 9.408000 Kernel 1: 0.024000 Kernel 2: 92.223000 Copyback: 0.017000 Sum: 0.030000 It 27,Best ac:0.001182 1.000000 fi:0.116617. Ave ac:0.003401,0.006054 Initialization: 6.165000 Memcpy Classifiers: 0.417000 Memcpy Instances: 11.916000 Kernel 1: 0.025000 Kernel 2: 90.639999 Copyback: 0.018000 Sum: 0.039000 It 28,Best ac:0.001182 1.000000 fi:0.116480. Ave ac:0.002919,0.004872 Initialization: 8.383000 Memcpy Classifiers: 0.647000 Memcpy Instances: 12.664000 Kernel 1: 0.025000 Kernel 2: 93.355003 Copyback: 0.018000 Sum: 0.035000 It 29,Best ac:0.000945 1.000000 fi:0.119491. Ave ac:0.002682,0.004722 Initialization: 7.282000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.630000 Kernel 1: 0.033000 Kernel 2: 91.353996 Copyback: 0.016000 Sum: 0.028000 It 30,Best ac:0.000945 1.000000 fi:0.116578. Ave ac:0.002292,0.003882 Initialization: 7.386000 Memcpy Classifiers: 0.719000 Memcpy Instances: 9.125000 Kernel 1: 0.025000 Kernel 2: 89.510002 Copyback: 0.017000 Sum: 0.044000 It 31,Best ac:0.001654 1.000000 fi:0.117450. Ave ac:0.002647,0.003928 Initialization: 7.656000 Memcpy Classifiers: 0.539000 Memcpy Instances: 9.208000 Kernel 1: 0.024000 Kernel 2: 90.015999 Copyback: 0.016000 Sum: 0.027000 It 32,Best ac:0.000946 1.000000 fi:0.119411. Ave ac:0.002130,0.003157 Initialization: 5.954000 Memcpy Classifiers: 0.378000 Memcpy Instances: 10.759000 Kernel 1: 0.024000 Kernel 2: 91.987999 Copyback: 0.017000 Sum: 0.030000 It 33,Best ac:0.000945 1.000000 fi:0.118613. Ave ac:0.002130,0.003723 Initialization: 27.302000 Memcpy Instances: 426.246002 Memcpy Classifiers: 0.075000 Kernel 1: 0.024000 Kernel 2: 522.726990 Copyback: 0.015000 Sum: 0.015000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 549.166992 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 534.223999 Copyback: 0.018000 Sum: 0.004000 Memcpy Classifiers: 0.075000 Kernel 1: 0.017000 Kernel 2: 516.075989 Copyback: 0.368000 Sum: 0.002000 Memcpy Classifiers: 0.074000 Kernel 1: 0.014000 Kernel 2: 522.387024 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.014000 Kernel 2: 530.294983 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.093000 Kernel 1: 0.017000 Kernel 2: 514.200989 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.093000 Kernel 1: 0.017000 Kernel 2: 510.678009 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.074000 Kernel 1: 0.013000 Kernel 2: 532.989990 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.014000 Kernel 2: 528.607971 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.093000 Kernel 1: 0.018000 Kernel 2: 526.309021 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.050000 Kernel 1: 0.012000 Kernel 2: 232.716003 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.001333 0.687805 fi:0.441878. Ave ac:0.002331,0.009065 Best acc 0.001333 0.687805 Initialization: 5.995000 Memcpy Classifiers: 0.683000 Memcpy Instances: 8.517000 Kernel 1: 0.026000 Kernel 2: 101.228996 Copyback: 0.017000 Sum: 0.044000 Initial population average accuracy1:0.004396 accuracy2:0.237418 Initialization: 6.039000 Memcpy Classifiers: 0.558000 Memcpy Instances: 8.504000 Kernel 1: 0.025000 Kernel 2: 103.496002 Copyback: 0.017000 Sum: 0.055000 It 0,Best ac:0.000945 0.666667 fi:0.433279. Ave ac:0.005472,0.009891 Initialization: 6.141000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.547000 Kernel 1: 0.024000 Kernel 2: 102.232002 Copyback: 0.017000 Sum: 0.033000 It 1,Best ac:0.000709 1.000000 fi:0.215539. Ave ac:0.006283,0.011448 Initialization: 6.055000 Memcpy Classifiers: 0.505000 Memcpy Instances: 10.605000 Kernel 1: 0.024000 Kernel 2: 99.174004 Copyback: 0.017000 Sum: 0.036000 It 2,Best ac:0.000709 1.000000 fi:0.214780. Ave ac:0.004814,0.007492 Initialization: 6.021000 Memcpy Classifiers: 0.471000 Memcpy Instances: 8.516000 Kernel 1: 0.023000 Kernel 2: 99.737000 Copyback: 0.018000 Sum: 0.031000 It 3,Best ac:0.000945 1.000000 fi:0.099946. Ave ac:0.005186,0.008760 Initialization: 6.031000 Memcpy Classifiers: 0.465000 Memcpy Instances: 8.511000 Kernel 1: 0.025000 Kernel 2: 100.864998 Copyback: 0.017000 Sum: 0.029000 It 4,Best ac:0.001891 0.888889 fi:0.210669. Ave ac:0.004287,0.006771 Initialization: 6.046000 Memcpy Classifiers: 0.450000 Memcpy Instances: 9.540000 Kernel 1: 0.034000 Kernel 2: 100.803001 Copyback: 0.017000 Sum: 0.028000 It 5,Best ac:0.000945 1.000000 fi:0.099946. Ave ac:0.005199,0.009590 Initialization: 6.087000 Memcpy Classifiers: 0.451000 Memcpy Instances: 10.975000 Kernel 1: 0.024000 Kernel 2: 100.182999 Copyback: 0.017000 Sum: 0.034000 It 6,Best ac:0.001891 1.000000 fi:0.099558. Ave ac:0.004909,0.007507 Initialization: 6.867000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.535000 Kernel 1: 0.024000 Kernel 2: 94.847000 Copyback: 0.016000 Sum: 0.033000 It 7,Best ac:0.001655 1.000000 fi:0.099654. Ave ac:0.005237,0.008733 Initialization: 6.056000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.506000 Kernel 1: 0.024000 Kernel 2: 92.386002 Copyback: 0.017000 Sum: 0.031000 It 8,Best ac:0.001655 1.000000 fi:0.099654. Ave ac:0.003013,0.005985 Initialization: 7.172000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.529000 Kernel 1: 0.025000 Kernel 2: 91.845001 Copyback: 0.017000 Sum: 0.029000 It 9,Best ac:0.002600 1.000000 fi:0.099266. Ave ac:0.004047,0.009260 Iteration 10:MDL fitness activated Error 0.099266 TL 0.030260 MDL Theory Length Weight: 1.0934758550 (1) Initialization: 6.700000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.495000 Kernel 1: 0.025000 Kernel 2: 95.031998 Copyback: 0.369000 Sum: 0.030000 It 10,Best ac:0.001418 1.000000 fi:0.135242. Ave ac:0.002987,0.005898 Initialization: 6.018000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.539000 Kernel 1: 0.024000 Kernel 2: 93.429001 Copyback: 0.017000 Sum: 0.031000 It 11,Best ac:0.000945 1.000000 fi:0.129150. Ave ac:0.003576,0.005463 Initialization: 5.996000 Memcpy Classifiers: 0.441000 Memcpy Instances: 8.519000 Kernel 1: 0.024000 Kernel 2: 93.350998 Copyback: 0.016000 Sum: 0.035000 It 12,Best ac:0.002128 1.000000 fi:0.127046. Ave ac:0.003456,0.006462 Initialization: 6.794000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.507000 Kernel 1: 0.024000 Kernel 2: 92.358002 Copyback: 0.017000 Sum: 0.028000 It 13,Best ac:0.001182 1.000000 fi:0.129466. Ave ac:0.003445,0.006082 Initialization: 7.539000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.522000 Kernel 1: 0.025000 Kernel 2: 90.137001 Copyback: 0.017000 Sum: 0.033000 It 14,Best ac:0.001418 1.000000 fi:0.128317. Ave ac:0.003480,0.005894 Initialization: 6.131000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.531000 Kernel 1: 0.024000 Kernel 2: 89.015999 Copyback: 0.017000 Sum: 0.032000 It 15,Best ac:0.000945 1.000000 fi:0.124289. Ave ac:0.003810,0.006247 Initialization: 6.009000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.529000 Kernel 1: 0.024000 Kernel 2: 90.240997 Copyback: 0.017000 Sum: 0.030000 It 16,Best ac:0.000945 1.000000 fi:0.127814. Ave ac:0.002979,0.005292 Initialization: 7.791000 Memcpy Classifiers: 0.744000 Memcpy Instances: 12.617000 Kernel 1: 0.024000 Kernel 2: 90.266998 Copyback: 0.017000 Sum: 0.027000 It 17,Best ac:0.001654 1.000000 fi:0.123339. Ave ac:0.003281,0.007560 Initialization: 6.050000 Memcpy Classifiers: 0.360000 Memcpy Instances: 8.541000 Kernel 1: 0.024000 Kernel 2: 87.094002 Copyback: 0.017000 Sum: 0.035000 It 18,Best ac:0.000945 1.000000 fi:0.122908. Ave ac:0.003194,0.011114 Initialization: 5.998000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.549000 Kernel 1: 0.025000 Kernel 2: 88.986000 Copyback: 0.017000 Sum: 0.031000 It 19,Best ac:0.001181 1.000000 fi:0.120319. Ave ac:0.003491,0.006548 Initialization: 6.009000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.497000 Kernel 1: 0.025000 Kernel 2: 87.966003 Copyback: 0.017000 Sum: 0.031000 It 20,Best ac:0.000945 1.000000 fi:0.127833. Ave ac:0.003597,0.005087 Initialization: 6.554000 Memcpy Classifiers: 0.692000 Memcpy Instances: 11.177000 Kernel 1: 0.024000 Kernel 2: 85.754997 Copyback: 0.017000 Sum: 0.031000 It 21,Best ac:0.000945 1.000000 fi:0.119248. Ave ac:0.003258,0.005769 Initialization: 6.011000 Memcpy Classifiers: 0.378000 Memcpy Instances: 8.502000 Kernel 1: 0.024000 Kernel 2: 83.941002 Copyback: 0.017000 Sum: 0.029000 It 22,Best ac:0.001655 1.000000 fi:0.118661. Ave ac:0.003513,0.005468 Initialization: 6.934000 Memcpy Classifiers: 0.451000 Memcpy Instances: 11.462000 Kernel 1: 0.024000 Kernel 2: 82.389000 Copyback: 0.016000 Sum: 0.027000 It 23,Best ac:0.001890 1.000000 fi:0.129264. Ave ac:0.002795,0.004499 Initialization: 6.026000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.524000 Kernel 1: 0.024000 Kernel 2: 82.916000 Copyback: 0.017000 Sum: 0.029000 It 24,Best ac:0.001891 1.000000 fi:0.124021. Ave ac:0.002636,0.004397 Initialization: 7.985000 Memcpy Classifiers: 0.361000 Memcpy Instances: 12.813000 Kernel 1: 0.025000 Kernel 2: 81.198997 Copyback: 0.017000 Sum: 0.026000 It 25,Best ac:0.000945 1.000000 fi:0.120576. Ave ac:0.003218,0.006666 Initialization: 7.773000 Memcpy Classifiers: 0.551000 Memcpy Instances: 10.948000 Kernel 1: 0.025000 Kernel 2: 81.889999 Copyback: 0.017000 Sum: 0.028000 It 26,Best ac:0.000945 1.000000 fi:0.120416. Ave ac:0.002758,0.004360 Initialization: 6.006000 Memcpy Classifiers: 0.380000 Memcpy Instances: 11.901000 Kernel 1: 0.037000 Kernel 2: 81.217003 Copyback: 0.016000 Sum: 0.028000 It 27,Best ac:0.000945 1.000000 fi:0.125919. Ave ac:0.003091,0.005917 Initialization: 5.991000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.617000 Kernel 1: 0.024000 Kernel 2: 79.447998 Copyback: 0.017000 Sum: 0.030000 It 28,Best ac:0.000945 1.000000 fi:0.123630. Ave ac:0.002584,0.005168 Initialization: 5.978000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.524000 Kernel 1: 0.025000 Kernel 2: 80.599998 Copyback: 0.017000 Sum: 0.027000 It 29,Best ac:0.001182 1.000000 fi:0.122891. Ave ac:0.002529,0.004804 Initialization: 7.628000 Memcpy Classifiers: 0.615000 Memcpy Instances: 9.079000 Kernel 1: 0.025000 Kernel 2: 80.983002 Copyback: 0.018000 Sum: 0.037000 It 30,Best ac:0.000945 1.000000 fi:0.120416. Ave ac:0.003201,0.007332 Initialization: 6.070000 Memcpy Classifiers: 0.396000 Memcpy Instances: 10.948000 Kernel 1: 0.034000 Kernel 2: 81.000000 Copyback: 0.018000 Sum: 0.036000 It 31,Best ac:0.001181 1.000000 fi:0.125568. Ave ac:0.003014,0.005221 MDL Theory Length Weight: 0.9841282695 (10) Initialization: 6.067000 Memcpy Classifiers: 0.379000 Memcpy Instances: 11.120000 Kernel 1: 0.024000 Kernel 2: 82.473999 Copyback: 0.017000 Sum: 0.027000 It 32,Best ac:0.002836 1.000000 fi:0.119505. Ave ac:0.002571,0.003461 Initialization: 5.994000 Memcpy Classifiers: 0.390000 Memcpy Instances: 8.565000 Kernel 1: 0.025000 Kernel 2: 82.537003 Copyback: 0.018000 Sum: 0.030000 It 33,Best ac:0.000945 1.000000 fi:0.120336. Ave ac:0.002605,0.005557 Initialization: 28.423000 Memcpy Instances: 432.433014 Memcpy Classifiers: 0.072000 Kernel 1: 0.029000 Kernel 2: 477.459015 Copyback: 0.016000 Sum: 0.014000 Memcpy Classifiers: 0.092000 Kernel 1: 0.020000 Kernel 2: 491.195007 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.012000 Kernel 2: 474.765991 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.012000 Kernel 2: 489.636993 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.012000 Kernel 2: 474.596985 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 492.338013 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 467.561005 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 472.638000 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.072000 Kernel 1: 0.013000 Kernel 2: 484.695007 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.012000 Kernel 2: 478.157013 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.012000 Kernel 2: 471.485992 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.012000 Kernel 2: 212.710999 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.001168 0.737313 fi:0.385917. Ave ac:0.002260,0.008047 Best acc 0.001168 0.737313 Rule:Att PSSM_-4_8 is [0.434740,7.496348]|Att PSSM_-4_17 is [<6.807078]|Att PSSM_-3_5 is [-5.262430,4.304734]|Att PSSM_-1_10 is [-0.970518,6.157485]|Att PSSM_-1_12 is [-4.228368,6.251011]|Att PSSM_-1_18 is [<6.849362]|Att PSSM_0_6 is [<3.880690]|Att PSSM_0_12 is [<-3.189709]|Att PSSM_2_13 is [>-1.419037]|Att PSSM_2_15 is [<-1.712623]|1 Accuracy : 0.761987 0 1 159723 4357 51490 19068 Removed 335 instances. 211213 Instances left. Acc of rule 0.001168-0.737313 Initialization: 7.763000 Memcpy Classifiers: 0.835000 Memcpy Instances: 11.615000 Kernel 1: 0.028000 Kernel 2: 108.514000 Copyback: 0.018000 Sum: 0.053000 Initial population average accuracy1:0.005366 accuracy2:0.218232 Initialization: 8.079000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.585000 Kernel 1: 0.025000 Kernel 2: 124.459000 Copyback: 0.017000 Sum: 0.056000 It 0,Best ac:0.000710 1.000000 fi:0.211731. Ave ac:0.006984,0.012453 Initialization: 6.883000 Memcpy Classifiers: 0.911000 Memcpy Instances: 11.792000 Kernel 1: 0.026000 Kernel 2: 123.906998 Copyback: 0.017000 Sum: 0.031000 It 1,Best ac:0.000947 1.000000 fi:0.099944. Ave ac:0.006128,0.009961 Initialization: 7.168000 Memcpy Classifiers: 0.614000 Memcpy Instances: 8.839000 Kernel 1: 0.024000 Kernel 2: 108.052002 Copyback: 0.020000 Sum: 0.040000 It 2,Best ac:0.000710 1.000000 fi:0.211731. Ave ac:0.005996,0.010718 Initialization: 7.089000 Memcpy Classifiers: 0.468000 Memcpy Instances: 11.717000 Kernel 1: 0.025000 Kernel 2: 108.929001 Copyback: 0.017000 Sum: 0.036000 It 3,Best ac:0.000710 1.000000 fi:0.211731. Ave ac:0.005991,0.009481 Initialization: 7.236000 Memcpy Classifiers: 0.665000 Memcpy Instances: 9.651000 Kernel 1: 0.024000 Kernel 2: 123.730003 Copyback: 0.017000 Sum: 0.032000 It 4,Best ac:0.000947 1.000000 fi:0.099944. Ave ac:0.004631,0.006599 Initialization: 6.069000 Memcpy Classifiers: 0.569000 Memcpy Instances: 8.484000 Kernel 1: 0.024000 Kernel 2: 105.676003 Copyback: 0.017000 Sum: 0.031000 It 5,Best ac:0.001183 1.000000 fi:0.099847. Ave ac:0.004644,0.006629 Initialization: 6.760000 Memcpy Classifiers: 0.558000 Memcpy Instances: 9.303000 Kernel 1: 0.023000 Kernel 2: 119.378998 Copyback: 0.018000 Sum: 0.031000 It 6,Best ac:0.000710 1.000000 fi:0.211731. Ave ac:0.004228,0.006739 Initialization: 6.392000 Memcpy Classifiers: 0.563000 Memcpy Instances: 9.321000 Kernel 1: 0.024000 Kernel 2: 119.287003 Copyback: 0.019000 Sum: 0.044000 It 7,Best ac:0.001657 1.000000 fi:0.099651. Ave ac:0.005015,0.007982 Initialization: 6.879000 Memcpy Classifiers: 0.480000 Memcpy Instances: 9.553000 Kernel 1: 0.033000 Kernel 2: 101.750000 Copyback: 0.018000 Sum: 0.042000 It 8,Best ac:0.001183 1.000000 fi:0.099847. Ave ac:0.005238,0.007566 Initialization: 8.101000 Memcpy Classifiers: 0.850000 Memcpy Instances: 11.675000 Kernel 1: 0.025000 Kernel 2: 100.377998 Copyback: 0.017000 Sum: 0.035000 It 9,Best ac:0.001658 1.000000 fi:0.099651. Ave ac:0.004468,0.006729 Iteration 10:MDL fitness activated Error 0.099651 TL 0.028148 MDL Theory Length Weight: 1.1800739080 (3) Initialization: 6.070000 Memcpy Classifiers: 0.468000 Memcpy Instances: 11.710000 Kernel 1: 0.024000 Kernel 2: 113.040001 Copyback: 0.017000 Sum: 0.031000 It 10,Best ac:0.000947 1.000000 fi:0.137040. Ave ac:0.003961,0.007076 Initialization: 8.379000 Memcpy Classifiers: 0.470000 Memcpy Instances: 11.448000 Kernel 1: 0.024000 Kernel 2: 113.345001 Copyback: 0.017000 Sum: 0.037000 It 11,Best ac:0.001420 1.000000 fi:0.138025. Ave ac:0.004181,0.007982 Initialization: 6.206000 Memcpy Classifiers: 0.600000 Memcpy Instances: 11.709000 Kernel 1: 0.023000 Kernel 2: 93.990997 Copyback: 0.017000 Sum: 0.037000 It 12,Best ac:0.000947 1.000000 fi:0.132342. Ave ac:0.003511,0.005250 Initialization: 6.182000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.488000 Kernel 1: 0.025000 Kernel 2: 94.295998 Copyback: 0.017000 Sum: 0.031000 It 13,Best ac:0.000947 1.000000 fi:0.140426. Ave ac:0.003391,0.006237 Initialization: 6.892000 Memcpy Classifiers: 0.400000 Memcpy Instances: 10.434000 Kernel 1: 0.023000 Kernel 2: 94.140999 Copyback: 0.017000 Sum: 0.036000 It 14,Best ac:0.000947 1.000000 fi:0.139638. Ave ac:0.004049,0.006481 Initialization: 6.017000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.501000 Kernel 1: 0.025000 Kernel 2: 92.616997 Copyback: 0.017000 Sum: 0.028000 It 15,Best ac:0.000947 1.000000 fi:0.140140. Ave ac:0.003846,0.007028 Initialization: 6.033000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.513000 Kernel 1: 0.024000 Kernel 2: 94.175003 Copyback: 0.018000 Sum: 0.031000 It 16,Best ac:0.000947 1.000000 fi:0.140048. Ave ac:0.003717,0.005419 Initialization: 7.527000 Memcpy Classifiers: 0.680000 Memcpy Instances: 10.661000 Kernel 1: 0.024000 Kernel 2: 107.320000 Copyback: 0.018000 Sum: 0.039000 It 17,Best ac:0.002131 1.000000 fi:0.138484. Ave ac:0.003848,0.007152 Initialization: 6.108000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.536000 Kernel 1: 0.024000 Kernel 2: 107.467003 Copyback: 0.017000 Sum: 0.031000 It 18,Best ac:0.001184 1.000000 fi:0.136943. Ave ac:0.003515,0.005543 Initialization: 6.149000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.717000 Kernel 1: 0.024000 Kernel 2: 105.204002 Copyback: 0.017000 Sum: 0.033000 It 19,Best ac:0.001420 1.000000 fi:0.135902. Ave ac:0.003851,0.007211 Initialization: 6.012000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.530000 Kernel 1: 0.024000 Kernel 2: 106.274002 Copyback: 0.017000 Sum: 0.027000 It 20,Best ac:0.000947 1.000000 fi:0.128554. Ave ac:0.003067,0.007778 Initialization: 6.034000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.506000 Kernel 1: 0.024000 Kernel 2: 91.871002 Copyback: 0.017000 Sum: 0.028000 It 21,Best ac:0.001421 1.000000 fi:0.126310. Ave ac:0.003217,0.007026 Initialization: 6.010000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.495000 Kernel 1: 0.024000 Kernel 2: 90.640999 Copyback: 0.017000 Sum: 0.028000 It 22,Best ac:0.000947 1.000000 fi:0.120986. Ave ac:0.002018,0.003228 Initialization: 6.055000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.479000 Kernel 1: 0.025000 Kernel 2: 90.776001 Copyback: 0.017000 Sum: 0.028000 It 23,Best ac:0.001421 1.000000 fi:0.134746. Ave ac:0.002898,0.005715 Initialization: 6.147000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.510000 Kernel 1: 0.024000 Kernel 2: 107.482002 Copyback: 0.017000 Sum: 0.033000 It 24,Best ac:0.001894 1.000000 fi:0.132078. Ave ac:0.003179,0.004836 Initialization: 7.948000 Memcpy Classifiers: 0.578000 Memcpy Instances: 10.905000 Kernel 1: 0.025000 Kernel 2: 104.734001 Copyback: 0.017000 Sum: 0.028000 It 25,Best ac:0.000947 1.000000 fi:0.132814. Ave ac:0.003081,0.004635 Initialization: 6.055000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.484000 Kernel 1: 0.026000 Kernel 2: 103.983002 Copyback: 0.017000 Sum: 0.034000 It 26,Best ac:0.000947 1.000000 fi:0.130497. Ave ac:0.003187,0.004317 Initialization: 6.093000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.632000 Kernel 1: 0.024000 Kernel 2: 88.167999 Copyback: 0.017000 Sum: 0.033000 It 27,Best ac:0.002130 1.000000 fi:0.126213. Ave ac:0.003378,0.004371 Initialization: 6.363000 Memcpy Classifiers: 0.380000 Memcpy Instances: 12.738000 Kernel 1: 0.025000 Kernel 2: 104.277000 Copyback: 0.017000 Sum: 0.034000 It 28,Best ac:0.000947 1.000000 fi:0.128360. Ave ac:0.003070,0.004289 Initialization: 6.060000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.493000 Kernel 1: 0.025000 Kernel 2: 88.808998 Copyback: 0.017000 Sum: 0.028000 It 29,Best ac:0.001420 1.000000 fi:0.128558. Ave ac:0.002997,0.005648 Initialization: 6.044000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.517000 Kernel 1: 0.025000 Kernel 2: 89.287003 Copyback: 0.017000 Sum: 0.026000 It 30,Best ac:0.002130 1.000000 fi:0.128022. Ave ac:0.002782,0.005644 Initialization: 6.041000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.541000 Kernel 1: 0.024000 Kernel 2: 107.151001 Copyback: 0.017000 Sum: 0.031000 It 31,Best ac:0.001420 1.000000 fi:0.128355. Ave ac:0.003214,0.003834 MDL Theory Length Weight: 1.0620665172 (10) Initialization: 6.036000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.503000 Kernel 1: 0.025000 Kernel 2: 89.028999 Copyback: 0.017000 Sum: 0.030000 It 32,Best ac:0.001183 1.000000 fi:0.125146. Ave ac:0.002845,0.004758 Initialization: 6.852000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.505000 Kernel 1: 0.025000 Kernel 2: 89.014000 Copyback: 0.017000 Sum: 0.028000 It 33,Best ac:0.001657 1.000000 fi:0.129927. Ave ac:0.002197,0.003384 Initialization: 24.641001 Memcpy Instances: 431.089996 Memcpy Classifiers: 0.073000 Kernel 1: 0.027000 Kernel 2: 517.039001 Copyback: 0.015000 Sum: 0.014000 Memcpy Classifiers: 0.063000 Kernel 1: 0.015000 Kernel 2: 514.857971 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.013000 Kernel 2: 520.052002 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 518.632996 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.087000 Kernel 1: 0.018000 Kernel 2: 514.320007 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.069000 Kernel 1: 0.016000 Kernel 2: 525.098999 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.069000 Kernel 1: 0.014000 Kernel 2: 519.810974 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.101000 Kernel 1: 0.013000 Kernel 2: 507.277008 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.014000 Kernel 2: 512.023010 Copyback: 0.368000 Sum: 0.001000 Memcpy Classifiers: 0.069000 Kernel 1: 0.014000 Kernel 2: 520.810974 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.069000 Kernel 1: 0.013000 Kernel 2: 520.731018 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.054000 Kernel 1: 0.013000 Kernel 2: 223.602997 Copyback: 0.016000 Sum: 0.001000 It 34,Best ac:0.000862 0.752066 fi:0.378189. Ave ac:0.002029,0.006787 Best acc 0.000862 0.752066 Initialization: 6.049000 Memcpy Classifiers: 0.531000 Memcpy Instances: 8.514000 Kernel 1: 0.026000 Kernel 2: 120.817001 Copyback: 0.016000 Sum: 0.043000 Initial population average accuracy1:0.005655 accuracy2:0.238926 Initialization: 6.032000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.501000 Kernel 1: 0.025000 Kernel 2: 122.981003 Copyback: 0.018000 Sum: 0.056000 It 0,Best ac:0.000710 1.000000 fi:0.211731. Ave ac:0.005800,0.012001 Initialization: 5.959000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.518000 Kernel 1: 0.025000 Kernel 2: 120.462997 Copyback: 0.017000 Sum: 0.033000 It 1,Best ac:0.001184 1.000000 fi:0.099847. Ave ac:0.006103,0.011066 Initialization: 6.675000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.494000 Kernel 1: 0.024000 Kernel 2: 101.962997 Copyback: 0.017000 Sum: 0.031000 It 2,Best ac:0.001184 1.000000 fi:0.099846. Ave ac:0.004513,0.007695 Initialization: 6.108000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.493000 Kernel 1: 0.025000 Kernel 2: 99.625000 Copyback: 0.017000 Sum: 0.032000 It 3,Best ac:0.000947 1.000000 fi:0.099944. Ave ac:0.004792,0.008291 Initialization: 6.036000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.507000 Kernel 1: 0.025000 Kernel 2: 115.039001 Copyback: 0.017000 Sum: 0.032000 It 4,Best ac:0.001894 1.000000 fi:0.099554. Ave ac:0.005552,0.009473 Initialization: 8.375000 Memcpy Classifiers: 0.434000 Memcpy Instances: 12.394000 Kernel 1: 0.024000 Kernel 2: 116.641998 Copyback: 0.020000 Sum: 0.051000 It 5,Best ac:0.001420 1.000000 fi:0.099749. Ave ac:0.003562,0.005631 Initialization: 6.461000 Memcpy Classifiers: 0.434000 Memcpy Instances: 12.668000 Kernel 1: 0.029000 Kernel 2: 113.792000 Copyback: 0.017000 Sum: 0.032000 It 6,Best ac:0.001657 1.000000 fi:0.099652. Ave ac:0.004654,0.007192 Initialization: 6.650000 Memcpy Classifiers: 0.451000 Memcpy Instances: 10.463000 Kernel 1: 0.024000 Kernel 2: 97.081001 Copyback: 0.018000 Sum: 0.030000 It 7,Best ac:0.001183 1.000000 fi:0.099847. Ave ac:0.003749,0.006138 Initialization: 6.540000 Memcpy Classifiers: 0.434000 Memcpy Instances: 10.575000 Kernel 1: 0.034000 Kernel 2: 114.829002 Copyback: 0.018000 Sum: 0.038000 It 8,Best ac:0.003078 1.000000 fi:0.099067. Ave ac:0.004011,0.006288 Initialization: 6.500000 Memcpy Classifiers: 0.469000 Memcpy Instances: 11.754000 Kernel 1: 0.026000 Kernel 2: 97.503998 Copyback: 0.018000 Sum: 0.031000 It 9,Best ac:0.001421 1.000000 fi:0.099749. Ave ac:0.003243,0.005169 Iteration 10:MDL fitness activated Error 0.099749 TL 0.034540 MDL Theory Length Weight: 0.9626509728 (2) Initialization: 7.707000 Memcpy Classifiers: 0.489000 Memcpy Instances: 8.699000 Kernel 1: 0.023000 Kernel 2: 98.683998 Copyback: 0.017000 Sum: 0.033000 It 10,Best ac:0.000947 1.000000 fi:0.134718. Ave ac:0.003519,0.005913 Initialization: 5.993000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.557000 Kernel 1: 0.024000 Kernel 2: 98.906998 Copyback: 0.017000 Sum: 0.031000 It 11,Best ac:0.000947 1.000000 fi:0.133814. Ave ac:0.003498,0.006840 Initialization: 6.061000 Memcpy Classifiers: 0.433000 Memcpy Instances: 13.385000 Kernel 1: 0.027000 Kernel 2: 100.720001 Copyback: 0.017000 Sum: 0.031000 It 12,Best ac:0.000947 1.000000 fi:0.125367. Ave ac:0.003149,0.010903 Initialization: 6.120000 Memcpy Classifiers: 0.450000 Memcpy Instances: 11.135000 Kernel 1: 0.024000 Kernel 2: 98.227997 Copyback: 0.018000 Sum: 0.039000 It 13,Best ac:0.001183 1.000000 fi:0.125744. Ave ac:0.002534,0.003168 Initialization: 6.857000 Memcpy Classifiers: 0.488000 Memcpy Instances: 10.682000 Kernel 1: 0.025000 Kernel 2: 113.235001 Copyback: 0.017000 Sum: 0.034000 It 14,Best ac:0.000947 1.000000 fi:0.128372. Ave ac:0.003352,0.005864 Initialization: 6.038000 Memcpy Classifiers: 0.451000 Memcpy Instances: 10.596000 Kernel 1: 0.025000 Kernel 2: 98.913002 Copyback: 0.017000 Sum: 0.031000 It 15,Best ac:0.001183 1.000000 fi:0.131229. Ave ac:0.003516,0.006023 Initialization: 7.175000 Memcpy Classifiers: 0.643000 Memcpy Instances: 10.237000 Kernel 1: 0.025000 Kernel 2: 113.528999 Copyback: 0.017000 Sum: 0.027000 It 16,Best ac:0.001184 1.000000 fi:0.132562. Ave ac:0.002393,0.003301 Initialization: 8.124000 Memcpy Classifiers: 0.807000 Memcpy Instances: 14.520000 Kernel 1: 0.027000 Kernel 2: 98.905998 Copyback: 0.017000 Sum: 0.032000 It 17,Best ac:0.001893 1.000000 fi:0.132804. Ave ac:0.002696,0.004003 Initialization: 6.081000 Memcpy Classifiers: 0.502000 Memcpy Instances: 12.437000 Kernel 1: 0.024000 Kernel 2: 99.214996 Copyback: 0.017000 Sum: 0.033000 It 18,Best ac:0.001657 1.000000 fi:0.132618. Ave ac:0.002088,0.003162 Initialization: 6.040000 Memcpy Classifiers: 0.456000 Memcpy Instances: 10.143000 Kernel 1: 0.024000 Kernel 2: 116.100998 Copyback: 0.017000 Sum: 0.032000 It 19,Best ac:0.000947 1.000000 fi:0.125841. Ave ac:0.002795,0.004249 Initialization: 6.489000 Memcpy Classifiers: 0.433000 Memcpy Instances: 10.516000 Kernel 1: 0.025000 Kernel 2: 97.690002 Copyback: 0.017000 Sum: 0.029000 It 20,Best ac:0.000947 1.000000 fi:0.140082. Ave ac:0.002548,0.003761 Initialization: 6.006000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.481000 Kernel 1: 0.025000 Kernel 2: 114.601997 Copyback: 0.018000 Sum: 0.039000 It 21,Best ac:0.001420 1.000000 fi:0.130116. Ave ac:0.002769,0.004672 MDL Theory Length Weight: 0.8663858755 (10) Initialization: 6.504000 Memcpy Classifiers: 0.806000 Memcpy Instances: 10.108000 Kernel 1: 0.025000 Kernel 2: 109.346001 Copyback: 0.017000 Sum: 0.030000 It 22,Best ac:0.000947 1.000000 fi:0.120740. Ave ac:0.002421,0.004117 Initialization: 6.048000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.481000 Kernel 1: 0.025000 Kernel 2: 114.064003 Copyback: 0.019000 Sum: 0.040000 It 23,Best ac:0.000947 1.000000 fi:0.122825. Ave ac:0.002914,0.005908 Initialization: 7.614000 Memcpy Classifiers: 0.774000 Memcpy Instances: 12.440000 Kernel 1: 0.026000 Kernel 2: 97.459999 Copyback: 0.017000 Sum: 0.033000 It 24,Best ac:0.001183 1.000000 fi:0.125799. Ave ac:0.002986,0.005394 Initialization: 6.744000 Memcpy Classifiers: 0.807000 Memcpy Instances: 10.163000 Kernel 1: 0.025000 Kernel 2: 94.652000 Copyback: 0.017000 Sum: 0.028000 It 25,Best ac:0.001184 1.000000 fi:0.131826. Ave ac:0.002485,0.003353 Initialization: 6.653000 Memcpy Classifiers: 0.487000 Memcpy Instances: 10.826000 Kernel 1: 0.032000 Kernel 2: 95.214996 Copyback: 0.017000 Sum: 0.033000 It 26,Best ac:0.001893 1.000000 fi:0.125563. Ave ac:0.002686,0.003031 Initialization: 7.227000 Memcpy Classifiers: 0.712000 Memcpy Instances: 12.614000 Kernel 1: 0.024000 Kernel 2: 95.241997 Copyback: 0.017000 Sum: 0.028000 It 27,Best ac:0.001658 1.000000 fi:0.126773. Ave ac:0.002579,0.003366 Initialization: 6.048000 Memcpy Classifiers: 0.434000 Memcpy Instances: 11.394000 Kernel 1: 0.024000 Kernel 2: 111.362000 Copyback: 0.369000 Sum: 0.043000 It 28,Best ac:0.000947 1.000000 fi:0.124027. Ave ac:0.002453,0.003589 Initialization: 6.046000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.538000 Kernel 1: 0.025000 Kernel 2: 109.417999 Copyback: 0.017000 Sum: 0.037000 It 29,Best ac:0.000947 1.000000 fi:0.121314. Ave ac:0.002978,0.003507 Initialization: 6.282000 Memcpy Classifiers: 0.404000 Memcpy Instances: 8.517000 Kernel 1: 0.024000 Kernel 2: 93.503998 Copyback: 0.017000 Sum: 0.039000 It 30,Best ac:0.001183 1.000000 fi:0.123627. Ave ac:0.002842,0.003970 Initialization: 6.045000 Memcpy Classifiers: 0.399000 Memcpy Instances: 11.729000 Kernel 1: 0.024000 Kernel 2: 93.265999 Copyback: 0.017000 Sum: 0.034000 It 31,Best ac:0.001183 1.000000 fi:0.124688. Ave ac:0.002293,0.003039 MDL Theory Length Weight: 0.7797472880 (20) Initialization: 6.422000 Memcpy Classifiers: 0.397000 Memcpy Instances: 12.725000 Kernel 1: 0.025000 Kernel 2: 108.430000 Copyback: 0.017000 Sum: 0.028000 It 32,Best ac:0.000947 1.000000 fi:0.127473. Ave ac:0.002116,0.003469 Initialization: 6.090000 Memcpy Classifiers: 0.379000 Memcpy Instances: 11.332000 Kernel 1: 0.023000 Kernel 2: 93.772003 Copyback: 0.019000 Sum: 0.054000 It 33,Best ac:0.001183 1.000000 fi:0.120823. Ave ac:0.001944,0.002645 Initialization: 29.587000 Memcpy Instances: 477.122986 Memcpy Classifiers: 0.076000 Kernel 1: 0.028000 Kernel 2: 532.950989 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.074000 Kernel 1: 0.014000 Kernel 2: 535.302002 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.012000 Kernel 2: 538.226013 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.073000 Kernel 1: 0.014000 Kernel 2: 529.473999 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 536.114014 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 541.177979 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.012000 Kernel 2: 533.690002 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 538.244019 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.074000 Kernel 1: 0.013000 Kernel 2: 525.518982 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.074000 Kernel 1: 0.014000 Kernel 2: 552.543030 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.014000 Kernel 2: 528.419983 Copyback: 0.368000 Sum: 0.001000 Memcpy Classifiers: 0.056000 Kernel 1: 0.018000 Kernel 2: 231.490997 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.001406 0.755725 fi:0.370732. Ave ac:0.002395,0.008313 Best acc 0.001406 0.755725 Rule:Att PSSM_-4_18 is [-5.983094,7.586403]|Att PSSM_-3_7 is [-6.504817,-1.495183]|Att PSSM_-3_19 is [<6.421543]|Att PSSM_-2_7 is [<-0.632799]|Att PSSM_-2_12 is [-5.225530,-0.774470]|Att PSSM_-1_3 is [-5.307553,-3.835430]|Att PSSM_0_2 is [-6.848405,-3.221801]|Att PSSM_0_15 is [<3.317150]|Att PSSM_1_15 is [<0.507145]|Att PSSM_2_12 is [<1.060591]|Att PSSM_4_7 is [<-1.602823]|1 Accuracy : 0.762843 0 1 159627 4453 51193 19365 Removed 393 instances. 210820 Instances left. Acc of rule 0.001406-0.755725 Initialization: 6.076000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.478000 Kernel 1: 0.026000 Kernel 2: 103.754997 Copyback: 0.018000 Sum: 0.041000 Initial population average accuracy1:0.005916 accuracy2:0.234214 Initialization: 6.015000 Memcpy Classifiers: 0.559000 Memcpy Instances: 8.517000 Kernel 1: 0.023000 Kernel 2: 101.186996 Copyback: 0.017000 Sum: 0.044000 It 0,Best ac:0.000712 1.000000 fi:0.206337. Ave ac:0.006288,0.012278 Initialization: 6.021000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.477000 Kernel 1: 0.025000 Kernel 2: 101.769997 Copyback: 0.017000 Sum: 0.036000 It 1,Best ac:0.000712 1.000000 fi:0.207112. Ave ac:0.006039,0.010736 Initialization: 5.982000 Memcpy Classifiers: 0.476000 Memcpy Instances: 8.483000 Kernel 1: 0.024000 Kernel 2: 103.498001 Copyback: 0.017000 Sum: 0.030000 It 2,Best ac:0.000949 1.000000 fi:0.099942. Ave ac:0.005070,0.008253 Initialization: 6.015000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.508000 Kernel 1: 0.025000 Kernel 2: 102.112000 Copyback: 0.017000 Sum: 0.030000 It 3,Best ac:0.000712 1.000000 fi:0.207112. Ave ac:0.003937,0.005679 Initialization: 5.991000 Memcpy Classifiers: 0.521000 Memcpy Instances: 8.472000 Kernel 1: 0.024000 Kernel 2: 101.035004 Copyback: 0.016000 Sum: 0.032000 It 4,Best ac:0.001898 1.000000 fi:0.099550. Ave ac:0.003966,0.008443 Initialization: 6.030000 Memcpy Classifiers: 0.487000 Memcpy Instances: 10.021000 Kernel 1: 0.024000 Kernel 2: 102.684998 Copyback: 0.017000 Sum: 0.028000 It 5,Best ac:0.000949 1.000000 fi:0.099942. Ave ac:0.004091,0.006584 Initialization: 7.916000 Memcpy Classifiers: 0.707000 Memcpy Instances: 10.776000 Kernel 1: 0.024000 Kernel 2: 101.441002 Copyback: 0.017000 Sum: 0.027000 It 6,Best ac:0.003083 1.000000 fi:0.099060. Ave ac:0.003900,0.007582 Initialization: 6.852000 Memcpy Classifiers: 0.543000 Memcpy Instances: 10.946000 Kernel 1: 0.025000 Kernel 2: 100.300003 Copyback: 0.018000 Sum: 0.044000 It 7,Best ac:0.002372 1.000000 fi:0.099354. Ave ac:0.002981,0.005251 Initialization: 5.976000 Memcpy Classifiers: 0.504000 Memcpy Instances: 8.482000 Kernel 1: 0.025000 Kernel 2: 100.179001 Copyback: 0.019000 Sum: 0.032000 It 8,Best ac:0.001423 1.000000 fi:0.099746. Ave ac:0.002848,0.004541 Initialization: 5.989000 Memcpy Classifiers: 0.506000 Memcpy Instances: 8.499000 Kernel 1: 0.024000 Kernel 2: 98.415001 Copyback: 0.017000 Sum: 0.031000 It 9,Best ac:0.001186 1.000000 fi:0.099843. Ave ac:0.002779,0.004887 Iteration 10:MDL fitness activated Error 0.099843 TL 0.034785 MDL Theory Length Weight: 0.9567633978 (4) Initialization: 5.908000 Memcpy Classifiers: 0.504000 Memcpy Instances: 8.495000 Kernel 1: 0.025000 Kernel 2: 100.622002 Copyback: 0.017000 Sum: 0.031000 It 10,Best ac:0.000949 1.000000 fi:0.130934. Ave ac:0.002936,0.004725 Initialization: 7.746000 Memcpy Classifiers: 0.509000 Memcpy Instances: 13.744000 Kernel 1: 0.028000 Kernel 2: 100.157997 Copyback: 0.017000 Sum: 0.028000 It 11,Best ac:0.000949 1.000000 fi:0.138447. Ave ac:0.003049,0.005861 Initialization: 6.429000 Memcpy Classifiers: 0.469000 Memcpy Instances: 9.069000 Kernel 1: 0.023000 Kernel 2: 99.790001 Copyback: 0.017000 Sum: 0.037000 It 12,Best ac:0.000949 1.000000 fi:0.139554. Ave ac:0.002741,0.003387 Initialization: 6.794000 Memcpy Classifiers: 0.489000 Memcpy Instances: 10.258000 Kernel 1: 0.024000 Kernel 2: 97.178001 Copyback: 0.017000 Sum: 0.040000 It 13,Best ac:0.002135 1.000000 fi:0.136117. Ave ac:0.002415,0.004138 Initialization: 5.982000 Memcpy Classifiers: 0.469000 Memcpy Instances: 11.687000 Kernel 1: 0.025000 Kernel 2: 98.412003 Copyback: 0.017000 Sum: 0.030000 It 14,Best ac:0.000949 1.000000 fi:0.131797. Ave ac:0.002197,0.002960 Initialization: 7.021000 Memcpy Classifiers: 0.967000 Memcpy Instances: 12.492000 Kernel 1: 0.024000 Kernel 2: 99.634003 Copyback: 0.017000 Sum: 0.029000 It 15,Best ac:0.001423 1.000000 fi:0.126789. Ave ac:0.002273,0.003659 Initialization: 5.985000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.483000 Kernel 1: 0.024000 Kernel 2: 100.403999 Copyback: 0.017000 Sum: 0.037000 It 16,Best ac:0.000949 1.000000 fi:0.126149. Ave ac:0.002492,0.003235 Initialization: 5.959000 Memcpy Classifiers: 0.468000 Memcpy Instances: 11.868000 Kernel 1: 0.027000 Kernel 2: 97.734001 Copyback: 0.017000 Sum: 0.032000 It 17,Best ac:0.001423 1.000000 fi:0.124584. Ave ac:0.002604,0.003726 Initialization: 6.796000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.490000 Kernel 1: 0.024000 Kernel 2: 98.444000 Copyback: 0.017000 Sum: 0.029000 It 18,Best ac:0.001186 1.000000 fi:0.131193. Ave ac:0.002422,0.003253 Initialization: 8.598000 Memcpy Classifiers: 0.475000 Memcpy Instances: 8.518000 Kernel 1: 0.024000 Kernel 2: 101.629997 Copyback: 0.018000 Sum: 0.035000 It 19,Best ac:0.003557 1.000000 fi:0.126752. Ave ac:0.002872,0.005163 Initialization: 6.107000 Memcpy Classifiers: 0.445000 Memcpy Instances: 8.472000 Kernel 1: 0.024000 Kernel 2: 100.386002 Copyback: 0.017000 Sum: 0.034000 It 20,Best ac:0.001423 1.000000 fi:0.130571. Ave ac:0.002953,0.004572 Initialization: 5.987000 Memcpy Classifiers: 0.475000 Memcpy Instances: 8.494000 Kernel 1: 0.024000 Kernel 2: 97.073997 Copyback: 0.017000 Sum: 0.034000 It 21,Best ac:0.001186 1.000000 fi:0.131591. Ave ac:0.002618,0.003754 Initialization: 5.984000 Memcpy Classifiers: 0.517000 Memcpy Instances: 8.627000 Kernel 1: 0.022000 Kernel 2: 95.012001 Copyback: 0.017000 Sum: 0.029000 It 22,Best ac:0.001186 1.000000 fi:0.131541. Ave ac:0.002673,0.003961 Initialization: 6.014000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.490000 Kernel 1: 0.024000 Kernel 2: 95.642998 Copyback: 0.017000 Sum: 0.032000 It 23,Best ac:0.001423 1.000000 fi:0.124584. Ave ac:0.002533,0.003039 Initialization: 6.014000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.469000 Kernel 1: 0.024000 Kernel 2: 93.162003 Copyback: 0.016000 Sum: 0.032000 It 24,Best ac:0.000949 1.000000 fi:0.134840. Ave ac:0.002551,0.003385 Initialization: 6.039000 Memcpy Classifiers: 0.434000 Memcpy Instances: 11.924000 Kernel 1: 0.024000 Kernel 2: 96.528000 Copyback: 0.018000 Sum: 0.042000 It 25,Best ac:0.001186 1.000000 fi:0.129681. Ave ac:0.002329,0.003555 Initialization: 5.967000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.487000 Kernel 1: 0.025000 Kernel 2: 94.335999 Copyback: 0.017000 Sum: 0.029000 It 26,Best ac:0.001897 1.000000 fi:0.127332. Ave ac:0.002512,0.003945 MDL Theory Length Weight: 0.8610870580 (10) Initialization: 8.261000 Memcpy Classifiers: 0.775000 Memcpy Instances: 12.793000 Kernel 1: 0.027000 Kernel 2: 89.984001 Copyback: 0.017000 Sum: 0.035000 It 27,Best ac:0.001897 1.000000 fi:0.124914. Ave ac:0.002442,0.003899 Initialization: 6.162000 Memcpy Classifiers: 0.461000 Memcpy Instances: 8.464000 Kernel 1: 0.024000 Kernel 2: 90.595001 Copyback: 0.017000 Sum: 0.031000 It 28,Best ac:0.001898 1.000000 fi:0.124290. Ave ac:0.002490,0.003949 Initialization: 5.923000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.501000 Kernel 1: 0.024000 Kernel 2: 87.374001 Copyback: 0.017000 Sum: 0.028000 It 29,Best ac:0.002372 1.000000 fi:0.123952. Ave ac:0.002641,0.003812 Initialization: 6.012000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.496000 Kernel 1: 0.025000 Kernel 2: 86.921997 Copyback: 0.021000 Sum: 0.040000 It 30,Best ac:0.000949 1.000000 fi:0.126194. Ave ac:0.002552,0.005150 Initialization: 6.143000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.474000 Kernel 1: 0.024000 Kernel 2: 86.735001 Copyback: 0.017000 Sum: 0.027000 It 31,Best ac:0.000949 1.000000 fi:0.121865. Ave ac:0.002796,0.003926 Initialization: 5.917000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.500000 Kernel 1: 0.025000 Kernel 2: 89.320999 Copyback: 0.017000 Sum: 0.032000 It 32,Best ac:0.001423 1.000000 fi:0.122737. Ave ac:0.002554,0.003675 Initialization: 6.001000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.472000 Kernel 1: 0.024000 Kernel 2: 87.855003 Copyback: 0.017000 Sum: 0.031000 It 33,Best ac:0.002609 1.000000 fi:0.120705. Ave ac:0.003135,0.005391 Initialization: 24.653000 Memcpy Instances: 422.842010 Memcpy Classifiers: 0.114000 Kernel 1: 0.033000 Kernel 2: 504.115997 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.073000 Kernel 1: 0.014000 Kernel 2: 511.411987 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.072000 Kernel 1: 0.015000 Kernel 2: 509.247009 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.072000 Kernel 1: 0.013000 Kernel 2: 514.997986 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.072000 Kernel 1: 0.012000 Kernel 2: 486.773987 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.072000 Kernel 1: 0.013000 Kernel 2: 492.260010 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.105000 Kernel 1: 0.021000 Kernel 2: 496.092987 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.072000 Kernel 1: 0.013000 Kernel 2: 512.203979 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.072000 Kernel 1: 0.012000 Kernel 2: 488.839996 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.072000 Kernel 1: 0.013000 Kernel 2: 509.661987 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.072000 Kernel 1: 0.012000 Kernel 2: 489.091003 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.056000 Kernel 1: 0.013000 Kernel 2: 229.020996 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.001565 0.714286 fi:0.406850. Ave ac:0.002185,0.007615 Best acc 0.001565 0.714286 Initialization: 6.298000 Memcpy Classifiers: 0.540000 Memcpy Instances: 11.788000 Kernel 1: 0.026000 Kernel 2: 103.379997 Copyback: 0.017000 Sum: 0.042000 Initial population average accuracy1:0.005323 accuracy2:0.230921 Initialization: 7.928000 Memcpy Classifiers: 0.524000 Memcpy Instances: 12.759000 Kernel 1: 0.026000 Kernel 2: 103.910004 Copyback: 0.017000 Sum: 0.051000 It 0,Best ac:0.000949 0.800000 fi:0.299941. Ave ac:0.006432,0.010747 Initialization: 6.723000 Memcpy Classifiers: 0.488000 Memcpy Instances: 11.685000 Kernel 1: 0.027000 Kernel 2: 104.730003 Copyback: 0.018000 Sum: 0.035000 It 1,Best ac:0.000711 1.000000 fi:0.207112. Ave ac:0.006807,0.012061 Initialization: 6.002000 Memcpy Classifiers: 0.541000 Memcpy Instances: 11.682000 Kernel 1: 0.024000 Kernel 2: 101.639000 Copyback: 0.017000 Sum: 0.028000 It 2,Best ac:0.001423 1.000000 fi:0.099746. Ave ac:0.005641,0.009823 Initialization: 6.000000 Memcpy Classifiers: 0.550000 Memcpy Instances: 8.511000 Kernel 1: 0.023000 Kernel 2: 99.141998 Copyback: 0.016000 Sum: 0.027000 It 3,Best ac:0.001186 0.833333 fi:0.266510. Ave ac:0.005097,0.009744 Initialization: 6.002000 Memcpy Classifiers: 0.467000 Memcpy Instances: 8.492000 Kernel 1: 0.024000 Kernel 2: 99.831001 Copyback: 0.017000 Sum: 0.031000 It 4,Best ac:0.000949 1.000000 fi:0.099942. Ave ac:0.004495,0.008072 Initialization: 6.024000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.504000 Kernel 1: 0.024000 Kernel 2: 99.450996 Copyback: 0.017000 Sum: 0.031000 It 5,Best ac:0.000712 1.000000 fi:0.206337. Ave ac:0.004086,0.007510 Initialization: 5.969000 Memcpy Classifiers: 0.504000 Memcpy Instances: 8.471000 Kernel 1: 0.024000 Kernel 2: 98.200996 Copyback: 0.017000 Sum: 0.026000 It 6,Best ac:0.001423 1.000000 fi:0.099746. Ave ac:0.003982,0.007929 Initialization: 5.983000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.467000 Kernel 1: 0.025000 Kernel 2: 100.779999 Copyback: 0.017000 Sum: 0.031000 It 7,Best ac:0.001423 0.857143 fi:0.242603. Ave ac:0.004011,0.007833 Initialization: 6.054000 Memcpy Classifiers: 0.539000 Memcpy Instances: 8.490000 Kernel 1: 0.025000 Kernel 2: 100.025002 Copyback: 0.018000 Sum: 0.033000 It 8,Best ac:0.000949 1.000000 fi:0.099942. Ave ac:0.003219,0.005432 Initialization: 5.956000 Memcpy Classifiers: 0.522000 Memcpy Instances: 8.496000 Kernel 1: 0.024000 Kernel 2: 101.695000 Copyback: 0.017000 Sum: 0.032000 It 9,Best ac:0.000949 1.000000 fi:0.099942. Ave ac:0.003615,0.006425 Iteration 10:MDL fitness activated Error 0.099942 TL 0.044118 MDL Theory Length Weight: 0.7551031963 (8) Initialization: 5.957000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.488000 Kernel 1: 0.025000 Kernel 2: 98.011002 Copyback: 0.016000 Sum: 0.030000 It 10,Best ac:0.001423 1.000000 fi:0.126650. Ave ac:0.002378,0.004027 Initialization: 5.974000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.497000 Kernel 1: 0.024000 Kernel 2: 96.146004 Copyback: 0.017000 Sum: 0.034000 It 11,Best ac:0.001186 1.000000 fi:0.119091. Ave ac:0.002285,0.003766 Initialization: 7.125000 Memcpy Classifiers: 0.673000 Memcpy Instances: 10.734000 Kernel 1: 0.025000 Kernel 2: 93.258003 Copyback: 0.017000 Sum: 0.037000 It 12,Best ac:0.001186 1.000000 fi:0.125002. Ave ac:0.002000,0.003364 Initialization: 6.799000 Memcpy Classifiers: 0.453000 Memcpy Instances: 12.084000 Kernel 1: 0.032000 Kernel 2: 95.720001 Copyback: 0.017000 Sum: 0.039000 It 13,Best ac:0.001186 1.000000 fi:0.128795. Ave ac:0.001916,0.002652 Initialization: 6.102000 Memcpy Classifiers: 0.469000 Memcpy Instances: 11.351000 Kernel 1: 0.033000 Kernel 2: 97.282997 Copyback: 0.017000 Sum: 0.044000 It 14,Best ac:0.001423 1.000000 fi:0.120203. Ave ac:0.002524,0.003774 Initialization: 8.953000 Memcpy Classifiers: 0.699000 Memcpy Instances: 11.536000 Kernel 1: 0.025000 Kernel 2: 93.988998 Copyback: 0.017000 Sum: 0.038000 It 15,Best ac:0.001186 1.000000 fi:0.131624. Ave ac:0.002407,0.004625 Initialization: 7.129000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.494000 Kernel 1: 0.024000 Kernel 2: 96.308998 Copyback: 0.017000 Sum: 0.032000 It 16,Best ac:0.001423 1.000000 fi:0.123168. Ave ac:0.002840,0.005430 Initialization: 6.916000 Memcpy Classifiers: 0.879000 Memcpy Instances: 12.525000 Kernel 1: 0.025000 Kernel 2: 96.751999 Copyback: 0.017000 Sum: 0.036000 It 17,Best ac:0.001186 1.000000 fi:0.123229. Ave ac:0.003311,0.006468 Initialization: 6.022000 Memcpy Classifiers: 0.463000 Memcpy Instances: 8.463000 Kernel 1: 0.025000 Kernel 2: 95.445000 Copyback: 0.017000 Sum: 0.033000 It 18,Best ac:0.001423 1.000000 fi:0.122653. Ave ac:0.002783,0.004118 Initialization: 6.004000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.536000 Kernel 1: 0.025000 Kernel 2: 97.487999 Copyback: 0.017000 Sum: 0.030000 It 19,Best ac:0.001186 1.000000 fi:0.120262. Ave ac:0.002810,0.005222 Initialization: 5.964000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.491000 Kernel 1: 0.024000 Kernel 2: 99.552002 Copyback: 0.017000 Sum: 0.029000 It 20,Best ac:0.001186 1.000000 fi:0.125414. Ave ac:0.003269,0.005178 MDL Theory Length Weight: 0.6795928767 (10) Initialization: 5.978000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.502000 Kernel 1: 0.025000 Kernel 2: 96.359001 Copyback: 0.017000 Sum: 0.032000 It 21,Best ac:0.000949 1.000000 fi:0.119953. Ave ac:0.003363,0.005151 Initialization: 6.118000 Memcpy Classifiers: 0.524000 Memcpy Instances: 8.465000 Kernel 1: 0.025000 Kernel 2: 95.775002 Copyback: 0.017000 Sum: 0.028000 It 22,Best ac:0.001660 1.000000 fi:0.120799. Ave ac:0.002888,0.006089 Initialization: 6.005000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.488000 Kernel 1: 0.024000 Kernel 2: 98.155998 Copyback: 0.017000 Sum: 0.029000 It 23,Best ac:0.000949 1.000000 fi:0.125744. Ave ac:0.003520,0.005164 Initialization: 6.965000 Memcpy Classifiers: 0.473000 Memcpy Instances: 12.676000 Kernel 1: 0.026000 Kernel 2: 98.341003 Copyback: 0.018000 Sum: 0.034000 It 24,Best ac:0.000949 1.000000 fi:0.118090. Ave ac:0.003079,0.004704 Initialization: 8.020000 Memcpy Classifiers: 0.531000 Memcpy Instances: 12.724000 Kernel 1: 0.023000 Kernel 2: 97.625000 Copyback: 0.017000 Sum: 0.028000 It 25,Best ac:0.000949 1.000000 fi:0.124085. Ave ac:0.002305,0.003690 Initialization: 6.032000 Memcpy Classifiers: 0.468000 Memcpy Instances: 9.931000 Kernel 1: 0.033000 Kernel 2: 95.963997 Copyback: 0.017000 Sum: 0.036000 It 26,Best ac:0.001186 1.000000 fi:0.122364. Ave ac:0.002242,0.003177 Initialization: 8.166000 Memcpy Classifiers: 0.595000 Memcpy Instances: 8.880000 Kernel 1: 0.025000 Kernel 2: 97.587997 Copyback: 0.017000 Sum: 0.031000 It 27,Best ac:0.001423 1.000000 fi:0.116110. Ave ac:0.003518,0.004683 Initialization: 8.407000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.475000 Kernel 1: 0.025000 Kernel 2: 96.894997 Copyback: 0.017000 Sum: 0.035000 It 28,Best ac:0.001186 1.000000 fi:0.113317. Ave ac:0.002285,0.003979 Initialization: 6.073000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.486000 Kernel 1: 0.024000 Kernel 2: 95.097000 Copyback: 0.017000 Sum: 0.031000 It 29,Best ac:0.001186 1.000000 fi:0.120891. Ave ac:0.003009,0.004996 Initialization: 5.965000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.886000 Kernel 1: 0.024000 Kernel 2: 97.265999 Copyback: 0.017000 Sum: 0.033000 It 30,Best ac:0.001423 1.000000 fi:0.115482. Ave ac:0.002490,0.004521 Initialization: 6.008000 Memcpy Classifiers: 0.412000 Memcpy Instances: 12.727000 Kernel 1: 0.025000 Kernel 2: 95.305000 Copyback: 0.017000 Sum: 0.031000 It 31,Best ac:0.000949 1.000000 fi:0.123719. Ave ac:0.002566,0.005403 Initialization: 6.077000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.480000 Kernel 1: 0.023000 Kernel 2: 96.508003 Copyback: 0.018000 Sum: 0.042000 It 32,Best ac:0.001186 1.000000 fi:0.118354. Ave ac:0.003114,0.006970 Initialization: 5.993000 Memcpy Classifiers: 0.415000 Memcpy Instances: 10.614000 Kernel 1: 0.023000 Kernel 2: 94.261002 Copyback: 0.017000 Sum: 0.028000 It 33,Best ac:0.001897 1.000000 fi:0.113499. Ave ac:0.002219,0.003298 Initialization: 24.646999 Memcpy Instances: 523.976990 Memcpy Classifiers: 0.075000 Kernel 1: 0.026000 Kernel 2: 535.752014 Copyback: 0.016000 Sum: 0.020000 Memcpy Classifiers: 0.111000 Kernel 1: 0.023000 Kernel 2: 534.044006 Copyback: 0.367000 Sum: 0.002000 Memcpy Classifiers: 0.073000 Kernel 1: 0.015000 Kernel 2: 505.578003 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 545.348022 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.108000 Kernel 1: 0.022000 Kernel 2: 549.820007 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 552.510010 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.093000 Kernel 1: 0.016000 Kernel 2: 526.323975 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.074000 Kernel 1: 0.015000 Kernel 2: 540.057983 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.014000 Kernel 2: 529.875000 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 530.932983 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.108000 Kernel 1: 0.023000 Kernel 2: 529.189026 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.049000 Kernel 1: 0.014000 Kernel 2: 228.149994 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.000930 0.673540 fi:0.447562. Ave ac:0.002431,0.008503 Best acc 0.000930 0.673540 Rule:Att PSSM_-3_6 is [-5.343177,-0.656823]|Att PSSM_-3_12 is [>-4.594410]|Att PSSM_-2_12 is [<-2.372386]|Att PSSM_-1_12 is [<0.357910]|Att PSSM_0_4 is [<-5.864890]|Att PSSM_0_12 is [-6.343497,-2.442696]|Att PSSM_2_15 is [-6.523172,-1.476827]|Att PSSM_3_4 is [<6.013648]|1 Accuracy : 0.763687 0 1 159495 4585 50863 19695 Removed 462 instances. 210358 Instances left. Acc of rule 0.001565-0.714286 Initialization: 6.199000 Memcpy Classifiers: 0.594000 Memcpy Instances: 8.456000 Kernel 1: 0.027000 Kernel 2: 103.364998 Copyback: 0.017000 Sum: 0.039000 Initial population average accuracy1:0.005081 accuracy2:0.243807 Initialization: 5.965000 Memcpy Classifiers: 0.534000 Memcpy Instances: 8.826000 Kernel 1: 0.024000 Kernel 2: 102.314003 Copyback: 0.016000 Sum: 0.045000 It 0,Best ac:0.002852 0.800000 fi:0.299150. Ave ac:0.006183,0.010803 Initialization: 6.008000 Memcpy Classifiers: 0.505000 Memcpy Instances: 12.419000 Kernel 1: 0.027000 Kernel 2: 100.017998 Copyback: 0.017000 Sum: 0.030000 It 1,Best ac:0.000951 1.000000 fi:0.099939. Ave ac:0.006193,0.011088 Initialization: 8.279000 Memcpy Classifiers: 0.487000 Memcpy Instances: 12.068000 Kernel 1: 0.024000 Kernel 2: 97.277000 Copyback: 0.018000 Sum: 0.036000 It 2,Best ac:0.000951 1.000000 fi:0.099939. Ave ac:0.006012,0.011920 Initialization: 6.681000 Memcpy Classifiers: 0.454000 Memcpy Instances: 12.286000 Kernel 1: 0.024000 Kernel 2: 96.774002 Copyback: 0.017000 Sum: 0.035000 It 3,Best ac:0.002376 0.909091 fi:0.190257. Ave ac:0.005474,0.010311 Initialization: 6.003000 Memcpy Classifiers: 0.486000 Memcpy Instances: 8.470000 Kernel 1: 0.025000 Kernel 2: 97.596001 Copyback: 0.018000 Sum: 0.041000 It 4,Best ac:0.001902 1.000000 fi:0.099544. Ave ac:0.004469,0.007273 Initialization: 6.000000 Memcpy Classifiers: 0.558000 Memcpy Instances: 8.447000 Kernel 1: 0.024000 Kernel 2: 95.056999 Copyback: 0.019000 Sum: 0.039000 It 5,Best ac:0.000951 1.000000 fi:0.099939. Ave ac:0.003579,0.007134 Initialization: 5.970000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.462000 Kernel 1: 0.024000 Kernel 2: 95.003998 Copyback: 0.017000 Sum: 0.035000 It 6,Best ac:0.000951 1.000000 fi:0.099939. Ave ac:0.003497,0.005210 Initialization: 6.120000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.496000 Kernel 1: 0.024000 Kernel 2: 96.089996 Copyback: 0.017000 Sum: 0.031000 It 7,Best ac:0.001188 1.000000 fi:0.099840. Ave ac:0.003502,0.004344 Initialization: 6.049000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.456000 Kernel 1: 0.025000 Kernel 2: 96.422997 Copyback: 0.017000 Sum: 0.028000 It 8,Best ac:0.001426 1.000000 fi:0.099742. Ave ac:0.004093,0.008312 Initialization: 6.031000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.459000 Kernel 1: 0.025000 Kernel 2: 96.811996 Copyback: 0.017000 Sum: 0.030000 It 9,Best ac:0.001189 1.000000 fi:0.099840. Ave ac:0.003241,0.005102 Iteration 10:MDL fitness activated Error 0.099840 TL 0.043237 MDL Theory Length Weight: 0.7697206867 (6) Initialization: 5.962000 Memcpy Classifiers: 0.467000 Memcpy Instances: 8.495000 Kernel 1: 0.025000 Kernel 2: 97.651001 Copyback: 0.017000 Sum: 0.034000 It 10,Best ac:0.000951 1.000000 fi:0.124628. Ave ac:0.002935,0.003937 Initialization: 6.044000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.469000 Kernel 1: 0.025000 Kernel 2: 98.703003 Copyback: 0.016000 Sum: 0.034000 It 11,Best ac:0.000951 1.000000 fi:0.117452. Ave ac:0.002676,0.003521 Initialization: 6.039000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.450000 Kernel 1: 0.025000 Kernel 2: 95.177002 Copyback: 0.017000 Sum: 0.034000 It 12,Best ac:0.001188 1.000000 fi:0.124529. Ave ac:0.003374,0.004419 Initialization: 5.982000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.465000 Kernel 1: 0.025000 Kernel 2: 97.917999 Copyback: 0.017000 Sum: 0.030000 It 13,Best ac:0.001426 1.000000 fi:0.121440. Ave ac:0.002822,0.003910 Initialization: 5.946000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.468000 Kernel 1: 0.024000 Kernel 2: 98.272003 Copyback: 0.017000 Sum: 0.029000 It 14,Best ac:0.000951 1.000000 fi:0.131759. Ave ac:0.001917,0.002969 Initialization: 6.026000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.450000 Kernel 1: 0.024000 Kernel 2: 96.716003 Copyback: 0.017000 Sum: 0.031000 It 15,Best ac:0.000951 1.000000 fi:0.130343. Ave ac:0.002911,0.005470 Initialization: 5.983000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.448000 Kernel 1: 0.024000 Kernel 2: 97.516998 Copyback: 0.017000 Sum: 0.030000 It 16,Best ac:0.001426 1.000000 fi:0.119275. Ave ac:0.002793,0.004576 Initialization: 6.012000 Memcpy Classifiers: 0.486000 Memcpy Instances: 8.480000 Kernel 1: 0.026000 Kernel 2: 97.513000 Copyback: 0.017000 Sum: 0.028000 It 17,Best ac:0.001188 1.000000 fi:0.112846. Ave ac:0.002715,0.004207 Initialization: 5.968000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.505000 Kernel 1: 0.024000 Kernel 2: 96.228996 Copyback: 0.017000 Sum: 0.031000 It 18,Best ac:0.001664 1.000000 fi:0.116088. Ave ac:0.002126,0.003907 Initialization: 6.021000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.499000 Kernel 1: 0.024000 Kernel 2: 99.574997 Copyback: 0.017000 Sum: 0.031000 It 19,Best ac:0.001426 1.000000 fi:0.127341. Ave ac:0.002530,0.005065 Initialization: 6.013000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.452000 Kernel 1: 0.025000 Kernel 2: 99.865997 Copyback: 0.016000 Sum: 0.032000 It 20,Best ac:0.000951 1.000000 fi:0.121791. Ave ac:0.002723,0.003579 Initialization: 7.616000 Memcpy Classifiers: 0.840000 Memcpy Instances: 9.373000 Kernel 1: 0.024000 Kernel 2: 99.036003 Copyback: 0.017000 Sum: 0.030000 It 21,Best ac:0.001188 1.000000 fi:0.118843. Ave ac:0.002062,0.003211 Initialization: 7.146000 Memcpy Classifiers: 0.666000 Memcpy Instances: 8.584000 Kernel 1: 0.033000 Kernel 2: 98.293999 Copyback: 0.017000 Sum: 0.035000 It 22,Best ac:0.000951 1.000000 fi:0.116144. Ave ac:0.002418,0.003288 Initialization: 6.248000 Memcpy Classifiers: 0.433000 Memcpy Instances: 11.093000 Kernel 1: 0.033000 Kernel 2: 98.185997 Copyback: 0.020000 Sum: 0.033000 It 23,Best ac:0.000951 1.000000 fi:0.121849. Ave ac:0.002330,0.003668 Initialization: 7.048000 Memcpy Classifiers: 0.434000 Memcpy Instances: 11.841000 Kernel 1: 0.026000 Kernel 2: 97.444000 Copyback: 0.017000 Sum: 0.031000 It 24,Best ac:0.002139 1.000000 fi:0.128065. Ave ac:0.002063,0.002560 Initialization: 7.025000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.522000 Kernel 1: 0.021000 Kernel 2: 98.193001 Copyback: 0.018000 Sum: 0.042000 It 25,Best ac:0.001188 1.000000 fi:0.129352. Ave ac:0.002262,0.003544 Initialization: 6.524000 Memcpy Classifiers: 0.774000 Memcpy Instances: 12.480000 Kernel 1: 0.024000 Kernel 2: 96.031998 Copyback: 0.017000 Sum: 0.034000 It 26,Best ac:0.000951 1.000000 fi:0.118942. Ave ac:0.002169,0.003611 MDL Theory Length Weight: 0.6927486180 (10) Initialization: 6.713000 Memcpy Classifiers: 0.657000 Memcpy Instances: 11.060000 Kernel 1: 0.025000 Kernel 2: 93.213997 Copyback: 0.018000 Sum: 0.037000 It 27,Best ac:0.001188 1.000000 fi:0.115868. Ave ac:0.002489,0.005547 Initialization: 7.382000 Memcpy Classifiers: 0.639000 Memcpy Instances: 9.070000 Kernel 1: 0.024000 Kernel 2: 90.325996 Copyback: 0.017000 Sum: 0.033000 It 28,Best ac:0.001189 1.000000 fi:0.118879. Ave ac:0.002240,0.003255 Initialization: 7.512000 Memcpy Classifiers: 0.416000 Memcpy Instances: 10.615000 Kernel 1: 0.024000 Kernel 2: 90.623001 Copyback: 0.017000 Sum: 0.028000 It 29,Best ac:0.002139 1.000000 fi:0.120093. Ave ac:0.002407,0.003606 Initialization: 7.712000 Memcpy Classifiers: 0.744000 Memcpy Instances: 12.569000 Kernel 1: 0.024000 Kernel 2: 94.947998 Copyback: 0.017000 Sum: 0.030000 It 30,Best ac:0.001188 1.000000 fi:0.119079. Ave ac:0.002131,0.004708 Initialization: 5.963000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.482000 Kernel 1: 0.024000 Kernel 2: 92.414001 Copyback: 0.017000 Sum: 0.029000 It 31,Best ac:0.001188 1.000000 fi:0.120089. Ave ac:0.002429,0.003112 Initialization: 6.023000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.480000 Kernel 1: 0.023000 Kernel 2: 91.639000 Copyback: 0.017000 Sum: 0.033000 It 32,Best ac:0.000713 1.000000 fi:0.215833. Ave ac:0.001890,0.004326 Initialization: 5.973000 Memcpy Classifiers: 0.442000 Memcpy Instances: 8.465000 Kernel 1: 0.023000 Kernel 2: 91.221001 Copyback: 0.016000 Sum: 0.035000 It 33,Best ac:0.001189 1.000000 fi:0.117215. Ave ac:0.002917,0.004230 Initialization: 25.353001 Memcpy Instances: 516.698975 Memcpy Classifiers: 0.080000 Kernel 1: 0.024000 Kernel 2: 524.580017 Copyback: 0.018000 Sum: 0.017000 Memcpy Classifiers: 0.118000 Kernel 1: 0.025000 Kernel 2: 573.236023 Copyback: 0.367000 Sum: 0.001000 Memcpy Classifiers: 0.101000 Kernel 1: 0.017000 Kernel 2: 546.468018 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.077000 Kernel 1: 0.013000 Kernel 2: 550.249023 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.078000 Kernel 1: 0.013000 Kernel 2: 561.267029 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.077000 Kernel 1: 0.014000 Kernel 2: 539.008972 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.117000 Kernel 1: 0.022000 Kernel 2: 545.254028 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.078000 Kernel 1: 0.014000 Kernel 2: 540.989014 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.115000 Kernel 1: 0.022000 Kernel 2: 550.106018 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.115000 Kernel 1: 0.023000 Kernel 2: 527.187012 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.117000 Kernel 1: 0.023000 Kernel 2: 528.729004 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.051000 Kernel 1: 0.016000 Kernel 2: 158.671005 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.001179 0.723032 fi:0.397061. Ave ac:0.002388,0.008023 Best acc 0.001179 0.723032 Initialization: 5.965000 Memcpy Classifiers: 0.558000 Memcpy Instances: 8.472000 Kernel 1: 0.026000 Kernel 2: 103.128998 Copyback: 0.018000 Sum: 0.045000 Initial population average accuracy1:0.005122 accuracy2:0.229848 Initialization: 7.706000 Memcpy Classifiers: 0.726000 Memcpy Instances: 8.926000 Kernel 1: 0.023000 Kernel 2: 101.889999 Copyback: 0.018000 Sum: 0.043000 It 0,Best ac:0.001426 0.750000 fi:0.349742. Ave ac:0.005519,0.008772 Initialization: 7.329000 Memcpy Classifiers: 0.664000 Memcpy Instances: 9.998000 Kernel 1: 0.033000 Kernel 2: 101.819000 Copyback: 0.017000 Sum: 0.034000 It 1,Best ac:0.000951 0.800000 fi:0.299939. Ave ac:0.006259,0.010275 Initialization: 8.369000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.797000 Kernel 1: 0.024000 Kernel 2: 100.427002 Copyback: 0.017000 Sum: 0.031000 It 2,Best ac:0.001426 1.000000 fi:0.099742. Ave ac:0.005303,0.008207 Initialization: 6.003000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.539000 Kernel 1: 0.024000 Kernel 2: 99.362000 Copyback: 0.018000 Sum: 0.041000 It 3,Best ac:0.001664 0.875000 fi:0.224643. Ave ac:0.005219,0.010396 Initialization: 7.721000 Memcpy Classifiers: 0.816000 Memcpy Instances: 11.469000 Kernel 1: 0.033000 Kernel 2: 99.119003 Copyback: 0.372000 Sum: 0.038000 It 4,Best ac:0.001188 1.000000 fi:0.099841. Ave ac:0.005126,0.009128 Initialization: 7.622000 Memcpy Classifiers: 0.504000 Memcpy Instances: 8.497000 Kernel 1: 0.022000 Kernel 2: 96.167000 Copyback: 0.023000 Sum: 0.042000 It 5,Best ac:0.000713 1.000000 fi:0.202439. Ave ac:0.004657,0.008335 Initialization: 7.124000 Memcpy Classifiers: 0.522000 Memcpy Instances: 10.509000 Kernel 1: 0.024000 Kernel 2: 94.690002 Copyback: 0.017000 Sum: 0.038000 It 6,Best ac:0.001188 1.000000 fi:0.099841. Ave ac:0.004124,0.008618 Initialization: 8.008000 Memcpy Classifiers: 0.640000 Memcpy Instances: 11.684000 Kernel 1: 0.025000 Kernel 2: 94.753998 Copyback: 0.018000 Sum: 0.040000 It 7,Best ac:0.001426 1.000000 fi:0.099742. Ave ac:0.004743,0.009798 Initialization: 8.308000 Memcpy Classifiers: 0.807000 Memcpy Instances: 13.011000 Kernel 1: 0.033000 Kernel 2: 91.674004 Copyback: 0.019000 Sum: 0.045000 It 8,Best ac:0.001188 1.000000 fi:0.099840. Ave ac:0.004298,0.011172 Initialization: 6.029000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.454000 Kernel 1: 0.025000 Kernel 2: 91.492996 Copyback: 0.016000 Sum: 0.032000 It 9,Best ac:0.001902 1.000000 fi:0.099544. Ave ac:0.003038,0.006285 Iteration 10:MDL fitness activated Error 0.099544 TL 0.038488 MDL Theory Length Weight: 0.8621215320 (1) Initialization: 7.729000 Memcpy Classifiers: 0.646000 Memcpy Instances: 11.408000 Kernel 1: 0.026000 Kernel 2: 93.579002 Copyback: 0.017000 Sum: 0.029000 It 10,Best ac:0.001188 1.000000 fi:0.127390. Ave ac:0.003982,0.008346 Initialization: 5.996000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.451000 Kernel 1: 0.024000 Kernel 2: 95.027000 Copyback: 0.017000 Sum: 0.028000 It 11,Best ac:0.000951 1.000000 fi:0.124212. Ave ac:0.003864,0.013522 Initialization: 6.030000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.465000 Kernel 1: 0.025000 Kernel 2: 94.714996 Copyback: 0.017000 Sum: 0.029000 It 12,Best ac:0.000951 1.000000 fi:0.120499. Ave ac:0.003590,0.009904 Initialization: 5.935000 Memcpy Classifiers: 0.485000 Memcpy Instances: 8.495000 Kernel 1: 0.024000 Kernel 2: 93.556000 Copyback: 0.018000 Sum: 0.040000 It 13,Best ac:0.001664 1.000000 fi:0.106794. Ave ac:0.003631,0.008668 Initialization: 6.040000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.463000 Kernel 1: 0.025000 Kernel 2: 89.214996 Copyback: 0.018000 Sum: 0.045000 It 14,Best ac:0.001426 1.000000 fi:0.123412. Ave ac:0.004300,0.010760 Initialization: 5.948000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.464000 Kernel 1: 0.026000 Kernel 2: 89.300003 Copyback: 0.019000 Sum: 0.036000 It 15,Best ac:0.001188 1.000000 fi:0.120685. Ave ac:0.004608,0.013892 Initialization: 6.002000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.444000 Kernel 1: 0.025000 Kernel 2: 90.532997 Copyback: 0.017000 Sum: 0.036000 It 16,Best ac:0.000951 1.000000 fi:0.117576. Ave ac:0.003578,0.008345 Initialization: 7.181000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.484000 Kernel 1: 0.025000 Kernel 2: 87.321999 Copyback: 0.018000 Sum: 0.041000 It 17,Best ac:0.001188 1.000000 fi:0.127374. Ave ac:0.003631,0.010447 Initialization: 6.037000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.457000 Kernel 1: 0.024000 Kernel 2: 86.579002 Copyback: 0.019000 Sum: 0.040000 It 18,Best ac:0.000951 1.000000 fi:0.119108. Ave ac:0.003333,0.007462 Initialization: 7.785000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.487000 Kernel 1: 0.024000 Kernel 2: 83.398003 Copyback: 0.017000 Sum: 0.033000 It 19,Best ac:0.001426 1.000000 fi:0.120846. Ave ac:0.003730,0.007372 Initialization: 7.381000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.475000 Kernel 1: 0.024000 Kernel 2: 87.313004 Copyback: 0.019000 Sum: 0.036000 It 20,Best ac:0.000951 1.000000 fi:0.118693. Ave ac:0.003852,0.007822 Initialization: 6.040000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.447000 Kernel 1: 0.024000 Kernel 2: 80.944000 Copyback: 0.019000 Sum: 0.040000 It 21,Best ac:0.000951 1.000000 fi:0.118795. Ave ac:0.003567,0.008021 Initialization: 5.967000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.484000 Kernel 1: 0.024000 Kernel 2: 81.066002 Copyback: 0.017000 Sum: 0.029000 It 22,Best ac:0.001663 1.000000 fi:0.114731. Ave ac:0.003573,0.008298 MDL Theory Length Weight: 0.7759093788 (10) Initialization: 6.782000 Memcpy Classifiers: 0.744000 Memcpy Instances: 9.488000 Kernel 1: 0.024000 Kernel 2: 82.278999 Copyback: 0.017000 Sum: 0.028000 It 23,Best ac:0.000951 1.000000 fi:0.106375. Ave ac:0.002254,0.005160 Initialization: 6.061000 Memcpy Classifiers: 0.358000 Memcpy Instances: 11.621000 Kernel 1: 0.024000 Kernel 2: 80.781998 Copyback: 0.016000 Sum: 0.036000 It 24,Best ac:0.001188 1.000000 fi:0.112820. Ave ac:0.004016,0.009591 Initialization: 5.951000 Memcpy Classifiers: 0.372000 Memcpy Instances: 8.496000 Kernel 1: 0.024000 Kernel 2: 84.042000 Copyback: 0.017000 Sum: 0.030000 It 25,Best ac:0.001664 1.000000 fi:0.110842. Ave ac:0.004324,0.013528 Initialization: 5.991000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.462000 Kernel 1: 0.024000 Kernel 2: 82.565002 Copyback: 0.017000 Sum: 0.027000 It 26,Best ac:0.000951 1.000000 fi:0.117474. Ave ac:0.003757,0.006676 Initialization: 5.987000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.445000 Kernel 1: 0.025000 Kernel 2: 83.500000 Copyback: 0.016000 Sum: 0.027000 It 27,Best ac:0.001426 1.000000 fi:0.116077. Ave ac:0.003595,0.007222 Initialization: 5.971000 Memcpy Classifiers: 0.378000 Memcpy Instances: 8.470000 Kernel 1: 0.024000 Kernel 2: 87.162003 Copyback: 0.017000 Sum: 0.027000 It 28,Best ac:0.001902 1.000000 fi:0.114295. Ave ac:0.003895,0.008189 Initialization: 6.090000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.476000 Kernel 1: 0.025000 Kernel 2: 80.896004 Copyback: 0.016000 Sum: 0.028000 It 29,Best ac:0.000951 1.000000 fi:0.109051. Ave ac:0.003786,0.007689 Initialization: 6.091000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.458000 Kernel 1: 0.025000 Kernel 2: 82.132004 Copyback: 0.017000 Sum: 0.032000 It 30,Best ac:0.001664 1.000000 fi:0.114988. Ave ac:0.003921,0.009686 Initialization: 5.999000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.442000 Kernel 1: 0.025000 Kernel 2: 80.708000 Copyback: 0.017000 Sum: 0.025000 It 31,Best ac:0.000951 1.000000 fi:0.118940. Ave ac:0.004369,0.011128 Initialization: 6.005000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.443000 Kernel 1: 0.024000 Kernel 2: 81.619003 Copyback: 0.016000 Sum: 0.024000 It 32,Best ac:0.000951 1.000000 fi:0.116166. Ave ac:0.004437,0.012146 MDL Theory Length Weight: 0.6983184409 (20) Initialization: 6.014000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.445000 Kernel 1: 0.025000 Kernel 2: 83.447998 Copyback: 0.017000 Sum: 0.027000 It 33,Best ac:0.001188 1.000000 fi:0.116361. Ave ac:0.004600,0.012755 Initialization: 25.209000 Memcpy Instances: 433.710999 Memcpy Classifiers: 0.075000 Kernel 1: 0.032000 Kernel 2: 511.598999 Copyback: 0.014000 Sum: 0.016000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 533.414001 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.012000 Kernel 2: 512.780029 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.013000 Kernel 2: 511.821014 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.071000 Kernel 1: 0.013000 Kernel 2: 511.101990 Copyback: 0.018000 Sum: 0.004000 Memcpy Classifiers: 0.105000 Kernel 1: 0.024000 Kernel 2: 520.802002 Copyback: 0.366000 Sum: 0.003000 Memcpy Classifiers: 0.106000 Kernel 1: 0.023000 Kernel 2: 523.252991 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.103000 Kernel 1: 0.022000 Kernel 2: 522.245972 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.071000 Kernel 1: 0.012000 Kernel 2: 508.770996 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.104000 Kernel 1: 0.022000 Kernel 2: 524.921021 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.071000 Kernel 1: 0.015000 Kernel 2: 542.668030 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.047000 Kernel 1: 0.013000 Kernel 2: 142.559998 Copyback: 0.015000 Sum: 0.000000 It 34,Best ac:0.001193 0.687671 fi:0.427949. Ave ac:0.004547,0.020771 Best acc 0.001193 0.687671 Rule:Att PSSM_-3_1 is [-1.960022,4.338611]|Att PSSM_-3_5 is [<4.836405]|Att PSSM_-3_12 is [-6.986321,2.512683]|Att PSSM_-2_5 is [<4.947558]|Att PSSM_0_2 is [-6.980847,-4.153284]|Att PSSM_0_11 is [-4.358036,4.358036]|Att PSSM_1_15 is [<-2.787828]|Att PSSM_3_6 is [>-6.475548]|Att PSSM_3_16 is [<3.250093]|Att PSSM_4_5 is [-1.954068,4.074109]|Att PSSM_4_6 is [-5.409201,-0.627077]|1 Accuracy : 0.764339 0 1 159400 4680 50615 19943 Removed 343 instances. 210015 Instances left. Acc of rule 0.001179-0.723032 Initialization: 5.974000 Memcpy Classifiers: 0.540000 Memcpy Instances: 9.855000 Kernel 1: 0.036000 Kernel 2: 102.537003 Copyback: 0.018000 Sum: 0.055000 Initial population average accuracy1:0.005875 accuracy2:0.241988 Initialization: 6.776000 Memcpy Classifiers: 0.505000 Memcpy Instances: 10.888000 Kernel 1: 0.023000 Kernel 2: 104.455002 Copyback: 0.018000 Sum: 0.057000 It 0,Best ac:0.000952 1.000000 fi:0.099937. Ave ac:0.006217,0.010320 Initialization: 6.121000 Memcpy Classifiers: 0.560000 Memcpy Instances: 11.621000 Kernel 1: 0.024000 Kernel 2: 103.156998 Copyback: 0.018000 Sum: 0.038000 It 1,Best ac:0.002619 0.785714 fi:0.313529. Ave ac:0.005440,0.008971 Initialization: 7.939000 Memcpy Classifiers: 0.529000 Memcpy Instances: 8.477000 Kernel 1: 0.024000 Kernel 2: 104.568001 Copyback: 0.017000 Sum: 0.036000 It 2,Best ac:0.000952 0.800000 fi:0.299937. Ave ac:0.005419,0.009477 Initialization: 8.184000 Memcpy Classifiers: 0.506000 Memcpy Instances: 8.442000 Kernel 1: 0.025000 Kernel 2: 101.958000 Copyback: 0.018000 Sum: 0.036000 It 3,Best ac:0.001905 1.000000 fi:0.099541. Ave ac:0.005230,0.008995 Initialization: 8.069000 Memcpy Classifiers: 0.452000 Memcpy Instances: 10.046000 Kernel 1: 0.023000 Kernel 2: 101.350998 Copyback: 0.019000 Sum: 0.038000 It 4,Best ac:0.000714 1.000000 fi:0.197710. Ave ac:0.006012,0.009398 Initialization: 7.450000 Memcpy Classifiers: 0.507000 Memcpy Instances: 10.541000 Kernel 1: 0.023000 Kernel 2: 99.992996 Copyback: 0.017000 Sum: 0.033000 It 5,Best ac:0.001190 0.833333 fi:0.266505. Ave ac:0.005600,0.012479 Initialization: 6.007000 Memcpy Classifiers: 0.497000 Memcpy Instances: 11.347000 Kernel 1: 0.024000 Kernel 2: 102.521004 Copyback: 0.018000 Sum: 0.030000 It 6,Best ac:0.002856 1.000000 fi:0.099145. Ave ac:0.006030,0.011350 Initialization: 6.023000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.432000 Kernel 1: 0.025000 Kernel 2: 99.558998 Copyback: 0.017000 Sum: 0.032000 It 7,Best ac:0.001190 1.000000 fi:0.099838. Ave ac:0.004203,0.008126 Initialization: 6.004000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.513000 Kernel 1: 0.024000 Kernel 2: 98.331001 Copyback: 0.016000 Sum: 0.032000 It 8,Best ac:0.001667 1.000000 fi:0.099640. Ave ac:0.003927,0.006988 Initialization: 5.936000 Memcpy Classifiers: 0.439000 Memcpy Instances: 10.713000 Kernel 1: 0.034000 Kernel 2: 100.651001 Copyback: 0.017000 Sum: 0.031000 It 9,Best ac:0.001429 1.000000 fi:0.099739. Ave ac:0.003045,0.004736 Iteration 10:MDL fitness activated Error 0.099739 TL 0.041646 MDL Theory Length Weight: 0.7983001109 (4) Initialization: 7.495000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.648000 Kernel 1: 0.024000 Kernel 2: 102.140999 Copyback: 0.017000 Sum: 0.036000 It 10,Best ac:0.001428 1.000000 fi:0.119747. Ave ac:0.002989,0.004484 Initialization: 6.030000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.436000 Kernel 1: 0.025000 Kernel 2: 100.705002 Copyback: 0.366000 Sum: 0.046000 It 11,Best ac:0.000952 1.000000 fi:0.133414. Ave ac:0.002003,0.003142 Initialization: 6.035000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.447000 Kernel 1: 0.024000 Kernel 2: 100.375999 Copyback: 0.017000 Sum: 0.033000 It 12,Best ac:0.001905 1.000000 fi:0.124757. Ave ac:0.002669,0.004538 Initialization: 6.024000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.437000 Kernel 1: 0.025000 Kernel 2: 99.226997 Copyback: 0.017000 Sum: 0.031000 It 13,Best ac:0.000952 1.000000 fi:0.128239. Ave ac:0.002267,0.003814 Initialization: 6.024000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.478000 Kernel 1: 0.024000 Kernel 2: 97.084000 Copyback: 0.017000 Sum: 0.036000 It 14,Best ac:0.000952 1.000000 fi:0.128340. Ave ac:0.002120,0.004049 Initialization: 5.940000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.471000 Kernel 1: 0.025000 Kernel 2: 100.731003 Copyback: 0.016000 Sum: 0.031000 It 15,Best ac:0.000952 1.000000 fi:0.130044. Ave ac:0.001908,0.004019 Initialization: 5.969000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.450000 Kernel 1: 0.024000 Kernel 2: 99.621002 Copyback: 0.017000 Sum: 0.033000 It 16,Best ac:0.000952 1.000000 fi:0.127155. Ave ac:0.003347,0.007410 Initialization: 6.013000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.467000 Kernel 1: 0.024000 Kernel 2: 99.383003 Copyback: 0.017000 Sum: 0.035000 It 17,Best ac:0.001190 1.000000 fi:0.126429. Ave ac:0.002158,0.005055 Initialization: 5.962000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.453000 Kernel 1: 0.025000 Kernel 2: 98.973999 Copyback: 0.016000 Sum: 0.031000 It 18,Best ac:0.000952 1.000000 fi:0.125370. Ave ac:0.002088,0.002522 Initialization: 6.163000 Memcpy Classifiers: 0.434000 Memcpy Instances: 10.208000 Kernel 1: 0.025000 Kernel 2: 101.111000 Copyback: 0.018000 Sum: 0.039000 It 19,Best ac:0.001190 1.000000 fi:0.131245. Ave ac:0.001956,0.002502 MDL Theory Length Weight: 0.7184700998 (14) Initialization: 5.992000 Memcpy Classifiers: 0.467000 Memcpy Instances: 8.491000 Kernel 1: 0.025000 Kernel 2: 99.731003 Copyback: 0.017000 Sum: 0.036000 It 20,Best ac:0.001190 1.000000 fi:0.125116. Ave ac:0.002492,0.004270 Initialization: 5.988000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.442000 Kernel 1: 0.024000 Kernel 2: 99.873001 Copyback: 0.021000 Sum: 0.042000 It 21,Best ac:0.001429 1.000000 fi:0.125296. Ave ac:0.001522,0.002274 Initialization: 6.037000 Memcpy Classifiers: 0.488000 Memcpy Instances: 9.012000 Kernel 1: 0.023000 Kernel 2: 101.863998 Copyback: 0.017000 Sum: 0.030000 It 22,Best ac:0.000952 1.000000 fi:0.127146. Ave ac:0.001810,0.002196 Initialization: 7.294000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.473000 Kernel 1: 0.024000 Kernel 2: 101.625000 Copyback: 0.017000 Sum: 0.032000 It 23,Best ac:0.000952 1.000000 fi:0.132531. Ave ac:0.001869,0.002490 Initialization: 6.060000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.493000 Kernel 1: 0.024000 Kernel 2: 101.244003 Copyback: 0.017000 Sum: 0.033000 It 24,Best ac:0.001428 1.000000 fi:0.123988. Ave ac:0.002163,0.003481 Initialization: 7.432000 Memcpy Classifiers: 0.641000 Memcpy Instances: 10.268000 Kernel 1: 0.034000 Kernel 2: 102.750000 Copyback: 0.018000 Sum: 0.035000 It 25,Best ac:0.001190 1.000000 fi:0.127200. Ave ac:0.002243,0.003074 Initialization: 5.993000 Memcpy Classifiers: 0.468000 Memcpy Instances: 11.209000 Kernel 1: 0.024000 Kernel 2: 101.822998 Copyback: 0.017000 Sum: 0.033000 It 26,Best ac:0.001905 1.000000 fi:0.125235. Ave ac:0.002042,0.002792 Initialization: 7.535000 Memcpy Classifiers: 0.690000 Memcpy Instances: 10.310000 Kernel 1: 0.034000 Kernel 2: 102.232002 Copyback: 0.017000 Sum: 0.033000 It 27,Best ac:0.000952 1.000000 fi:0.125785. Ave ac:0.001790,0.002325 Initialization: 5.963000 Memcpy Classifiers: 0.486000 Memcpy Instances: 8.468000 Kernel 1: 0.024000 Kernel 2: 104.514000 Copyback: 0.017000 Sum: 0.032000 It 28,Best ac:0.002380 1.000000 fi:0.123274. Ave ac:0.002193,0.002855 Initialization: 5.971000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.442000 Kernel 1: 0.023000 Kernel 2: 101.942001 Copyback: 0.017000 Sum: 0.027000 It 29,Best ac:0.000952 1.000000 fi:0.123639. Ave ac:0.001624,0.002557 Initialization: 5.961000 Memcpy Classifiers: 0.490000 Memcpy Instances: 11.672000 Kernel 1: 0.027000 Kernel 2: 102.866997 Copyback: 0.017000 Sum: 0.034000 It 30,Best ac:0.002143 1.000000 fi:0.126469. Ave ac:0.001770,0.002719 Initialization: 7.514000 Memcpy Classifiers: 0.839000 Memcpy Instances: 12.522000 Kernel 1: 0.023000 Kernel 2: 103.079002 Copyback: 0.017000 Sum: 0.035000 It 31,Best ac:0.001667 1.000000 fi:0.122995. Ave ac:0.002183,0.004326 Initialization: 6.060000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.452000 Kernel 1: 0.024000 Kernel 2: 101.690002 Copyback: 0.017000 Sum: 0.032000 It 32,Best ac:0.001429 1.000000 fi:0.122150. Ave ac:0.001899,0.003374 Initialization: 6.020000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.457000 Kernel 1: 0.024000 Kernel 2: 100.424004 Copyback: 0.018000 Sum: 0.040000 It 33,Best ac:0.001190 1.000000 fi:0.117500. Ave ac:0.002552,0.003932 Initialization: 25.156000 Memcpy Instances: 415.806000 Memcpy Classifiers: 0.080000 Kernel 1: 0.029000 Kernel 2: 581.125000 Copyback: 0.015000 Sum: 0.015000 Memcpy Classifiers: 0.077000 Kernel 1: 0.013000 Kernel 2: 560.056030 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.078000 Kernel 1: 0.012000 Kernel 2: 556.008972 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.077000 Kernel 1: 0.013000 Kernel 2: 574.575989 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.077000 Kernel 1: 0.013000 Kernel 2: 576.760986 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.076000 Kernel 1: 0.013000 Kernel 2: 584.338013 Copyback: 0.369000 Sum: 0.002000 Memcpy Classifiers: 0.078000 Kernel 1: 0.012000 Kernel 2: 552.409973 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.077000 Kernel 1: 0.013000 Kernel 2: 545.505981 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.078000 Kernel 1: 0.013000 Kernel 2: 564.646973 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.076000 Kernel 1: 0.013000 Kernel 2: 551.648987 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.117000 Kernel 1: 0.024000 Kernel 2: 555.440979 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.048000 Kernel 1: 0.013000 Kernel 2: 168.283005 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.000876 0.669091 fi:0.457974. Ave ac:0.002269,0.008009 Best acc 0.000876 0.669091 Initialization: 6.743000 Memcpy Classifiers: 0.519000 Memcpy Instances: 11.530000 Kernel 1: 0.024000 Kernel 2: 103.335999 Copyback: 0.018000 Sum: 0.036000 Initial population average accuracy1:0.006753 accuracy2:0.236351 Initialization: 6.534000 Memcpy Classifiers: 0.504000 Memcpy Instances: 9.765000 Kernel 1: 0.035000 Kernel 2: 102.124001 Copyback: 0.017000 Sum: 0.031000 It 0,Best ac:0.002381 0.666667 fi:0.432676. Ave ac:0.007623,0.014806 Initialization: 6.372000 Memcpy Classifiers: 0.522000 Memcpy Instances: 12.353000 Kernel 1: 0.027000 Kernel 2: 100.278999 Copyback: 0.017000 Sum: 0.035000 It 1,Best ac:0.000952 1.000000 fi:0.099937. Ave ac:0.006903,0.014460 Initialization: 8.625000 Memcpy Classifiers: 0.522000 Memcpy Instances: 9.793000 Kernel 1: 0.023000 Kernel 2: 100.190002 Copyback: 0.018000 Sum: 0.033000 It 2,Best ac:0.000714 1.000000 fi:0.198502. Ave ac:0.006995,0.012408 Initialization: 6.014000 Memcpy Classifiers: 0.505000 Memcpy Instances: 11.728000 Kernel 1: 0.024000 Kernel 2: 100.848000 Copyback: 0.017000 Sum: 0.033000 It 3,Best ac:0.000952 1.000000 fi:0.099937. Ave ac:0.006715,0.011622 Initialization: 6.027000 Memcpy Classifiers: 0.506000 Memcpy Instances: 10.067000 Kernel 1: 0.024000 Kernel 2: 100.301003 Copyback: 0.017000 Sum: 0.028000 It 4,Best ac:0.001190 1.000000 fi:0.099838. Ave ac:0.005320,0.008355 Initialization: 5.982000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.828000 Kernel 1: 0.032000 Kernel 2: 99.582001 Copyback: 0.017000 Sum: 0.045000 It 5,Best ac:0.000952 1.000000 fi:0.099937. Ave ac:0.004053,0.006669 Initialization: 5.990000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.473000 Kernel 1: 0.024000 Kernel 2: 100.186996 Copyback: 0.017000 Sum: 0.029000 It 6,Best ac:0.000952 1.000000 fi:0.099937. Ave ac:0.004292,0.006408 Initialization: 5.987000 Memcpy Classifiers: 0.488000 Memcpy Instances: 12.728000 Kernel 1: 0.027000 Kernel 2: 97.512001 Copyback: 0.016000 Sum: 0.029000 It 7,Best ac:0.000714 1.000000 fi:0.197710. Ave ac:0.003218,0.004768 Initialization: 5.978000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.469000 Kernel 1: 0.023000 Kernel 2: 98.005997 Copyback: 0.017000 Sum: 0.031000 It 8,Best ac:0.001190 1.000000 fi:0.099838. Ave ac:0.003554,0.004306 Initialization: 7.898000 Memcpy Classifiers: 0.774000 Memcpy Instances: 12.536000 Kernel 1: 0.024000 Kernel 2: 99.060997 Copyback: 0.017000 Sum: 0.032000 It 9,Best ac:0.000952 1.000000 fi:0.099937. Ave ac:0.002627,0.003616 Iteration 10:MDL fitness activated Error 0.099937 TL 0.026522 MDL Theory Length Weight: 1.2560369631 (6) Initialization: 5.983000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.454000 Kernel 1: 0.023000 Kernel 2: 96.962997 Copyback: 0.016000 Sum: 0.030000 It 10,Best ac:0.001190 1.000000 fi:0.145818. Ave ac:0.002655,0.004044 Initialization: 5.981000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.420000 Kernel 1: 0.024000 Kernel 2: 97.002998 Copyback: 0.017000 Sum: 0.032000 It 11,Best ac:0.000952 1.000000 fi:0.147780. Ave ac:0.003045,0.004531 Initialization: 5.926000 Memcpy Classifiers: 0.480000 Memcpy Instances: 8.456000 Kernel 1: 0.024000 Kernel 2: 98.348000 Copyback: 0.017000 Sum: 0.029000 It 12,Best ac:0.001666 1.000000 fi:0.152502. Ave ac:0.003067,0.004860 Initialization: 5.946000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.454000 Kernel 1: 0.025000 Kernel 2: 97.499001 Copyback: 0.017000 Sum: 0.031000 It 13,Best ac:0.001190 1.000000 fi:0.144455. Ave ac:0.002682,0.003571 Initialization: 5.990000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.429000 Kernel 1: 0.024000 Kernel 2: 99.073997 Copyback: 0.017000 Sum: 0.032000 It 14,Best ac:0.000952 1.000000 fi:0.148981. Ave ac:0.002626,0.003802 Initialization: 6.057000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.141000 Kernel 1: 0.024000 Kernel 2: 101.512001 Copyback: 0.017000 Sum: 0.029000 It 15,Best ac:0.001429 1.000000 fi:0.134769. Ave ac:0.002486,0.003741 Initialization: 7.622000 Memcpy Classifiers: 0.434000 Memcpy Instances: 11.822000 Kernel 1: 0.033000 Kernel 2: 103.088997 Copyback: 0.018000 Sum: 0.038000 It 16,Best ac:0.000952 1.000000 fi:0.131500. Ave ac:0.002049,0.003289 Initialization: 5.968000 Memcpy Classifiers: 0.499000 Memcpy Instances: 10.818000 Kernel 1: 0.025000 Kernel 2: 100.529999 Copyback: 0.018000 Sum: 0.041000 It 17,Best ac:0.000952 1.000000 fi:0.145959. Ave ac:0.002520,0.003441 Initialization: 6.035000 Memcpy Classifiers: 0.450000 Memcpy Instances: 10.598000 Kernel 1: 0.024000 Kernel 2: 100.098000 Copyback: 0.370000 Sum: 0.034000 It 18,Best ac:0.000952 1.000000 fi:0.128967. Ave ac:0.002754,0.004276 Initialization: 6.111000 Memcpy Classifiers: 0.451000 Memcpy Instances: 12.482000 Kernel 1: 0.027000 Kernel 2: 100.695999 Copyback: 0.018000 Sum: 0.042000 It 19,Best ac:0.000952 1.000000 fi:0.136711. Ave ac:0.002266,0.003050 Initialization: 6.851000 Memcpy Classifiers: 0.743000 Memcpy Instances: 12.718000 Kernel 1: 0.075000 Kernel 2: 102.213997 Copyback: 0.016000 Sum: 0.027000 It 20,Best ac:0.001190 1.000000 fi:0.137669. Ave ac:0.003028,0.005333 Initialization: 5.920000 Memcpy Classifiers: 0.434000 Memcpy Instances: 12.364000 Kernel 1: 0.027000 Kernel 2: 101.876999 Copyback: 0.017000 Sum: 0.029000 It 21,Best ac:0.001667 1.000000 fi:0.136413. Ave ac:0.003422,0.006264 Initialization: 7.423000 Memcpy Classifiers: 0.433000 Memcpy Instances: 11.805000 Kernel 1: 0.024000 Kernel 2: 101.353996 Copyback: 0.017000 Sum: 0.029000 It 22,Best ac:0.001190 1.000000 fi:0.137279. Ave ac:0.002912,0.004282 Initialization: 6.039000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.450000 Kernel 1: 0.024000 Kernel 2: 100.445000 Copyback: 0.017000 Sum: 0.029000 It 23,Best ac:0.000952 1.000000 fi:0.137904. Ave ac:0.002611,0.003818 Initialization: 5.974000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.430000 Kernel 1: 0.026000 Kernel 2: 99.760002 Copyback: 0.017000 Sum: 0.027000 It 24,Best ac:0.000952 1.000000 fi:0.136629. Ave ac:0.002796,0.004107 Initialization: 5.989000 Memcpy Classifiers: 0.469000 Memcpy Instances: 11.882000 Kernel 1: 0.023000 Kernel 2: 99.519997 Copyback: 0.017000 Sum: 0.037000 It 25,Best ac:0.000952 1.000000 fi:0.147663. Ave ac:0.002490,0.003397 Initialization: 6.118000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.480000 Kernel 1: 0.024000 Kernel 2: 99.334000 Copyback: 0.017000 Sum: 0.034000 It 26,Best ac:0.001190 1.000000 fi:0.148868. Ave ac:0.002659,0.004315 Initialization: 5.960000 Memcpy Classifiers: 0.489000 Memcpy Instances: 9.346000 Kernel 1: 0.034000 Kernel 2: 97.230003 Copyback: 0.018000 Sum: 0.038000 It 27,Best ac:0.001429 1.000000 fi:0.132485. Ave ac:0.002708,0.004390 MDL Theory Length Weight: 1.1304332668 (10) Initialization: 6.098000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.744000 Kernel 1: 0.034000 Kernel 2: 96.514999 Copyback: 0.018000 Sum: 0.037000 It 28,Best ac:0.000952 1.000000 fi:0.124583. Ave ac:0.003203,0.004826 Initialization: 6.000000 Memcpy Classifiers: 0.450000 Memcpy Instances: 12.578000 Kernel 1: 0.028000 Kernel 2: 97.605003 Copyback: 0.017000 Sum: 0.033000 It 29,Best ac:0.001190 1.000000 fi:0.131503. Ave ac:0.003214,0.004055 Initialization: 8.429000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.479000 Kernel 1: 0.023000 Kernel 2: 95.653999 Copyback: 0.017000 Sum: 0.025000 It 30,Best ac:0.001190 1.000000 fi:0.128700. Ave ac:0.002512,0.004353 Initialization: 5.949000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.482000 Kernel 1: 0.025000 Kernel 2: 97.694000 Copyback: 0.017000 Sum: 0.029000 It 31,Best ac:0.000952 1.000000 fi:0.135320. Ave ac:0.002853,0.005433 Initialization: 5.996000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.446000 Kernel 1: 0.024000 Kernel 2: 97.847000 Copyback: 0.017000 Sum: 0.029000 It 32,Best ac:0.001905 1.000000 fi:0.119256. Ave ac:0.003642,0.006413 Initialization: 5.938000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.453000 Kernel 1: 0.026000 Kernel 2: 98.031998 Copyback: 0.017000 Sum: 0.030000 It 33,Best ac:0.001190 1.000000 fi:0.124484. Ave ac:0.003340,0.005525 Initialization: 25.184999 Memcpy Instances: 424.928009 Memcpy Classifiers: 0.084000 Kernel 1: 0.028000 Kernel 2: 537.306030 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.081000 Kernel 1: 0.014000 Kernel 2: 556.028015 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.079000 Kernel 1: 0.013000 Kernel 2: 558.806030 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.080000 Kernel 1: 0.014000 Kernel 2: 543.314026 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.080000 Kernel 1: 0.012000 Kernel 2: 556.052002 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.080000 Kernel 1: 0.012000 Kernel 2: 557.052002 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.080000 Kernel 1: 0.013000 Kernel 2: 553.036011 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.121000 Kernel 1: 0.022000 Kernel 2: 552.966003 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.079000 Kernel 1: 0.013000 Kernel 2: 566.948975 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.102000 Kernel 1: 0.016000 Kernel 2: 571.833008 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.079000 Kernel 1: 0.013000 Kernel 2: 566.536987 Copyback: 0.019000 Sum: 0.005000 Memcpy Classifiers: 0.054000 Kernel 1: 0.023000 Kernel 2: 157.880997 Copyback: 0.017000 Sum: 0.001000 It 34,Best ac:0.000848 0.687259 fi:0.441128. Ave ac:0.003262,0.011671 Best acc 0.000848 0.687259 Rule:Att PSSM_-4_7 is [<3.204989]|Att PSSM_-1_1 is [0.129064,5.698249]|Att PSSM_-1_18 is [-6.352167,8.352167]|Att PSSM_0_2 is [-6.924452,-4.305203]|Att PSSM_0_11 is [-5.059701,5.059701]|Att PSSM_0_13 is [>-4.716069]|Att PSSM_0_14 is [-6.932107,2.932107]|Att PSSM_0_15 is [<-0.643661]|Att PSSM_1_19 is [-6.765810,9.266257]|Att PSSM_1_20 is [-0.104315,5.926456]|Att PSSM_2_10 is [-5.214622,6.669341]|Att PSSM_3_18 is [<7.068042]|1 Accuracy : 0.764753 0 1 159319 4761 50437 20121 Removed 259 instances. 209756 Instances left. Acc of rule 0.000848-0.687259 Initialization: 8.655000 Memcpy Classifiers: 0.831000 Memcpy Instances: 11.935000 Kernel 1: 0.029000 Kernel 2: 103.953003 Copyback: 0.018000 Sum: 0.051000 Initial population average accuracy1:0.005658 accuracy2:0.235567 Initialization: 5.981000 Memcpy Classifiers: 0.505000 Memcpy Instances: 11.746000 Kernel 1: 0.023000 Kernel 2: 104.024002 Copyback: 0.016000 Sum: 0.031000 It 0,Best ac:0.000954 0.800000 fi:0.299936. Ave ac:0.007178,0.012002 Initialization: 6.876000 Memcpy Classifiers: 0.506000 Memcpy Instances: 9.378000 Kernel 1: 0.034000 Kernel 2: 103.900002 Copyback: 0.017000 Sum: 0.031000 It 1,Best ac:0.001192 1.000000 fi:0.099836. Ave ac:0.007628,0.013089 Initialization: 7.011000 Memcpy Classifiers: 0.482000 Memcpy Instances: 11.407000 Kernel 1: 0.024000 Kernel 2: 104.783997 Copyback: 0.017000 Sum: 0.031000 It 2,Best ac:0.000954 1.000000 fi:0.099936. Ave ac:0.007000,0.012168 Initialization: 7.062000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.478000 Kernel 1: 0.026000 Kernel 2: 103.324997 Copyback: 0.018000 Sum: 0.029000 It 3,Best ac:0.001669 0.875000 fi:0.224638. Ave ac:0.006106,0.012935 Initialization: 6.069000 Memcpy Classifiers: 0.450000 Memcpy Instances: 11.591000 Kernel 1: 0.034000 Kernel 2: 105.370003 Copyback: 0.018000 Sum: 0.033000 It 4,Best ac:0.002383 0.909091 fi:0.190248. Ave ac:0.005583,0.011645 Initialization: 6.036000 Memcpy Classifiers: 0.523000 Memcpy Instances: 12.550000 Kernel 1: 0.027000 Kernel 2: 103.455002 Copyback: 0.018000 Sum: 0.050000 It 5,Best ac:0.000715 1.000000 fi:0.195325. Ave ac:0.005601,0.009757 Initialization: 8.642000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.419000 Kernel 1: 0.025000 Kernel 2: 98.664001 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.001430 1.000000 fi:0.099737. Ave ac:0.003818,0.006067 Initialization: 6.165000 Memcpy Classifiers: 0.839000 Memcpy Instances: 11.851000 Kernel 1: 0.025000 Kernel 2: 95.315002 Copyback: 0.017000 Sum: 0.035000 It 7,Best ac:0.001430 1.000000 fi:0.099737. Ave ac:0.003466,0.005248 Initialization: 7.221000 Memcpy Classifiers: 0.839000 Memcpy Instances: 12.859000 Kernel 1: 0.035000 Kernel 2: 95.805000 Copyback: 0.017000 Sum: 0.032000 It 8,Best ac:0.001668 1.000000 fi:0.099638. Ave ac:0.004327,0.006486 Initialization: 6.359000 Memcpy Classifiers: 0.872000 Memcpy Instances: 10.171000 Kernel 1: 0.024000 Kernel 2: 94.709000 Copyback: 0.017000 Sum: 0.027000 It 9,Best ac:0.001907 1.000000 fi:0.099538. Ave ac:0.003638,0.006319 Iteration 10:MDL fitness activated Error 0.099538 TL 0.045448 MDL Theory Length Weight: 0.7300557737 (1) Initialization: 5.986000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.429000 Kernel 1: 0.025000 Kernel 2: 93.181999 Copyback: 0.019000 Sum: 0.036000 It 10,Best ac:0.001669 1.000000 fi:0.123792. Ave ac:0.003064,0.006979 Initialization: 7.159000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.439000 Kernel 1: 0.025000 Kernel 2: 92.807999 Copyback: 0.017000 Sum: 0.031000 It 11,Best ac:0.001192 1.000000 fi:0.122089. Ave ac:0.002979,0.006042 Initialization: 6.044000 Memcpy Classifiers: 0.451000 Memcpy Instances: 9.655000 Kernel 1: 0.029000 Kernel 2: 92.601997 Copyback: 0.018000 Sum: 0.034000 It 12,Best ac:0.001192 1.000000 fi:0.125600. Ave ac:0.002901,0.005261 Initialization: 7.902000 Memcpy Classifiers: 0.743000 Memcpy Instances: 9.001000 Kernel 1: 0.025000 Kernel 2: 93.352997 Copyback: 0.016000 Sum: 0.027000 It 13,Best ac:0.001192 1.000000 fi:0.124875. Ave ac:0.003254,0.004809 Initialization: 6.808000 Memcpy Classifiers: 0.398000 Memcpy Instances: 11.856000 Kernel 1: 0.024000 Kernel 2: 91.079002 Copyback: 0.018000 Sum: 0.041000 It 14,Best ac:0.001430 1.000000 fi:0.125897. Ave ac:0.002996,0.005658 Initialization: 8.479000 Memcpy Classifiers: 0.542000 Memcpy Instances: 11.589000 Kernel 1: 0.023000 Kernel 2: 94.978996 Copyback: 0.017000 Sum: 0.036000 It 15,Best ac:0.000954 1.000000 fi:0.123795. Ave ac:0.002650,0.005086 Initialization: 6.753000 Memcpy Classifiers: 0.775000 Memcpy Instances: 11.470000 Kernel 1: 0.024000 Kernel 2: 91.722000 Copyback: 0.017000 Sum: 0.035000 It 16,Best ac:0.000953 1.000000 fi:0.124273. Ave ac:0.002998,0.005098 Initialization: 6.164000 Memcpy Classifiers: 0.414000 Memcpy Instances: 8.655000 Kernel 1: 0.024000 Kernel 2: 91.935997 Copyback: 0.017000 Sum: 0.034000 It 17,Best ac:0.000954 1.000000 fi:0.116967. Ave ac:0.003698,0.006626 Initialization: 7.732000 Memcpy Classifiers: 0.774000 Memcpy Instances: 13.050000 Kernel 1: 0.027000 Kernel 2: 93.481003 Copyback: 0.366000 Sum: 0.030000 It 18,Best ac:0.001192 1.000000 fi:0.123560. Ave ac:0.003388,0.005775 Initialization: 6.916000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.549000 Kernel 1: 0.023000 Kernel 2: 92.792999 Copyback: 0.018000 Sum: 0.044000 It 19,Best ac:0.000954 1.000000 fi:0.122031. Ave ac:0.002502,0.004421 Initialization: 6.033000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.427000 Kernel 1: 0.025000 Kernel 2: 92.167000 Copyback: 0.018000 Sum: 0.040000 It 20,Best ac:0.001192 1.000000 fi:0.123474. Ave ac:0.002495,0.004476 Initialization: 6.042000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.433000 Kernel 1: 0.025000 Kernel 2: 89.652000 Copyback: 0.016000 Sum: 0.030000 It 21,Best ac:0.000953 1.000000 fi:0.126826. Ave ac:0.001933,0.003677 Initialization: 8.240000 Memcpy Classifiers: 0.595000 Memcpy Instances: 10.181000 Kernel 1: 0.024000 Kernel 2: 94.362999 Copyback: 0.019000 Sum: 0.044000 It 22,Best ac:0.001669 1.000000 fi:0.122582. Ave ac:0.003396,0.004994 Initialization: 7.606000 Memcpy Classifiers: 0.774000 Memcpy Instances: 9.552000 Kernel 1: 0.025000 Kernel 2: 92.897003 Copyback: 0.016000 Sum: 0.030000 It 23,Best ac:0.001431 1.000000 fi:0.124049. Ave ac:0.003002,0.005059 Initialization: 6.386000 Memcpy Classifiers: 0.745000 Memcpy Instances: 12.550000 Kernel 1: 0.024000 Kernel 2: 93.097000 Copyback: 0.017000 Sum: 0.032000 It 24,Best ac:0.001430 1.000000 fi:0.119956. Ave ac:0.002723,0.003993 Initialization: 6.667000 Memcpy Classifiers: 0.434000 Memcpy Instances: 11.741000 Kernel 1: 0.024000 Kernel 2: 93.253998 Copyback: 0.017000 Sum: 0.037000 It 25,Best ac:0.001192 1.000000 fi:0.117843. Ave ac:0.002868,0.004231 Initialization: 7.709000 Memcpy Classifiers: 0.647000 Memcpy Instances: 9.357000 Kernel 1: 0.025000 Kernel 2: 89.220001 Copyback: 0.017000 Sum: 0.031000 It 26,Best ac:0.000953 1.000000 fi:0.122233. Ave ac:0.002045,0.003591 MDL Theory Length Weight: 0.6570501963 (10) Initialization: 7.385000 Memcpy Classifiers: 0.515000 Memcpy Instances: 10.123000 Kernel 1: 0.024000 Kernel 2: 87.984001 Copyback: 0.018000 Sum: 0.043000 It 27,Best ac:0.001907 1.000000 fi:0.117600. Ave ac:0.002052,0.002970 Initialization: 7.104000 Memcpy Classifiers: 0.648000 Memcpy Instances: 13.085000 Kernel 1: 0.026000 Kernel 2: 86.709000 Copyback: 0.017000 Sum: 0.035000 It 28,Best ac:0.001192 1.000000 fi:0.116200. Ave ac:0.001604,0.003137 Initialization: 6.523000 Memcpy Classifiers: 0.399000 Memcpy Instances: 12.864000 Kernel 1: 0.028000 Kernel 2: 87.765999 Copyback: 0.017000 Sum: 0.031000 It 29,Best ac:0.000954 1.000000 fi:0.120203. Ave ac:0.002749,0.003878 Initialization: 7.076000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.484000 Kernel 1: 0.025000 Kernel 2: 85.646004 Copyback: 0.017000 Sum: 0.030000 It 30,Best ac:0.001192 1.000000 fi:0.120088. Ave ac:0.001829,0.002868 Initialization: 6.062000 Memcpy Classifiers: 0.379000 Memcpy Instances: 11.792000 Kernel 1: 0.028000 Kernel 2: 87.936996 Copyback: 0.017000 Sum: 0.029000 It 31,Best ac:0.000954 1.000000 fi:0.124454. Ave ac:0.002075,0.003658 Initialization: 8.447000 Memcpy Classifiers: 0.416000 Memcpy Instances: 10.613000 Kernel 1: 0.025000 Kernel 2: 87.138000 Copyback: 0.018000 Sum: 0.039000 It 32,Best ac:0.001192 1.000000 fi:0.117962. Ave ac:0.002569,0.003828 Initialization: 6.396000 Memcpy Classifiers: 0.441000 Memcpy Instances: 12.374000 Kernel 1: 0.027000 Kernel 2: 85.662003 Copyback: 0.017000 Sum: 0.030000 It 33,Best ac:0.001430 1.000000 fi:0.116954. Ave ac:0.002128,0.004585 Initialization: 27.371000 Memcpy Instances: 503.553009 Memcpy Classifiers: 0.076000 Kernel 1: 0.028000 Kernel 2: 521.711975 Copyback: 0.016000 Sum: 0.020000 Memcpy Classifiers: 0.103000 Kernel 1: 0.024000 Kernel 2: 503.074005 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.072000 Kernel 1: 0.014000 Kernel 2: 508.098999 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.108000 Kernel 1: 0.023000 Kernel 2: 496.477997 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.107000 Kernel 1: 0.022000 Kernel 2: 507.605988 Copyback: 0.018000 Sum: 0.002000 Memcpy Classifiers: 0.107000 Kernel 1: 0.024000 Kernel 2: 497.536987 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.071000 Kernel 1: 0.014000 Kernel 2: 501.983002 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.014000 Kernel 2: 520.700989 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.092000 Kernel 1: 0.017000 Kernel 2: 501.326996 Copyback: 0.369000 Sum: 0.002000 Memcpy Classifiers: 0.099000 Kernel 1: 0.023000 Kernel 2: 513.918030 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 520.315979 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.047000 Kernel 1: 0.013000 Kernel 2: 138.675003 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.000825 0.706122 fi:0.414134. Ave ac:0.001957,0.006572 Best acc 0.000825 0.706122 Initialization: 6.011000 Memcpy Classifiers: 0.594000 Memcpy Instances: 8.455000 Kernel 1: 0.026000 Kernel 2: 102.725998 Copyback: 0.017000 Sum: 0.042000 Initial population average accuracy1:0.005200 accuracy2:0.234376 Initialization: 8.667000 Memcpy Classifiers: 0.540000 Memcpy Instances: 9.029000 Kernel 1: 0.024000 Kernel 2: 101.999001 Copyback: 0.017000 Sum: 0.054000 It 0,Best ac:0.001192 1.000000 fi:0.099836. Ave ac:0.006919,0.013850 Initialization: 7.053000 Memcpy Classifiers: 0.523000 Memcpy Instances: 9.168000 Kernel 1: 0.025000 Kernel 2: 100.349998 Copyback: 0.018000 Sum: 0.034000 It 1,Best ac:0.001192 1.000000 fi:0.099836. Ave ac:0.007685,0.014072 Initialization: 7.456000 Memcpy Classifiers: 0.590000 Memcpy Instances: 9.745000 Kernel 1: 0.025000 Kernel 2: 100.679001 Copyback: 0.017000 Sum: 0.033000 It 2,Best ac:0.002145 0.692308 fi:0.407131. Ave ac:0.006281,0.012797 Initialization: 7.516000 Memcpy Classifiers: 0.817000 Memcpy Instances: 12.106000 Kernel 1: 0.027000 Kernel 2: 98.290001 Copyback: 0.017000 Sum: 0.037000 It 3,Best ac:0.000715 1.000000 fi:0.195325. Ave ac:0.007007,0.012663 Initialization: 6.980000 Memcpy Classifiers: 0.416000 Memcpy Instances: 11.764000 Kernel 1: 0.025000 Kernel 2: 94.052002 Copyback: 0.018000 Sum: 0.044000 It 4,Best ac:0.001669 1.000000 fi:0.099638. Ave ac:0.005678,0.008744 Initialization: 7.131000 Memcpy Classifiers: 0.499000 Memcpy Instances: 8.497000 Kernel 1: 0.024000 Kernel 2: 97.182999 Copyback: 0.017000 Sum: 0.028000 It 5,Best ac:0.000715 1.000000 fi:0.194527. Ave ac:0.004966,0.007718 Initialization: 7.013000 Memcpy Classifiers: 0.621000 Memcpy Instances: 12.006000 Kernel 1: 0.028000 Kernel 2: 95.170998 Copyback: 0.017000 Sum: 0.029000 It 6,Best ac:0.001192 1.000000 fi:0.099836. Ave ac:0.004980,0.007128 Initialization: 6.030000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.438000 Kernel 1: 0.024000 Kernel 2: 94.158997 Copyback: 0.017000 Sum: 0.034000 It 7,Best ac:0.002861 1.000000 fi:0.099139. Ave ac:0.004688,0.006944 Initialization: 7.008000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.326000 Kernel 1: 0.024000 Kernel 2: 93.473000 Copyback: 0.018000 Sum: 0.042000 It 8,Best ac:0.000954 1.000000 fi:0.099936. Ave ac:0.003984,0.005605 Initialization: 7.179000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.534000 Kernel 1: 0.023000 Kernel 2: 91.977997 Copyback: 0.017000 Sum: 0.029000 It 9,Best ac:0.002384 1.000000 fi:0.099338. Ave ac:0.003311,0.006538 Iteration 10:MDL fitness activated Error 0.099338 TL 0.024505 MDL Theory Length Weight: 1.3512906456 (3) Initialization: 6.696000 Memcpy Classifiers: 0.680000 Memcpy Instances: 11.109000 Kernel 1: 0.025000 Kernel 2: 91.166000 Copyback: 0.018000 Sum: 0.047000 It 10,Best ac:0.000954 1.000000 fi:0.140836. Ave ac:0.002967,0.004697 Initialization: 6.455000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.495000 Kernel 1: 0.025000 Kernel 2: 91.844002 Copyback: 0.017000 Sum: 0.027000 It 11,Best ac:0.000953 1.000000 fi:0.153229. Ave ac:0.002706,0.004169 Initialization: 6.031000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.435000 Kernel 1: 0.024000 Kernel 2: 91.765999 Copyback: 0.017000 Sum: 0.043000 It 12,Best ac:0.001192 1.000000 fi:0.137644. Ave ac:0.003179,0.004593 Initialization: 6.468000 Memcpy Classifiers: 0.451000 Memcpy Instances: 12.069000 Kernel 1: 0.027000 Kernel 2: 92.531998 Copyback: 0.017000 Sum: 0.041000 It 13,Best ac:0.001192 1.000000 fi:0.148197. Ave ac:0.002932,0.005053 Initialization: 6.883000 Memcpy Classifiers: 0.434000 Memcpy Instances: 10.263000 Kernel 1: 0.028000 Kernel 2: 93.462997 Copyback: 0.017000 Sum: 0.032000 It 14,Best ac:0.000953 1.000000 fi:0.148197. Ave ac:0.003126,0.004610 Initialization: 6.007000 Memcpy Classifiers: 0.415000 Memcpy Instances: 11.044000 Kernel 1: 0.029000 Kernel 2: 92.384003 Copyback: 0.018000 Sum: 0.043000 It 15,Best ac:0.002622 1.000000 fi:0.143212. Ave ac:0.004016,0.006061 Initialization: 6.064000 Memcpy Classifiers: 0.436000 Memcpy Instances: 9.176000 Kernel 1: 0.032000 Kernel 2: 91.549004 Copyback: 0.018000 Sum: 0.028000 It 16,Best ac:0.001668 1.000000 fi:0.133155. Ave ac:0.003626,0.005209 Initialization: 7.386000 Memcpy Classifiers: 0.503000 Memcpy Instances: 10.320000 Kernel 1: 0.024000 Kernel 2: 92.730003 Copyback: 0.017000 Sum: 0.031000 It 17,Best ac:0.000954 1.000000 fi:0.129978. Ave ac:0.002840,0.004315 Initialization: 7.168000 Memcpy Classifiers: 0.433000 Memcpy Instances: 10.893000 Kernel 1: 0.033000 Kernel 2: 93.016998 Copyback: 0.018000 Sum: 0.030000 It 18,Best ac:0.000953 1.000000 fi:0.138071. Ave ac:0.002807,0.004295 Initialization: 7.026000 Memcpy Classifiers: 0.776000 Memcpy Instances: 10.262000 Kernel 1: 0.024000 Kernel 2: 90.966003 Copyback: 0.017000 Sum: 0.031000 It 19,Best ac:0.001668 1.000000 fi:0.140927. Ave ac:0.003502,0.006154 Initialization: 7.563000 Memcpy Classifiers: 0.743000 Memcpy Instances: 12.548000 Kernel 1: 0.024000 Kernel 2: 92.833000 Copyback: 0.017000 Sum: 0.030000 It 20,Best ac:0.001430 1.000000 fi:0.132426. Ave ac:0.004120,0.005666 Initialization: 5.967000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.426000 Kernel 1: 0.025000 Kernel 2: 87.759003 Copyback: 0.017000 Sum: 0.033000 It 21,Best ac:0.000953 1.000000 fi:0.133693. Ave ac:0.003941,0.005434 Initialization: 5.944000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.474000 Kernel 1: 0.023000 Kernel 2: 84.560997 Copyback: 0.018000 Sum: 0.042000 It 22,Best ac:0.001430 1.000000 fi:0.155938. Ave ac:0.002704,0.004392 Initialization: 6.019000 Memcpy Classifiers: 0.395000 Memcpy Instances: 8.432000 Kernel 1: 0.024000 Kernel 2: 86.607002 Copyback: 0.017000 Sum: 0.033000 It 23,Best ac:0.001907 1.000000 fi:0.130939. Ave ac:0.003826,0.006119 Initialization: 6.016000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.429000 Kernel 1: 0.024000 Kernel 2: 83.809998 Copyback: 0.018000 Sum: 0.037000 It 24,Best ac:0.001192 1.000000 fi:0.135932. Ave ac:0.002724,0.004871 Initialization: 6.016000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.434000 Kernel 1: 0.024000 Kernel 2: 86.276001 Copyback: 0.016000 Sum: 0.025000 It 25,Best ac:0.000954 1.000000 fi:0.131816. Ave ac:0.002984,0.004759 Initialization: 5.971000 Memcpy Classifiers: 0.378000 Memcpy Instances: 8.471000 Kernel 1: 0.024000 Kernel 2: 84.438004 Copyback: 0.018000 Sum: 0.034000 It 26,Best ac:0.000954 1.000000 fi:0.131598. Ave ac:0.002904,0.007806 MDL Theory Length Weight: 1.2161615810 (10) Initialization: 6.011000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.422000 Kernel 1: 0.025000 Kernel 2: 83.268997 Copyback: 0.017000 Sum: 0.029000 It 27,Best ac:0.001192 1.000000 fi:0.127715. Ave ac:0.003081,0.007898 Initialization: 9.112000 Memcpy Classifiers: 0.648000 Memcpy Instances: 12.583000 Kernel 1: 0.024000 Kernel 2: 84.755997 Copyback: 0.017000 Sum: 0.028000 It 28,Best ac:0.000954 1.000000 fi:0.128197. Ave ac:0.002626,0.003959 Initialization: 6.091000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.422000 Kernel 1: 0.024000 Kernel 2: 86.217003 Copyback: 0.017000 Sum: 0.028000 It 29,Best ac:0.000954 1.000000 fi:0.124625. Ave ac:0.002951,0.004514 Initialization: 6.110000 Memcpy Classifiers: 0.405000 Memcpy Instances: 12.727000 Kernel 1: 0.027000 Kernel 2: 83.856003 Copyback: 0.017000 Sum: 0.029000 It 30,Best ac:0.000954 1.000000 fi:0.132289. Ave ac:0.002911,0.004747 Initialization: 6.082000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.421000 Kernel 1: 0.024000 Kernel 2: 83.953003 Copyback: 0.017000 Sum: 0.029000 It 31,Best ac:0.000954 1.000000 fi:0.137840. Ave ac:0.002724,0.003938 Initialization: 7.687000 Memcpy Classifiers: 0.656000 Memcpy Instances: 9.615000 Kernel 1: 0.034000 Kernel 2: 86.359001 Copyback: 0.368000 Sum: 0.044000 It 32,Best ac:0.000954 1.000000 fi:0.126010. Ave ac:0.002704,0.003836 Initialization: 7.950000 Memcpy Classifiers: 0.542000 Memcpy Instances: 11.574000 Kernel 1: 0.024000 Kernel 2: 84.834000 Copyback: 0.017000 Sum: 0.033000 It 33,Best ac:0.000953 1.000000 fi:0.130996. Ave ac:0.002584,0.003952 Initialization: 25.184000 Memcpy Instances: 429.993011 Memcpy Classifiers: 0.070000 Kernel 1: 0.028000 Kernel 2: 505.609009 Copyback: 0.016000 Sum: 0.012000 Memcpy Classifiers: 0.063000 Kernel 1: 0.016000 Kernel 2: 509.385986 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 495.878998 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.014000 Kernel 2: 515.044983 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 503.398010 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 498.984985 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 509.057007 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.014000 Kernel 2: 497.204010 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.099000 Kernel 1: 0.023000 Kernel 2: 501.751007 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.098000 Kernel 1: 0.023000 Kernel 2: 519.544983 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 505.403992 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.047000 Kernel 1: 0.014000 Kernel 2: 147.516998 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.000806 0.689796 fi:0.439622. Ave ac:0.002503,0.008512 Best acc 0.000806 0.689796 Rule:Att PSSM_-4_13 is [-5.351805,5.207745]|Att PSSM_-3_12 is [<-1.601864]|Att PSSM_-1_4 is [<1.105022]|Att PSSM_-1_18 is [0.570116,7.385155]|Att PSSM_0_2 is [<0.401897]|Att PSSM_0_7 is [<-3.291289]|Att PSSM_0_12 is [<-4.900640]|Att PSSM_2_14 is [<4.960190]|Att PSSM_2_20 is [-4.614548,5.043607]|Att PSSM_3_12 is [<6.319656]|Att PSSM_3_18 is [<8.135161]|Att PSSM_4_12 is [<2.501526]|1 Accuracy : 0.765183 0 1 159247 4833 50264 20294 Removed 245 instances. 209511 Instances left. Acc of rule 0.000825-0.706122 Initialization: 6.202000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.467000 Kernel 1: 0.026000 Kernel 2: 102.799004 Copyback: 0.017000 Sum: 0.042000 Initial population average accuracy1:0.005740 accuracy2:0.227406 Initialization: 5.995000 Memcpy Classifiers: 0.522000 Memcpy Instances: 8.423000 Kernel 1: 0.025000 Kernel 2: 104.221001 Copyback: 0.016000 Sum: 0.052000 It 0,Best ac:0.000716 1.000000 fi:0.192122. Ave ac:0.007628,0.013043 Initialization: 5.996000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.418000 Kernel 1: 0.025000 Kernel 2: 105.169998 Copyback: 0.016000 Sum: 0.033000 It 1,Best ac:0.002148 0.750000 fi:0.349435. Ave ac:0.008275,0.015741 Initialization: 5.953000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.428000 Kernel 1: 0.023000 Kernel 2: 103.495003 Copyback: 0.017000 Sum: 0.030000 It 2,Best ac:0.000716 1.000000 fi:0.192122. Ave ac:0.007042,0.013203 Initialization: 5.970000 Memcpy Classifiers: 0.506000 Memcpy Instances: 8.438000 Kernel 1: 0.024000 Kernel 2: 107.008003 Copyback: 0.018000 Sum: 0.041000 It 3,Best ac:0.000955 1.000000 fi:0.099934. Ave ac:0.005384,0.009317 Initialization: 5.997000 Memcpy Classifiers: 0.486000 Memcpy Instances: 8.407000 Kernel 1: 0.024000 Kernel 2: 105.870003 Copyback: 0.017000 Sum: 0.029000 It 4,Best ac:0.000716 1.000000 fi:0.192122. Ave ac:0.005251,0.008303 Initialization: 6.017000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.426000 Kernel 1: 0.024000 Kernel 2: 104.836998 Copyback: 0.017000 Sum: 0.030000 It 5,Best ac:0.001670 1.000000 fi:0.099636. Ave ac:0.005584,0.008013 Initialization: 6.058000 Memcpy Classifiers: 0.523000 Memcpy Instances: 11.858000 Kernel 1: 0.024000 Kernel 2: 103.040001 Copyback: 0.017000 Sum: 0.032000 It 6,Best ac:0.000716 1.000000 fi:0.192122. Ave ac:0.004287,0.006604 Initialization: 5.980000 Memcpy Classifiers: 0.522000 Memcpy Instances: 8.438000 Kernel 1: 0.025000 Kernel 2: 100.744003 Copyback: 0.016000 Sum: 0.032000 It 7,Best ac:0.000716 1.000000 fi:0.192122. Ave ac:0.004478,0.006461 Initialization: 5.978000 Memcpy Classifiers: 0.522000 Memcpy Instances: 8.458000 Kernel 1: 0.024000 Kernel 2: 98.289001 Copyback: 0.017000 Sum: 0.031000 It 8,Best ac:0.000716 1.000000 fi:0.192122. Ave ac:0.005469,0.008786 Initialization: 5.963000 Memcpy Classifiers: 0.522000 Memcpy Instances: 10.383000 Kernel 1: 0.024000 Kernel 2: 97.677002 Copyback: 0.017000 Sum: 0.029000 It 9,Best ac:0.001671 1.000000 fi:0.099635. Ave ac:0.004389,0.007677 Iteration 10:MDL fitness activated Error 0.099635 TL 0.050855 MDL Theory Length Weight: 0.6530589263 (1) Initialization: 6.108000 Memcpy Classifiers: 0.774000 Memcpy Instances: 11.726000 Kernel 1: 0.026000 Kernel 2: 97.292999 Copyback: 0.018000 Sum: 0.034000 It 10,Best ac:0.000955 1.000000 fi:0.126690. Ave ac:0.003444,0.005182 Initialization: 8.188000 Memcpy Classifiers: 0.487000 Memcpy Instances: 12.551000 Kernel 1: 0.025000 Kernel 2: 97.752998 Copyback: 0.017000 Sum: 0.030000 It 11,Best ac:0.001909 1.000000 fi:0.117860. Ave ac:0.004188,0.007856 Initialization: 8.350000 Memcpy Classifiers: 0.806000 Memcpy Instances: 12.512000 Kernel 1: 0.023000 Kernel 2: 95.742996 Copyback: 0.017000 Sum: 0.038000 It 12,Best ac:0.001193 1.000000 fi:0.125392. Ave ac:0.003919,0.006129 Initialization: 6.005000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.736000 Kernel 1: 0.025000 Kernel 2: 93.178001 Copyback: 0.017000 Sum: 0.039000 It 13,Best ac:0.000955 1.000000 fi:0.126117. Ave ac:0.004267,0.007291 Initialization: 6.030000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.413000 Kernel 1: 0.025000 Kernel 2: 92.369003 Copyback: 0.017000 Sum: 0.032000 It 14,Best ac:0.000955 1.000000 fi:0.119221. Ave ac:0.003979,0.006739 Initialization: 5.957000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.473000 Kernel 1: 0.024000 Kernel 2: 89.586998 Copyback: 0.017000 Sum: 0.029000 It 15,Best ac:0.001432 1.000000 fi:0.124974. Ave ac:0.004400,0.007200 Initialization: 5.960000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.454000 Kernel 1: 0.024000 Kernel 2: 91.459000 Copyback: 0.017000 Sum: 0.029000 It 16,Best ac:0.001432 1.000000 fi:0.116902. Ave ac:0.003488,0.005825 Initialization: 6.021000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.432000 Kernel 1: 0.024000 Kernel 2: 88.574997 Copyback: 0.021000 Sum: 0.051000 It 17,Best ac:0.001671 1.000000 fi:0.118215. Ave ac:0.003678,0.006335 Initialization: 5.968000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.435000 Kernel 1: 0.024000 Kernel 2: 83.509003 Copyback: 0.018000 Sum: 0.039000 It 18,Best ac:0.001671 1.000000 fi:0.124921. Ave ac:0.002795,0.005345 Initialization: 5.938000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.424000 Kernel 1: 0.024000 Kernel 2: 88.313004 Copyback: 0.017000 Sum: 0.028000 It 19,Best ac:0.000955 1.000000 fi:0.119053. Ave ac:0.003666,0.007715 Initialization: 8.550000 Memcpy Classifiers: 0.639000 Memcpy Instances: 10.802000 Kernel 1: 0.024000 Kernel 2: 91.257004 Copyback: 0.016000 Sum: 0.031000 It 20,Best ac:0.001193 1.000000 fi:0.118607. Ave ac:0.003067,0.005428 Initialization: 6.002000 Memcpy Classifiers: 0.441000 Memcpy Instances: 8.430000 Kernel 1: 0.025000 Kernel 2: 88.625000 Copyback: 0.019000 Sum: 0.040000 It 21,Best ac:0.002148 1.000000 fi:0.117947. Ave ac:0.003543,0.008281 Initialization: 5.959000 Memcpy Classifiers: 0.464000 Memcpy Instances: 8.426000 Kernel 1: 0.025000 Kernel 2: 87.132004 Copyback: 0.017000 Sum: 0.032000 It 22,Best ac:0.000955 1.000000 fi:0.118664. Ave ac:0.003182,0.006185 Initialization: 5.950000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.431000 Kernel 1: 0.025000 Kernel 2: 84.299004 Copyback: 0.017000 Sum: 0.034000 It 23,Best ac:0.001193 1.000000 fi:0.116947. Ave ac:0.002252,0.004386 Initialization: 6.010000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.418000 Kernel 1: 0.024000 Kernel 2: 86.735001 Copyback: 0.019000 Sum: 0.043000 It 24,Best ac:0.001671 1.000000 fi:0.115628. Ave ac:0.002617,0.005015 Initialization: 6.812000 Memcpy Classifiers: 0.486000 Memcpy Instances: 8.446000 Kernel 1: 0.024000 Kernel 2: 84.237999 Copyback: 0.017000 Sum: 0.031000 It 25,Best ac:0.000954 1.000000 fi:0.119507. Ave ac:0.002748,0.006982 Initialization: 5.966000 Memcpy Classifiers: 0.414000 Memcpy Instances: 8.465000 Kernel 1: 0.025000 Kernel 2: 82.934998 Copyback: 0.017000 Sum: 0.032000 It 26,Best ac:0.000955 1.000000 fi:0.117102. Ave ac:0.002623,0.003787 Initialization: 6.008000 Memcpy Classifiers: 0.486000 Memcpy Instances: 8.409000 Kernel 1: 0.025000 Kernel 2: 80.444000 Copyback: 0.017000 Sum: 0.026000 It 27,Best ac:0.000955 1.000000 fi:0.117405. Ave ac:0.002148,0.003672 Initialization: 6.061000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.439000 Kernel 1: 0.023000 Kernel 2: 83.570000 Copyback: 0.017000 Sum: 0.032000 It 28,Best ac:0.001909 1.000000 fi:0.116634. Ave ac:0.001840,0.003615 Initialization: 7.798000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.437000 Kernel 1: 0.023000 Kernel 2: 82.278999 Copyback: 0.018000 Sum: 0.043000 It 29,Best ac:0.001909 1.000000 fi:0.114557. Ave ac:0.001835,0.003028 Initialization: 7.160000 Memcpy Classifiers: 0.744000 Memcpy Instances: 12.729000 Kernel 1: 0.033000 Kernel 2: 79.664001 Copyback: 0.017000 Sum: 0.031000 It 30,Best ac:0.000955 1.000000 fi:0.119413. Ave ac:0.002050,0.003601 Initialization: 6.125000 Memcpy Classifiers: 0.435000 Memcpy Instances: 9.875000 Kernel 1: 0.032000 Kernel 2: 82.436996 Copyback: 0.017000 Sum: 0.030000 It 31,Best ac:0.001193 1.000000 fi:0.114897. Ave ac:0.002407,0.004461 Initialization: 5.928000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.465000 Kernel 1: 0.024000 Kernel 2: 85.078003 Copyback: 0.017000 Sum: 0.029000 It 32,Best ac:0.001670 1.000000 fi:0.112432. Ave ac:0.002078,0.004891 Initialization: 5.982000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.436000 Kernel 1: 0.023000 Kernel 2: 86.502998 Copyback: 0.017000 Sum: 0.033000 It 33,Best ac:0.000955 1.000000 fi:0.111776. Ave ac:0.002167,0.004691 Initialization: 25.024000 Memcpy Instances: 513.125000 Memcpy Classifiers: 0.078000 Kernel 1: 0.027000 Kernel 2: 514.320984 Copyback: 0.368000 Sum: 0.018000 Memcpy Classifiers: 0.098000 Kernel 1: 0.018000 Kernel 2: 509.365997 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.075000 Kernel 1: 0.014000 Kernel 2: 510.601013 Copyback: 0.022000 Sum: 0.005000 Memcpy Classifiers: 0.115000 Kernel 1: 0.027000 Kernel 2: 507.878998 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.076000 Kernel 1: 0.014000 Kernel 2: 513.166992 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.097000 Kernel 1: 0.018000 Kernel 2: 507.281006 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.075000 Kernel 1: 0.014000 Kernel 2: 520.708984 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.077000 Kernel 1: 0.013000 Kernel 2: 513.721985 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.114000 Kernel 1: 0.022000 Kernel 2: 519.241028 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.076000 Kernel 1: 0.014000 Kernel 2: 517.557983 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.076000 Kernel 1: 0.013000 Kernel 2: 509.951996 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.053000 Kernel 1: 0.023000 Kernel 2: 158.294998 Copyback: 0.015000 Sum: 0.000000 It 34,Best ac:0.001088 0.690909 fi:0.427481. Ave ac:0.002089,0.007456 Best acc 0.001088 0.690909 Initialization: 8.341000 Memcpy Classifiers: 0.715000 Memcpy Instances: 11.568000 Kernel 1: 0.026000 Kernel 2: 102.041000 Copyback: 0.017000 Sum: 0.041000 Initial population average accuracy1:0.005881 accuracy2:0.239660 Initialization: 5.970000 Memcpy Classifiers: 0.540000 Memcpy Instances: 8.462000 Kernel 1: 0.024000 Kernel 2: 103.105003 Copyback: 0.370000 Sum: 0.066000 It 0,Best ac:0.001910 1.000000 fi:0.099535. Ave ac:0.006766,0.011511 Initialization: 7.449000 Memcpy Classifiers: 0.500000 Memcpy Instances: 9.508000 Kernel 1: 0.033000 Kernel 2: 102.626999 Copyback: 0.017000 Sum: 0.033000 It 1,Best ac:0.001193 0.714286 fi:0.385549. Ave ac:0.006372,0.011343 Initialization: 6.196000 Memcpy Classifiers: 0.487000 Memcpy Instances: 11.886000 Kernel 1: 0.033000 Kernel 2: 102.932999 Copyback: 0.017000 Sum: 0.041000 It 2,Best ac:0.001193 0.833333 fi:0.266502. Ave ac:0.005851,0.009208 Initialization: 6.095000 Memcpy Classifiers: 0.523000 Memcpy Instances: 11.594000 Kernel 1: 0.027000 Kernel 2: 101.838997 Copyback: 0.016000 Sum: 0.037000 It 3,Best ac:0.000716 1.000000 fi:0.192122. Ave ac:0.004892,0.007254 Initialization: 8.201000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.493000 Kernel 1: 0.025000 Kernel 2: 100.051003 Copyback: 0.017000 Sum: 0.032000 It 4,Best ac:0.001670 1.000000 fi:0.099636. Ave ac:0.004638,0.007296 Initialization: 7.013000 Memcpy Classifiers: 0.468000 Memcpy Instances: 11.102000 Kernel 1: 0.024000 Kernel 2: 96.459000 Copyback: 0.017000 Sum: 0.032000 It 5,Best ac:0.002625 0.916667 fi:0.182570. Ave ac:0.003990,0.006013 Initialization: 6.005000 Memcpy Classifiers: 0.458000 Memcpy Instances: 11.829000 Kernel 1: 0.033000 Kernel 2: 98.807999 Copyback: 0.017000 Sum: 0.028000 It 6,Best ac:0.001193 1.000000 fi:0.099834. Ave ac:0.003740,0.005962 Initialization: 6.023000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.431000 Kernel 1: 0.023000 Kernel 2: 95.617996 Copyback: 0.017000 Sum: 0.028000 It 7,Best ac:0.001671 1.000000 fi:0.099635. Ave ac:0.003048,0.004524 Initialization: 5.935000 Memcpy Classifiers: 0.463000 Memcpy Instances: 8.436000 Kernel 1: 0.023000 Kernel 2: 96.357002 Copyback: 0.017000 Sum: 0.032000 It 8,Best ac:0.001909 1.000000 fi:0.099535. Ave ac:0.003554,0.004753 Initialization: 5.974000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.488000 Kernel 1: 0.024000 Kernel 2: 95.321999 Copyback: 0.017000 Sum: 0.041000 It 9,Best ac:0.001432 1.000000 fi:0.099735. Ave ac:0.003841,0.004947 Iteration 10:MDL fitness activated Error 0.099735 TL 0.043580 MDL Theory Length Weight: 0.6865655063 (10) Initialization: 9.129000 Memcpy Classifiers: 0.840000 Memcpy Instances: 9.149000 Kernel 1: 0.025000 Kernel 2: 96.825996 Copyback: 0.017000 Sum: 0.034000 It 10,Best ac:0.001671 1.000000 fi:0.125620. Ave ac:0.003547,0.004178 Initialization: 5.937000 Memcpy Classifiers: 0.468000 Memcpy Instances: 10.900000 Kernel 1: 0.026000 Kernel 2: 94.922997 Copyback: 0.017000 Sum: 0.033000 It 11,Best ac:0.001193 1.000000 fi:0.139730. Ave ac:0.003626,0.004609 Initialization: 6.040000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.442000 Kernel 1: 0.024000 Kernel 2: 95.614998 Copyback: 0.018000 Sum: 0.038000 It 12,Best ac:0.001193 1.000000 fi:0.119872. Ave ac:0.003528,0.005450 Initialization: 7.791000 Memcpy Classifiers: 0.463000 Memcpy Instances: 12.600000 Kernel 1: 0.024000 Kernel 2: 95.984001 Copyback: 0.017000 Sum: 0.029000 It 13,Best ac:0.001193 1.000000 fi:0.118625. Ave ac:0.002886,0.003707 Initialization: 7.232000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.436000 Kernel 1: 0.024000 Kernel 2: 95.855003 Copyback: 0.018000 Sum: 0.031000 It 14,Best ac:0.001432 1.000000 fi:0.121741. Ave ac:0.003306,0.003744 Initialization: 6.427000 Memcpy Classifiers: 0.672000 Memcpy Instances: 10.666000 Kernel 1: 0.029000 Kernel 2: 94.485001 Copyback: 0.017000 Sum: 0.031000 It 15,Best ac:0.000955 1.000000 fi:0.123931. Ave ac:0.003029,0.004638 Initialization: 6.001000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.583000 Kernel 1: 0.024000 Kernel 2: 94.598000 Copyback: 0.018000 Sum: 0.033000 It 16,Best ac:0.002625 1.000000 fi:0.118708. Ave ac:0.001969,0.002181 Initialization: 5.945000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.498000 Kernel 1: 0.024000 Kernel 2: 94.583000 Copyback: 0.017000 Sum: 0.036000 It 17,Best ac:0.001193 1.000000 fi:0.121215. Ave ac:0.002320,0.003336 Initialization: 7.749000 Memcpy Classifiers: 0.839000 Memcpy Instances: 8.617000 Kernel 1: 0.023000 Kernel 2: 95.294998 Copyback: 0.016000 Sum: 0.030000 It 18,Best ac:0.001671 1.000000 fi:0.120895. Ave ac:0.003118,0.004641 Initialization: 6.118000 Memcpy Classifiers: 0.473000 Memcpy Instances: 8.434000 Kernel 1: 0.024000 Kernel 2: 94.463997 Copyback: 0.017000 Sum: 0.034000 It 19,Best ac:0.001193 1.000000 fi:0.122503. Ave ac:0.002510,0.002836 Initialization: 5.962000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.456000 Kernel 1: 0.025000 Kernel 2: 93.579002 Copyback: 0.016000 Sum: 0.033000 It 20,Best ac:0.001193 1.000000 fi:0.121541. Ave ac:0.001636,0.002469 Initialization: 5.876000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.530000 Kernel 1: 0.023000 Kernel 2: 94.568001 Copyback: 0.017000 Sum: 0.031000 It 21,Best ac:0.000955 1.000000 fi:0.128672. Ave ac:0.002196,0.002894 Initialization: 5.956000 Memcpy Classifiers: 0.486000 Memcpy Instances: 8.435000 Kernel 1: 0.025000 Kernel 2: 93.714996 Copyback: 0.016000 Sum: 0.035000 It 22,Best ac:0.001193 1.000000 fi:0.122096. Ave ac:0.001905,0.002523 MDL Theory Length Weight: 0.6179089557 (10) Initialization: 5.966000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.460000 Kernel 1: 0.025000 Kernel 2: 95.039001 Copyback: 0.017000 Sum: 0.027000 It 23,Best ac:0.001909 1.000000 fi:0.118216. Ave ac:0.002601,0.004504 Initialization: 6.052000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.448000 Kernel 1: 0.025000 Kernel 2: 95.115997 Copyback: 0.017000 Sum: 0.034000 It 24,Best ac:0.001671 1.000000 fi:0.117715. Ave ac:0.002584,0.003390 Initialization: 5.951000 Memcpy Classifiers: 0.444000 Memcpy Instances: 8.446000 Kernel 1: 0.025000 Kernel 2: 95.625000 Copyback: 0.017000 Sum: 0.031000 It 25,Best ac:0.001193 1.000000 fi:0.117526. Ave ac:0.002387,0.002972 Initialization: 5.962000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.440000 Kernel 1: 0.025000 Kernel 2: 92.963997 Copyback: 0.017000 Sum: 0.029000 It 26,Best ac:0.001432 1.000000 fi:0.118575. Ave ac:0.002318,0.004133 Initialization: 5.996000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.438000 Kernel 1: 0.024000 Kernel 2: 93.582001 Copyback: 0.016000 Sum: 0.027000 It 27,Best ac:0.001909 1.000000 fi:0.121542. Ave ac:0.003124,0.004252 Initialization: 5.938000 Memcpy Classifiers: 0.414000 Memcpy Instances: 8.423000 Kernel 1: 0.025000 Kernel 2: 94.947998 Copyback: 0.017000 Sum: 0.029000 It 28,Best ac:0.001193 1.000000 fi:0.118516. Ave ac:0.002703,0.002989 Initialization: 5.970000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.464000 Kernel 1: 0.024000 Kernel 2: 94.126999 Copyback: 0.017000 Sum: 0.030000 It 29,Best ac:0.001193 1.000000 fi:0.114006. Ave ac:0.002347,0.002817 Initialization: 5.932000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.408000 Kernel 1: 0.025000 Kernel 2: 92.905998 Copyback: 0.016000 Sum: 0.031000 It 30,Best ac:0.000955 1.000000 fi:0.116130. Ave ac:0.002834,0.003284 Initialization: 5.948000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.414000 Kernel 1: 0.023000 Kernel 2: 92.970001 Copyback: 0.017000 Sum: 0.029000 It 31,Best ac:0.000955 1.000000 fi:0.115413. Ave ac:0.002697,0.004055 Initialization: 5.843000 Memcpy Classifiers: 0.436000 Memcpy Instances: 8.438000 Kernel 1: 0.024000 Kernel 2: 92.940002 Copyback: 0.017000 Sum: 0.027000 It 32,Best ac:0.002148 1.000000 fi:0.111983. Ave ac:0.002330,0.003355 Initialization: 5.988000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.554000 Kernel 1: 0.033000 Kernel 2: 87.864998 Copyback: 0.016000 Sum: 0.034000 It 33,Best ac:0.001193 1.000000 fi:0.113647. Ave ac:0.002664,0.003960 Initialization: 25.138000 Memcpy Instances: 433.714996 Memcpy Classifiers: 0.078000 Kernel 1: 0.026000 Kernel 2: 527.052002 Copyback: 0.015000 Sum: 0.015000 Memcpy Classifiers: 0.076000 Kernel 1: 0.013000 Kernel 2: 527.515991 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.074000 Kernel 1: 0.013000 Kernel 2: 528.861023 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.076000 Kernel 1: 0.015000 Kernel 2: 542.726990 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.075000 Kernel 1: 0.013000 Kernel 2: 531.994019 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.075000 Kernel 1: 0.014000 Kernel 2: 543.614990 Copyback: 0.022000 Sum: 0.007000 Memcpy Classifiers: 0.112000 Kernel 1: 0.029000 Kernel 2: 528.643982 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.076000 Kernel 1: 0.013000 Kernel 2: 528.502014 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.075000 Kernel 1: 0.013000 Kernel 2: 545.250977 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.075000 Kernel 1: 0.014000 Kernel 2: 529.802002 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.076000 Kernel 1: 0.014000 Kernel 2: 543.986023 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.047000 Kernel 1: 0.013000 Kernel 2: 149.242004 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.001885 0.670628 fi:0.446997. Ave ac:0.002618,0.008558 Best acc 0.001885 0.670628 Rule:Att PSSM_-4_6 is [<-2.655901]|Att PSSM_-3_5 is [<9.299795]|Att PSSM_-2_12 is [-5.914299,-3.538763]|Att PSSM_-2_19 is [<7.931030]|Att PSSM_0_7 is [-5.875168,-2.124832]|Att PSSM_1_3 is [<-1.647134]|Att PSSM_2_4 is [-7.580702,1.789169]|Att PSSM_2_12 is [<-3.791638]|Att PSSM_2_17 is [-3.530266,5.582936]|Att PSSM_3_6 is [-6.953855,4.192739]|1 Accuracy : 0.765720 0 1 159145 4935 50036 20522 Removed 330 instances. 209181 Instances left. Acc of rule 0.001088-0.690909 Initialization: 6.000000 Memcpy Classifiers: 0.522000 Memcpy Instances: 10.089000 Kernel 1: 0.035000 Kernel 2: 103.700996 Copyback: 0.019000 Sum: 0.057000 Initial population average accuracy1:0.005096 accuracy2:0.223169 Initialization: 6.527000 Memcpy Classifiers: 0.486000 Memcpy Instances: 8.453000 Kernel 1: 0.024000 Kernel 2: 104.852997 Copyback: 0.017000 Sum: 0.052000 It 0,Best ac:0.001195 1.000000 fi:0.099832. Ave ac:0.006312,0.010223 Initialization: 6.321000 Memcpy Classifiers: 0.981000 Memcpy Instances: 11.123000 Kernel 1: 0.026000 Kernel 2: 104.939003 Copyback: 0.018000 Sum: 0.039000 It 1,Best ac:0.001434 0.857143 fi:0.242589. Ave ac:0.005629,0.008329 Initialization: 7.001000 Memcpy Classifiers: 0.558000 Memcpy Instances: 8.404000 Kernel 1: 0.024000 Kernel 2: 105.751999 Copyback: 0.368000 Sum: 0.029000 It 2,Best ac:0.001195 1.000000 fi:0.099832. Ave ac:0.005470,0.007370 Initialization: 6.038000 Memcpy Classifiers: 0.924000 Memcpy Instances: 11.236000 Kernel 1: 0.023000 Kernel 2: 105.202003 Copyback: 0.017000 Sum: 0.033000 It 3,Best ac:0.001195 1.000000 fi:0.099832. Ave ac:0.005285,0.010240 Initialization: 6.002000 Memcpy Classifiers: 0.539000 Memcpy Instances: 10.536000 Kernel 1: 0.023000 Kernel 2: 106.857002 Copyback: 0.018000 Sum: 0.041000 It 4,Best ac:0.000717 1.000000 fi:0.188083. Ave ac:0.005473,0.009177 Initialization: 6.798000 Memcpy Classifiers: 0.541000 Memcpy Instances: 10.968000 Kernel 1: 0.028000 Kernel 2: 106.452003 Copyback: 0.017000 Sum: 0.029000 It 5,Best ac:0.000956 1.000000 fi:0.099933. Ave ac:0.004829,0.008623 Initialization: 5.964000 Memcpy Classifiers: 0.522000 Memcpy Instances: 8.407000 Kernel 1: 0.024000 Kernel 2: 105.431999 Copyback: 0.017000 Sum: 0.029000 It 6,Best ac:0.001434 1.000000 fi:0.099732. Ave ac:0.004459,0.007625 Initialization: 5.966000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.406000 Kernel 1: 0.025000 Kernel 2: 101.260002 Copyback: 0.017000 Sum: 0.031000 It 7,Best ac:0.000956 1.000000 fi:0.099933. Ave ac:0.004079,0.007883 Initialization: 5.972000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.403000 Kernel 1: 0.024000 Kernel 2: 102.669998 Copyback: 0.017000 Sum: 0.028000 It 8,Best ac:0.001913 1.000000 fi:0.099532. Ave ac:0.004431,0.010832 Initialization: 5.980000 Memcpy Classifiers: 0.540000 Memcpy Instances: 8.406000 Kernel 1: 0.024000 Kernel 2: 102.801003 Copyback: 0.017000 Sum: 0.033000 It 9,Best ac:0.002869 1.000000 fi:0.099130. Ave ac:0.003647,0.007501 Iteration 10:MDL fitness activated Error 0.099130 TL 0.037106 MDL Theory Length Weight: 0.8905085305 (1) Initialization: 6.000000 Memcpy Classifiers: 0.541000 Memcpy Instances: 8.432000 Kernel 1: 0.022000 Kernel 2: 100.554001 Copyback: 0.017000 Sum: 0.031000 It 10,Best ac:0.001434 1.000000 fi:0.134983. Ave ac:0.003221,0.007311 Initialization: 6.040000 Memcpy Classifiers: 0.524000 Memcpy Instances: 8.624000 Kernel 1: 0.025000 Kernel 2: 98.793999 Copyback: 0.017000 Sum: 0.034000 It 11,Best ac:0.001195 1.000000 fi:0.125853. Ave ac:0.002932,0.005170 Initialization: 6.024000 Memcpy Classifiers: 0.468000 Memcpy Instances: 10.493000 Kernel 1: 0.024000 Kernel 2: 97.565002 Copyback: 0.017000 Sum: 0.033000 It 12,Best ac:0.000956 1.000000 fi:0.130615. Ave ac:0.002995,0.006079 Initialization: 7.231000 Memcpy Classifiers: 0.776000 Memcpy Instances: 12.507000 Kernel 1: 0.025000 Kernel 2: 98.959999 Copyback: 0.016000 Sum: 0.034000 It 13,Best ac:0.001912 1.000000 fi:0.130890. Ave ac:0.003724,0.006419 Initialization: 5.873000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.401000 Kernel 1: 0.026000 Kernel 2: 97.384003 Copyback: 0.017000 Sum: 0.034000 It 14,Best ac:0.001195 1.000000 fi:0.130703. Ave ac:0.003727,0.006495 Initialization: 5.927000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.413000 Kernel 1: 0.025000 Kernel 2: 95.622002 Copyback: 0.018000 Sum: 0.048000 It 15,Best ac:0.001195 1.000000 fi:0.129706. Ave ac:0.002837,0.005507 Initialization: 6.003000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.411000 Kernel 1: 0.025000 Kernel 2: 95.474998 Copyback: 0.017000 Sum: 0.031000 It 16,Best ac:0.001195 1.000000 fi:0.129620. Ave ac:0.003890,0.007871 Initialization: 5.955000 Memcpy Classifiers: 0.410000 Memcpy Instances: 8.428000 Kernel 1: 0.024000 Kernel 2: 94.864998 Copyback: 0.018000 Sum: 0.040000 It 17,Best ac:0.001673 1.000000 fi:0.128318. Ave ac:0.002956,0.005659 Initialization: 5.924000 Memcpy Classifiers: 0.455000 Memcpy Instances: 8.454000 Kernel 1: 0.024000 Kernel 2: 98.077003 Copyback: 0.017000 Sum: 0.033000 It 18,Best ac:0.001434 1.000000 fi:0.127647. Ave ac:0.003353,0.006733 Initialization: 5.978000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.452000 Kernel 1: 0.025000 Kernel 2: 95.676003 Copyback: 0.017000 Sum: 0.030000 It 19,Best ac:0.001195 1.000000 fi:0.122653. Ave ac:0.003446,0.005813 Initialization: 7.239000 Memcpy Classifiers: 0.631000 Memcpy Instances: 10.761000 Kernel 1: 0.025000 Kernel 2: 98.806000 Copyback: 0.017000 Sum: 0.035000 It 20,Best ac:0.000956 1.000000 fi:0.127117. Ave ac:0.001990,0.003171 Initialization: 7.925000 Memcpy Classifiers: 0.451000 Memcpy Instances: 12.108000 Kernel 1: 0.026000 Kernel 2: 97.413002 Copyback: 0.018000 Sum: 0.035000 It 21,Best ac:0.001195 1.000000 fi:0.119289. Ave ac:0.002941,0.006258 Initialization: 6.703000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.419000 Kernel 1: 0.024000 Kernel 2: 94.730003 Copyback: 0.017000 Sum: 0.030000 It 22,Best ac:0.001195 1.000000 fi:0.122239. Ave ac:0.002308,0.004035 Initialization: 6.235000 Memcpy Classifiers: 0.468000 Memcpy Instances: 10.520000 Kernel 1: 0.024000 Kernel 2: 96.144997 Copyback: 0.017000 Sum: 0.036000 It 23,Best ac:0.001195 1.000000 fi:0.128362. Ave ac:0.003677,0.007017 Initialization: 6.771000 Memcpy Classifiers: 0.416000 Memcpy Instances: 10.583000 Kernel 1: 0.024000 Kernel 2: 93.825996 Copyback: 0.017000 Sum: 0.032000 It 24,Best ac:0.000956 1.000000 fi:0.123020. Ave ac:0.003136,0.004890 Initialization: 6.059000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.439000 Kernel 1: 0.024000 Kernel 2: 92.995003 Copyback: 0.017000 Sum: 0.032000 It 25,Best ac:0.002151 1.000000 fi:0.125901. Ave ac:0.002678,0.004295 Initialization: 7.314000 Memcpy Classifiers: 0.506000 Memcpy Instances: 10.223000 Kernel 1: 0.021000 Kernel 2: 97.941002 Copyback: 0.017000 Sum: 0.031000 It 26,Best ac:0.001434 1.000000 fi:0.124701. Ave ac:0.002783,0.005400 Initialization: 7.370000 Memcpy Classifiers: 0.765000 Memcpy Instances: 12.613000 Kernel 1: 0.027000 Kernel 2: 94.246002 Copyback: 0.017000 Sum: 0.034000 It 27,Best ac:0.002151 1.000000 fi:0.124484. Ave ac:0.001915,0.003603 Initialization: 7.001000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.429000 Kernel 1: 0.024000 Kernel 2: 96.654999 Copyback: 0.017000 Sum: 0.031000 It 28,Best ac:0.001196 1.000000 fi:0.120948. Ave ac:0.002847,0.005871 Initialization: 5.866000 Memcpy Classifiers: 0.451000 Memcpy Instances: 10.545000 Kernel 1: 0.026000 Kernel 2: 97.015999 Copyback: 0.018000 Sum: 0.037000 It 29,Best ac:0.002151 1.000000 fi:0.125230. Ave ac:0.001797,0.005043 Initialization: 7.204000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.428000 Kernel 1: 0.024000 Kernel 2: 94.237999 Copyback: 0.017000 Sum: 0.030000 It 30,Best ac:0.000956 1.000000 fi:0.122405. Ave ac:0.002949,0.006575 MDL Theory Length Weight: 0.8014576775 (10) Initialization: 5.936000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.480000 Kernel 1: 0.034000 Kernel 2: 93.112000 Copyback: 0.017000 Sum: 0.033000 It 31,Best ac:0.001673 1.000000 fi:0.120710. Ave ac:0.002466,0.004695 Initialization: 7.177000 Memcpy Classifiers: 0.490000 Memcpy Instances: 9.392000 Kernel 1: 0.024000 Kernel 2: 90.304001 Copyback: 0.017000 Sum: 0.030000 It 32,Best ac:0.001195 1.000000 fi:0.124407. Ave ac:0.002314,0.005081 Initialization: 5.951000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.424000 Kernel 1: 0.025000 Kernel 2: 90.583000 Copyback: 0.017000 Sum: 0.025000 It 33,Best ac:0.000956 1.000000 fi:0.126556. Ave ac:0.002590,0.006090 Initialization: 25.066999 Memcpy Instances: 419.519012 Memcpy Classifiers: 0.078000 Kernel 1: 0.027000 Kernel 2: 542.747009 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.076000 Kernel 1: 0.014000 Kernel 2: 536.841980 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.075000 Kernel 1: 0.013000 Kernel 2: 542.075989 Copyback: 0.018000 Sum: 0.005000 Memcpy Classifiers: 0.077000 Kernel 1: 0.019000 Kernel 2: 523.658020 Copyback: 0.363000 Sum: 0.002000 Memcpy Classifiers: 0.110000 Kernel 1: 0.024000 Kernel 2: 541.866028 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.075000 Kernel 1: 0.013000 Kernel 2: 550.031006 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.075000 Kernel 1: 0.013000 Kernel 2: 530.385010 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.075000 Kernel 1: 0.014000 Kernel 2: 531.245972 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.075000 Kernel 1: 0.012000 Kernel 2: 534.098022 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.085000 Kernel 1: 0.013000 Kernel 2: 522.382019 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.075000 Kernel 1: 0.014000 Kernel 2: 526.132019 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.048000 Kernel 1: 0.013000 Kernel 2: 155.145996 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.000966 0.729242 fi:0.391765. Ave ac:0.002063,0.007244 Best acc 0.000966 0.729242 Initialization: 5.990000 Memcpy Classifiers: 0.504000 Memcpy Instances: 8.395000 Kernel 1: 0.027000 Kernel 2: 103.163002 Copyback: 0.017000 Sum: 0.040000 Initial population average accuracy1:0.005296 accuracy2:0.238356 Initialization: 5.979000 Memcpy Classifiers: 0.522000 Memcpy Instances: 8.396000 Kernel 1: 0.025000 Kernel 2: 100.774002 Copyback: 0.017000 Sum: 0.048000 It 0,Best ac:0.000717 1.000000 fi:0.188894. Ave ac:0.005778,0.012846 Initialization: 5.933000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.412000 Kernel 1: 0.025000 Kernel 2: 101.342003 Copyback: 0.017000 Sum: 0.031000 It 1,Best ac:0.000956 1.000000 fi:0.099933. Ave ac:0.004706,0.008128 Initialization: 5.910000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.423000 Kernel 1: 0.025000 Kernel 2: 99.960999 Copyback: 0.017000 Sum: 0.028000 It 2,Best ac:0.001434 1.000000 fi:0.099732. Ave ac:0.004417,0.008128 Initialization: 5.967000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.396000 Kernel 1: 0.024000 Kernel 2: 98.867996 Copyback: 0.017000 Sum: 0.028000 It 3,Best ac:0.000956 1.000000 fi:0.099933. Ave ac:0.004584,0.007710 Initialization: 5.936000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.407000 Kernel 1: 0.024000 Kernel 2: 99.042000 Copyback: 0.016000 Sum: 0.027000 It 4,Best ac:0.001912 1.000000 fi:0.099532. Ave ac:0.004160,0.006310 Initialization: 5.878000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.437000 Kernel 1: 0.024000 Kernel 2: 99.556999 Copyback: 0.017000 Sum: 0.033000 It 5,Best ac:0.000717 1.000000 fi:0.188894. Ave ac:0.003889,0.007041 Initialization: 5.954000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.408000 Kernel 1: 0.023000 Kernel 2: 101.835999 Copyback: 0.016000 Sum: 0.026000 It 6,Best ac:0.002390 1.000000 fi:0.099331. Ave ac:0.003864,0.007053 Initialization: 5.976000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.556000 Kernel 1: 0.034000 Kernel 2: 102.464996 Copyback: 0.016000 Sum: 0.029000 It 7,Best ac:0.000956 1.000000 fi:0.099932. Ave ac:0.003683,0.006625 Initialization: 6.018000 Memcpy Classifiers: 0.522000 Memcpy Instances: 11.107000 Kernel 1: 0.023000 Kernel 2: 100.959999 Copyback: 0.017000 Sum: 0.027000 It 8,Best ac:0.000956 0.800000 fi:0.299933. Ave ac:0.003130,0.004950 Initialization: 7.102000 Memcpy Classifiers: 0.540000 Memcpy Instances: 12.039000 Kernel 1: 0.025000 Kernel 2: 100.957001 Copyback: 0.016000 Sum: 0.031000 It 9,Best ac:0.000717 1.000000 fi:0.188894. Ave ac:0.003653,0.005524 Iteration 10:MDL fitness activated Error 0.188894 TL 0.030466 MDL Theory Length Weight: 2.0667318042 (4) Initialization: 5.927000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.396000 Kernel 1: 0.024000 Kernel 2: 99.953003 Copyback: 0.017000 Sum: 0.027000 It 10,Best ac:0.000956 1.000000 fi:0.169714. Ave ac:0.003691,0.005775 Initialization: 5.998000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.403000 Kernel 1: 0.024000 Kernel 2: 101.077003 Copyback: 0.017000 Sum: 0.033000 It 11,Best ac:0.001195 1.000000 fi:0.178326. Ave ac:0.003715,0.005406 Initialization: 5.963000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.406000 Kernel 1: 0.024000 Kernel 2: 101.468002 Copyback: 0.017000 Sum: 0.029000 It 12,Best ac:0.000956 1.000000 fi:0.162588. Ave ac:0.004492,0.006165 Initialization: 5.957000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.402000 Kernel 1: 0.025000 Kernel 2: 100.551003 Copyback: 0.371000 Sum: 0.033000 It 13,Best ac:0.000956 1.000000 fi:0.154221. Ave ac:0.003170,0.004460 Initialization: 6.001000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.420000 Kernel 1: 0.024000 Kernel 2: 99.468002 Copyback: 0.018000 Sum: 0.036000 It 14,Best ac:0.000956 1.000000 fi:0.187002. Ave ac:0.003714,0.006259 Initialization: 5.982000 Memcpy Classifiers: 0.466000 Memcpy Instances: 8.426000 Kernel 1: 0.025000 Kernel 2: 94.442001 Copyback: 0.017000 Sum: 0.034000 It 15,Best ac:0.001434 1.000000 fi:0.154021. Ave ac:0.003583,0.005655 Initialization: 5.976000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.441000 Kernel 1: 0.024000 Kernel 2: 90.848999 Copyback: 0.017000 Sum: 0.034000 It 16,Best ac:0.000956 1.000000 fi:0.160603. Ave ac:0.003591,0.006167 Initialization: 6.108000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.440000 Kernel 1: 0.025000 Kernel 2: 90.738998 Copyback: 0.017000 Sum: 0.030000 It 17,Best ac:0.000956 1.000000 fi:0.163529. Ave ac:0.002900,0.004583 Initialization: 5.951000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.394000 Kernel 1: 0.025000 Kernel 2: 89.967003 Copyback: 0.017000 Sum: 0.033000 It 18,Best ac:0.000956 1.000000 fi:0.165314. Ave ac:0.002934,0.005112 Initialization: 5.943000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.433000 Kernel 1: 0.025000 Kernel 2: 92.147003 Copyback: 0.017000 Sum: 0.027000 It 19,Best ac:0.000956 1.000000 fi:0.154737. Ave ac:0.003449,0.005784 Initialization: 5.921000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.401000 Kernel 1: 0.025000 Kernel 2: 91.644997 Copyback: 0.017000 Sum: 0.028000 It 20,Best ac:0.000956 1.000000 fi:0.151239. Ave ac:0.003527,0.005844 Initialization: 5.931000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.432000 Kernel 1: 0.023000 Kernel 2: 93.806999 Copyback: 0.017000 Sum: 0.032000 It 21,Best ac:0.000956 1.000000 fi:0.140467. Ave ac:0.004102,0.007347 Initialization: 5.934000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.420000 Kernel 1: 0.025000 Kernel 2: 91.240997 Copyback: 0.017000 Sum: 0.034000 It 22,Best ac:0.002151 1.000000 fi:0.153831. Ave ac:0.003798,0.005445 Initialization: 5.923000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.427000 Kernel 1: 0.025000 Kernel 2: 89.386002 Copyback: 0.017000 Sum: 0.026000 It 23,Best ac:0.000956 1.000000 fi:0.174345. Ave ac:0.003196,0.004297 Initialization: 6.011000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.397000 Kernel 1: 0.025000 Kernel 2: 88.892998 Copyback: 0.017000 Sum: 0.026000 It 24,Best ac:0.000956 1.000000 fi:0.155290. Ave ac:0.003641,0.005907 Initialization: 5.975000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.437000 Kernel 1: 0.024000 Kernel 2: 87.819000 Copyback: 0.017000 Sum: 0.024000 It 25,Best ac:0.001434 1.000000 fi:0.145348. Ave ac:0.003259,0.004838 Initialization: 5.964000 Memcpy Classifiers: 0.460000 Memcpy Instances: 8.419000 Kernel 1: 0.024000 Kernel 2: 88.030998 Copyback: 0.017000 Sum: 0.027000 It 26,Best ac:0.001912 1.000000 fi:0.134958. Ave ac:0.003100,0.004675 Initialization: 6.022000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.395000 Kernel 1: 0.024000 Kernel 2: 88.873001 Copyback: 0.017000 Sum: 0.033000 It 27,Best ac:0.000956 1.000000 fi:0.165895. Ave ac:0.003851,0.006876 Initialization: 5.783000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.418000 Kernel 1: 0.024000 Kernel 2: 87.849998 Copyback: 0.017000 Sum: 0.028000 It 28,Best ac:0.001195 1.000000 fi:0.149959. Ave ac:0.003662,0.008356 Initialization: 5.984000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.418000 Kernel 1: 0.025000 Kernel 2: 87.876999 Copyback: 0.017000 Sum: 0.032000 It 29,Best ac:0.000956 1.000000 fi:0.140466. Ave ac:0.005238,0.010231 Initialization: 5.991000 Memcpy Classifiers: 0.437000 Memcpy Instances: 8.407000 Kernel 1: 0.023000 Kernel 2: 86.988998 Copyback: 0.017000 Sum: 0.028000 It 30,Best ac:0.001195 1.000000 fi:0.156128. Ave ac:0.002995,0.005122 Initialization: 5.945000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.429000 Kernel 1: 0.024000 Kernel 2: 87.835999 Copyback: 0.017000 Sum: 0.027000 It 31,Best ac:0.001434 1.000000 fi:0.143983. Ave ac:0.003724,0.005834 Initialization: 6.359000 Memcpy Classifiers: 0.434000 Memcpy Instances: 10.326000 Kernel 1: 0.025000 Kernel 2: 89.305000 Copyback: 0.018000 Sum: 0.037000 It 32,Best ac:0.001195 1.000000 fi:0.136589. Ave ac:0.003112,0.004851 Initialization: 6.429000 Memcpy Classifiers: 0.785000 Memcpy Instances: 12.391000 Kernel 1: 0.025000 Kernel 2: 86.023003 Copyback: 0.017000 Sum: 0.030000 It 33,Best ac:0.000956 1.000000 fi:0.154313. Ave ac:0.003146,0.005538 Initialization: 26.683001 Memcpy Instances: 460.862000 Memcpy Classifiers: 0.083000 Kernel 1: 0.029000 Kernel 2: 500.479004 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.081000 Kernel 1: 0.014000 Kernel 2: 531.966980 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.081000 Kernel 1: 0.014000 Kernel 2: 523.471008 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.080000 Kernel 1: 0.013000 Kernel 2: 519.112000 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.080000 Kernel 1: 0.013000 Kernel 2: 500.084015 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.079000 Kernel 1: 0.046000 Kernel 2: 494.766998 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.081000 Kernel 1: 0.014000 Kernel 2: 495.071014 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.080000 Kernel 1: 0.012000 Kernel 2: 496.832001 Copyback: 0.363000 Sum: 0.005000 Memcpy Classifiers: 0.121000 Kernel 1: 0.024000 Kernel 2: 491.498993 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.080000 Kernel 1: 0.013000 Kernel 2: 506.220001 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.081000 Kernel 1: 0.014000 Kernel 2: 505.885010 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.054000 Kernel 1: 0.023000 Kernel 2: 152.225998 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.000923 0.652027 fi:0.484677. Ave ac:0.003241,0.010981 Best acc 0.000923 0.652027 Rule:Att PSSM_-3_7 is [-4.452316,-2.490180]|Att PSSM_-2_4 is [<2.698830]|Att PSSM_-1_7 is [<1.942273]|Att PSSM_0_4 is [-7.317471,-1.398714]|Att PSSM_0_5 is [1.095544,5.341537]|Att PSSM_0_12 is [-5.269014,-2.525524]|Att PSSM_1_4 is [-6.592003,-1.042296]|Att PSSM_1_13 is [>-6.422492]|Att PSSM_3_20 is [>-3.911149]|1 Accuracy : 0.766261 0 1 159070 5010 49834 20724 Removed 277 instances. 208904 Instances left. Acc of rule 0.000966-0.729242 Initialization: 7.064000 Memcpy Classifiers: 0.613000 Memcpy Instances: 8.421000 Kernel 1: 0.027000 Kernel 2: 102.366997 Copyback: 0.017000 Sum: 0.044000 Initial population average accuracy1:0.005474 accuracy2:0.231739 Initialization: 6.531000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.614000 Kernel 1: 0.025000 Kernel 2: 101.792000 Copyback: 0.019000 Sum: 0.066000 It 0,Best ac:0.000718 1.000000 fi:0.184822. Ave ac:0.006731,0.010380 Initialization: 8.959000 Memcpy Classifiers: 0.889000 Memcpy Instances: 8.409000 Kernel 1: 0.025000 Kernel 2: 103.893997 Copyback: 0.017000 Sum: 0.038000 It 1,Best ac:0.001197 0.833333 fi:0.266497. Ave ac:0.007444,0.011360 Initialization: 5.952000 Memcpy Classifiers: 0.486000 Memcpy Instances: 8.412000 Kernel 1: 0.026000 Kernel 2: 103.108002 Copyback: 0.017000 Sum: 0.033000 It 2,Best ac:0.000718 1.000000 fi:0.185640. Ave ac:0.005678,0.009722 Initialization: 5.928000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.434000 Kernel 1: 0.024000 Kernel 2: 101.720001 Copyback: 0.017000 Sum: 0.038000 It 3,Best ac:0.003350 0.875000 fi:0.223925. Ave ac:0.005569,0.008886 Initialization: 5.921000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.407000 Kernel 1: 0.025000 Kernel 2: 101.276001 Copyback: 0.017000 Sum: 0.032000 It 4,Best ac:0.000957 1.000000 fi:0.099931. Ave ac:0.005067,0.008124 Initialization: 5.907000 Memcpy Classifiers: 0.422000 Memcpy Instances: 8.394000 Kernel 1: 0.025000 Kernel 2: 94.849998 Copyback: 0.017000 Sum: 0.033000 It 5,Best ac:0.000957 1.000000 fi:0.099931. Ave ac:0.004964,0.008688 Initialization: 5.906000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.418000 Kernel 1: 0.024000 Kernel 2: 97.183998 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.001197 1.000000 fi:0.099830. Ave ac:0.004895,0.012583 Initialization: 5.961000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.403000 Kernel 1: 0.025000 Kernel 2: 93.672997 Copyback: 0.016000 Sum: 0.031000 It 7,Best ac:0.001436 1.000000 fi:0.099730. Ave ac:0.005431,0.012943 Initialization: 6.043000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.395000 Kernel 1: 0.024000 Kernel 2: 95.289001 Copyback: 0.016000 Sum: 0.034000 It 8,Best ac:0.000957 1.000000 fi:0.099931. Ave ac:0.004483,0.006937 Initialization: 5.927000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.386000 Kernel 1: 0.025000 Kernel 2: 96.759003 Copyback: 0.017000 Sum: 0.031000 It 9,Best ac:0.001436 1.000000 fi:0.099730. Ave ac:0.004067,0.006957 Iteration 10:MDL fitness activated Error 0.099730 TL 0.046691 MDL Theory Length Weight: 0.7119916021 (3) Initialization: 5.940000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.388000 Kernel 1: 0.024000 Kernel 2: 96.136002 Copyback: 0.017000 Sum: 0.028000 It 10,Best ac:0.001436 1.000000 fi:0.122440. Ave ac:0.003353,0.006356 Initialization: 5.929000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.399000 Kernel 1: 0.025000 Kernel 2: 95.994003 Copyback: 0.017000 Sum: 0.025000 It 11,Best ac:0.000958 1.000000 fi:0.123732. Ave ac:0.004192,0.008262 Initialization: 5.958000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.395000 Kernel 1: 0.025000 Kernel 2: 96.975998 Copyback: 0.017000 Sum: 0.028000 It 12,Best ac:0.000957 1.000000 fi:0.124918. Ave ac:0.002811,0.004644 Initialization: 5.926000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.424000 Kernel 1: 0.021000 Kernel 2: 98.608002 Copyback: 0.017000 Sum: 0.030000 It 13,Best ac:0.001675 1.000000 fi:0.118848. Ave ac:0.003659,0.009170 Initialization: 5.813000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.403000 Kernel 1: 0.025000 Kernel 2: 94.264999 Copyback: 0.018000 Sum: 0.031000 It 14,Best ac:0.000957 1.000000 fi:0.116330. Ave ac:0.002807,0.004049 Initialization: 5.968000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.430000 Kernel 1: 0.025000 Kernel 2: 96.214996 Copyback: 0.017000 Sum: 0.028000 It 15,Best ac:0.000957 1.000000 fi:0.120139. Ave ac:0.003101,0.005602 Initialization: 6.001000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.405000 Kernel 1: 0.024000 Kernel 2: 95.960999 Copyback: 0.017000 Sum: 0.029000 It 16,Best ac:0.000718 1.000000 fi:0.208820. Ave ac:0.003319,0.008617 Initialization: 5.930000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.425000 Kernel 1: 0.024000 Kernel 2: 97.610001 Copyback: 0.017000 Sum: 0.033000 It 17,Best ac:0.001197 1.000000 fi:0.118067. Ave ac:0.002275,0.003323 Initialization: 5.943000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.393000 Kernel 1: 0.024000 Kernel 2: 96.218002 Copyback: 0.017000 Sum: 0.030000 It 18,Best ac:0.000958 1.000000 fi:0.120444. Ave ac:0.002525,0.003693 Initialization: 6.000000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.382000 Kernel 1: 0.025000 Kernel 2: 96.429001 Copyback: 0.017000 Sum: 0.031000 It 19,Best ac:0.001197 1.000000 fi:0.122434. Ave ac:0.002520,0.003649 Initialization: 5.974000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.383000 Kernel 1: 0.024000 Kernel 2: 98.331001 Copyback: 0.017000 Sum: 0.028000 It 20,Best ac:0.002393 1.000000 fi:0.118679. Ave ac:0.002727,0.004363 Initialization: 6.092000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.406000 Kernel 1: 0.023000 Kernel 2: 94.050003 Copyback: 0.017000 Sum: 0.030000 It 21,Best ac:0.001675 1.000000 fi:0.121520. Ave ac:0.002456,0.004044 Initialization: 5.958000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.401000 Kernel 1: 0.025000 Kernel 2: 93.254997 Copyback: 0.017000 Sum: 0.027000 It 22,Best ac:0.001915 1.000000 fi:0.125079. Ave ac:0.002642,0.004361 Initialization: 5.986000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.382000 Kernel 1: 0.025000 Kernel 2: 92.223000 Copyback: 0.017000 Sum: 0.031000 It 23,Best ac:0.000957 1.000000 fi:0.122877. Ave ac:0.002400,0.003234 MDL Theory Length Weight: 0.6407924419 (10) Initialization: 5.988000 Memcpy Classifiers: 0.378000 Memcpy Instances: 8.397000 Kernel 1: 0.025000 Kernel 2: 92.282997 Copyback: 0.017000 Sum: 0.028000 It 24,Best ac:0.000957 1.000000 fi:0.115559. Ave ac:0.002668,0.004708 Initialization: 5.894000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.434000 Kernel 1: 0.024000 Kernel 2: 90.606003 Copyback: 0.017000 Sum: 0.028000 It 25,Best ac:0.001675 1.000000 fi:0.114388. Ave ac:0.003035,0.005400 Initialization: 5.936000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.436000 Kernel 1: 0.024000 Kernel 2: 89.462997 Copyback: 0.016000 Sum: 0.028000 It 26,Best ac:0.001436 1.000000 fi:0.119267. Ave ac:0.002490,0.004502 Initialization: 5.963000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.437000 Kernel 1: 0.023000 Kernel 2: 91.721001 Copyback: 0.016000 Sum: 0.031000 It 27,Best ac:0.001197 1.000000 fi:0.117193. Ave ac:0.002339,0.003138 Initialization: 5.986000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.633000 Kernel 1: 0.034000 Kernel 2: 90.504997 Copyback: 0.016000 Sum: 0.026000 It 28,Best ac:0.001197 1.000000 fi:0.118566. Ave ac:0.002375,0.003758 Initialization: 5.921000 Memcpy Classifiers: 0.415000 Memcpy Instances: 10.103000 Kernel 1: 0.030000 Kernel 2: 88.623001 Copyback: 0.016000 Sum: 0.033000 It 29,Best ac:0.000958 1.000000 fi:0.121387. Ave ac:0.002964,0.005134 Initialization: 5.950000 Memcpy Classifiers: 0.401000 Memcpy Instances: 10.804000 Kernel 1: 0.024000 Kernel 2: 91.419998 Copyback: 0.017000 Sum: 0.032000 It 30,Best ac:0.001197 1.000000 fi:0.117105. Ave ac:0.002651,0.007126 Initialization: 6.025000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.398000 Kernel 1: 0.024000 Kernel 2: 92.964996 Copyback: 0.016000 Sum: 0.028000 It 31,Best ac:0.000957 1.000000 fi:0.116962. Ave ac:0.002727,0.004941 Initialization: 5.980000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.401000 Kernel 1: 0.024000 Kernel 2: 93.163002 Copyback: 0.017000 Sum: 0.029000 It 32,Best ac:0.001436 1.000000 fi:0.115850. Ave ac:0.003813,0.006269 Initialization: 9.077000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.395000 Kernel 1: 0.026000 Kernel 2: 92.985001 Copyback: 0.017000 Sum: 0.033000 It 33,Best ac:0.001914 1.000000 fi:0.118721. Ave ac:0.002471,0.003712 Initialization: 28.540001 Memcpy Instances: 417.333008 Memcpy Classifiers: 0.076000 Kernel 1: 0.027000 Kernel 2: 537.758972 Copyback: 0.015000 Sum: 0.019000 Memcpy Classifiers: 0.108000 Kernel 1: 0.022000 Kernel 2: 548.054016 Copyback: 0.017000 Sum: 0.002000 Memcpy Classifiers: 0.107000 Kernel 1: 0.022000 Kernel 2: 542.770020 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 536.245972 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.108000 Kernel 1: 0.023000 Kernel 2: 532.713989 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.108000 Kernel 1: 0.022000 Kernel 2: 551.559021 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.077000 Kernel 1: 0.013000 Kernel 2: 544.843994 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.072000 Kernel 1: 0.014000 Kernel 2: 536.293030 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.092000 Kernel 1: 0.017000 Kernel 2: 535.661011 Copyback: 0.367000 Sum: 0.003000 Memcpy Classifiers: 0.074000 Kernel 1: 0.016000 Kernel 2: 560.947021 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.108000 Kernel 1: 0.023000 Kernel 2: 552.392029 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.047000 Kernel 1: 0.014000 Kernel 2: 160.024002 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.001139 0.672316 fi:0.450533. Ave ac:0.002206,0.007640 Best acc 0.001139 0.672316 Initialization: 7.677000 Memcpy Classifiers: 0.523000 Memcpy Instances: 13.313000 Kernel 1: 0.028000 Kernel 2: 102.795998 Copyback: 0.018000 Sum: 0.056000 Initial population average accuracy1:0.005289 accuracy2:0.242755 Initialization: 6.572000 Memcpy Classifiers: 0.523000 Memcpy Instances: 12.091000 Kernel 1: 0.033000 Kernel 2: 103.099998 Copyback: 0.017000 Sum: 0.060000 It 0,Best ac:0.000718 1.000000 fi:0.185640. Ave ac:0.005663,0.010539 Initialization: 7.478000 Memcpy Classifiers: 0.792000 Memcpy Instances: 11.922000 Kernel 1: 0.027000 Kernel 2: 101.041000 Copyback: 0.017000 Sum: 0.029000 It 1,Best ac:0.000958 1.000000 fi:0.099931. Ave ac:0.005791,0.012312 Initialization: 5.990000 Memcpy Classifiers: 0.508000 Memcpy Instances: 10.771000 Kernel 1: 0.034000 Kernel 2: 98.889000 Copyback: 0.017000 Sum: 0.031000 It 2,Best ac:0.000718 1.000000 fi:0.185640. Ave ac:0.005263,0.008019 Initialization: 6.708000 Memcpy Classifiers: 0.487000 Memcpy Instances: 11.088000 Kernel 1: 0.023000 Kernel 2: 100.033997 Copyback: 0.018000 Sum: 0.039000 It 3,Best ac:0.000718 1.000000 fi:0.184822. Ave ac:0.005671,0.010033 Initialization: 7.156000 Memcpy Classifiers: 0.506000 Memcpy Instances: 8.382000 Kernel 1: 0.026000 Kernel 2: 99.957001 Copyback: 0.018000 Sum: 0.030000 It 4,Best ac:0.001197 1.000000 fi:0.099830. Ave ac:0.004629,0.008070 Initialization: 5.879000 Memcpy Classifiers: 0.488000 Memcpy Instances: 10.582000 Kernel 1: 0.024000 Kernel 2: 98.258003 Copyback: 0.018000 Sum: 0.040000 It 5,Best ac:0.001436 1.000000 fi:0.099730. Ave ac:0.004648,0.006983 Initialization: 8.956000 Memcpy Classifiers: 0.807000 Memcpy Instances: 12.480000 Kernel 1: 0.024000 Kernel 2: 96.765999 Copyback: 0.017000 Sum: 0.030000 It 6,Best ac:0.001436 1.000000 fi:0.099730. Ave ac:0.003988,0.006502 Initialization: 5.950000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.393000 Kernel 1: 0.024000 Kernel 2: 97.035004 Copyback: 0.017000 Sum: 0.035000 It 7,Best ac:0.000957 1.000000 fi:0.099931. Ave ac:0.003975,0.005777 Initialization: 5.863000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.396000 Kernel 1: 0.026000 Kernel 2: 98.707001 Copyback: 0.019000 Sum: 0.039000 It 8,Best ac:0.000957 1.000000 fi:0.099931. Ave ac:0.003584,0.006133 Initialization: 5.803000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.436000 Kernel 1: 0.024000 Kernel 2: 99.597000 Copyback: 0.016000 Sum: 0.032000 It 9,Best ac:0.001675 1.000000 fi:0.099629. Ave ac:0.003319,0.006539 Iteration 10:MDL fitness activated Error 0.099629 TL 0.031003 MDL Theory Length Weight: 1.0711724579 (1) Initialization: 5.952000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.401000 Kernel 1: 0.024000 Kernel 2: 101.429001 Copyback: 0.017000 Sum: 0.029000 It 10,Best ac:0.001436 1.000000 fi:0.133590. Ave ac:0.003070,0.004936 Initialization: 5.881000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.401000 Kernel 1: 0.024000 Kernel 2: 100.146004 Copyback: 0.017000 Sum: 0.031000 It 11,Best ac:0.000957 1.000000 fi:0.141435. Ave ac:0.003411,0.005963 Initialization: 5.950000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.387000 Kernel 1: 0.025000 Kernel 2: 100.422997 Copyback: 0.017000 Sum: 0.034000 It 12,Best ac:0.000957 1.000000 fi:0.144291. Ave ac:0.003540,0.006788 Initialization: 5.991000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.389000 Kernel 1: 0.026000 Kernel 2: 98.717003 Copyback: 0.017000 Sum: 0.028000 It 13,Best ac:0.001915 1.000000 fi:0.140014. Ave ac:0.003110,0.005443 Initialization: 5.950000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.407000 Kernel 1: 0.025000 Kernel 2: 96.968002 Copyback: 0.017000 Sum: 0.030000 It 14,Best ac:0.001436 1.000000 fi:0.137203. Ave ac:0.002780,0.005141 Initialization: 5.890000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.401000 Kernel 1: 0.024000 Kernel 2: 99.348999 Copyback: 0.017000 Sum: 0.030000 It 15,Best ac:0.000957 1.000000 fi:0.142213. Ave ac:0.002653,0.004029 Initialization: 5.966000 Memcpy Classifiers: 0.436000 Memcpy Instances: 8.428000 Kernel 1: 0.024000 Kernel 2: 98.297997 Copyback: 0.019000 Sum: 0.037000 It 16,Best ac:0.001197 1.000000 fi:0.137433. Ave ac:0.003317,0.005385 Initialization: 5.781000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.390000 Kernel 1: 0.024000 Kernel 2: 95.288002 Copyback: 0.017000 Sum: 0.030000 It 17,Best ac:0.000958 1.000000 fi:0.139761. Ave ac:0.002717,0.004403 Initialization: 5.841000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.390000 Kernel 1: 0.025000 Kernel 2: 97.434998 Copyback: 0.021000 Sum: 0.036000 It 18,Best ac:0.000957 1.000000 fi:0.133872. Ave ac:0.004070,0.006474 Initialization: 5.930000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.420000 Kernel 1: 0.023000 Kernel 2: 95.970001 Copyback: 0.017000 Sum: 0.027000 It 19,Best ac:0.001436 1.000000 fi:0.133670. Ave ac:0.003539,0.005650 MDL Theory Length Weight: 0.9640552121 (11) Initialization: 5.931000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.417000 Kernel 1: 0.024000 Kernel 2: 98.119003 Copyback: 0.017000 Sum: 0.028000 It 20,Best ac:0.001436 1.000000 fi:0.130331. Ave ac:0.002707,0.004078 Initialization: 5.906000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.404000 Kernel 1: 0.024000 Kernel 2: 98.434998 Copyback: 0.017000 Sum: 0.032000 It 21,Best ac:0.001196 1.000000 fi:0.133474. Ave ac:0.003714,0.005676 Initialization: 5.962000 Memcpy Classifiers: 0.468000 Memcpy Instances: 11.189000 Kernel 1: 0.024000 Kernel 2: 94.403999 Copyback: 0.016000 Sum: 0.035000 It 22,Best ac:0.001196 1.000000 fi:0.133897. Ave ac:0.003190,0.005939 Initialization: 6.017000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.390000 Kernel 1: 0.024000 Kernel 2: 96.155998 Copyback: 0.018000 Sum: 0.031000 It 23,Best ac:0.000957 1.000000 fi:0.128828. Ave ac:0.002887,0.004216 Initialization: 7.125000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.399000 Kernel 1: 0.024000 Kernel 2: 94.927002 Copyback: 0.017000 Sum: 0.033000 It 24,Best ac:0.000957 1.000000 fi:0.128893. Ave ac:0.002768,0.004619 Initialization: 6.003000 Memcpy Classifiers: 0.416000 Memcpy Instances: 10.095000 Kernel 1: 0.021000 Kernel 2: 90.922997 Copyback: 0.017000 Sum: 0.032000 It 25,Best ac:0.001197 1.000000 fi:0.129547. Ave ac:0.002873,0.005166 Initialization: 5.936000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.395000 Kernel 1: 0.024000 Kernel 2: 93.364998 Copyback: 0.016000 Sum: 0.027000 It 26,Best ac:0.000957 1.000000 fi:0.128893. Ave ac:0.002947,0.004657 Initialization: 5.966000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.400000 Kernel 1: 0.024000 Kernel 2: 94.625000 Copyback: 0.019000 Sum: 0.029000 It 27,Best ac:0.000957 1.000000 fi:0.128828. Ave ac:0.002640,0.004565 Initialization: 6.033000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.409000 Kernel 1: 0.024000 Kernel 2: 95.153000 Copyback: 0.017000 Sum: 0.034000 It 28,Best ac:0.000957 1.000000 fi:0.127444. Ave ac:0.002304,0.004316 Initialization: 5.934000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.444000 Kernel 1: 0.024000 Kernel 2: 99.408997 Copyback: 0.017000 Sum: 0.032000 It 29,Best ac:0.001197 1.000000 fi:0.124418. Ave ac:0.003008,0.005052 Initialization: 5.939000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.408000 Kernel 1: 0.024000 Kernel 2: 95.823997 Copyback: 0.017000 Sum: 0.028000 It 30,Best ac:0.003590 1.000000 fi:0.131473. Ave ac:0.002373,0.004420 Initialization: 5.952000 Memcpy Classifiers: 0.486000 Memcpy Instances: 8.424000 Kernel 1: 0.024000 Kernel 2: 96.529999 Copyback: 0.371000 Sum: 0.027000 It 31,Best ac:0.000957 1.000000 fi:0.124218. Ave ac:0.002639,0.003719 Initialization: 5.962000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.401000 Kernel 1: 0.024000 Kernel 2: 94.109001 Copyback: 0.017000 Sum: 0.031000 It 32,Best ac:0.002154 1.000000 fi:0.127172. Ave ac:0.002674,0.003902 Initialization: 5.936000 Memcpy Classifiers: 0.408000 Memcpy Instances: 8.408000 Kernel 1: 0.024000 Kernel 2: 93.279999 Copyback: 0.017000 Sum: 0.029000 It 33,Best ac:0.001436 1.000000 fi:0.131156. Ave ac:0.002028,0.003708 Initialization: 25.094999 Memcpy Instances: 423.997986 Memcpy Classifiers: 0.080000 Kernel 1: 0.024000 Kernel 2: 550.465027 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.073000 Kernel 1: 0.015000 Kernel 2: 534.526978 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 529.835999 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.072000 Kernel 1: 0.012000 Kernel 2: 556.807007 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.072000 Kernel 1: 0.018000 Kernel 2: 547.838989 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.072000 Kernel 1: 0.013000 Kernel 2: 548.534973 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 550.015015 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.072000 Kernel 1: 0.012000 Kernel 2: 553.692017 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.072000 Kernel 1: 0.012000 Kernel 2: 555.067017 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.072000 Kernel 1: 0.013000 Kernel 2: 544.922974 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.072000 Kernel 1: 0.012000 Kernel 2: 538.075989 Copyback: 0.367000 Sum: 0.001000 Memcpy Classifiers: 0.047000 Kernel 1: 0.013000 Kernel 2: 154.373001 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.001077 0.698758 fi:0.435190. Ave ac:0.003142,0.011191 Best acc 0.001077 0.698758 Rule:Att PSSM_-4_11 is [-4.455732,4.419587]|Att PSSM_-3_11 is [-3.687392,5.418546]|Att PSSM_-1_4 is [-7.040065,-0.959935]|Att PSSM_0_2 is [-5.928619,-3.938739]|Att PSSM_0_20 is [>-2.069116]|Att PSSM_1_7 is [-4.485438,-1.467838]|Att PSSM_1_19 is [-1.287716,9.209632]|Att PSSM_2_17 is [-5.166945,2.094501]|Att PSSM_2_19 is [<4.916351]|Att PSSM_3_1 is [-2.292236,6.137052]|Att PSSM_3_4 is [-4.688185,2.688185]|Att PSSM_3_12 is [-5.399913,-0.600087]|Att PSSM_4_2 is [<3.901562]|1 Accuracy : 0.766807 0 1 158973 5107 49609 20949 Removed 322 instances. 208582 Instances left. Acc of rule 0.001077-0.698758 Initialization: 5.973000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.425000 Kernel 1: 0.028000 Kernel 2: 103.518997 Copyback: 0.017000 Sum: 0.039000 Initial population average accuracy1:0.005554 accuracy2:0.222018 Initialization: 5.923000 Memcpy Classifiers: 0.478000 Memcpy Instances: 8.392000 Kernel 1: 0.024000 Kernel 2: 103.753998 Copyback: 0.017000 Sum: 0.044000 It 0,Best ac:0.000719 1.000000 fi:0.181535. Ave ac:0.007634,0.012728 Initialization: 5.909000 Memcpy Classifiers: 0.486000 Memcpy Instances: 8.389000 Kernel 1: 0.025000 Kernel 2: 103.855003 Copyback: 0.017000 Sum: 0.027000 It 1,Best ac:0.000719 0.750000 fi:0.431535. Ave ac:0.007685,0.014661 Initialization: 5.955000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.388000 Kernel 1: 0.024000 Kernel 2: 103.371002 Copyback: 0.017000 Sum: 0.030000 It 2,Best ac:0.002398 0.909091 fi:0.190231. Ave ac:0.006429,0.010475 Initialization: 5.957000 Memcpy Classifiers: 0.451000 Memcpy Instances: 10.033000 Kernel 1: 0.024000 Kernel 2: 103.165001 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.000959 1.000000 fi:0.099929. Ave ac:0.005838,0.010031 Initialization: 7.598000 Memcpy Classifiers: 0.680000 Memcpy Instances: 10.696000 Kernel 1: 0.024000 Kernel 2: 100.435997 Copyback: 0.017000 Sum: 0.029000 It 4,Best ac:0.000719 1.000000 fi:0.181535. Ave ac:0.005194,0.008651 Initialization: 6.023000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.397000 Kernel 1: 0.025000 Kernel 2: 100.580002 Copyback: 0.017000 Sum: 0.028000 It 5,Best ac:0.000959 1.000000 fi:0.099929. Ave ac:0.004476,0.007262 Initialization: 7.689000 Memcpy Classifiers: 0.743000 Memcpy Instances: 12.504000 Kernel 1: 0.024000 Kernel 2: 98.389999 Copyback: 0.017000 Sum: 0.030000 It 6,Best ac:0.001198 1.000000 fi:0.099828. Ave ac:0.003594,0.004803 Initialization: 5.945000 Memcpy Classifiers: 0.486000 Memcpy Instances: 8.385000 Kernel 1: 0.025000 Kernel 2: 99.120003 Copyback: 0.017000 Sum: 0.028000 It 7,Best ac:0.001198 1.000000 fi:0.099828. Ave ac:0.002847,0.003737 Initialization: 5.961000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.396000 Kernel 1: 0.024000 Kernel 2: 96.918999 Copyback: 0.018000 Sum: 0.038000 It 8,Best ac:0.001198 1.000000 fi:0.099828. Ave ac:0.003129,0.004743 Initialization: 5.915000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.382000 Kernel 1: 0.025000 Kernel 2: 100.443001 Copyback: 0.017000 Sum: 0.035000 It 9,Best ac:0.001438 1.000000 fi:0.099727. Ave ac:0.002651,0.003283 Iteration 10:MDL fitness activated Error 0.099727 TL 0.046134 MDL Theory Length Weight: 0.7205637245 (1) Initialization: 5.979000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.384000 Kernel 1: 0.024000 Kernel 2: 99.521004 Copyback: 0.017000 Sum: 0.036000 It 10,Best ac:0.000959 1.000000 fi:0.125727. Ave ac:0.002678,0.003904 Initialization: 5.979000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.387000 Kernel 1: 0.025000 Kernel 2: 99.595001 Copyback: 0.016000 Sum: 0.034000 It 11,Best ac:0.002158 1.000000 fi:0.121731. Ave ac:0.002727,0.003751 Initialization: 5.967000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.379000 Kernel 1: 0.024000 Kernel 2: 100.946999 Copyback: 0.017000 Sum: 0.033000 It 12,Best ac:0.001199 1.000000 fi:0.123608. Ave ac:0.002964,0.004222 Initialization: 5.992000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.367000 Kernel 1: 0.024000 Kernel 2: 97.157997 Copyback: 0.017000 Sum: 0.032000 It 13,Best ac:0.000959 1.000000 fi:0.120494. Ave ac:0.002725,0.004310 Initialization: 5.947000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.395000 Kernel 1: 0.024000 Kernel 2: 91.321999 Copyback: 0.017000 Sum: 0.034000 It 14,Best ac:0.000959 1.000000 fi:0.118725. Ave ac:0.002888,0.004250 Initialization: 5.988000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.380000 Kernel 1: 0.025000 Kernel 2: 91.393997 Copyback: 0.017000 Sum: 0.029000 It 15,Best ac:0.000959 1.000000 fi:0.118838. Ave ac:0.002509,0.003766 Initialization: 5.968000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.386000 Kernel 1: 0.024000 Kernel 2: 91.269997 Copyback: 0.017000 Sum: 0.036000 It 16,Best ac:0.000959 1.000000 fi:0.119012. Ave ac:0.003271,0.004255 Initialization: 5.951000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.380000 Kernel 1: 0.024000 Kernel 2: 93.505997 Copyback: 0.020000 Sum: 0.037000 It 17,Best ac:0.001199 1.000000 fi:0.126563. Ave ac:0.003030,0.005149 Initialization: 5.937000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.387000 Kernel 1: 0.025000 Kernel 2: 88.231003 Copyback: 0.017000 Sum: 0.030000 It 18,Best ac:0.000959 1.000000 fi:0.118969. Ave ac:0.002618,0.003948 Initialization: 5.922000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.415000 Kernel 1: 0.024000 Kernel 2: 87.581001 Copyback: 0.016000 Sum: 0.032000 It 19,Best ac:0.000959 1.000000 fi:0.117019. Ave ac:0.002672,0.004518 Initialization: 5.972000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.405000 Kernel 1: 0.025000 Kernel 2: 88.241997 Copyback: 0.017000 Sum: 0.027000 It 20,Best ac:0.001199 1.000000 fi:0.122645. Ave ac:0.002711,0.004527 Initialization: 5.949000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.367000 Kernel 1: 0.025000 Kernel 2: 87.426003 Copyback: 0.017000 Sum: 0.027000 It 21,Best ac:0.001199 1.000000 fi:0.118911. Ave ac:0.002652,0.003672 Initialization: 5.951000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.373000 Kernel 1: 0.024000 Kernel 2: 87.278999 Copyback: 0.017000 Sum: 0.027000 It 22,Best ac:0.001198 1.000000 fi:0.119581. Ave ac:0.002102,0.003538 Initialization: 5.793000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.414000 Kernel 1: 0.024000 Kernel 2: 86.932999 Copyback: 0.018000 Sum: 0.038000 It 23,Best ac:0.000959 1.000000 fi:0.114886. Ave ac:0.002585,0.004061 Initialization: 5.930000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.405000 Kernel 1: 0.024000 Kernel 2: 85.313004 Copyback: 0.017000 Sum: 0.035000 It 24,Best ac:0.000959 1.000000 fi:0.118786. Ave ac:0.001857,0.003067 Initialization: 5.978000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.366000 Kernel 1: 0.024000 Kernel 2: 86.758003 Copyback: 0.017000 Sum: 0.029000 It 25,Best ac:0.000959 1.000000 fi:0.123885. Ave ac:0.002120,0.003364 Initialization: 6.010000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.370000 Kernel 1: 0.025000 Kernel 2: 88.391998 Copyback: 0.016000 Sum: 0.033000 It 26,Best ac:0.001198 1.000000 fi:0.116278. Ave ac:0.003125,0.004173 Initialization: 6.096000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.410000 Kernel 1: 0.025000 Kernel 2: 88.216003 Copyback: 0.017000 Sum: 0.025000 It 27,Best ac:0.000959 1.000000 fi:0.117352. Ave ac:0.002893,0.004127 Initialization: 5.994000 Memcpy Classifiers: 0.434000 Memcpy Instances: 10.111000 Kernel 1: 0.024000 Kernel 2: 93.120003 Copyback: 0.017000 Sum: 0.032000 It 28,Best ac:0.000959 1.000000 fi:0.116981. Ave ac:0.001915,0.002837 Initialization: 5.961000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.371000 Kernel 1: 0.025000 Kernel 2: 93.614998 Copyback: 0.018000 Sum: 0.038000 It 29,Best ac:0.000959 1.000000 fi:0.115201. Ave ac:0.002502,0.003892 Initialization: 5.929000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.387000 Kernel 1: 0.024000 Kernel 2: 92.888000 Copyback: 0.018000 Sum: 0.034000 It 30,Best ac:0.000959 1.000000 fi:0.121389. Ave ac:0.002354,0.003467 Initialization: 8.337000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.386000 Kernel 1: 0.024000 Kernel 2: 90.890999 Copyback: 0.017000 Sum: 0.037000 It 31,Best ac:0.000959 1.000000 fi:0.116527. Ave ac:0.002236,0.003558 Initialization: 6.023000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.003000 Kernel 1: 0.024000 Kernel 2: 88.373001 Copyback: 0.017000 Sum: 0.026000 It 32,Best ac:0.000959 1.000000 fi:0.112275. Ave ac:0.002138,0.003240 Initialization: 5.891000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.385000 Kernel 1: 0.024000 Kernel 2: 87.417000 Copyback: 0.019000 Sum: 0.041000 It 33,Best ac:0.001918 1.000000 fi:0.113308. Ave ac:0.002370,0.004492 Initialization: 25.400999 Memcpy Instances: 500.720001 Memcpy Classifiers: 0.074000 Kernel 1: 0.024000 Kernel 2: 522.453979 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.074000 Kernel 1: 0.014000 Kernel 2: 507.540985 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.107000 Kernel 1: 0.023000 Kernel 2: 510.408997 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.108000 Kernel 1: 0.023000 Kernel 2: 516.966003 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 498.062988 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.108000 Kernel 1: 0.023000 Kernel 2: 501.998993 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.108000 Kernel 1: 0.023000 Kernel 2: 527.643982 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.015000 Kernel 2: 516.453003 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 518.828979 Copyback: 0.017000 Sum: 0.003000 Memcpy Classifiers: 0.074000 Kernel 1: 0.016000 Kernel 2: 517.973999 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 521.638977 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.047000 Kernel 1: 0.012000 Kernel 2: 146.438004 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.000944 0.681661 fi:0.435697. Ave ac:0.001802,0.006042 Best acc 0.000944 0.681661 Initialization: 6.181000 Memcpy Classifiers: 0.541000 Memcpy Instances: 8.395000 Kernel 1: 0.027000 Kernel 2: 102.032997 Copyback: 0.017000 Sum: 0.040000 Initial population average accuracy1:0.005456 accuracy2:0.224855 Initialization: 5.937000 Memcpy Classifiers: 0.504000 Memcpy Instances: 8.380000 Kernel 1: 0.024000 Kernel 2: 103.099998 Copyback: 0.017000 Sum: 0.055000 It 0,Best ac:0.000719 0.750000 fi:0.432359. Ave ac:0.007779,0.014421 Initialization: 5.942000 Memcpy Classifiers: 0.504000 Memcpy Instances: 8.381000 Kernel 1: 0.024000 Kernel 2: 103.394997 Copyback: 0.017000 Sum: 0.028000 It 1,Best ac:0.000719 1.000000 fi:0.181535. Ave ac:0.008556,0.017627 Initialization: 5.956000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.419000 Kernel 1: 0.024000 Kernel 2: 100.394997 Copyback: 0.017000 Sum: 0.030000 It 2,Best ac:0.001198 1.000000 fi:0.099828. Ave ac:0.006590,0.012520 Initialization: 5.923000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.389000 Kernel 1: 0.025000 Kernel 2: 99.905998 Copyback: 0.017000 Sum: 0.033000 It 3,Best ac:0.001199 1.000000 fi:0.099828. Ave ac:0.007469,0.012428 Initialization: 5.892000 Memcpy Classifiers: 0.491000 Memcpy Instances: 8.376000 Kernel 1: 0.025000 Kernel 2: 100.316002 Copyback: 0.016000 Sum: 0.033000 It 4,Best ac:0.000959 1.000000 fi:0.099929. Ave ac:0.005677,0.009217 Initialization: 5.899000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.371000 Kernel 1: 0.026000 Kernel 2: 103.592003 Copyback: 0.017000 Sum: 0.030000 It 5,Best ac:0.001198 1.000000 fi:0.099828. Ave ac:0.005116,0.008671 Initialization: 5.895000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.376000 Kernel 1: 0.026000 Kernel 2: 105.531998 Copyback: 0.017000 Sum: 0.030000 It 6,Best ac:0.002398 1.000000 fi:0.099322. Ave ac:0.004800,0.010493 Initialization: 5.914000 Memcpy Classifiers: 0.584000 Memcpy Instances: 12.153000 Kernel 1: 0.028000 Kernel 2: 104.817001 Copyback: 0.017000 Sum: 0.029000 It 7,Best ac:0.000959 1.000000 fi:0.099929. Ave ac:0.004526,0.008544 Initialization: 6.011000 Memcpy Classifiers: 0.506000 Memcpy Instances: 11.814000 Kernel 1: 0.024000 Kernel 2: 101.325996 Copyback: 0.019000 Sum: 0.042000 It 8,Best ac:0.001198 1.000000 fi:0.099828. Ave ac:0.004784,0.008002 Initialization: 5.926000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.369000 Kernel 1: 0.025000 Kernel 2: 102.238998 Copyback: 0.017000 Sum: 0.032000 It 9,Best ac:0.000959 1.000000 fi:0.099929. Ave ac:0.004398,0.008129 Iteration 10:MDL fitness activated Error 0.099929 TL 0.033870 MDL Theory Length Weight: 0.9834686718 (4) Initialization: 6.004000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.379000 Kernel 1: 0.025000 Kernel 2: 101.824997 Copyback: 0.017000 Sum: 0.030000 It 10,Best ac:0.000959 1.000000 fi:0.126716. Ave ac:0.004716,0.009222 Initialization: 5.994000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.401000 Kernel 1: 0.025000 Kernel 2: 101.490997 Copyback: 0.017000 Sum: 0.031000 It 11,Best ac:0.001438 1.000000 fi:0.125801. Ave ac:0.004874,0.008810 Initialization: 5.986000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.381000 Kernel 1: 0.024000 Kernel 2: 96.879997 Copyback: 0.017000 Sum: 0.029000 It 12,Best ac:0.001199 1.000000 fi:0.138830. Ave ac:0.004609,0.008334 Initialization: 5.923000 Memcpy Classifiers: 0.515000 Memcpy Instances: 8.402000 Kernel 1: 0.024000 Kernel 2: 99.150002 Copyback: 0.017000 Sum: 0.030000 It 13,Best ac:0.001438 1.000000 fi:0.126457. Ave ac:0.005180,0.010279 Initialization: 5.943000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.415000 Kernel 1: 0.025000 Kernel 2: 99.063004 Copyback: 0.017000 Sum: 0.031000 It 14,Best ac:0.001198 1.000000 fi:0.133678. Ave ac:0.004516,0.009288 Initialization: 5.939000 Memcpy Classifiers: 0.486000 Memcpy Instances: 8.387000 Kernel 1: 0.024000 Kernel 2: 97.985001 Copyback: 0.017000 Sum: 0.029000 It 15,Best ac:0.000959 1.000000 fi:0.112562. Ave ac:0.005040,0.009933 Initialization: 5.925000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.385000 Kernel 1: 0.024000 Kernel 2: 97.013000 Copyback: 0.017000 Sum: 0.036000 It 16,Best ac:0.000959 1.000000 fi:0.133490. Ave ac:0.003886,0.008451 Initialization: 5.995000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.372000 Kernel 1: 0.024000 Kernel 2: 96.432999 Copyback: 0.017000 Sum: 0.035000 It 17,Best ac:0.001439 1.000000 fi:0.129739. Ave ac:0.003025,0.005540 Initialization: 6.009000 Memcpy Classifiers: 0.477000 Memcpy Instances: 8.367000 Kernel 1: 0.024000 Kernel 2: 94.457001 Copyback: 0.017000 Sum: 0.028000 It 18,Best ac:0.001439 1.000000 fi:0.127064. Ave ac:0.002243,0.003470 Initialization: 5.987000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.385000 Kernel 1: 0.024000 Kernel 2: 94.699997 Copyback: 0.016000 Sum: 0.027000 It 19,Best ac:0.001439 1.000000 fi:0.123339. Ave ac:0.002686,0.004049 Initialization: 5.978000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.373000 Kernel 1: 0.025000 Kernel 2: 94.308998 Copyback: 0.017000 Sum: 0.030000 It 20,Best ac:0.000959 1.000000 fi:0.127316. Ave ac:0.002188,0.003124 Initialization: 5.969000 Memcpy Classifiers: 0.437000 Memcpy Instances: 8.391000 Kernel 1: 0.024000 Kernel 2: 94.345001 Copyback: 0.017000 Sum: 0.032000 It 21,Best ac:0.000959 1.000000 fi:0.145844. Ave ac:0.002323,0.004771 Initialization: 5.928000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.383000 Kernel 1: 0.025000 Kernel 2: 91.195999 Copyback: 0.017000 Sum: 0.030000 It 22,Best ac:0.000959 1.000000 fi:0.126522. Ave ac:0.002914,0.005676 Initialization: 5.989000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.368000 Kernel 1: 0.026000 Kernel 2: 87.986000 Copyback: 0.019000 Sum: 0.035000 It 23,Best ac:0.000959 1.000000 fi:0.126370. Ave ac:0.003117,0.004745 Initialization: 5.816000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.404000 Kernel 1: 0.025000 Kernel 2: 89.184998 Copyback: 0.017000 Sum: 0.028000 It 24,Best ac:0.001917 1.000000 fi:0.119200. Ave ac:0.002422,0.003664 MDL Theory Length Weight: 0.8851218046 (10) Initialization: 6.079000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.370000 Kernel 1: 0.024000 Kernel 2: 88.473999 Copyback: 0.018000 Sum: 0.037000 It 25,Best ac:0.001678 1.000000 fi:0.119166. Ave ac:0.002626,0.007573 Initialization: 6.506000 Memcpy Classifiers: 0.397000 Memcpy Instances: 12.284000 Kernel 1: 0.025000 Kernel 2: 90.360001 Copyback: 0.017000 Sum: 0.032000 It 26,Best ac:0.001678 1.000000 fi:0.121403. Ave ac:0.002948,0.003868 Initialization: 5.978000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.408000 Kernel 1: 0.024000 Kernel 2: 91.585999 Copyback: 0.017000 Sum: 0.026000 It 27,Best ac:0.000959 1.000000 fi:0.122431. Ave ac:0.002129,0.003166 Initialization: 6.344000 Memcpy Classifiers: 0.398000 Memcpy Instances: 11.663000 Kernel 1: 0.024000 Kernel 2: 88.040001 Copyback: 0.017000 Sum: 0.028000 It 28,Best ac:0.001678 1.000000 fi:0.117202. Ave ac:0.002488,0.003441 Initialization: 7.004000 Memcpy Classifiers: 0.406000 Memcpy Instances: 9.003000 Kernel 1: 0.025000 Kernel 2: 89.088997 Copyback: 0.017000 Sum: 0.029000 It 29,Best ac:0.000959 1.000000 fi:0.130613. Ave ac:0.002107,0.003217 Initialization: 5.945000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.421000 Kernel 1: 0.025000 Kernel 2: 93.671997 Copyback: 0.017000 Sum: 0.032000 It 30,Best ac:0.000959 1.000000 fi:0.122645. Ave ac:0.002859,0.005229 Initialization: 6.654000 Memcpy Classifiers: 0.415000 Memcpy Instances: 9.009000 Kernel 1: 0.024000 Kernel 2: 91.945999 Copyback: 0.019000 Sum: 0.039000 It 31,Best ac:0.001438 1.000000 fi:0.123433. Ave ac:0.002542,0.003732 Initialization: 7.695000 Memcpy Classifiers: 0.595000 Memcpy Instances: 10.803000 Kernel 1: 0.024000 Kernel 2: 92.466003 Copyback: 0.018000 Sum: 0.033000 It 32,Best ac:0.001199 1.000000 fi:0.122712. Ave ac:0.002752,0.004311 Initialization: 5.996000 Memcpy Classifiers: 0.428000 Memcpy Instances: 11.749000 Kernel 1: 0.023000 Kernel 2: 91.377998 Copyback: 0.018000 Sum: 0.039000 It 33,Best ac:0.001918 1.000000 fi:0.121045. Ave ac:0.002716,0.004803 Initialization: 26.593000 Memcpy Instances: 477.651001 Memcpy Classifiers: 0.077000 Kernel 1: 0.026000 Kernel 2: 544.796021 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.076000 Kernel 1: 0.014000 Kernel 2: 536.693970 Copyback: 0.367000 Sum: 0.002000 Memcpy Classifiers: 0.077000 Kernel 1: 0.014000 Kernel 2: 535.195007 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.075000 Kernel 1: 0.013000 Kernel 2: 545.335022 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.076000 Kernel 1: 0.015000 Kernel 2: 557.656006 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.075000 Kernel 1: 0.013000 Kernel 2: 539.783997 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.075000 Kernel 1: 0.012000 Kernel 2: 554.552002 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.075000 Kernel 1: 0.013000 Kernel 2: 551.140015 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.076000 Kernel 1: 0.013000 Kernel 2: 545.163025 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.076000 Kernel 1: 0.013000 Kernel 2: 541.000000 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.076000 Kernel 1: 0.013000 Kernel 2: 530.715027 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.048000 Kernel 1: 0.012000 Kernel 2: 149.690002 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.000988 0.720280 fi:0.409842. Ave ac:0.002421,0.008453 Best acc 0.000988 0.720280 Rule:Att PSSM_-4_5 is [>-4.249521]|Att PSSM_-4_6 is [<-1.306377]|Att PSSM_-3_2 is [<1.456688]|Att PSSM_-3_7 is [<2.560899]|Att PSSM_-3_10 is [1.605510,6.009708]|Att PSSM_-3_14 is [<2.593806]|Att PSSM_-2_12 is [-6.565231,-1.434768]|Att PSSM_-1_4 is [<1.868633]|Att PSSM_-1_9 is [-6.769391,8.994694]|Att PSSM_0_2 is [-3.760016,-2.093725]|Att PSSM_0_7 is [-6.077301,-1.922699]|Att PSSM_2_6 is [-6.634877,-1.365123]|1 Accuracy : 0.767344 0 1 158893 5187 49403 21155 Removed 286 instances. 208296 Instances left. Acc of rule 0.000988-0.720280 Initialization: 6.160000 Memcpy Classifiers: 0.576000 Memcpy Instances: 8.414000 Kernel 1: 0.027000 Kernel 2: 101.490997 Copyback: 0.017000 Sum: 0.040000 Initial population average accuracy1:0.004933 accuracy2:0.229400 Initialization: 6.008000 Memcpy Classifiers: 0.506000 Memcpy Instances: 8.359000 Kernel 1: 0.024000 Kernel 2: 102.316002 Copyback: 0.017000 Sum: 0.038000 It 0,Best ac:0.000960 0.800000 fi:0.299927. Ave ac:0.006081,0.010998 Initialization: 6.027000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.354000 Kernel 1: 0.025000 Kernel 2: 104.323997 Copyback: 0.017000 Sum: 0.031000 It 1,Best ac:0.000960 0.800000 fi:0.299927. Ave ac:0.005634,0.008637 Initialization: 5.946000 Memcpy Classifiers: 0.486000 Memcpy Instances: 8.371000 Kernel 1: 0.025000 Kernel 2: 103.401001 Copyback: 0.017000 Sum: 0.028000 It 2,Best ac:0.000720 1.000000 fi:0.178222. Ave ac:0.005488,0.009797 Initialization: 5.829000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.383000 Kernel 1: 0.024000 Kernel 2: 103.225998 Copyback: 0.017000 Sum: 0.032000 It 3,Best ac:0.000720 1.000000 fi:0.178222. Ave ac:0.004089,0.006933 Initialization: 5.796000 Memcpy Classifiers: 0.486000 Memcpy Instances: 8.401000 Kernel 1: 0.024000 Kernel 2: 100.939003 Copyback: 0.017000 Sum: 0.028000 It 4,Best ac:0.000960 1.000000 fi:0.099927. Ave ac:0.004160,0.007224 Initialization: 5.978000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.390000 Kernel 1: 0.024000 Kernel 2: 98.674004 Copyback: 0.017000 Sum: 0.028000 It 5,Best ac:0.001200 1.000000 fi:0.099826. Ave ac:0.003517,0.005154 Initialization: 5.968000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.382000 Kernel 1: 0.024000 Kernel 2: 96.177002 Copyback: 0.017000 Sum: 0.035000 It 6,Best ac:0.000960 1.000000 fi:0.099927. Ave ac:0.003558,0.006199 Initialization: 5.887000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.372000 Kernel 1: 0.024000 Kernel 2: 96.454002 Copyback: 0.017000 Sum: 0.031000 It 7,Best ac:0.001200 1.000000 fi:0.099826. Ave ac:0.002518,0.003861 Initialization: 5.913000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.417000 Kernel 1: 0.025000 Kernel 2: 97.806999 Copyback: 0.017000 Sum: 0.034000 It 8,Best ac:0.001440 1.000000 fi:0.099724. Ave ac:0.002799,0.004614 Initialization: 5.981000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.383000 Kernel 1: 0.029000 Kernel 2: 93.258003 Copyback: 0.017000 Sum: 0.032000 It 9,Best ac:0.001200 1.000000 fi:0.099826. Ave ac:0.002721,0.004542 Iteration 10:MDL fitness activated Error 0.099826 TL 0.036852 MDL Theory Length Weight: 0.9029512604 (2) Initialization: 6.421000 Memcpy Classifiers: 0.451000 Memcpy Instances: 12.332000 Kernel 1: 0.027000 Kernel 2: 93.377998 Copyback: 0.017000 Sum: 0.030000 It 10,Best ac:0.001200 1.000000 fi:0.128400. Ave ac:0.003295,0.004972 Initialization: 7.465000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.473000 Kernel 1: 0.034000 Kernel 2: 93.734001 Copyback: 0.017000 Sum: 0.029000 It 11,Best ac:0.000960 1.000000 fi:0.133744. Ave ac:0.002739,0.004376 Initialization: 7.260000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.687000 Kernel 1: 0.023000 Kernel 2: 93.870003 Copyback: 0.017000 Sum: 0.030000 It 12,Best ac:0.000960 1.000000 fi:0.129825. Ave ac:0.002983,0.005170 Initialization: 5.953000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.407000 Kernel 1: 0.024000 Kernel 2: 91.315002 Copyback: 0.017000 Sum: 0.029000 It 13,Best ac:0.001200 1.000000 fi:0.123224. Ave ac:0.002689,0.005487 Initialization: 5.893000 Memcpy Classifiers: 0.457000 Memcpy Instances: 8.373000 Kernel 1: 0.025000 Kernel 2: 92.387001 Copyback: 0.017000 Sum: 0.030000 It 14,Best ac:0.001920 1.000000 fi:0.125104. Ave ac:0.002800,0.003789 Initialization: 5.942000 Memcpy Classifiers: 0.529000 Memcpy Instances: 8.359000 Kernel 1: 0.025000 Kernel 2: 91.847000 Copyback: 0.017000 Sum: 0.028000 It 15,Best ac:0.001200 1.000000 fi:0.130557. Ave ac:0.003094,0.004090 Initialization: 5.929000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.371000 Kernel 1: 0.024000 Kernel 2: 93.315002 Copyback: 0.017000 Sum: 0.029000 It 16,Best ac:0.001680 1.000000 fi:0.133026. Ave ac:0.003553,0.005380 Initialization: 5.930000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.382000 Kernel 1: 0.024000 Kernel 2: 92.335999 Copyback: 0.017000 Sum: 0.029000 It 17,Best ac:0.001440 1.000000 fi:0.131765. Ave ac:0.003866,0.006558 Initialization: 5.906000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.362000 Kernel 1: 0.025000 Kernel 2: 90.738998 Copyback: 0.017000 Sum: 0.029000 It 18,Best ac:0.000960 1.000000 fi:0.131346. Ave ac:0.003211,0.005726 Initialization: 5.903000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.379000 Kernel 1: 0.024000 Kernel 2: 91.818001 Copyback: 0.017000 Sum: 0.039000 It 19,Best ac:0.000960 1.000000 fi:0.118675. Ave ac:0.003429,0.005242 Initialization: 5.925000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.469000 Kernel 1: 0.022000 Kernel 2: 87.685997 Copyback: 0.017000 Sum: 0.034000 It 20,Best ac:0.000960 1.000000 fi:0.128501. Ave ac:0.003148,0.005082 Initialization: 8.198000 Memcpy Classifiers: 0.524000 Memcpy Instances: 8.409000 Kernel 1: 0.025000 Kernel 2: 87.995003 Copyback: 0.018000 Sum: 0.030000 It 21,Best ac:0.000960 1.000000 fi:0.118660. Ave ac:0.003616,0.005896 Initialization: 5.917000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.409000 Kernel 1: 0.025000 Kernel 2: 87.900002 Copyback: 0.017000 Sum: 0.028000 It 22,Best ac:0.000960 1.000000 fi:0.123679. Ave ac:0.002902,0.003972 Initialization: 5.974000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.377000 Kernel 1: 0.025000 Kernel 2: 87.165001 Copyback: 0.017000 Sum: 0.029000 It 23,Best ac:0.001200 1.000000 fi:0.118574. Ave ac:0.002452,0.005130 Initialization: 6.015000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.385000 Kernel 1: 0.027000 Kernel 2: 85.389000 Copyback: 0.017000 Sum: 0.030000 It 24,Best ac:0.001680 1.000000 fi:0.128050. Ave ac:0.002756,0.004549 Initialization: 5.961000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.389000 Kernel 1: 0.025000 Kernel 2: 86.752998 Copyback: 0.017000 Sum: 0.035000 It 25,Best ac:0.000960 1.000000 fi:0.122917. Ave ac:0.002502,0.004043 Initialization: 5.929000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.381000 Kernel 1: 0.024000 Kernel 2: 84.492996 Copyback: 0.017000 Sum: 0.032000 It 26,Best ac:0.001200 1.000000 fi:0.125357. Ave ac:0.002722,0.005136 Initialization: 5.825000 Memcpy Classifiers: 0.396000 Memcpy Instances: 8.376000 Kernel 1: 0.025000 Kernel 2: 83.037003 Copyback: 0.017000 Sum: 0.031000 It 27,Best ac:0.001200 1.000000 fi:0.117954. Ave ac:0.002581,0.004079 Initialization: 7.125000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.364000 Kernel 1: 0.023000 Kernel 2: 86.163002 Copyback: 0.017000 Sum: 0.031000 It 28,Best ac:0.001680 1.000000 fi:0.123451. Ave ac:0.002108,0.003523 Initialization: 7.761000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.396000 Kernel 1: 0.024000 Kernel 2: 85.814003 Copyback: 0.017000 Sum: 0.030000 It 29,Best ac:0.001200 1.000000 fi:0.118558. Ave ac:0.002999,0.005115 Initialization: 6.025000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.366000 Kernel 1: 0.025000 Kernel 2: 85.408997 Copyback: 0.017000 Sum: 0.031000 It 30,Best ac:0.001200 1.000000 fi:0.124064. Ave ac:0.002171,0.004471 Initialization: 5.972000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.367000 Kernel 1: 0.025000 Kernel 2: 89.343002 Copyback: 0.017000 Sum: 0.028000 It 31,Best ac:0.000960 1.000000 fi:0.118675. Ave ac:0.002668,0.004054 Initialization: 5.930000 Memcpy Classifiers: 0.425000 Memcpy Instances: 8.357000 Kernel 1: 0.024000 Kernel 2: 82.904999 Copyback: 0.017000 Sum: 0.033000 It 32,Best ac:0.000960 1.000000 fi:0.124684. Ave ac:0.002985,0.005552 Initialization: 5.896000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.373000 Kernel 1: 0.025000 Kernel 2: 82.476997 Copyback: 0.017000 Sum: 0.027000 It 33,Best ac:0.001441 1.000000 fi:0.149879. Ave ac:0.002605,0.005807 Initialization: 25.611000 Memcpy Instances: 424.441010 Memcpy Classifiers: 0.079000 Kernel 1: 0.028000 Kernel 2: 486.006012 Copyback: 0.015000 Sum: 0.015000 Memcpy Classifiers: 0.076000 Kernel 1: 0.013000 Kernel 2: 486.419006 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.075000 Kernel 1: 0.014000 Kernel 2: 499.339996 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.074000 Kernel 1: 0.013000 Kernel 2: 507.996002 Copyback: 0.370000 Sum: 0.001000 Memcpy Classifiers: 0.074000 Kernel 1: 0.013000 Kernel 2: 489.454987 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.074000 Kernel 1: 0.013000 Kernel 2: 490.778992 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.075000 Kernel 1: 0.013000 Kernel 2: 510.346985 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.111000 Kernel 1: 0.021000 Kernel 2: 485.069000 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.076000 Kernel 1: 0.017000 Kernel 2: 496.601990 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.075000 Kernel 1: 0.013000 Kernel 2: 499.554993 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.095000 Kernel 1: 0.017000 Kernel 2: 459.282013 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.000994 0.676471 fi:0.454861. Ave ac:0.002287,0.007575 Best acc 0.000994 0.676471 Initialization: 5.983000 Memcpy Classifiers: 0.541000 Memcpy Instances: 11.764000 Kernel 1: 0.026000 Kernel 2: 103.945000 Copyback: 0.017000 Sum: 0.044000 Initial population average accuracy1:0.006651 accuracy2:0.222625 Initialization: 7.605000 Memcpy Classifiers: 0.559000 Memcpy Instances: 11.729000 Kernel 1: 0.024000 Kernel 2: 104.001999 Copyback: 0.017000 Sum: 0.053000 It 0,Best ac:0.001441 0.857143 fi:0.242581. Ave ac:0.008228,0.013847 Initialization: 7.721000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.472000 Kernel 1: 0.025000 Kernel 2: 101.028000 Copyback: 0.017000 Sum: 0.034000 It 1,Best ac:0.001440 0.750000 fi:0.349724. Ave ac:0.006780,0.011348 Initialization: 6.366000 Memcpy Classifiers: 0.468000 Memcpy Instances: 10.608000 Kernel 1: 0.027000 Kernel 2: 98.565002 Copyback: 0.017000 Sum: 0.035000 It 2,Best ac:0.000720 1.000000 fi:0.178222. Ave ac:0.008462,0.013314 Initialization: 6.932000 Memcpy Classifiers: 0.840000 Memcpy Instances: 13.468000 Kernel 1: 0.026000 Kernel 2: 96.848000 Copyback: 0.017000 Sum: 0.037000 It 3,Best ac:0.002160 0.900000 fi:0.199420. Ave ac:0.005702,0.007936 Initialization: 6.783000 Memcpy Classifiers: 0.499000 Memcpy Instances: 11.280000 Kernel 1: 0.028000 Kernel 2: 96.253998 Copyback: 0.017000 Sum: 0.031000 It 4,Best ac:0.000960 1.000000 fi:0.099927. Ave ac:0.005896,0.007616 Initialization: 8.135000 Memcpy Classifiers: 0.558000 Memcpy Instances: 8.375000 Kernel 1: 0.025000 Kernel 2: 96.524002 Copyback: 0.017000 Sum: 0.027000 It 5,Best ac:0.001440 0.857143 fi:0.242581. Ave ac:0.004553,0.006686 Initialization: 7.221000 Memcpy Classifiers: 0.690000 Memcpy Instances: 8.873000 Kernel 1: 0.025000 Kernel 2: 97.613998 Copyback: 0.018000 Sum: 0.029000 It 6,Best ac:0.001200 0.833333 fi:0.266493. Ave ac:0.005662,0.010963 Initialization: 6.022000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.367000 Kernel 1: 0.025000 Kernel 2: 94.682999 Copyback: 0.016000 Sum: 0.030000 It 7,Best ac:0.000960 1.000000 fi:0.099927. Ave ac:0.004018,0.006499 Initialization: 5.987000 Memcpy Classifiers: 0.450000 Memcpy Instances: 12.300000 Kernel 1: 0.031000 Kernel 2: 96.675003 Copyback: 0.017000 Sum: 0.031000 It 8,Best ac:0.001200 1.000000 fi:0.099826. Ave ac:0.004388,0.009487 Initialization: 7.898000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.379000 Kernel 1: 0.024000 Kernel 2: 96.621002 Copyback: 0.016000 Sum: 0.030000 It 9,Best ac:0.000960 1.000000 fi:0.099927. Ave ac:0.004465,0.008176 Iteration 10:MDL fitness activated Error 0.099927 TL 0.039619 MDL Theory Length Weight: 0.8407371074 (2) Initialization: 6.943000 Memcpy Classifiers: 0.452000 Memcpy Instances: 11.238000 Kernel 1: 0.033000 Kernel 2: 94.353996 Copyback: 0.016000 Sum: 0.031000 It 10,Best ac:0.001680 1.000000 fi:0.123564. Ave ac:0.004106,0.007946 Initialization: 5.887000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.371000 Kernel 1: 0.025000 Kernel 2: 94.470001 Copyback: 0.017000 Sum: 0.030000 It 11,Best ac:0.000960 1.000000 fi:0.130204. Ave ac:0.003415,0.005514 Initialization: 8.135000 Memcpy Classifiers: 0.744000 Memcpy Instances: 12.475000 Kernel 1: 0.023000 Kernel 2: 95.473999 Copyback: 0.017000 Sum: 0.029000 It 12,Best ac:0.000720 1.000000 fi:0.199582. Ave ac:0.003723,0.006463 Initialization: 5.953000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.374000 Kernel 1: 0.023000 Kernel 2: 95.879997 Copyback: 0.017000 Sum: 0.032000 It 13,Best ac:0.001680 1.000000 fi:0.129084. Ave ac:0.003242,0.006418 Initialization: 6.005000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.379000 Kernel 1: 0.024000 Kernel 2: 93.459999 Copyback: 0.371000 Sum: 0.037000 It 14,Best ac:0.001680 1.000000 fi:0.127084. Ave ac:0.004361,0.007731 Initialization: 5.962000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.364000 Kernel 1: 0.025000 Kernel 2: 93.571999 Copyback: 0.017000 Sum: 0.034000 It 15,Best ac:0.000960 1.000000 fi:0.128661. Ave ac:0.003557,0.006612 Initialization: 5.943000 Memcpy Classifiers: 0.486000 Memcpy Instances: 8.373000 Kernel 1: 0.024000 Kernel 2: 93.782997 Copyback: 0.017000 Sum: 0.028000 It 16,Best ac:0.001920 1.000000 fi:0.125807. Ave ac:0.004156,0.007885 Initialization: 5.881000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.385000 Kernel 1: 0.024000 Kernel 2: 95.541000 Copyback: 0.017000 Sum: 0.029000 It 17,Best ac:0.001680 1.000000 fi:0.121181. Ave ac:0.003923,0.006351 Initialization: 5.962000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.373000 Kernel 1: 0.025000 Kernel 2: 96.571999 Copyback: 0.017000 Sum: 0.034000 It 18,Best ac:0.000960 1.000000 fi:0.124408. Ave ac:0.002439,0.004443 Initialization: 5.960000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.367000 Kernel 1: 0.025000 Kernel 2: 94.260002 Copyback: 0.018000 Sum: 0.030000 It 19,Best ac:0.000960 1.000000 fi:0.123207. Ave ac:0.002851,0.005175 Initialization: 5.975000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.413000 Kernel 1: 0.024000 Kernel 2: 93.237000 Copyback: 0.017000 Sum: 0.030000 It 20,Best ac:0.001920 1.000000 fi:0.122718. Ave ac:0.002553,0.004752 Initialization: 5.947000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.364000 Kernel 1: 0.025000 Kernel 2: 93.843002 Copyback: 0.017000 Sum: 0.028000 It 21,Best ac:0.000960 1.000000 fi:0.126778. Ave ac:0.002759,0.004489 Initialization: 5.956000 Memcpy Classifiers: 0.421000 Memcpy Instances: 8.364000 Kernel 1: 0.024000 Kernel 2: 93.084999 Copyback: 0.017000 Sum: 0.029000 It 22,Best ac:0.000960 1.000000 fi:0.132754. Ave ac:0.002336,0.004488 Initialization: 5.911000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.376000 Kernel 1: 0.025000 Kernel 2: 92.403999 Copyback: 0.017000 Sum: 0.033000 It 23,Best ac:0.000960 1.000000 fi:0.126346. Ave ac:0.002117,0.004116 Initialization: 5.981000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.370000 Kernel 1: 0.025000 Kernel 2: 92.599998 Copyback: 0.017000 Sum: 0.031000 It 24,Best ac:0.001441 1.000000 fi:0.132075. Ave ac:0.002791,0.004165 Initialization: 6.015000 Memcpy Classifiers: 0.433000 Memcpy Instances: 10.129000 Kernel 1: 0.023000 Kernel 2: 95.056000 Copyback: 0.017000 Sum: 0.030000 It 25,Best ac:0.001200 1.000000 fi:0.122827. Ave ac:0.003124,0.004959 Initialization: 5.776000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.403000 Kernel 1: 0.024000 Kernel 2: 93.852997 Copyback: 0.017000 Sum: 0.031000 It 26,Best ac:0.001441 1.000000 fi:0.120447. Ave ac:0.002199,0.003512 Initialization: 5.924000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.399000 Kernel 1: 0.024000 Kernel 2: 92.502998 Copyback: 0.016000 Sum: 0.032000 It 27,Best ac:0.001200 1.000000 fi:0.121796. Ave ac:0.002775,0.004866 Initialization: 5.969000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.387000 Kernel 1: 0.024000 Kernel 2: 92.050003 Copyback: 0.017000 Sum: 0.034000 It 28,Best ac:0.001200 1.000000 fi:0.121423. Ave ac:0.002600,0.005171 Initialization: 5.907000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.381000 Kernel 1: 0.024000 Kernel 2: 91.615997 Copyback: 0.017000 Sum: 0.029000 It 29,Best ac:0.000960 1.000000 fi:0.121603. Ave ac:0.002534,0.004017 Initialization: 5.919000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.380000 Kernel 1: 0.025000 Kernel 2: 90.110001 Copyback: 0.017000 Sum: 0.028000 It 30,Best ac:0.001200 1.000000 fi:0.122863. Ave ac:0.001971,0.003935 Initialization: 5.955000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.376000 Kernel 1: 0.025000 Kernel 2: 91.925003 Copyback: 0.017000 Sum: 0.036000 It 31,Best ac:0.001440 1.000000 fi:0.121367. Ave ac:0.002549,0.005033 Initialization: 5.948000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.356000 Kernel 1: 0.024000 Kernel 2: 88.779999 Copyback: 0.017000 Sum: 0.030000 It 32,Best ac:0.000960 1.000000 fi:0.126936. Ave ac:0.002145,0.003999 Initialization: 6.488000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.807000 Kernel 1: 0.024000 Kernel 2: 92.624001 Copyback: 0.018000 Sum: 0.039000 It 33,Best ac:0.001440 1.000000 fi:0.121340. Ave ac:0.002353,0.003666 Initialization: 28.273001 Memcpy Instances: 512.124023 Memcpy Classifiers: 0.102000 Kernel 1: 0.029000 Kernel 2: 528.752991 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.079000 Kernel 1: 0.014000 Kernel 2: 558.031006 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.103000 Kernel 1: 0.021000 Kernel 2: 540.580017 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.100000 Kernel 1: 0.018000 Kernel 2: 562.213989 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.111000 Kernel 1: 0.014000 Kernel 2: 544.171997 Copyback: 0.018000 Sum: 0.005000 Memcpy Classifiers: 0.164000 Kernel 1: 0.029000 Kernel 2: 564.080994 Copyback: 0.018000 Sum: 0.003000 Memcpy Classifiers: 0.100000 Kernel 1: 0.020000 Kernel 2: 543.672974 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.078000 Kernel 1: 0.015000 Kernel 2: 538.245972 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.115000 Kernel 1: 0.022000 Kernel 2: 539.273010 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.078000 Kernel 1: 0.013000 Kernel 2: 528.474976 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.082000 Kernel 1: 0.013000 Kernel 2: 513.036011 Copyback: 0.015000 Sum: 0.002000 It 34,Best ac:0.001051 0.737374 fi:0.385553. Ave ac:0.001940,0.006547 Best acc 0.001051 0.737374 Rule:Att PSSM_-3_15 is [<5.596937]|Att PSSM_-2_12 is [<-0.932361]|Att PSSM_-1_12 is [-6.296164,-0.191840]|Att PSSM_0_5 is [-0.378421,6.084367]|Att PSSM_0_12 is [-5.461394,-2.668997]|Att PSSM_1_1 is [<2.411460]|Att PSSM_1_18 is [-2.312598,12.359025]|Att PSSM_3_12 is [-5.041295,-2.604566]|Att PSSM_4_6 is [-6.698632,0.253188]|1 Accuracy : 0.767945 0 1 158815 5265 49184 21374 Removed 297 instances. 207999 Instances left. Acc of rule 0.001051-0.737374 Initialization: 5.998000 Memcpy Classifiers: 0.540000 Memcpy Instances: 11.082000 Kernel 1: 0.026000 Kernel 2: 119.529999 Copyback: 0.016000 Sum: 0.041000 Initial population average accuracy1:0.005271 accuracy2:0.236650 Initialization: 5.932000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.356000 Kernel 1: 0.024000 Kernel 2: 104.428001 Copyback: 0.017000 Sum: 0.044000 It 0,Best ac:0.000721 1.000000 fi:0.174881. Ave ac:0.005888,0.010091 Initialization: 6.009000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.377000 Kernel 1: 0.024000 Kernel 2: 120.301003 Copyback: 0.017000 Sum: 0.028000 It 1,Best ac:0.001202 0.714286 fi:0.385538. Ave ac:0.006363,0.012123 Initialization: 5.905000 Memcpy Classifiers: 0.539000 Memcpy Instances: 8.367000 Kernel 1: 0.024000 Kernel 2: 104.916000 Copyback: 0.017000 Sum: 0.025000 It 2,Best ac:0.001924 0.800000 fi:0.299517. Ave ac:0.005583,0.008934 Initialization: 5.938000 Memcpy Classifiers: 0.561000 Memcpy Instances: 8.363000 Kernel 1: 0.025000 Kernel 2: 118.802002 Copyback: 0.017000 Sum: 0.025000 It 3,Best ac:0.001442 1.000000 fi:0.099722. Ave ac:0.004649,0.008200 Initialization: 5.887000 Memcpy Classifiers: 0.513000 Memcpy Instances: 8.357000 Kernel 1: 0.024000 Kernel 2: 100.413002 Copyback: 0.016000 Sum: 0.035000 It 4,Best ac:0.000721 1.000000 fi:0.174042. Ave ac:0.004657,0.008118 Initialization: 5.964000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.361000 Kernel 1: 0.024000 Kernel 2: 101.195999 Copyback: 0.017000 Sum: 0.029000 It 5,Best ac:0.000962 1.000000 fi:0.099925. Ave ac:0.003709,0.006987 Initialization: 5.818000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.341000 Kernel 1: 0.025000 Kernel 2: 111.708000 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.001923 1.000000 fi:0.099518. Ave ac:0.002611,0.004269 Initialization: 5.927000 Memcpy Classifiers: 0.415000 Memcpy Instances: 10.913000 Kernel 1: 0.034000 Kernel 2: 97.324997 Copyback: 0.017000 Sum: 0.032000 It 7,Best ac:0.001202 1.000000 fi:0.099824. Ave ac:0.002458,0.005268 Initialization: 6.023000 Memcpy Classifiers: 0.435000 Memcpy Instances: 10.598000 Kernel 1: 0.025000 Kernel 2: 101.642998 Copyback: 0.017000 Sum: 0.026000 It 8,Best ac:0.000962 1.000000 fi:0.099925. Ave ac:0.002780,0.004616 Initialization: 5.885000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.389000 Kernel 1: 0.024000 Kernel 2: 119.195000 Copyback: 0.017000 Sum: 0.032000 It 9,Best ac:0.001442 1.000000 fi:0.099722. Ave ac:0.002947,0.004796 Iteration 10:MDL fitness activated Error 0.099722 TL 0.049180 MDL Theory Length Weight: 0.6759011595 (4) Initialization: 5.892000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.361000 Kernel 1: 0.023000 Kernel 2: 117.547997 Copyback: 0.017000 Sum: 0.027000 It 10,Best ac:0.000962 1.000000 fi:0.120867. Ave ac:0.002814,0.005519 Initialization: 5.944000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.373000 Kernel 1: 0.024000 Kernel 2: 119.407997 Copyback: 0.017000 Sum: 0.030000 It 11,Best ac:0.001202 1.000000 fi:0.120279. Ave ac:0.002651,0.004557 Initialization: 5.925000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.360000 Kernel 1: 0.025000 Kernel 2: 120.239998 Copyback: 0.017000 Sum: 0.029000 It 12,Best ac:0.000962 1.000000 fi:0.117348. Ave ac:0.002446,0.004716 Initialization: 5.922000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.398000 Kernel 1: 0.024000 Kernel 2: 106.628998 Copyback: 0.016000 Sum: 0.030000 It 13,Best ac:0.001202 1.000000 fi:0.129068. Ave ac:0.002869,0.007074 Initialization: 8.794000 Memcpy Classifiers: 0.658000 Memcpy Instances: 10.774000 Kernel 1: 0.025000 Kernel 2: 110.184998 Copyback: 0.017000 Sum: 0.041000 It 14,Best ac:0.001202 1.000000 fi:0.124880. Ave ac:0.002683,0.004306 Initialization: 5.983000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.342000 Kernel 1: 0.025000 Kernel 2: 124.762001 Copyback: 0.017000 Sum: 0.039000 It 15,Best ac:0.001202 1.000000 fi:0.126056. Ave ac:0.001674,0.002837 Initialization: 5.938000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.369000 Kernel 1: 0.024000 Kernel 2: 107.929001 Copyback: 0.371000 Sum: 0.042000 It 16,Best ac:0.000961 1.000000 fi:0.123803. Ave ac:0.001949,0.003982 Initialization: 6.006000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.338000 Kernel 1: 0.025000 Kernel 2: 104.848999 Copyback: 0.017000 Sum: 0.031000 It 17,Best ac:0.002885 0.923077 fi:0.195277. Ave ac:0.002107,0.005889 Initialization: 5.947000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.373000 Kernel 1: 0.024000 Kernel 2: 124.809998 Copyback: 0.017000 Sum: 0.035000 It 18,Best ac:0.000721 1.000000 fi:0.199927. Ave ac:0.001767,0.004003 Initialization: 6.092000 Memcpy Classifiers: 0.744000 Memcpy Instances: 12.759000 Kernel 1: 0.025000 Kernel 2: 123.602997 Copyback: 0.017000 Sum: 0.034000 It 19,Best ac:0.001683 1.000000 fi:0.122543. Ave ac:0.002816,0.004325 Initialization: 5.905000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.377000 Kernel 1: 0.024000 Kernel 2: 107.290001 Copyback: 0.016000 Sum: 0.031000 It 20,Best ac:0.001923 1.000000 fi:0.122441. Ave ac:0.002753,0.006784 Initialization: 5.972000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.402000 Kernel 1: 0.024000 Kernel 2: 120.839996 Copyback: 0.017000 Sum: 0.035000 It 21,Best ac:0.001923 1.000000 fi:0.116510. Ave ac:0.002976,0.005772 Initialization: 5.881000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.342000 Kernel 1: 0.024000 Kernel 2: 118.755997 Copyback: 0.017000 Sum: 0.034000 It 22,Best ac:0.000962 1.000000 fi:0.128530. Ave ac:0.003445,0.007264 Initialization: 5.911000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.423000 Kernel 1: 0.023000 Kernel 2: 119.692001 Copyback: 0.017000 Sum: 0.036000 It 23,Best ac:0.002404 1.000000 fi:0.115428. Ave ac:0.003699,0.007101 Initialization: 5.911000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.392000 Kernel 1: 0.025000 Kernel 2: 117.640999 Copyback: 0.018000 Sum: 0.039000 It 24,Best ac:0.001202 1.000000 fi:0.121929. Ave ac:0.003560,0.008616 Initialization: 6.286000 Memcpy Classifiers: 0.547000 Memcpy Instances: 11.175000 Kernel 1: 0.024000 Kernel 2: 117.692001 Copyback: 0.018000 Sum: 0.036000 It 25,Best ac:0.001923 1.000000 fi:0.119120. Ave ac:0.002531,0.005217 Initialization: 6.343000 Memcpy Classifiers: 0.416000 Memcpy Instances: 12.381000 Kernel 1: 0.027000 Kernel 2: 115.035004 Copyback: 0.017000 Sum: 0.035000 It 26,Best ac:0.000962 1.000000 fi:0.117590. Ave ac:0.002168,0.003316 Initialization: 7.509000 Memcpy Classifiers: 0.540000 Memcpy Instances: 9.310000 Kernel 1: 0.024000 Kernel 2: 97.612999 Copyback: 0.017000 Sum: 0.028000 It 27,Best ac:0.001682 1.000000 fi:0.116934. Ave ac:0.001979,0.003118 Initialization: 6.612000 Memcpy Classifiers: 0.415000 Memcpy Instances: 11.716000 Kernel 1: 0.027000 Kernel 2: 110.765999 Copyback: 0.018000 Sum: 0.039000 It 28,Best ac:0.001923 1.000000 fi:0.118352. Ave ac:0.001213,0.002498 Initialization: 6.074000 Memcpy Classifiers: 0.433000 Memcpy Instances: 9.859000 Kernel 1: 0.034000 Kernel 2: 114.085999 Copyback: 0.018000 Sum: 0.038000 It 29,Best ac:0.001442 1.000000 fi:0.120098. Ave ac:0.001874,0.003565 Initialization: 6.494000 Memcpy Classifiers: 0.380000 Memcpy Instances: 10.737000 Kernel 1: 0.024000 Kernel 2: 94.419998 Copyback: 0.018000 Sum: 0.041000 It 30,Best ac:0.000961 1.000000 fi:0.118707. Ave ac:0.001768,0.003596 Initialization: 7.561000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.642000 Kernel 1: 0.025000 Kernel 2: 108.065002 Copyback: 0.018000 Sum: 0.038000 It 31,Best ac:0.001442 1.000000 fi:0.116789. Ave ac:0.002158,0.003886 Initialization: 5.941000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.351000 Kernel 1: 0.024000 Kernel 2: 107.241997 Copyback: 0.017000 Sum: 0.030000 It 32,Best ac:0.000962 1.000000 fi:0.120929. Ave ac:0.001403,0.002803 MDL Theory Length Weight: 0.6083110436 (10) Initialization: 7.325000 Memcpy Classifiers: 0.692000 Memcpy Instances: 9.112000 Kernel 1: 0.024000 Kernel 2: 93.581001 Copyback: 0.016000 Sum: 0.033000 It 33,Best ac:0.001202 1.000000 fi:0.119648. Ave ac:0.002145,0.004645 Initialization: 26.143000 Memcpy Instances: 417.217987 Memcpy Classifiers: 0.077000 Kernel 1: 0.025000 Kernel 2: 535.851013 Copyback: 0.014000 Sum: 0.016000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 531.999023 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 524.177979 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.074000 Kernel 1: 0.013000 Kernel 2: 505.274994 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 530.315979 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 525.273010 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.074000 Kernel 1: 0.013000 Kernel 2: 525.109985 Copyback: 0.368000 Sum: 0.003000 Memcpy Classifiers: 0.075000 Kernel 1: 0.014000 Kernel 2: 534.770020 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.074000 Kernel 1: 0.012000 Kernel 2: 518.190002 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 524.827026 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.079000 Kernel 1: 0.013000 Kernel 2: 487.265991 Copyback: 0.017000 Sum: 0.003000 It 34,Best ac:0.001010 0.662461 fi:0.453027. Ave ac:0.002393,0.008180 Best acc 0.001010 0.662461 Initialization: 7.564000 Memcpy Classifiers: 0.540000 Memcpy Instances: 8.343000 Kernel 1: 0.027000 Kernel 2: 121.598999 Copyback: 0.017000 Sum: 0.041000 Initial population average accuracy1:0.005622 accuracy2:0.234827 Initialization: 6.818000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.393000 Kernel 1: 0.025000 Kernel 2: 121.148003 Copyback: 0.018000 Sum: 0.061000 It 0,Best ac:0.001202 0.833333 fi:0.266490. Ave ac:0.005753,0.011283 Initialization: 7.192000 Memcpy Classifiers: 0.524000 Memcpy Instances: 8.387000 Kernel 1: 0.025000 Kernel 2: 107.260002 Copyback: 0.017000 Sum: 0.034000 It 1,Best ac:0.001202 1.000000 fi:0.099823. Ave ac:0.006768,0.012032 Initialization: 6.778000 Memcpy Classifiers: 0.486000 Memcpy Instances: 11.099000 Kernel 1: 0.035000 Kernel 2: 107.036003 Copyback: 0.017000 Sum: 0.035000 It 2,Best ac:0.002164 1.000000 fi:0.099415. Ave ac:0.006280,0.010115 Initialization: 5.967000 Memcpy Classifiers: 0.547000 Memcpy Instances: 11.555000 Kernel 1: 0.024000 Kernel 2: 104.124001 Copyback: 0.017000 Sum: 0.034000 It 3,Best ac:0.000961 1.000000 fi:0.099926. Ave ac:0.005772,0.009247 Initialization: 6.772000 Memcpy Classifiers: 0.523000 Memcpy Instances: 11.230000 Kernel 1: 0.026000 Kernel 2: 101.349998 Copyback: 0.017000 Sum: 0.031000 It 4,Best ac:0.000962 1.000000 fi:0.099925. Ave ac:0.005145,0.009105 Initialization: 6.962000 Memcpy Classifiers: 0.524000 Memcpy Instances: 11.717000 Kernel 1: 0.024000 Kernel 2: 102.292000 Copyback: 0.018000 Sum: 0.044000 It 5,Best ac:0.001442 1.000000 fi:0.099722. Ave ac:0.003700,0.005826 Initialization: 6.009000 Memcpy Classifiers: 0.488000 Memcpy Instances: 12.415000 Kernel 1: 0.027000 Kernel 2: 118.485001 Copyback: 0.017000 Sum: 0.030000 It 6,Best ac:0.001683 1.000000 fi:0.099620. Ave ac:0.003194,0.005187 Initialization: 6.160000 Memcpy Classifiers: 0.434000 Memcpy Instances: 11.605000 Kernel 1: 0.025000 Kernel 2: 117.264999 Copyback: 0.017000 Sum: 0.029000 It 7,Best ac:0.001202 1.000000 fi:0.099824. Ave ac:0.003026,0.005066 Initialization: 6.080000 Memcpy Classifiers: 0.505000 Memcpy Instances: 11.676000 Kernel 1: 0.025000 Kernel 2: 111.515999 Copyback: 0.017000 Sum: 0.031000 It 8,Best ac:0.000721 1.000000 fi:0.174881. Ave ac:0.003081,0.005775 Initialization: 7.007000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.387000 Kernel 1: 0.024000 Kernel 2: 97.896004 Copyback: 0.017000 Sum: 0.031000 It 9,Best ac:0.000961 1.000000 fi:0.099926. Ave ac:0.003249,0.005468 Iteration 10:MDL fitness activated Error 0.099926 TL 0.038253 MDL Theory Length Weight: 0.8707397494 (8) Initialization: 5.870000 Memcpy Classifiers: 0.486000 Memcpy Instances: 8.384000 Kernel 1: 0.024000 Kernel 2: 111.239998 Copyback: 0.017000 Sum: 0.028000 It 10,Best ac:0.001202 1.000000 fi:0.120180. Ave ac:0.003672,0.007076 Initialization: 5.905000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.353000 Kernel 1: 0.024000 Kernel 2: 110.897003 Copyback: 0.017000 Sum: 0.032000 It 11,Best ac:0.001923 1.000000 fi:0.119874. Ave ac:0.003013,0.005242 Initialization: 8.060000 Memcpy Classifiers: 0.775000 Memcpy Instances: 11.599000 Kernel 1: 0.026000 Kernel 2: 113.137001 Copyback: 0.017000 Sum: 0.039000 It 12,Best ac:0.000962 1.000000 fi:0.134279. Ave ac:0.002713,0.005169 Initialization: 5.920000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.386000 Kernel 1: 0.025000 Kernel 2: 95.324997 Copyback: 0.016000 Sum: 0.034000 It 13,Best ac:0.000961 1.000000 fi:0.131673. Ave ac:0.002877,0.004625 Initialization: 5.884000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.363000 Kernel 1: 0.030000 Kernel 2: 109.609001 Copyback: 0.017000 Sum: 0.030000 It 14,Best ac:0.001442 1.000000 fi:0.123754. Ave ac:0.003144,0.005473 Initialization: 5.901000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.373000 Kernel 1: 0.025000 Kernel 2: 106.435997 Copyback: 0.017000 Sum: 0.031000 It 15,Best ac:0.002163 1.000000 fi:0.123518. Ave ac:0.002746,0.004993 Initialization: 5.937000 Memcpy Classifiers: 0.506000 Memcpy Instances: 8.379000 Kernel 1: 0.024000 Kernel 2: 92.240997 Copyback: 0.017000 Sum: 0.029000 It 16,Best ac:0.000961 1.000000 fi:0.132316. Ave ac:0.003051,0.005193 Initialization: 5.857000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.383000 Kernel 1: 0.025000 Kernel 2: 106.874001 Copyback: 0.016000 Sum: 0.030000 It 17,Best ac:0.001202 1.000000 fi:0.134322. Ave ac:0.003513,0.005369 Initialization: 5.910000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.367000 Kernel 1: 0.024000 Kernel 2: 109.398003 Copyback: 0.017000 Sum: 0.029000 It 18,Best ac:0.000962 1.000000 fi:0.125152. Ave ac:0.002777,0.004235 Initialization: 5.910000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.371000 Kernel 1: 0.023000 Kernel 2: 108.473000 Copyback: 0.017000 Sum: 0.034000 It 19,Best ac:0.001442 1.000000 fi:0.123278. Ave ac:0.002060,0.002946 Initialization: 5.910000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.343000 Kernel 1: 0.024000 Kernel 2: 90.720001 Copyback: 0.017000 Sum: 0.030000 It 20,Best ac:0.000962 1.000000 fi:0.129575. Ave ac:0.002070,0.003342 MDL Theory Length Weight: 0.7836657745 (10) Initialization: 5.929000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.361000 Kernel 1: 0.026000 Kernel 2: 93.031998 Copyback: 0.017000 Sum: 0.029000 It 21,Best ac:0.000962 1.000000 fi:0.124292. Ave ac:0.002533,0.004063 Initialization: 5.935000 Memcpy Classifiers: 0.509000 Memcpy Instances: 8.345000 Kernel 1: 0.026000 Kernel 2: 104.558998 Copyback: 0.017000 Sum: 0.028000 It 22,Best ac:0.000962 1.000000 fi:0.124954. Ave ac:0.002239,0.003113 Initialization: 6.686000 Memcpy Classifiers: 0.710000 Memcpy Instances: 10.629000 Kernel 1: 0.024000 Kernel 2: 106.216003 Copyback: 0.017000 Sum: 0.025000 It 23,Best ac:0.000962 1.000000 fi:0.127468. Ave ac:0.001995,0.002893 Initialization: 6.037000 Memcpy Classifiers: 0.493000 Memcpy Instances: 11.535000 Kernel 1: 0.024000 Kernel 2: 105.613998 Copyback: 0.016000 Sum: 0.026000 It 24,Best ac:0.000962 1.000000 fi:0.123334. Ave ac:0.002582,0.004309 Initialization: 5.926000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.371000 Kernel 1: 0.024000 Kernel 2: 107.071999 Copyback: 0.370000 Sum: 0.032000 It 25,Best ac:0.000962 1.000000 fi:0.124293. Ave ac:0.003269,0.005351 Initialization: 5.936000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.352000 Kernel 1: 0.023000 Kernel 2: 92.679001 Copyback: 0.017000 Sum: 0.029000 It 26,Best ac:0.000962 1.000000 fi:0.127210. Ave ac:0.002687,0.004680 Initialization: 5.887000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.400000 Kernel 1: 0.024000 Kernel 2: 109.588997 Copyback: 0.017000 Sum: 0.031000 It 27,Best ac:0.000962 1.000000 fi:0.124954. Ave ac:0.002852,0.004869 Initialization: 5.815000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.351000 Kernel 1: 0.025000 Kernel 2: 107.685997 Copyback: 0.016000 Sum: 0.027000 It 28,Best ac:0.000962 1.000000 fi:0.122446. Ave ac:0.002370,0.003514 Initialization: 5.889000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.394000 Kernel 1: 0.024000 Kernel 2: 109.587997 Copyback: 0.017000 Sum: 0.034000 It 29,Best ac:0.001923 1.000000 fi:0.120044. Ave ac:0.002585,0.004170 Initialization: 5.900000 Memcpy Classifiers: 0.450000 Memcpy Instances: 9.548000 Kernel 1: 0.030000 Kernel 2: 91.717003 Copyback: 0.016000 Sum: 0.031000 It 30,Best ac:0.002404 1.000000 fi:0.128836. Ave ac:0.002189,0.002950 Initialization: 5.945000 Memcpy Classifiers: 0.451000 Memcpy Instances: 11.080000 Kernel 1: 0.025000 Kernel 2: 107.082001 Copyback: 0.017000 Sum: 0.030000 It 31,Best ac:0.000962 1.000000 fi:0.122159. Ave ac:0.002324,0.003532 Initialization: 5.891000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.386000 Kernel 1: 0.024000 Kernel 2: 108.384003 Copyback: 0.017000 Sum: 0.028000 It 32,Best ac:0.000962 1.000000 fi:0.124384. Ave ac:0.002722,0.004692 Initialization: 5.911000 Memcpy Classifiers: 0.439000 Memcpy Instances: 8.356000 Kernel 1: 0.024000 Kernel 2: 90.922997 Copyback: 0.017000 Sum: 0.038000 It 33,Best ac:0.000962 1.000000 fi:0.121837. Ave ac:0.003321,0.005067 Initialization: 25.577999 Memcpy Instances: 418.618011 Memcpy Classifiers: 0.081000 Kernel 1: 0.027000 Kernel 2: 525.978027 Copyback: 0.015000 Sum: 0.013000 Memcpy Classifiers: 0.078000 Kernel 1: 0.014000 Kernel 2: 521.976013 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.077000 Kernel 1: 0.013000 Kernel 2: 525.494995 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.077000 Kernel 1: 0.013000 Kernel 2: 527.427002 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.077000 Kernel 1: 0.012000 Kernel 2: 523.155029 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.078000 Kernel 1: 0.012000 Kernel 2: 516.062012 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.077000 Kernel 1: 0.012000 Kernel 2: 517.544006 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.077000 Kernel 1: 0.012000 Kernel 2: 514.640015 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.115000 Kernel 1: 0.021000 Kernel 2: 516.174011 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.077000 Kernel 1: 0.013000 Kernel 2: 517.306030 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.082000 Kernel 1: 0.012000 Kernel 2: 490.337006 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.001673 0.685039 fi:0.437105. Ave ac:0.003578,0.012785 Best acc 0.001673 0.685039 Rule:Att PSSM_0_2 is [<-3.121997]|Att PSSM_0_5 is [-0.975853,4.975853]|Att PSSM_0_19 is [-5.912829,1.912829]|Att PSSM_1_8 is [>-3.968857]|Att PSSM_1_15 is [-4.913033,-0.170125]|Att PSSM_1_16 is [-3.529179,1.529179]|Att PSSM_1_18 is [<5.287591]|Att PSSM_3_1 is [-1.840315,5.574307]|Att PSSM_3_19 is [<4.608117]|Att PSSM_4_12 is [<-0.612395]|1 Accuracy : 0.768746 0 1 158655 5425 48836 21722 Removed 508 instances. 207491 Instances left. Acc of rule 0.001673-0.685039 Initialization: 6.544000 Memcpy Classifiers: 1.000000 Memcpy Instances: 9.181000 Kernel 1: 0.027000 Kernel 2: 103.302002 Copyback: 0.017000 Sum: 0.054000 Initial population average accuracy1:0.005684 accuracy2:0.233458 Initialization: 8.413000 Memcpy Classifiers: 0.750000 Memcpy Instances: 11.749000 Kernel 1: 0.027000 Kernel 2: 104.199997 Copyback: 0.017000 Sum: 0.037000 It 0,Best ac:0.000723 1.000000 fi:0.168969. Ave ac:0.006300,0.011723 Initialization: 6.706000 Memcpy Classifiers: 0.564000 Memcpy Instances: 8.800000 Kernel 1: 0.033000 Kernel 2: 103.969002 Copyback: 0.018000 Sum: 0.032000 It 1,Best ac:0.002169 0.750000 fi:0.349409. Ave ac:0.007289,0.013754 Initialization: 7.541000 Memcpy Classifiers: 0.951000 Memcpy Instances: 12.020000 Kernel 1: 0.027000 Kernel 2: 105.103996 Copyback: 0.018000 Sum: 0.035000 It 2,Best ac:0.000723 1.000000 fi:0.168969. Ave ac:0.006993,0.013319 Initialization: 7.528000 Memcpy Classifiers: 0.715000 Memcpy Instances: 10.069000 Kernel 1: 0.023000 Kernel 2: 103.681000 Copyback: 0.018000 Sum: 0.033000 It 3,Best ac:0.000723 1.000000 fi:0.168969. Ave ac:0.006624,0.010783 Initialization: 6.825000 Memcpy Classifiers: 0.524000 Memcpy Instances: 11.287000 Kernel 1: 0.028000 Kernel 2: 101.359001 Copyback: 0.018000 Sum: 0.038000 It 4,Best ac:0.001205 0.833333 fi:0.266487. Ave ac:0.006723,0.011158 Initialization: 7.671000 Memcpy Classifiers: 0.871000 Memcpy Instances: 11.760000 Kernel 1: 0.024000 Kernel 2: 100.202003 Copyback: 0.016000 Sum: 0.029000 It 5,Best ac:0.001446 1.000000 fi:0.099717. Ave ac:0.005142,0.009388 Initialization: 7.203000 Memcpy Classifiers: 0.678000 Memcpy Instances: 10.662000 Kernel 1: 0.024000 Kernel 2: 100.570999 Copyback: 0.017000 Sum: 0.024000 It 6,Best ac:0.000964 1.000000 fi:0.099923. Ave ac:0.004046,0.006252 Initialization: 6.441000 Memcpy Classifiers: 0.903000 Memcpy Instances: 10.381000 Kernel 1: 0.033000 Kernel 2: 101.990997 Copyback: 0.017000 Sum: 0.028000 It 7,Best ac:0.001205 1.000000 fi:0.099820. Ave ac:0.003913,0.006758 Initialization: 6.054000 Memcpy Classifiers: 0.469000 Memcpy Instances: 9.589000 Kernel 1: 0.032000 Kernel 2: 99.776001 Copyback: 0.017000 Sum: 0.031000 It 8,Best ac:0.001446 1.000000 fi:0.099717. Ave ac:0.003216,0.006107 Initialization: 7.109000 Memcpy Classifiers: 0.664000 Memcpy Instances: 10.474000 Kernel 1: 0.034000 Kernel 2: 101.269997 Copyback: 0.017000 Sum: 0.027000 It 9,Best ac:0.000723 1.000000 fi:0.168969. Ave ac:0.003443,0.006460 Iteration 10:MDL fitness activated Error 0.168969 TL 0.054325 MDL Theory Length Weight: 1.0367831504 (5) Initialization: 6.885000 Memcpy Classifiers: 0.488000 Memcpy Instances: 10.606000 Kernel 1: 0.028000 Kernel 2: 100.624001 Copyback: 0.016000 Sum: 0.032000 It 10,Best ac:0.000964 1.000000 fi:0.134690. Ave ac:0.002988,0.005992 Initialization: 5.920000 Memcpy Classifiers: 0.522000 Memcpy Instances: 8.907000 Kernel 1: 0.033000 Kernel 2: 99.938004 Copyback: 0.017000 Sum: 0.043000 It 11,Best ac:0.001928 1.000000 fi:0.141078. Ave ac:0.004191,0.007872 Initialization: 6.417000 Memcpy Classifiers: 0.469000 Memcpy Instances: 11.457000 Kernel 1: 0.024000 Kernel 2: 98.684998 Copyback: 0.016000 Sum: 0.043000 It 12,Best ac:0.000964 1.000000 fi:0.148230. Ave ac:0.003905,0.007946 Initialization: 6.976000 Memcpy Classifiers: 0.469000 Memcpy Instances: 12.053000 Kernel 1: 0.024000 Kernel 2: 99.739998 Copyback: 0.018000 Sum: 0.036000 It 13,Best ac:0.000964 1.000000 fi:0.129266. Ave ac:0.003628,0.006790 Initialization: 6.796000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.337000 Kernel 1: 0.024000 Kernel 2: 96.624001 Copyback: 0.018000 Sum: 0.034000 It 14,Best ac:0.001446 1.000000 fi:0.143288. Ave ac:0.003018,0.005703 Initialization: 7.734000 Memcpy Classifiers: 0.839000 Memcpy Instances: 11.533000 Kernel 1: 0.025000 Kernel 2: 99.710999 Copyback: 0.017000 Sum: 0.030000 It 15,Best ac:0.000964 1.000000 fi:0.138211. Ave ac:0.003850,0.009818 Initialization: 5.940000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.326000 Kernel 1: 0.024000 Kernel 2: 100.849998 Copyback: 0.018000 Sum: 0.042000 It 16,Best ac:0.000964 1.000000 fi:0.130713. Ave ac:0.004567,0.010588 Initialization: 8.200000 Memcpy Classifiers: 0.541000 Memcpy Instances: 11.824000 Kernel 1: 0.027000 Kernel 2: 100.375000 Copyback: 0.017000 Sum: 0.036000 It 17,Best ac:0.000964 1.000000 fi:0.138503. Ave ac:0.002776,0.005687 Initialization: 5.936000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.342000 Kernel 1: 0.024000 Kernel 2: 95.352997 Copyback: 0.018000 Sum: 0.033000 It 18,Best ac:0.001205 1.000000 fi:0.131277. Ave ac:0.003394,0.006419 Initialization: 6.001000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.403000 Kernel 1: 0.024000 Kernel 2: 93.521004 Copyback: 0.017000 Sum: 0.031000 It 19,Best ac:0.001446 1.000000 fi:0.138747. Ave ac:0.002961,0.005173 Initialization: 5.978000 Memcpy Classifiers: 0.451000 Memcpy Instances: 9.618000 Kernel 1: 0.024000 Kernel 2: 96.595001 Copyback: 0.017000 Sum: 0.029000 It 20,Best ac:0.000964 1.000000 fi:0.128034. Ave ac:0.003757,0.006068 Initialization: 5.969000 Memcpy Classifiers: 0.451000 Memcpy Instances: 9.068000 Kernel 1: 0.035000 Kernel 2: 95.713997 Copyback: 0.017000 Sum: 0.035000 It 21,Best ac:0.000964 1.000000 fi:0.132414. Ave ac:0.003113,0.006145 Initialization: 6.534000 Memcpy Classifiers: 0.469000 Memcpy Instances: 11.287000 Kernel 1: 0.024000 Kernel 2: 93.532997 Copyback: 0.018000 Sum: 0.038000 It 22,Best ac:0.001205 1.000000 fi:0.129984. Ave ac:0.002536,0.004560 Initialization: 6.054000 Memcpy Classifiers: 0.468000 Memcpy Instances: 10.128000 Kernel 1: 0.023000 Kernel 2: 94.974998 Copyback: 0.017000 Sum: 0.028000 It 23,Best ac:0.001205 1.000000 fi:0.127991. Ave ac:0.002424,0.005642 Initialization: 5.915000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.336000 Kernel 1: 0.024000 Kernel 2: 94.879997 Copyback: 0.017000 Sum: 0.029000 It 24,Best ac:0.001205 1.000000 fi:0.136260. Ave ac:0.003855,0.006636 Initialization: 7.666000 Memcpy Classifiers: 0.452000 Memcpy Instances: 11.019000 Kernel 1: 0.022000 Kernel 2: 97.209999 Copyback: 0.017000 Sum: 0.031000 It 25,Best ac:0.001687 1.000000 fi:0.133915. Ave ac:0.003123,0.004754 Initialization: 5.930000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.393000 Kernel 1: 0.023000 Kernel 2: 93.915001 Copyback: 0.018000 Sum: 0.042000 It 26,Best ac:0.001205 1.000000 fi:0.126381. Ave ac:0.003209,0.005049 Initialization: 8.011000 Memcpy Classifiers: 0.435000 Memcpy Instances: 9.420000 Kernel 1: 0.024000 Kernel 2: 94.893997 Copyback: 0.017000 Sum: 0.028000 It 27,Best ac:0.001205 1.000000 fi:0.129164. Ave ac:0.002766,0.004037 Initialization: 6.016000 Memcpy Classifiers: 0.488000 Memcpy Instances: 11.727000 Kernel 1: 0.023000 Kernel 2: 93.898003 Copyback: 0.019000 Sum: 0.037000 It 28,Best ac:0.001446 1.000000 fi:0.122920. Ave ac:0.002595,0.003890 Initialization: 7.568000 Memcpy Classifiers: 0.784000 Memcpy Instances: 8.375000 Kernel 1: 0.023000 Kernel 2: 92.503998 Copyback: 0.017000 Sum: 0.032000 It 29,Best ac:0.000964 1.000000 fi:0.130303. Ave ac:0.002522,0.003940 Initialization: 7.532000 Memcpy Classifiers: 0.469000 Memcpy Instances: 11.604000 Kernel 1: 0.023000 Kernel 2: 92.394997 Copyback: 0.019000 Sum: 0.039000 It 30,Best ac:0.001446 1.000000 fi:0.138392. Ave ac:0.002293,0.003756 Initialization: 8.489000 Memcpy Classifiers: 0.683000 Memcpy Instances: 10.653000 Kernel 1: 0.024000 Kernel 2: 92.785004 Copyback: 0.017000 Sum: 0.031000 It 31,Best ac:0.002169 1.000000 fi:0.134167. Ave ac:0.003149,0.005066 Initialization: 6.502000 Memcpy Classifiers: 0.806000 Memcpy Instances: 12.399000 Kernel 1: 0.031000 Kernel 2: 95.007004 Copyback: 0.017000 Sum: 0.028000 It 32,Best ac:0.001446 1.000000 fi:0.129605. Ave ac:0.002761,0.004623 Initialization: 6.793000 Memcpy Classifiers: 0.775000 Memcpy Instances: 10.366000 Kernel 1: 0.024000 Kernel 2: 94.702003 Copyback: 0.017000 Sum: 0.036000 It 33,Best ac:0.000964 1.000000 fi:0.131945. Ave ac:0.002600,0.006133 Initialization: 29.094000 Memcpy Instances: 470.093994 Memcpy Classifiers: 0.091000 Kernel 1: 0.024000 Kernel 2: 550.229980 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.089000 Kernel 1: 0.013000 Kernel 2: 547.815979 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.088000 Kernel 1: 0.012000 Kernel 2: 538.260010 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.089000 Kernel 1: 0.013000 Kernel 2: 534.739014 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.088000 Kernel 1: 0.013000 Kernel 2: 544.817993 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.088000 Kernel 1: 0.013000 Kernel 2: 527.867004 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.088000 Kernel 1: 0.013000 Kernel 2: 546.979980 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.088000 Kernel 1: 0.013000 Kernel 2: 547.005981 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.106000 Kernel 1: 0.017000 Kernel 2: 541.296997 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.089000 Kernel 1: 0.013000 Kernel 2: 546.213013 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.079000 Kernel 1: 0.013000 Kernel 2: 523.406982 Copyback: 0.369000 Sum: 0.001000 It 34,Best ac:0.000969 0.667774 fi:0.462035. Ave ac:0.002938,0.010950 Best acc 0.000969 0.667774 Initialization: 7.712000 Memcpy Classifiers: 0.492000 Memcpy Instances: 13.209000 Kernel 1: 0.029000 Kernel 2: 102.236000 Copyback: 0.017000 Sum: 0.042000 Initial population average accuracy1:0.004818 accuracy2:0.219462 Initialization: 7.713000 Memcpy Classifiers: 0.506000 Memcpy Instances: 9.325000 Kernel 1: 0.032000 Kernel 2: 101.810997 Copyback: 0.017000 Sum: 0.040000 It 0,Best ac:0.000964 1.000000 fi:0.099923. Ave ac:0.006636,0.012553 Initialization: 6.806000 Memcpy Classifiers: 0.506000 Memcpy Instances: 10.952000 Kernel 1: 0.027000 Kernel 2: 102.737000 Copyback: 0.017000 Sum: 0.040000 It 1,Best ac:0.001446 0.857143 fi:0.242575. Ave ac:0.006242,0.010910 Initialization: 6.303000 Memcpy Classifiers: 0.523000 Memcpy Instances: 9.607000 Kernel 1: 0.024000 Kernel 2: 99.413002 Copyback: 0.017000 Sum: 0.032000 It 2,Best ac:0.000723 1.000000 fi:0.168969. Ave ac:0.006603,0.011523 Initialization: 7.044000 Memcpy Classifiers: 0.468000 Memcpy Instances: 9.270000 Kernel 1: 0.024000 Kernel 2: 97.869003 Copyback: 0.018000 Sum: 0.039000 It 3,Best ac:0.000723 0.750000 fi:0.418969. Ave ac:0.005912,0.010775 Initialization: 8.450000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.393000 Kernel 1: 0.024000 Kernel 2: 99.266998 Copyback: 0.017000 Sum: 0.029000 It 4,Best ac:0.001446 1.000000 fi:0.099717. Ave ac:0.005846,0.008663 Initialization: 5.933000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.325000 Kernel 1: 0.023000 Kernel 2: 97.667000 Copyback: 0.017000 Sum: 0.028000 It 5,Best ac:0.001687 1.000000 fi:0.099614. Ave ac:0.005928,0.009948 Initialization: 6.122000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.319000 Kernel 1: 0.024000 Kernel 2: 97.628998 Copyback: 0.017000 Sum: 0.024000 It 6,Best ac:0.001687 1.000000 fi:0.099614. Ave ac:0.004900,0.008729 Initialization: 7.589000 Memcpy Classifiers: 0.522000 Memcpy Instances: 9.072000 Kernel 1: 0.022000 Kernel 2: 99.149002 Copyback: 0.018000 Sum: 0.038000 It 7,Best ac:0.001928 1.000000 fi:0.099512. Ave ac:0.003859,0.006341 Initialization: 6.422000 Memcpy Classifiers: 0.432000 Memcpy Instances: 11.710000 Kernel 1: 0.022000 Kernel 2: 101.640999 Copyback: 0.017000 Sum: 0.028000 It 8,Best ac:0.001446 1.000000 fi:0.099717. Ave ac:0.003764,0.006481 Initialization: 5.962000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.320000 Kernel 1: 0.024000 Kernel 2: 96.053001 Copyback: 0.017000 Sum: 0.036000 It 9,Best ac:0.001687 1.000000 fi:0.099614. Ave ac:0.002964,0.004441 Iteration 10:MDL fitness activated Error 0.099614 TL 0.055321 MDL Theory Length Weight: 0.6002213527 (3) Initialization: 5.971000 Memcpy Classifiers: 0.469000 Memcpy Instances: 10.691000 Kernel 1: 0.022000 Kernel 2: 96.197998 Copyback: 0.018000 Sum: 0.043000 It 10,Best ac:0.000964 1.000000 fi:0.126336. Ave ac:0.002812,0.004373 Initialization: 7.447000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.362000 Kernel 1: 0.025000 Kernel 2: 97.182999 Copyback: 0.017000 Sum: 0.030000 It 11,Best ac:0.000964 1.000000 fi:0.121063. Ave ac:0.002837,0.004655 Initialization: 5.954000 Memcpy Classifiers: 0.451000 Memcpy Instances: 10.184000 Kernel 1: 0.027000 Kernel 2: 97.210999 Copyback: 0.018000 Sum: 0.038000 It 12,Best ac:0.002168 1.000000 fi:0.120066. Ave ac:0.003035,0.006249 Initialization: 6.881000 Memcpy Classifiers: 0.468000 Memcpy Instances: 12.741000 Kernel 1: 0.026000 Kernel 2: 96.945999 Copyback: 0.017000 Sum: 0.032000 It 13,Best ac:0.001205 1.000000 fi:0.120164. Ave ac:0.003281,0.006310 Initialization: 8.163000 Memcpy Classifiers: 0.451000 Memcpy Instances: 10.082000 Kernel 1: 0.032000 Kernel 2: 96.001999 Copyback: 0.018000 Sum: 0.042000 It 14,Best ac:0.001205 1.000000 fi:0.117272. Ave ac:0.003309,0.005222 Initialization: 6.501000 Memcpy Classifiers: 0.434000 Memcpy Instances: 12.010000 Kernel 1: 0.027000 Kernel 2: 94.945000 Copyback: 0.017000 Sum: 0.041000 It 15,Best ac:0.000964 1.000000 fi:0.124573. Ave ac:0.003387,0.006049 Initialization: 6.848000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.495000 Kernel 1: 0.023000 Kernel 2: 91.485001 Copyback: 0.017000 Sum: 0.039000 It 16,Best ac:0.001928 1.000000 fi:0.117461. Ave ac:0.003861,0.006626 Initialization: 7.542000 Memcpy Classifiers: 0.566000 Memcpy Instances: 9.665000 Kernel 1: 0.023000 Kernel 2: 90.621002 Copyback: 0.017000 Sum: 0.032000 It 17,Best ac:0.000964 1.000000 fi:0.114028. Ave ac:0.003730,0.005565 Initialization: 7.878000 Memcpy Classifiers: 0.568000 Memcpy Instances: 11.815000 Kernel 1: 0.027000 Kernel 2: 89.511002 Copyback: 0.018000 Sum: 0.033000 It 18,Best ac:0.001446 1.000000 fi:0.116580. Ave ac:0.002676,0.003556 Initialization: 6.303000 Memcpy Classifiers: 0.766000 Memcpy Instances: 11.302000 Kernel 1: 0.025000 Kernel 2: 89.786003 Copyback: 0.017000 Sum: 0.028000 It 19,Best ac:0.001446 1.000000 fi:0.120503. Ave ac:0.002456,0.003158 Initialization: 6.706000 Memcpy Classifiers: 0.477000 Memcpy Instances: 8.333000 Kernel 1: 0.024000 Kernel 2: 88.984001 Copyback: 0.018000 Sum: 0.037000 It 20,Best ac:0.001205 1.000000 fi:0.125052. Ave ac:0.002336,0.003798 Initialization: 5.954000 Memcpy Classifiers: 0.416000 Memcpy Instances: 11.583000 Kernel 1: 0.024000 Kernel 2: 88.899002 Copyback: 0.017000 Sum: 0.031000 It 21,Best ac:0.002650 1.000000 fi:0.117386. Ave ac:0.002367,0.003634 Initialization: 6.642000 Memcpy Classifiers: 0.434000 Memcpy Instances: 11.416000 Kernel 1: 0.027000 Kernel 2: 90.150002 Copyback: 0.017000 Sum: 0.026000 It 22,Best ac:0.000964 1.000000 fi:0.117508. Ave ac:0.002441,0.003817 Initialization: 7.629000 Memcpy Classifiers: 0.436000 Memcpy Instances: 13.423000 Kernel 1: 0.025000 Kernel 2: 88.917000 Copyback: 0.018000 Sum: 0.039000 It 23,Best ac:0.002651 1.000000 fi:0.116125. Ave ac:0.003398,0.005448 Initialization: 5.936000 Memcpy Classifiers: 0.434000 Memcpy Instances: 12.035000 Kernel 1: 0.027000 Kernel 2: 91.545998 Copyback: 0.018000 Sum: 0.036000 It 24,Best ac:0.000964 1.000000 fi:0.119221. Ave ac:0.003229,0.004434 Initialization: 7.048000 Memcpy Classifiers: 0.436000 Memcpy Instances: 11.944000 Kernel 1: 0.026000 Kernel 2: 93.223000 Copyback: 0.018000 Sum: 0.032000 It 25,Best ac:0.000964 1.000000 fi:0.118473. Ave ac:0.003079,0.005202 Initialization: 7.479000 Memcpy Classifiers: 0.578000 Memcpy Instances: 8.726000 Kernel 1: 0.023000 Kernel 2: 91.309998 Copyback: 0.018000 Sum: 0.037000 It 26,Best ac:0.001205 1.000000 fi:0.116683. Ave ac:0.002949,0.005101 MDL Theory Length Weight: 0.5401992175 (10) Initialization: 5.953000 Memcpy Classifiers: 0.436000 Memcpy Instances: 11.597000 Kernel 1: 0.024000 Kernel 2: 90.846001 Copyback: 0.018000 Sum: 0.039000 It 27,Best ac:0.000964 1.000000 fi:0.118020. Ave ac:0.002852,0.005236 Initialization: 8.586000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.319000 Kernel 1: 0.025000 Kernel 2: 92.046997 Copyback: 0.017000 Sum: 0.029000 It 28,Best ac:0.000964 1.000000 fi:0.119756. Ave ac:0.001925,0.002911 Initialization: 5.924000 Memcpy Classifiers: 0.451000 Memcpy Instances: 10.369000 Kernel 1: 0.023000 Kernel 2: 91.508003 Copyback: 0.017000 Sum: 0.033000 It 29,Best ac:0.001205 1.000000 fi:0.117630. Ave ac:0.003044,0.004364 Initialization: 7.819000 Memcpy Classifiers: 0.434000 Memcpy Instances: 10.525000 Kernel 1: 0.023000 Kernel 2: 93.619003 Copyback: 0.017000 Sum: 0.032000 It 30,Best ac:0.001205 1.000000 fi:0.114843. Ave ac:0.002994,0.005905 Initialization: 6.716000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.321000 Kernel 1: 0.024000 Kernel 2: 92.011002 Copyback: 0.018000 Sum: 0.043000 It 31,Best ac:0.000964 1.000000 fi:0.118184. Ave ac:0.002768,0.004682 Initialization: 5.932000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.360000 Kernel 1: 0.023000 Kernel 2: 91.747002 Copyback: 0.017000 Sum: 0.030000 It 32,Best ac:0.000964 1.000000 fi:0.117224. Ave ac:0.002739,0.004143 Initialization: 5.954000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.338000 Kernel 1: 0.023000 Kernel 2: 91.849998 Copyback: 0.017000 Sum: 0.029000 It 33,Best ac:0.001928 1.000000 fi:0.116890. Ave ac:0.003256,0.004918 Initialization: 28.114000 Memcpy Instances: 507.463989 Memcpy Classifiers: 0.117000 Kernel 1: 0.032000 Kernel 2: 521.606995 Copyback: 0.368000 Sum: 0.020000 Memcpy Classifiers: 0.117000 Kernel 1: 0.021000 Kernel 2: 526.591980 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.101000 Kernel 1: 0.017000 Kernel 2: 526.814026 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.078000 Kernel 1: 0.013000 Kernel 2: 524.692993 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.077000 Kernel 1: 0.013000 Kernel 2: 544.692993 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.099000 Kernel 1: 0.016000 Kernel 2: 545.044006 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.078000 Kernel 1: 0.013000 Kernel 2: 539.393005 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.100000 Kernel 1: 0.016000 Kernel 2: 520.200989 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.116000 Kernel 1: 0.022000 Kernel 2: 532.002014 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.100000 Kernel 1: 0.016000 Kernel 2: 534.099976 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.105000 Kernel 1: 0.021000 Kernel 2: 505.510986 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.001128 0.664773 fi:0.452458. Ave ac:0.003568,0.012672 Best acc 0.001128 0.664773 Rule:Att PSSM_-3_12 is [-6.439111,-1.539018]|Att PSSM_-1_6 is [-5.824152,-1.066550]|Att PSSM_0_7 is [<-2.225373]|Att PSSM_0_12 is [<-1.294331]|Att PSSM_1_12 is [-4.987467,-1.845827]|Att PSSM_3_7 is [-3.354454,-0.608609]|Att PSSM_3_15 is [<3.483061]|Att PSSM_4_8 is [>1.391657]|1 Accuracy : 0.769176 0 1 158555 5525 48635 21923 Removed 301 instances. 207190 Instances left. Acc of rule 0.000969-0.667774 Initialization: 6.348000 Memcpy Classifiers: 0.968000 Memcpy Instances: 9.170000 Kernel 1: 0.024000 Kernel 2: 101.355003 Copyback: 0.018000 Sum: 0.043000 Initial population average accuracy1:0.005425 accuracy2:0.227292 Initialization: 5.970000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.417000 Kernel 1: 0.023000 Kernel 2: 100.463997 Copyback: 0.017000 Sum: 0.035000 It 0,Best ac:0.000965 0.800000 fi:0.299921. Ave ac:0.006445,0.011253 Initialization: 5.844000 Memcpy Classifiers: 0.505000 Memcpy Instances: 10.352000 Kernel 1: 0.032000 Kernel 2: 100.867996 Copyback: 0.016000 Sum: 0.030000 It 1,Best ac:0.000965 1.000000 fi:0.099921. Ave ac:0.006868,0.012283 Initialization: 7.312000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.333000 Kernel 1: 0.024000 Kernel 2: 97.345001 Copyback: 0.018000 Sum: 0.037000 It 2,Best ac:0.000965 1.000000 fi:0.099921. Ave ac:0.005215,0.008875 Initialization: 5.994000 Memcpy Classifiers: 0.505000 Memcpy Instances: 10.799000 Kernel 1: 0.024000 Kernel 2: 94.672997 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.000965 1.000000 fi:0.099921. Ave ac:0.004171,0.006499 Initialization: 6.806000 Memcpy Classifiers: 0.755000 Memcpy Instances: 10.813000 Kernel 1: 0.024000 Kernel 2: 94.671997 Copyback: 0.017000 Sum: 0.039000 It 4,Best ac:0.001207 1.000000 fi:0.099818. Ave ac:0.003716,0.006492 Initialization: 6.912000 Memcpy Classifiers: 0.802000 Memcpy Instances: 8.317000 Kernel 1: 0.024000 Kernel 2: 93.219002 Copyback: 0.018000 Sum: 0.046000 It 5,Best ac:0.000965 1.000000 fi:0.099921. Ave ac:0.003236,0.006021 Initialization: 5.972000 Memcpy Classifiers: 0.416000 Memcpy Instances: 11.649000 Kernel 1: 0.024000 Kernel 2: 89.931999 Copyback: 0.017000 Sum: 0.037000 It 6,Best ac:0.001448 1.000000 fi:0.099714. Ave ac:0.002799,0.004965 Initialization: 7.219000 Memcpy Classifiers: 0.470000 Memcpy Instances: 9.894000 Kernel 1: 0.023000 Kernel 2: 89.134003 Copyback: 0.018000 Sum: 0.050000 It 7,Best ac:0.001448 1.000000 fi:0.099715. Ave ac:0.002851,0.005937 Initialization: 5.917000 Memcpy Classifiers: 0.481000 Memcpy Instances: 8.321000 Kernel 1: 0.024000 Kernel 2: 92.379997 Copyback: 0.017000 Sum: 0.035000 It 8,Best ac:0.001448 1.000000 fi:0.099714. Ave ac:0.001748,0.002438 Initialization: 8.340000 Memcpy Classifiers: 0.661000 Memcpy Instances: 9.985000 Kernel 1: 0.031000 Kernel 2: 92.360001 Copyback: 0.017000 Sum: 0.033000 It 9,Best ac:0.001448 1.000000 fi:0.099715. Ave ac:0.001879,0.002594 Iteration 10:MDL fitness activated Error 0.099715 TL 0.034966 MDL Theory Length Weight: 0.9505838182 (4) Initialization: 5.919000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.306000 Kernel 1: 0.024000 Kernel 2: 95.438004 Copyback: 0.018000 Sum: 0.037000 It 10,Best ac:0.000965 1.000000 fi:0.133670. Ave ac:0.002034,0.002929 Initialization: 5.899000 Memcpy Classifiers: 0.487000 Memcpy Instances: 10.645000 Kernel 1: 0.024000 Kernel 2: 90.747002 Copyback: 0.017000 Sum: 0.027000 It 11,Best ac:0.001448 1.000000 fi:0.128463. Ave ac:0.002375,0.003574 Initialization: 5.897000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.315000 Kernel 1: 0.024000 Kernel 2: 90.143997 Copyback: 0.017000 Sum: 0.029000 It 12,Best ac:0.000965 1.000000 fi:0.131980. Ave ac:0.002472,0.004776 Initialization: 5.875000 Memcpy Classifiers: 0.433000 Memcpy Instances: 10.070000 Kernel 1: 0.026000 Kernel 2: 90.905998 Copyback: 0.017000 Sum: 0.029000 It 13,Best ac:0.000965 1.000000 fi:0.125022. Ave ac:0.002834,0.005623 Initialization: 6.353000 Memcpy Classifiers: 0.451000 Memcpy Instances: 11.437000 Kernel 1: 0.024000 Kernel 2: 91.890999 Copyback: 0.018000 Sum: 0.043000 It 14,Best ac:0.000965 1.000000 fi:0.122861. Ave ac:0.003399,0.008073 Initialization: 6.528000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.336000 Kernel 1: 0.025000 Kernel 2: 91.342003 Copyback: 0.017000 Sum: 0.028000 It 15,Best ac:0.001689 1.000000 fi:0.135155. Ave ac:0.002861,0.005938 Initialization: 8.014000 Memcpy Classifiers: 0.656000 Memcpy Instances: 10.606000 Kernel 1: 0.024000 Kernel 2: 92.228996 Copyback: 0.017000 Sum: 0.028000 It 16,Best ac:0.000965 1.000000 fi:0.123891. Ave ac:0.003023,0.004699 Initialization: 7.000000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.322000 Kernel 1: 0.025000 Kernel 2: 89.098000 Copyback: 0.017000 Sum: 0.033000 It 17,Best ac:0.001448 1.000000 fi:0.123639. Ave ac:0.002509,0.004294 Initialization: 7.918000 Memcpy Classifiers: 0.775000 Memcpy Instances: 8.486000 Kernel 1: 0.024000 Kernel 2: 89.747002 Copyback: 0.018000 Sum: 0.030000 It 18,Best ac:0.000965 1.000000 fi:0.124509. Ave ac:0.002171,0.003336 Initialization: 6.375000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.329000 Kernel 1: 0.023000 Kernel 2: 87.606003 Copyback: 0.017000 Sum: 0.029000 It 19,Best ac:0.000965 1.000000 fi:0.124389. Ave ac:0.002328,0.003461 Initialization: 6.983000 Memcpy Classifiers: 0.440000 Memcpy Instances: 10.667000 Kernel 1: 0.024000 Kernel 2: 90.938004 Copyback: 0.018000 Sum: 0.036000 It 20,Best ac:0.001931 1.000000 fi:0.117569. Ave ac:0.002045,0.002822 Initialization: 6.149000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.336000 Kernel 1: 0.023000 Kernel 2: 86.866997 Copyback: 0.018000 Sum: 0.031000 It 21,Best ac:0.000965 1.000000 fi:0.132962. Ave ac:0.002539,0.003595 Initialization: 6.393000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.665000 Kernel 1: 0.024000 Kernel 2: 89.552002 Copyback: 0.017000 Sum: 0.026000 It 22,Best ac:0.000965 1.000000 fi:0.127844. Ave ac:0.002446,0.003229 Initialization: 7.145000 Memcpy Classifiers: 0.581000 Memcpy Instances: 10.413000 Kernel 1: 0.023000 Kernel 2: 86.849998 Copyback: 0.018000 Sum: 0.027000 It 23,Best ac:0.001448 1.000000 fi:0.123674. Ave ac:0.003331,0.003927 Initialization: 6.214000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.411000 Kernel 1: 0.024000 Kernel 2: 88.943001 Copyback: 0.017000 Sum: 0.028000 It 24,Best ac:0.001207 1.000000 fi:0.127948. Ave ac:0.002882,0.003362 Initialization: 7.979000 Memcpy Classifiers: 0.433000 Memcpy Instances: 12.129000 Kernel 1: 0.023000 Kernel 2: 89.433998 Copyback: 0.017000 Sum: 0.028000 It 25,Best ac:0.000965 1.000000 fi:0.125385. Ave ac:0.002363,0.003784 Initialization: 6.070000 Memcpy Classifiers: 0.744000 Memcpy Instances: 9.715000 Kernel 1: 0.023000 Kernel 2: 89.774002 Copyback: 0.018000 Sum: 0.040000 It 26,Best ac:0.000965 1.000000 fi:0.124316. Ave ac:0.002747,0.003964 Initialization: 6.611000 Memcpy Classifiers: 0.657000 Memcpy Instances: 10.690000 Kernel 1: 0.024000 Kernel 2: 85.718002 Copyback: 0.017000 Sum: 0.029000 It 27,Best ac:0.001689 1.000000 fi:0.117943. Ave ac:0.002265,0.003098 Initialization: 7.367000 Memcpy Classifiers: 0.794000 Memcpy Instances: 12.735000 Kernel 1: 0.029000 Kernel 2: 84.477997 Copyback: 0.018000 Sum: 0.031000 It 28,Best ac:0.000965 1.000000 fi:0.117981. Ave ac:0.002502,0.003176 Initialization: 6.563000 Memcpy Classifiers: 0.648000 Memcpy Instances: 13.062000 Kernel 1: 0.026000 Kernel 2: 78.584999 Copyback: 0.017000 Sum: 0.032000 It 29,Best ac:0.000724 1.000000 fi:0.185616. Ave ac:0.001120,0.002626 MDL Theory Length Weight: 0.8555254364 (10) Initialization: 5.888000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.786000 Kernel 1: 0.034000 Kernel 2: 80.277000 Copyback: 0.018000 Sum: 0.040000 It 30,Best ac:0.000965 1.000000 fi:0.113902. Ave ac:0.002959,0.004684 Initialization: 8.273000 Memcpy Classifiers: 0.399000 Memcpy Instances: 10.488000 Kernel 1: 0.032000 Kernel 2: 77.961998 Copyback: 0.017000 Sum: 0.030000 It 31,Best ac:0.001207 1.000000 fi:0.118347. Ave ac:0.002115,0.003592 Initialization: 5.874000 Memcpy Classifiers: 0.361000 Memcpy Instances: 9.028000 Kernel 1: 0.031000 Kernel 2: 75.594002 Copyback: 0.017000 Sum: 0.030000 It 32,Best ac:0.001207 1.000000 fi:0.116946. Ave ac:0.002163,0.003101 Initialization: 5.888000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.378000 Kernel 1: 0.024000 Kernel 2: 76.929001 Copyback: 0.017000 Sum: 0.029000 It 33,Best ac:0.002172 1.000000 fi:0.126317. Ave ac:0.001882,0.002559 Initialization: 29.165001 Memcpy Instances: 489.878998 Memcpy Classifiers: 0.074000 Kernel 1: 0.023000 Kernel 2: 472.691986 Copyback: 0.016000 Sum: 0.018000 Memcpy Classifiers: 0.104000 Kernel 1: 0.022000 Kernel 2: 470.556000 Copyback: 0.366000 Sum: 0.003000 Memcpy Classifiers: 0.104000 Kernel 1: 0.023000 Kernel 2: 479.779999 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.071000 Kernel 1: 0.015000 Kernel 2: 479.265015 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.090000 Kernel 1: 0.016000 Kernel 2: 491.062988 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.103000 Kernel 1: 0.022000 Kernel 2: 484.287994 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.103000 Kernel 1: 0.021000 Kernel 2: 468.773010 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.071000 Kernel 1: 0.013000 Kernel 2: 481.769012 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.071000 Kernel 1: 0.013000 Kernel 2: 488.341003 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.102000 Kernel 1: 0.025000 Kernel 2: 481.886993 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.087000 Kernel 1: 0.016000 Kernel 2: 461.238007 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.001081 0.704403 fi:0.417032. Ave ac:0.002744,0.009604 Best acc 0.001081 0.704403 Initialization: 5.942000 Memcpy Classifiers: 0.540000 Memcpy Instances: 8.342000 Kernel 1: 0.025000 Kernel 2: 101.517998 Copyback: 0.017000 Sum: 0.044000 Initial population average accuracy1:0.005825 accuracy2:0.221356 Initialization: 5.956000 Memcpy Classifiers: 0.559000 Memcpy Instances: 8.308000 Kernel 1: 0.024000 Kernel 2: 102.349998 Copyback: 0.017000 Sum: 0.057000 It 0,Best ac:0.000724 1.000000 fi:0.165553. Ave ac:0.006541,0.010364 Initialization: 5.866000 Memcpy Classifiers: 0.479000 Memcpy Instances: 8.339000 Kernel 1: 0.023000 Kernel 2: 98.863998 Copyback: 0.017000 Sum: 0.033000 It 1,Best ac:0.000724 1.000000 fi:0.165553. Ave ac:0.006368,0.010255 Initialization: 5.865000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.339000 Kernel 1: 0.024000 Kernel 2: 100.259003 Copyback: 0.017000 Sum: 0.032000 It 2,Best ac:0.001690 1.000000 fi:0.099611. Ave ac:0.005678,0.011057 Initialization: 5.977000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.341000 Kernel 1: 0.024000 Kernel 2: 98.613998 Copyback: 0.017000 Sum: 0.034000 It 3,Best ac:0.000724 1.000000 fi:0.165553. Ave ac:0.005003,0.009486 Initialization: 5.997000 Memcpy Classifiers: 0.486000 Memcpy Instances: 11.608000 Kernel 1: 0.022000 Kernel 2: 98.342003 Copyback: 0.017000 Sum: 0.029000 It 4,Best ac:0.000724 1.000000 fi:0.165553. Ave ac:0.006287,0.012007 Initialization: 7.798000 Memcpy Classifiers: 0.807000 Memcpy Instances: 10.919000 Kernel 1: 0.023000 Kernel 2: 94.214996 Copyback: 0.017000 Sum: 0.030000 It 5,Best ac:0.000965 1.000000 fi:0.099921. Ave ac:0.006007,0.010799 Initialization: 5.767000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.343000 Kernel 1: 0.025000 Kernel 2: 95.487999 Copyback: 0.017000 Sum: 0.032000 It 6,Best ac:0.000724 1.000000 fi:0.164694. Ave ac:0.006813,0.013984 Initialization: 6.012000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.318000 Kernel 1: 0.024000 Kernel 2: 91.892998 Copyback: 0.018000 Sum: 0.045000 It 7,Best ac:0.001931 1.000000 fi:0.099509. Ave ac:0.005664,0.012025 Initialization: 7.420000 Memcpy Classifiers: 0.603000 Memcpy Instances: 11.409000 Kernel 1: 0.027000 Kernel 2: 91.126999 Copyback: 0.018000 Sum: 0.040000 It 8,Best ac:0.000724 1.000000 fi:0.164694. Ave ac:0.004969,0.011916 Initialization: 5.947000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.321000 Kernel 1: 0.024000 Kernel 2: 90.807999 Copyback: 0.372000 Sum: 0.027000 It 9,Best ac:0.001207 1.000000 fi:0.099818. Ave ac:0.005494,0.014336 Iteration 10:MDL fitness activated Error 0.099818 TL 0.022650 MDL Theory Length Weight: 1.4689933083 (3) Initialization: 5.887000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.336000 Kernel 1: 0.024000 Kernel 2: 91.467003 Copyback: 0.017000 Sum: 0.029000 It 10,Best ac:0.000965 1.000000 fi:0.148925. Ave ac:0.006364,0.014961 Initialization: 5.845000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.332000 Kernel 1: 0.023000 Kernel 2: 90.377998 Copyback: 0.016000 Sum: 0.035000 It 11,Best ac:0.000965 1.000000 fi:0.143661. Ave ac:0.006705,0.014816 Initialization: 5.907000 Memcpy Classifiers: 0.405000 Memcpy Instances: 8.342000 Kernel 1: 0.023000 Kernel 2: 88.291000 Copyback: 0.017000 Sum: 0.031000 It 12,Best ac:0.000965 1.000000 fi:0.141885. Ave ac:0.006961,0.012983 Initialization: 5.995000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.322000 Kernel 1: 0.024000 Kernel 2: 86.581001 Copyback: 0.017000 Sum: 0.029000 It 13,Best ac:0.000965 1.000000 fi:0.150807. Ave ac:0.004957,0.008460 Initialization: 6.022000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.319000 Kernel 1: 0.024000 Kernel 2: 85.098999 Copyback: 0.017000 Sum: 0.030000 It 14,Best ac:0.000724 1.000000 fi:0.213749. Ave ac:0.006706,0.013524 Initialization: 5.946000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.323000 Kernel 1: 0.023000 Kernel 2: 82.125999 Copyback: 0.017000 Sum: 0.030000 It 15,Best ac:0.001931 1.000000 fi:0.130530. Ave ac:0.005877,0.012338 Initialization: 5.856000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.333000 Kernel 1: 0.024000 Kernel 2: 81.121002 Copyback: 0.017000 Sum: 0.031000 It 16,Best ac:0.001448 1.000000 fi:0.132685. Ave ac:0.005815,0.012182 Initialization: 5.892000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.325000 Kernel 1: 0.024000 Kernel 2: 82.332001 Copyback: 0.017000 Sum: 0.028000 It 17,Best ac:0.001931 1.000000 fi:0.147048. Ave ac:0.003656,0.007906 Initialization: 5.903000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.398000 Kernel 1: 0.022000 Kernel 2: 82.614998 Copyback: 0.017000 Sum: 0.027000 It 18,Best ac:0.000965 1.000000 fi:0.136615. Ave ac:0.005859,0.010817 Initialization: 5.920000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.345000 Kernel 1: 0.024000 Kernel 2: 85.514999 Copyback: 0.017000 Sum: 0.026000 It 19,Best ac:0.000965 1.000000 fi:0.146566. Ave ac:0.006580,0.015276 Initialization: 6.696000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.327000 Kernel 1: 0.024000 Kernel 2: 81.209000 Copyback: 0.017000 Sum: 0.028000 It 20,Best ac:0.001207 1.000000 fi:0.129586. Ave ac:0.004914,0.010202 Initialization: 5.976000 Memcpy Classifiers: 0.397000 Memcpy Instances: 11.252000 Kernel 1: 0.023000 Kernel 2: 79.985001 Copyback: 0.017000 Sum: 0.028000 It 21,Best ac:0.000965 1.000000 fi:0.131179. Ave ac:0.004625,0.008793 Initialization: 5.856000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.358000 Kernel 1: 0.023000 Kernel 2: 81.087997 Copyback: 0.017000 Sum: 0.031000 It 22,Best ac:0.000965 1.000000 fi:0.132967. Ave ac:0.004160,0.007055 Initialization: 5.919000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.318000 Kernel 1: 0.023000 Kernel 2: 80.297997 Copyback: 0.017000 Sum: 0.031000 It 23,Best ac:0.001207 1.000000 fi:0.127098. Ave ac:0.003213,0.006729 Initialization: 5.912000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.308000 Kernel 1: 0.024000 Kernel 2: 82.421997 Copyback: 0.017000 Sum: 0.028000 It 24,Best ac:0.001206 1.000000 fi:0.131207. Ave ac:0.004678,0.008500 Initialization: 5.924000 Memcpy Classifiers: 0.376000 Memcpy Instances: 11.422000 Kernel 1: 0.025000 Kernel 2: 79.220001 Copyback: 0.017000 Sum: 0.034000 It 25,Best ac:0.001448 1.000000 fi:0.122923. Ave ac:0.003171,0.006421 Initialization: 5.838000 Memcpy Classifiers: 0.367000 Memcpy Instances: 8.364000 Kernel 1: 0.024000 Kernel 2: 80.973000 Copyback: 0.017000 Sum: 0.026000 It 26,Best ac:0.001207 1.000000 fi:0.131640. Ave ac:0.003542,0.009112 Initialization: 5.892000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.339000 Kernel 1: 0.024000 Kernel 2: 79.830002 Copyback: 0.017000 Sum: 0.031000 It 27,Best ac:0.001207 1.000000 fi:0.134094. Ave ac:0.003097,0.010651 Initialization: 5.909000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.332000 Kernel 1: 0.024000 Kernel 2: 78.374001 Copyback: 0.017000 Sum: 0.027000 It 28,Best ac:0.000965 1.000000 fi:0.132209. Ave ac:0.003353,0.010180 Initialization: 5.914000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.338000 Kernel 1: 0.025000 Kernel 2: 77.024002 Copyback: 0.018000 Sum: 0.035000 It 29,Best ac:0.002172 1.000000 fi:0.131289. Ave ac:0.003456,0.009879 Initialization: 5.963000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.322000 Kernel 1: 0.024000 Kernel 2: 76.399002 Copyback: 0.017000 Sum: 0.026000 It 30,Best ac:0.000965 1.000000 fi:0.132818. Ave ac:0.003145,0.007164 Initialization: 5.940000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.311000 Kernel 1: 0.023000 Kernel 2: 78.511002 Copyback: 0.017000 Sum: 0.025000 It 31,Best ac:0.001448 1.000000 fi:0.127057. Ave ac:0.002654,0.005287 Initialization: 5.869000 Memcpy Classifiers: 0.360000 Memcpy Instances: 8.327000 Kernel 1: 0.023000 Kernel 2: 77.955002 Copyback: 0.017000 Sum: 0.028000 It 32,Best ac:0.002172 1.000000 fi:0.125291. Ave ac:0.003168,0.007810 Initialization: 6.771000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.674000 Kernel 1: 0.024000 Kernel 2: 77.796997 Copyback: 0.016000 Sum: 0.028000 It 33,Best ac:0.000965 1.000000 fi:0.129533. Ave ac:0.002816,0.007011 Initialization: 25.715000 Memcpy Instances: 421.845001 Memcpy Classifiers: 0.071000 Kernel 1: 0.025000 Kernel 2: 472.687012 Copyback: 0.018000 Sum: 0.021000 Memcpy Classifiers: 0.086000 Kernel 1: 0.014000 Kernel 2: 461.325012 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.079000 Kernel 1: 0.016000 Kernel 2: 481.786987 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 473.558990 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.092000 Kernel 1: 0.020000 Kernel 2: 473.212006 Copyback: 0.020000 Sum: 0.006000 Memcpy Classifiers: 0.062000 Kernel 1: 0.018000 Kernel 2: 475.165009 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 489.234985 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 463.761993 Copyback: 0.369000 Sum: 0.002000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 491.760010 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.081000 Kernel 1: 0.019000 Kernel 2: 486.140991 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.088000 Kernel 1: 0.022000 Kernel 2: 438.838989 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.001506 0.651357 fi:0.475675. Ave ac:0.002332,0.008211 Best acc 0.001506 0.651357 Rule:Att PSSM_-3_12 is [<-0.134231]|Att PSSM_-1_5 is [-2.629712,2.629712]|Att PSSM_-1_14 is [<4.706894]|Att PSSM_0_7 is [-6.997520,-4.491127]|Att PSSM_1_3 is [-6.639517,4.639517]|Att PSSM_1_4 is [<-0.891654]|Att PSSM_2_18 is [<4.390772]|Att PSSM_4_7 is [<-0.247020]|Att PSSM_4_14 is [-2.086488,8.160333]|1 Accuracy : 0.769730 0 1 158461 5619 48411 22147 Removed 318 instances. 206872 Instances left. Acc of rule 0.001081-0.704403 Initialization: 5.917000 Memcpy Classifiers: 0.558000 Memcpy Instances: 8.329000 Kernel 1: 0.026000 Kernel 2: 101.616997 Copyback: 0.017000 Sum: 0.044000 Initial population average accuracy1:0.005175 accuracy2:0.216251 Initialization: 5.921000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.319000 Kernel 1: 0.023000 Kernel 2: 104.149002 Copyback: 0.017000 Sum: 0.055000 It 0,Best ac:0.001450 1.000000 fi:0.099712. Ave ac:0.006879,0.011807 Initialization: 5.907000 Memcpy Classifiers: 0.504000 Memcpy Instances: 8.307000 Kernel 1: 0.023000 Kernel 2: 103.947998 Copyback: 0.016000 Sum: 0.027000 It 1,Best ac:0.000725 1.000000 fi:0.162108. Ave ac:0.006378,0.012988 Initialization: 5.922000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.310000 Kernel 1: 0.023000 Kernel 2: 101.660004 Copyback: 0.017000 Sum: 0.031000 It 2,Best ac:0.000725 1.000000 fi:0.162108. Ave ac:0.004651,0.007361 Initialization: 5.917000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.343000 Kernel 1: 0.024000 Kernel 2: 101.579002 Copyback: 0.017000 Sum: 0.029000 It 3,Best ac:0.000725 1.000000 fi:0.161243. Ave ac:0.004835,0.009022 Initialization: 5.887000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.312000 Kernel 1: 0.024000 Kernel 2: 103.320000 Copyback: 0.017000 Sum: 0.030000 It 4,Best ac:0.001450 1.000000 fi:0.099712. Ave ac:0.005063,0.008845 Initialization: 5.898000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.527000 Kernel 1: 0.023000 Kernel 2: 105.388000 Copyback: 0.017000 Sum: 0.031000 It 5,Best ac:0.001450 1.000000 fi:0.099712. Ave ac:0.005442,0.010145 Initialization: 6.290000 Memcpy Classifiers: 0.546000 Memcpy Instances: 10.011000 Kernel 1: 0.024000 Kernel 2: 102.303001 Copyback: 0.016000 Sum: 0.037000 It 6,Best ac:0.000725 1.000000 fi:0.161243. Ave ac:0.004063,0.006950 Initialization: 5.856000 Memcpy Classifiers: 0.449000 Memcpy Instances: 8.322000 Kernel 1: 0.024000 Kernel 2: 106.004997 Copyback: 0.018000 Sum: 0.048000 It 7,Best ac:0.000967 1.000000 fi:0.099919. Ave ac:0.004903,0.008806 Initialization: 5.939000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.297000 Kernel 1: 0.024000 Kernel 2: 105.893997 Copyback: 0.017000 Sum: 0.031000 It 8,Best ac:0.001692 1.000000 fi:0.099608. Ave ac:0.005285,0.007421 Initialization: 5.847000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.300000 Kernel 1: 0.024000 Kernel 2: 104.755997 Copyback: 0.017000 Sum: 0.030000 It 9,Best ac:0.001208 1.000000 fi:0.099816. Ave ac:0.004234,0.006716 Iteration 10:MDL fitness activated Error 0.099816 TL 0.046903 MDL Theory Length Weight: 0.7093829420 (2) Initialization: 5.918000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.322000 Kernel 1: 0.023000 Kernel 2: 103.634003 Copyback: 0.017000 Sum: 0.034000 It 10,Best ac:0.001209 1.000000 fi:0.123262. Ave ac:0.003954,0.006981 Initialization: 5.901000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.342000 Kernel 1: 0.024000 Kernel 2: 101.443001 Copyback: 0.017000 Sum: 0.032000 It 11,Best ac:0.000967 1.000000 fi:0.126071. Ave ac:0.002951,0.004511 Initialization: 5.907000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.338000 Kernel 1: 0.023000 Kernel 2: 100.303001 Copyback: 0.017000 Sum: 0.037000 It 12,Best ac:0.001209 1.000000 fi:0.119428. Ave ac:0.002872,0.006423 Initialization: 5.794000 Memcpy Classifiers: 0.483000 Memcpy Instances: 8.307000 Kernel 1: 0.023000 Kernel 2: 101.177002 Copyback: 0.017000 Sum: 0.030000 It 13,Best ac:0.000967 1.000000 fi:0.125556. Ave ac:0.002744,0.004375 Initialization: 6.051000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.404000 Kernel 1: 0.020000 Kernel 2: 103.257004 Copyback: 0.018000 Sum: 0.043000 It 14,Best ac:0.000967 1.000000 fi:0.122917. Ave ac:0.002628,0.003912 Initialization: 7.909000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.338000 Kernel 1: 0.024000 Kernel 2: 100.397003 Copyback: 0.017000 Sum: 0.030000 It 15,Best ac:0.001209 1.000000 fi:0.122190. Ave ac:0.002419,0.003396 Initialization: 5.928000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.352000 Kernel 1: 0.023000 Kernel 2: 101.058998 Copyback: 0.017000 Sum: 0.034000 It 16,Best ac:0.000967 1.000000 fi:0.115862. Ave ac:0.002459,0.003659 Initialization: 5.966000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.919000 Kernel 1: 0.024000 Kernel 2: 99.811996 Copyback: 0.017000 Sum: 0.028000 It 17,Best ac:0.001209 1.000000 fi:0.120789. Ave ac:0.001956,0.003116 Initialization: 6.798000 Memcpy Classifiers: 0.774000 Memcpy Instances: 12.339000 Kernel 1: 0.024000 Kernel 2: 97.935997 Copyback: 0.017000 Sum: 0.029000 It 18,Best ac:0.000967 1.000000 fi:0.121090. Ave ac:0.002260,0.004090 Initialization: 7.218000 Memcpy Classifiers: 0.775000 Memcpy Instances: 9.724000 Kernel 1: 0.023000 Kernel 2: 97.732002 Copyback: 0.017000 Sum: 0.030000 It 19,Best ac:0.001692 1.000000 fi:0.130322. Ave ac:0.001722,0.002567 Initialization: 6.000000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.325000 Kernel 1: 0.022000 Kernel 2: 100.685997 Copyback: 0.018000 Sum: 0.042000 It 20,Best ac:0.001208 1.000000 fi:0.120987. Ave ac:0.002553,0.003572 Initialization: 5.902000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.304000 Kernel 1: 0.024000 Kernel 2: 96.992996 Copyback: 0.366000 Sum: 0.044000 It 21,Best ac:0.000967 1.000000 fi:0.115210. Ave ac:0.002212,0.003588 Initialization: 5.934000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.314000 Kernel 1: 0.023000 Kernel 2: 97.125000 Copyback: 0.017000 Sum: 0.032000 It 22,Best ac:0.000967 1.000000 fi:0.116542. Ave ac:0.002885,0.005549 Initialization: 5.895000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.331000 Kernel 1: 0.024000 Kernel 2: 99.872002 Copyback: 0.017000 Sum: 0.028000 It 23,Best ac:0.001692 1.000000 fi:0.117587. Ave ac:0.002880,0.004737 Initialization: 5.915000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.312000 Kernel 1: 0.024000 Kernel 2: 98.406998 Copyback: 0.017000 Sum: 0.031000 It 24,Best ac:0.001209 1.000000 fi:0.117526. Ave ac:0.002369,0.003511 Initialization: 5.881000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.339000 Kernel 1: 0.023000 Kernel 2: 98.427002 Copyback: 0.017000 Sum: 0.028000 It 25,Best ac:0.001209 1.000000 fi:0.118537. Ave ac:0.001927,0.002892 Initialization: 5.974000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.313000 Kernel 1: 0.023000 Kernel 2: 98.652000 Copyback: 0.017000 Sum: 0.031000 It 26,Best ac:0.001692 1.000000 fi:0.120582. Ave ac:0.002274,0.004404 Initialization: 5.879000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.326000 Kernel 1: 0.024000 Kernel 2: 98.345001 Copyback: 0.017000 Sum: 0.033000 It 27,Best ac:0.001450 1.000000 fi:0.115003. Ave ac:0.002371,0.003403 Initialization: 5.855000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.350000 Kernel 1: 0.023000 Kernel 2: 95.942001 Copyback: 0.017000 Sum: 0.028000 It 28,Best ac:0.000967 1.000000 fi:0.122544. Ave ac:0.002201,0.004454 Initialization: 5.864000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.289000 Kernel 1: 0.028000 Kernel 2: 97.467003 Copyback: 0.017000 Sum: 0.032000 It 29,Best ac:0.000967 1.000000 fi:0.119639. Ave ac:0.002701,0.004332 Initialization: 5.935000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.298000 Kernel 1: 0.024000 Kernel 2: 97.075996 Copyback: 0.017000 Sum: 0.027000 It 30,Best ac:0.000967 1.000000 fi:0.115862. Ave ac:0.002657,0.004250 Initialization: 5.835000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.332000 Kernel 1: 0.024000 Kernel 2: 95.739998 Copyback: 0.017000 Sum: 0.033000 It 31,Best ac:0.001934 1.000000 fi:0.121225. Ave ac:0.002598,0.003666 Initialization: 5.902000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.373000 Kernel 1: 0.023000 Kernel 2: 96.540001 Copyback: 0.017000 Sum: 0.030000 It 32,Best ac:0.001209 1.000000 fi:0.112666. Ave ac:0.001754,0.003016 Initialization: 5.863000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.298000 Kernel 1: 0.024000 Kernel 2: 93.112000 Copyback: 0.017000 Sum: 0.030000 It 33,Best ac:0.001208 1.000000 fi:0.121536. Ave ac:0.001681,0.002668 Initialization: 25.407000 Memcpy Instances: 416.131989 Memcpy Classifiers: 0.074000 Kernel 1: 0.027000 Kernel 2: 562.492981 Copyback: 0.015000 Sum: 0.013000 Memcpy Classifiers: 0.076000 Kernel 1: 0.013000 Kernel 2: 546.250000 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.075000 Kernel 1: 0.012000 Kernel 2: 542.950989 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.075000 Kernel 1: 0.012000 Kernel 2: 536.802002 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.075000 Kernel 1: 0.012000 Kernel 2: 535.773987 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.074000 Kernel 1: 0.012000 Kernel 2: 555.669983 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.075000 Kernel 1: 0.012000 Kernel 2: 556.398010 Copyback: 0.017000 Sum: 0.003000 Memcpy Classifiers: 0.075000 Kernel 1: 0.016000 Kernel 2: 547.606995 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.075000 Kernel 1: 0.012000 Kernel 2: 545.682983 Copyback: 0.370000 Sum: 0.001000 Memcpy Classifiers: 0.074000 Kernel 1: 0.012000 Kernel 2: 562.604004 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.077000 Kernel 1: 0.012000 Kernel 2: 518.588013 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.001489 0.724706 fi:0.394709. Ave ac:0.002231,0.007428 Best acc 0.001489 0.724706 Initialization: 5.928000 Memcpy Classifiers: 0.539000 Memcpy Instances: 8.313000 Kernel 1: 0.026000 Kernel 2: 102.877998 Copyback: 0.017000 Sum: 0.042000 Initial population average accuracy1:0.006184 accuracy2:0.240183 Initialization: 5.875000 Memcpy Classifiers: 0.540000 Memcpy Instances: 8.327000 Kernel 1: 0.024000 Kernel 2: 101.672997 Copyback: 0.017000 Sum: 0.038000 It 0,Best ac:0.001208 0.833333 fi:0.266482. Ave ac:0.006638,0.014844 Initialization: 5.781000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.292000 Kernel 1: 0.024000 Kernel 2: 99.007004 Copyback: 0.016000 Sum: 0.031000 It 1,Best ac:0.000967 1.000000 fi:0.099919. Ave ac:0.006749,0.013136 Initialization: 5.875000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.305000 Kernel 1: 0.023000 Kernel 2: 98.507004 Copyback: 0.017000 Sum: 0.028000 It 2,Best ac:0.001209 1.000000 fi:0.099815. Ave ac:0.006623,0.011716 Initialization: 5.840000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.334000 Kernel 1: 0.022000 Kernel 2: 96.046997 Copyback: 0.017000 Sum: 0.034000 It 3,Best ac:0.000967 1.000000 fi:0.099919. Ave ac:0.004380,0.006232 Initialization: 5.792000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.293000 Kernel 1: 0.024000 Kernel 2: 93.447998 Copyback: 0.017000 Sum: 0.033000 It 4,Best ac:0.000725 1.000000 fi:0.161243. Ave ac:0.003978,0.006458 Initialization: 5.954000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.318000 Kernel 1: 0.024000 Kernel 2: 91.202003 Copyback: 0.017000 Sum: 0.030000 It 5,Best ac:0.001209 1.000000 fi:0.099815. Ave ac:0.003991,0.007799 Initialization: 5.862000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.320000 Kernel 1: 0.024000 Kernel 2: 89.190002 Copyback: 0.017000 Sum: 0.030000 It 6,Best ac:0.002417 1.000000 fi:0.099297. Ave ac:0.004298,0.008240 Initialization: 5.881000 Memcpy Classifiers: 0.414000 Memcpy Instances: 8.315000 Kernel 1: 0.024000 Kernel 2: 85.700996 Copyback: 0.017000 Sum: 0.033000 It 7,Best ac:0.001934 1.000000 fi:0.099504. Ave ac:0.004291,0.009689 Initialization: 5.901000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.319000 Kernel 1: 0.024000 Kernel 2: 85.299004 Copyback: 0.017000 Sum: 0.029000 It 8,Best ac:0.002417 1.000000 fi:0.099297. Ave ac:0.003387,0.006688 Initialization: 5.853000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.302000 Kernel 1: 0.025000 Kernel 2: 89.358002 Copyback: 0.017000 Sum: 0.032000 It 9,Best ac:0.001933 0.888889 fi:0.210616. Ave ac:0.003880,0.007940 Iteration 10:MDL fitness activated Error 0.210616 TL 0.032123 MDL Theory Length Weight: 2.1855186275 (4) Initialization: 5.886000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.311000 Kernel 1: 0.024000 Kernel 2: 84.497002 Copyback: 0.016000 Sum: 0.030000 It 10,Best ac:0.000967 1.000000 fi:0.128486. Ave ac:0.005010,0.011361 Initialization: 5.911000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.294000 Kernel 1: 0.025000 Kernel 2: 84.690002 Copyback: 0.018000 Sum: 0.039000 It 11,Best ac:0.001450 1.000000 fi:0.194344. Ave ac:0.004829,0.008750 Initialization: 5.921000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.301000 Kernel 1: 0.023000 Kernel 2: 82.986000 Copyback: 0.017000 Sum: 0.033000 It 12,Best ac:0.001450 0.857143 fi:0.310977. Ave ac:0.004754,0.009720 Initialization: 5.915000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.294000 Kernel 1: 0.024000 Kernel 2: 83.789001 Copyback: 0.018000 Sum: 0.039000 It 13,Best ac:0.000967 1.000000 fi:0.152167. Ave ac:0.005395,0.009185 Initialization: 5.881000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.326000 Kernel 1: 0.024000 Kernel 2: 83.092003 Copyback: 0.017000 Sum: 0.032000 It 14,Best ac:0.000725 1.000000 fi:0.222644. Ave ac:0.005020,0.009006 Initialization: 5.892000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.304000 Kernel 1: 0.024000 Kernel 2: 85.222000 Copyback: 0.017000 Sum: 0.029000 It 15,Best ac:0.000967 1.000000 fi:0.173107. Ave ac:0.004658,0.010128 Initialization: 7.609000 Memcpy Classifiers: 0.648000 Memcpy Instances: 12.450000 Kernel 1: 0.024000 Kernel 2: 86.157997 Copyback: 0.017000 Sum: 0.030000 It 16,Best ac:0.000966 1.000000 fi:0.160867. Ave ac:0.004662,0.011640 Initialization: 7.111000 Memcpy Classifiers: 0.565000 Memcpy Instances: 9.095000 Kernel 1: 0.022000 Kernel 2: 84.834000 Copyback: 0.017000 Sum: 0.027000 It 17,Best ac:0.001209 1.000000 fi:0.149983. Ave ac:0.004387,0.006024 Initialization: 7.298000 Memcpy Classifiers: 0.680000 Memcpy Instances: 12.932000 Kernel 1: 0.031000 Kernel 2: 85.244003 Copyback: 0.016000 Sum: 0.029000 It 18,Best ac:0.001450 1.000000 fi:0.159239. Ave ac:0.004093,0.006567 Initialization: 6.153000 Memcpy Classifiers: 0.679000 Memcpy Instances: 11.883000 Kernel 1: 0.024000 Kernel 2: 85.003998 Copyback: 0.016000 Sum: 0.028000 It 19,Best ac:0.001450 1.000000 fi:0.123402. Ave ac:0.003292,0.005332 Initialization: 5.905000 Memcpy Classifiers: 0.398000 Memcpy Instances: 10.320000 Kernel 1: 0.032000 Kernel 2: 85.097000 Copyback: 0.017000 Sum: 0.030000 It 20,Best ac:0.001933 1.000000 fi:0.150664. Ave ac:0.004304,0.007140 Initialization: 5.965000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.351000 Kernel 1: 0.032000 Kernel 2: 83.927002 Copyback: 0.017000 Sum: 0.026000 It 21,Best ac:0.000967 1.000000 fi:0.150778. Ave ac:0.003916,0.006634 Initialization: 5.952000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.332000 Kernel 1: 0.024000 Kernel 2: 86.207001 Copyback: 0.017000 Sum: 0.028000 It 22,Best ac:0.001450 1.000000 fi:0.155363. Ave ac:0.003888,0.007576 Initialization: 5.957000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.310000 Kernel 1: 0.023000 Kernel 2: 84.346001 Copyback: 0.016000 Sum: 0.026000 It 23,Best ac:0.001692 1.000000 fi:0.150903. Ave ac:0.003503,0.007914 Initialization: 5.924000 Memcpy Classifiers: 0.403000 Memcpy Instances: 8.293000 Kernel 1: 0.024000 Kernel 2: 84.069000 Copyback: 0.017000 Sum: 0.029000 It 24,Best ac:0.001208 1.000000 fi:0.161837. Ave ac:0.002764,0.005175 Initialization: 6.007000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.304000 Kernel 1: 0.024000 Kernel 2: 82.671997 Copyback: 0.017000 Sum: 0.027000 It 25,Best ac:0.001209 1.000000 fi:0.190208. Ave ac:0.003120,0.005040 Initialization: 5.927000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.329000 Kernel 1: 0.023000 Kernel 2: 84.216003 Copyback: 0.017000 Sum: 0.031000 It 26,Best ac:0.002175 1.000000 fi:0.165594. Ave ac:0.003637,0.008328 Initialization: 5.867000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.300000 Kernel 1: 0.023000 Kernel 2: 83.028999 Copyback: 0.017000 Sum: 0.026000 It 27,Best ac:0.000967 1.000000 fi:0.149156. Ave ac:0.003580,0.006091 Initialization: 5.915000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.308000 Kernel 1: 0.023000 Kernel 2: 83.611000 Copyback: 0.018000 Sum: 0.029000 It 28,Best ac:0.001209 1.000000 fi:0.153218. Ave ac:0.003288,0.005137 MDL Theory Length Weight: 1.9669667648 (10) Initialization: 5.926000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.342000 Kernel 1: 0.022000 Kernel 2: 83.803001 Copyback: 0.017000 Sum: 0.029000 It 29,Best ac:0.000967 1.000000 fi:0.144070. Ave ac:0.003586,0.005473 Initialization: 5.804000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.303000 Kernel 1: 0.023000 Kernel 2: 82.940002 Copyback: 0.017000 Sum: 0.030000 It 30,Best ac:0.000967 1.000000 fi:0.144190. Ave ac:0.002351,0.004084 Initialization: 5.995000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.329000 Kernel 1: 0.024000 Kernel 2: 82.342003 Copyback: 0.017000 Sum: 0.038000 It 31,Best ac:0.000966 1.000000 fi:0.145071. Ave ac:0.003419,0.005424 Initialization: 5.878000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.299000 Kernel 1: 0.024000 Kernel 2: 86.226997 Copyback: 0.017000 Sum: 0.031000 It 32,Best ac:0.001209 1.000000 fi:0.144086. Ave ac:0.003737,0.005337 Initialization: 5.906000 Memcpy Classifiers: 0.396000 Memcpy Instances: 8.311000 Kernel 1: 0.024000 Kernel 2: 80.707001 Copyback: 0.016000 Sum: 0.025000 It 33,Best ac:0.001692 1.000000 fi:0.143558. Ave ac:0.002855,0.008953 Initialization: 27.033001 Memcpy Instances: 413.714996 Memcpy Classifiers: 0.076000 Kernel 1: 0.028000 Kernel 2: 528.711975 Copyback: 0.015000 Sum: 0.015000 Memcpy Classifiers: 0.074000 Kernel 1: 0.013000 Kernel 2: 506.088989 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.074000 Kernel 1: 0.012000 Kernel 2: 508.470001 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.074000 Kernel 1: 0.012000 Kernel 2: 503.303986 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.072000 Kernel 1: 0.012000 Kernel 2: 499.516998 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.074000 Kernel 1: 0.011000 Kernel 2: 483.605011 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.072000 Kernel 1: 0.012000 Kernel 2: 492.737000 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 496.226990 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.073000 Kernel 1: 0.012000 Kernel 2: 485.457001 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.012000 Kernel 2: 496.000000 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.078000 Kernel 1: 0.012000 Kernel 2: 469.321014 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.002151 0.729508 fi:0.429477. Ave ac:0.002914,0.009890 Best acc 0.002151 0.729508 Rule:Att PSSM_-4_7 is [-6.869326,-1.555947]|Att PSSM_-4_9 is [<8.275064]|Att PSSM_-3_1 is [-3.637147,5.337316]|Att PSSM_-2_7 is [<-0.676140]|Att PSSM_-1_5 is [-0.485204,8.941744]|Att PSSM_-1_7 is [<-2.203806]|Att PSSM_-1_11 is [-5.228515,1.228515]|Att PSSM_0_12 is [<-2.334928]|Att PSSM_1_12 is [-6.408530,1.724285]|Att PSSM_2_7 is [<-0.532299]|Att PSSM_4_10 is [<3.080478]|1 Accuracy : 0.770924 0 1 158296 5784 47966 22592 Removed 610 instances. 206262 Instances left. Acc of rule 0.002151-0.729508 Initialization: 6.078000 Memcpy Classifiers: 0.558000 Memcpy Instances: 9.069000 Kernel 1: 0.033000 Kernel 2: 101.345001 Copyback: 0.017000 Sum: 0.041000 Initial population average accuracy1:0.005140 accuracy2:0.221531 Initialization: 5.885000 Memcpy Classifiers: 0.557000 Memcpy Instances: 8.312000 Kernel 1: 0.023000 Kernel 2: 100.627998 Copyback: 0.017000 Sum: 0.047000 It 0,Best ac:0.000969 0.800000 fi:0.299916. Ave ac:0.006492,0.011419 Initialization: 5.847000 Memcpy Classifiers: 0.558000 Memcpy Instances: 8.285000 Kernel 1: 0.024000 Kernel 2: 99.478996 Copyback: 0.017000 Sum: 0.031000 It 1,Best ac:0.000970 0.800000 fi:0.299915. Ave ac:0.004716,0.009014 Initialization: 5.915000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.297000 Kernel 1: 0.024000 Kernel 2: 100.431999 Copyback: 0.017000 Sum: 0.028000 It 2,Best ac:0.001455 1.000000 fi:0.099706. Ave ac:0.005120,0.008732 Initialization: 5.895000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.292000 Kernel 1: 0.024000 Kernel 2: 98.530998 Copyback: 0.017000 Sum: 0.029000 It 3,Best ac:0.000970 1.000000 fi:0.099915. Ave ac:0.005388,0.008158 Initialization: 5.907000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.277000 Kernel 1: 0.024000 Kernel 2: 96.542000 Copyback: 0.017000 Sum: 0.031000 It 4,Best ac:0.000727 1.000000 fi:0.153371. Ave ac:0.004340,0.008980 Initialization: 5.884000 Memcpy Classifiers: 0.467000 Memcpy Instances: 8.264000 Kernel 1: 0.024000 Kernel 2: 96.282997 Copyback: 0.017000 Sum: 0.031000 It 5,Best ac:0.000970 1.000000 fi:0.099915. Ave ac:0.005540,0.012352 Initialization: 5.886000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.301000 Kernel 1: 0.023000 Kernel 2: 96.149002 Copyback: 0.017000 Sum: 0.030000 It 6,Best ac:0.001697 1.000000 fi:0.099602. Ave ac:0.004672,0.009728 Initialization: 5.880000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.280000 Kernel 1: 0.022000 Kernel 2: 94.226997 Copyback: 0.017000 Sum: 0.030000 It 7,Best ac:0.001212 1.000000 fi:0.099811. Ave ac:0.003459,0.007447 Initialization: 5.959000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.276000 Kernel 1: 0.024000 Kernel 2: 95.648003 Copyback: 0.017000 Sum: 0.032000 It 8,Best ac:0.001455 1.000000 fi:0.099706. Ave ac:0.002984,0.004264 Initialization: 5.912000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.282000 Kernel 1: 0.024000 Kernel 2: 95.639000 Copyback: 0.017000 Sum: 0.032000 It 9,Best ac:0.001697 1.000000 fi:0.099601. Ave ac:0.002493,0.003015 Iteration 10:MDL fitness activated Error 0.099601 TL 0.028280 MDL Theory Length Weight: 1.1739708714 (1) Initialization: 5.875000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.309000 Kernel 1: 0.024000 Kernel 2: 94.389000 Copyback: 0.017000 Sum: 0.031000 It 10,Best ac:0.001454 1.000000 fi:0.140255. Ave ac:0.002216,0.004185 Initialization: 5.863000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.286000 Kernel 1: 0.024000 Kernel 2: 94.639999 Copyback: 0.017000 Sum: 0.031000 It 11,Best ac:0.001455 1.000000 fi:0.132485. Ave ac:0.002061,0.006036 Initialization: 5.974000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.312000 Kernel 1: 0.024000 Kernel 2: 93.907997 Copyback: 0.017000 Sum: 0.031000 It 12,Best ac:0.000970 1.000000 fi:0.133773. Ave ac:0.002094,0.003597 Initialization: 5.868000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.289000 Kernel 1: 0.023000 Kernel 2: 92.112000 Copyback: 0.017000 Sum: 0.038000 It 13,Best ac:0.000970 1.000000 fi:0.133773. Ave ac:0.002469,0.004447 Initialization: 5.875000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.284000 Kernel 1: 0.024000 Kernel 2: 94.552002 Copyback: 0.017000 Sum: 0.029000 It 14,Best ac:0.000970 1.000000 fi:0.134580. Ave ac:0.002393,0.003116 Initialization: 5.864000 Memcpy Classifiers: 0.404000 Memcpy Instances: 8.302000 Kernel 1: 0.023000 Kernel 2: 91.577003 Copyback: 0.017000 Sum: 0.030000 It 15,Best ac:0.001697 1.000000 fi:0.140471. Ave ac:0.001727,0.002602 Initialization: 8.288000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.318000 Kernel 1: 0.024000 Kernel 2: 93.333000 Copyback: 0.018000 Sum: 0.043000 It 16,Best ac:0.001212 1.000000 fi:0.128435. Ave ac:0.002241,0.002956 Initialization: 6.261000 Memcpy Classifiers: 0.662000 Memcpy Instances: 9.771000 Kernel 1: 0.023000 Kernel 2: 92.047997 Copyback: 0.018000 Sum: 0.038000 It 17,Best ac:0.002424 1.000000 fi:0.140732. Ave ac:0.002424,0.003386 Initialization: 5.910000 Memcpy Classifiers: 0.398000 Memcpy Instances: 11.711000 Kernel 1: 0.024000 Kernel 2: 92.149002 Copyback: 0.018000 Sum: 0.038000 It 18,Best ac:0.000970 1.000000 fi:0.133918. Ave ac:0.002794,0.004225 Initialization: 5.903000 Memcpy Classifiers: 0.415000 Memcpy Instances: 11.688000 Kernel 1: 0.023000 Kernel 2: 91.331001 Copyback: 0.017000 Sum: 0.027000 It 19,Best ac:0.000969 1.000000 fi:0.144798. Ave ac:0.002307,0.003535 Initialization: 8.326000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.342000 Kernel 1: 0.024000 Kernel 2: 93.956001 Copyback: 0.017000 Sum: 0.029000 It 20,Best ac:0.001212 1.000000 fi:0.128435. Ave ac:0.002744,0.003465 Initialization: 7.564000 Memcpy Classifiers: 0.565000 Memcpy Instances: 9.741000 Kernel 1: 0.023000 Kernel 2: 88.358002 Copyback: 0.017000 Sum: 0.030000 It 21,Best ac:0.001212 1.000000 fi:0.130932. Ave ac:0.002707,0.003835 Initialization: 8.090000 Memcpy Classifiers: 0.416000 Memcpy Instances: 11.687000 Kernel 1: 0.023000 Kernel 2: 88.130997 Copyback: 0.019000 Sum: 0.034000 It 22,Best ac:0.000969 1.000000 fi:0.131314. Ave ac:0.002714,0.004135 Initialization: 7.059000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.325000 Kernel 1: 0.024000 Kernel 2: 85.563004 Copyback: 0.017000 Sum: 0.032000 It 23,Best ac:0.001697 1.000000 fi:0.126805. Ave ac:0.003363,0.004630 Initialization: 6.839000 Memcpy Classifiers: 0.397000 Memcpy Instances: 9.493000 Kernel 1: 0.032000 Kernel 2: 85.449997 Copyback: 0.018000 Sum: 0.039000 It 24,Best ac:0.001212 1.000000 fi:0.131259. Ave ac:0.002741,0.005386 Initialization: 6.637000 Memcpy Classifiers: 0.398000 Memcpy Instances: 10.426000 Kernel 1: 0.023000 Kernel 2: 83.412003 Copyback: 0.018000 Sum: 0.039000 It 25,Best ac:0.001939 1.000000 fi:0.126325. Ave ac:0.002422,0.003268 Initialization: 8.323000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.832000 Kernel 1: 0.033000 Kernel 2: 83.317001 Copyback: 0.016000 Sum: 0.029000 It 26,Best ac:0.000970 1.000000 fi:0.123939. Ave ac:0.002255,0.003796 Initialization: 5.991000 Memcpy Classifiers: 0.477000 Memcpy Instances: 12.613000 Kernel 1: 0.024000 Kernel 2: 82.121002 Copyback: 0.017000 Sum: 0.036000 It 27,Best ac:0.000969 1.000000 fi:0.128525. Ave ac:0.002440,0.002989 Initialization: 6.201000 Memcpy Classifiers: 0.418000 Memcpy Instances: 11.778000 Kernel 1: 0.024000 Kernel 2: 81.663002 Copyback: 0.017000 Sum: 0.030000 It 28,Best ac:0.001454 1.000000 fi:0.123730. Ave ac:0.002733,0.003844 Initialization: 5.872000 Memcpy Classifiers: 0.361000 Memcpy Instances: 9.959000 Kernel 1: 0.022000 Kernel 2: 78.172997 Copyback: 0.016000 Sum: 0.031000 It 29,Best ac:0.000970 1.000000 fi:0.129217. Ave ac:0.002164,0.002976 Initialization: 5.923000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.291000 Kernel 1: 0.023000 Kernel 2: 77.790001 Copyback: 0.017000 Sum: 0.032000 It 30,Best ac:0.000970 1.000000 fi:0.123258. Ave ac:0.002000,0.002988 Initialization: 5.888000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.267000 Kernel 1: 0.023000 Kernel 2: 78.587997 Copyback: 0.017000 Sum: 0.033000 It 31,Best ac:0.001212 1.000000 fi:0.118428. Ave ac:0.002718,0.003595 Initialization: 6.771000 Memcpy Classifiers: 0.568000 Memcpy Instances: 9.158000 Kernel 1: 0.024000 Kernel 2: 77.556000 Copyback: 0.017000 Sum: 0.030000 It 32,Best ac:0.000970 1.000000 fi:0.126106. Ave ac:0.002710,0.003952 Initialization: 5.847000 Memcpy Classifiers: 0.360000 Memcpy Instances: 8.343000 Kernel 1: 0.023000 Kernel 2: 76.247002 Copyback: 0.017000 Sum: 0.033000 It 33,Best ac:0.001697 1.000000 fi:0.118323. Ave ac:0.002575,0.004435 Initialization: 27.468000 Memcpy Instances: 464.502014 Memcpy Classifiers: 0.062000 Kernel 1: 0.022000 Kernel 2: 478.841003 Copyback: 0.016000 Sum: 0.017000 Memcpy Classifiers: 0.096000 Kernel 1: 0.021000 Kernel 2: 503.121002 Copyback: 0.365000 Sum: 0.003000 Memcpy Classifiers: 0.079000 Kernel 1: 0.012000 Kernel 2: 493.528992 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.078000 Kernel 1: 0.016000 Kernel 2: 479.076996 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 500.464996 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.015000 Kernel 2: 486.217010 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 475.065002 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.077000 Kernel 1: 0.016000 Kernel 2: 476.990997 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 493.553986 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.012000 Kernel 2: 476.285004 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.060000 Kernel 1: 0.012000 Kernel 2: 389.703003 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.000819 0.695473 fi:0.435629. Ave ac:0.002193,0.007309 Best acc 0.000819 0.695473 Initialization: 5.924000 Memcpy Classifiers: 0.541000 Memcpy Instances: 8.284000 Kernel 1: 0.026000 Kernel 2: 101.168999 Copyback: 0.017000 Sum: 0.042000 Initial population average accuracy1:0.006137 accuracy2:0.206914 Initialization: 5.872000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.282000 Kernel 1: 0.029000 Kernel 2: 102.598000 Copyback: 0.017000 Sum: 0.046000 It 0,Best ac:0.001697 0.777778 fi:0.321824. Ave ac:0.006605,0.010733 Initialization: 5.889000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.302000 Kernel 1: 0.025000 Kernel 2: 99.822998 Copyback: 0.017000 Sum: 0.029000 It 1,Best ac:0.000970 1.000000 fi:0.099915. Ave ac:0.006708,0.012975 Initialization: 5.850000 Memcpy Classifiers: 0.467000 Memcpy Instances: 8.288000 Kernel 1: 0.024000 Kernel 2: 96.963997 Copyback: 0.017000 Sum: 0.028000 It 2,Best ac:0.001212 1.000000 fi:0.099811. Ave ac:0.005669,0.011001 Initialization: 5.876000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.298000 Kernel 1: 0.024000 Kernel 2: 97.806999 Copyback: 0.017000 Sum: 0.030000 It 3,Best ac:0.000970 1.000000 fi:0.099915. Ave ac:0.005433,0.010751 Initialization: 5.936000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.280000 Kernel 1: 0.023000 Kernel 2: 94.527000 Copyback: 0.018000 Sum: 0.034000 It 4,Best ac:0.000970 1.000000 fi:0.099915. Ave ac:0.004821,0.008754 Initialization: 5.898000 Memcpy Classifiers: 0.458000 Memcpy Instances: 8.285000 Kernel 1: 0.025000 Kernel 2: 95.142998 Copyback: 0.017000 Sum: 0.035000 It 5,Best ac:0.001454 1.000000 fi:0.099707. Ave ac:0.003420,0.010643 Initialization: 5.932000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.266000 Kernel 1: 0.024000 Kernel 2: 96.343002 Copyback: 0.017000 Sum: 0.029000 It 6,Best ac:0.001455 1.000000 fi:0.099706. Ave ac:0.002704,0.006674 Initialization: 5.859000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.294000 Kernel 1: 0.024000 Kernel 2: 100.016998 Copyback: 0.017000 Sum: 0.033000 It 7,Best ac:0.001939 1.000000 fi:0.099497. Ave ac:0.002775,0.005057 Initialization: 5.933000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.286000 Kernel 1: 0.023000 Kernel 2: 100.219002 Copyback: 0.017000 Sum: 0.031000 It 8,Best ac:0.000727 1.000000 fi:0.154253. Ave ac:0.003239,0.006009 Initialization: 5.890000 Memcpy Classifiers: 0.522000 Memcpy Instances: 8.305000 Kernel 1: 0.024000 Kernel 2: 100.221001 Copyback: 0.017000 Sum: 0.031000 It 9,Best ac:0.001455 1.000000 fi:0.099706. Ave ac:0.002677,0.003828 Iteration 10:MDL fitness activated Error 0.099706 TL 0.043464 MDL Theory Length Weight: 0.7646631944 (3) Initialization: 5.908000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.287000 Kernel 1: 0.024000 Kernel 2: 105.125000 Copyback: 0.017000 Sum: 0.033000 It 10,Best ac:0.000969 1.000000 fi:0.125728. Ave ac:0.002319,0.004090 Initialization: 5.883000 Memcpy Classifiers: 0.504000 Memcpy Instances: 8.257000 Kernel 1: 0.023000 Kernel 2: 102.959000 Copyback: 0.371000 Sum: 0.031000 It 11,Best ac:0.000727 1.000000 fi:0.177191. Ave ac:0.003110,0.004933 Initialization: 5.899000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.276000 Kernel 1: 0.023000 Kernel 2: 100.919998 Copyback: 0.017000 Sum: 0.032000 It 12,Best ac:0.000970 1.000000 fi:0.134629. Ave ac:0.003437,0.005621 Initialization: 5.892000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.293000 Kernel 1: 0.025000 Kernel 2: 99.488998 Copyback: 0.016000 Sum: 0.035000 It 13,Best ac:0.002182 1.000000 fi:0.121472. Ave ac:0.003918,0.006308 Initialization: 5.979000 Memcpy Classifiers: 0.450000 Memcpy Instances: 10.177000 Kernel 1: 0.023000 Kernel 2: 96.808998 Copyback: 0.017000 Sum: 0.029000 It 14,Best ac:0.001455 1.000000 fi:0.116691. Ave ac:0.004205,0.006640 Initialization: 5.958000 Memcpy Classifiers: 0.455000 Memcpy Instances: 11.189000 Kernel 1: 0.023000 Kernel 2: 94.061996 Copyback: 0.017000 Sum: 0.031000 It 15,Best ac:0.001454 1.000000 fi:0.118872. Ave ac:0.003237,0.005297 Initialization: 6.508000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.286000 Kernel 1: 0.024000 Kernel 2: 95.123001 Copyback: 0.016000 Sum: 0.029000 It 16,Best ac:0.001455 1.000000 fi:0.119118. Ave ac:0.002649,0.003599 Initialization: 7.432000 Memcpy Classifiers: 0.616000 Memcpy Instances: 9.329000 Kernel 1: 0.023000 Kernel 2: 93.714996 Copyback: 0.017000 Sum: 0.031000 It 17,Best ac:0.001212 1.000000 fi:0.121317. Ave ac:0.003072,0.005813 Initialization: 7.511000 Memcpy Classifiers: 0.773000 Memcpy Instances: 12.383000 Kernel 1: 0.024000 Kernel 2: 95.079002 Copyback: 0.017000 Sum: 0.031000 It 18,Best ac:0.000970 1.000000 fi:0.124809. Ave ac:0.002579,0.004865 Initialization: 7.389000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.297000 Kernel 1: 0.024000 Kernel 2: 93.293999 Copyback: 0.019000 Sum: 0.044000 It 19,Best ac:0.001212 1.000000 fi:0.119793. Ave ac:0.004025,0.006399 Initialization: 5.839000 Memcpy Classifiers: 0.462000 Memcpy Instances: 8.306000 Kernel 1: 0.023000 Kernel 2: 94.584000 Copyback: 0.020000 Sum: 0.041000 It 20,Best ac:0.000970 1.000000 fi:0.114859. Ave ac:0.003652,0.006740 Initialization: 5.852000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.295000 Kernel 1: 0.024000 Kernel 2: 91.396004 Copyback: 0.016000 Sum: 0.027000 It 21,Best ac:0.001454 1.000000 fi:0.122547. Ave ac:0.003722,0.007790 Initialization: 5.856000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.274000 Kernel 1: 0.024000 Kernel 2: 89.328003 Copyback: 0.017000 Sum: 0.029000 It 22,Best ac:0.000970 1.000000 fi:0.117844. Ave ac:0.003138,0.005343 Initialization: 7.211000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.279000 Kernel 1: 0.024000 Kernel 2: 86.766998 Copyback: 0.018000 Sum: 0.041000 It 23,Best ac:0.001212 1.000000 fi:0.117092. Ave ac:0.003445,0.006281 Initialization: 5.899000 Memcpy Classifiers: 0.420000 Memcpy Instances: 8.290000 Kernel 1: 0.023000 Kernel 2: 88.113998 Copyback: 0.018000 Sum: 0.045000 It 24,Best ac:0.000970 1.000000 fi:0.117950. Ave ac:0.003351,0.005992 Initialization: 5.892000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.292000 Kernel 1: 0.024000 Kernel 2: 85.745003 Copyback: 0.017000 Sum: 0.032000 It 25,Best ac:0.002424 1.000000 fi:0.117162. Ave ac:0.004048,0.008389 Initialization: 5.867000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.284000 Kernel 1: 0.024000 Kernel 2: 85.934998 Copyback: 0.017000 Sum: 0.028000 It 26,Best ac:0.001212 1.000000 fi:0.114755. Ave ac:0.003003,0.006052 Initialization: 5.740000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.290000 Kernel 1: 0.024000 Kernel 2: 90.556999 Copyback: 0.017000 Sum: 0.028000 It 27,Best ac:0.002909 1.000000 fi:0.111420. Ave ac:0.004668,0.011401 Initialization: 5.891000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.285000 Kernel 1: 0.024000 Kernel 2: 87.338997 Copyback: 0.017000 Sum: 0.026000 It 28,Best ac:0.000970 1.000000 fi:0.123906. Ave ac:0.004490,0.009821 Initialization: 5.773000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.266000 Kernel 1: 0.024000 Kernel 2: 86.997002 Copyback: 0.017000 Sum: 0.027000 It 29,Best ac:0.001455 1.000000 fi:0.114323. Ave ac:0.003442,0.008600 Initialization: 5.847000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.273000 Kernel 1: 0.024000 Kernel 2: 84.797997 Copyback: 0.017000 Sum: 0.028000 It 30,Best ac:0.000970 1.000000 fi:0.114581. Ave ac:0.003149,0.006214 Initialization: 7.141000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.289000 Kernel 1: 0.024000 Kernel 2: 84.827003 Copyback: 0.017000 Sum: 0.031000 It 31,Best ac:0.000969 1.000000 fi:0.114582. Ave ac:0.003230,0.005250 Initialization: 5.810000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.287000 Kernel 1: 0.023000 Kernel 2: 81.764999 Copyback: 0.017000 Sum: 0.034000 It 32,Best ac:0.000970 1.000000 fi:0.113222. Ave ac:0.003579,0.006736 Initialization: 7.279000 Memcpy Classifiers: 0.398000 Memcpy Instances: 11.707000 Kernel 1: 0.023000 Kernel 2: 79.944000 Copyback: 0.017000 Sum: 0.031000 It 33,Best ac:0.001455 1.000000 fi:0.114887. Ave ac:0.002922,0.006566 Initialization: 28.422001 Memcpy Instances: 476.842987 Memcpy Classifiers: 0.123000 Kernel 1: 0.034000 Kernel 2: 449.891998 Copyback: 0.016000 Sum: 0.016000 Memcpy Classifiers: 0.081000 Kernel 1: 0.014000 Kernel 2: 496.648987 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.121000 Kernel 1: 0.022000 Kernel 2: 497.049988 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.103000 Kernel 1: 0.016000 Kernel 2: 489.816010 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.103000 Kernel 1: 0.016000 Kernel 2: 486.718994 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.119000 Kernel 1: 0.021000 Kernel 2: 461.144012 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.075000 Kernel 1: 0.013000 Kernel 2: 506.541992 Copyback: 0.365000 Sum: 0.002000 Memcpy Classifiers: 0.120000 Kernel 1: 0.020000 Kernel 2: 462.916992 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.080000 Kernel 1: 0.013000 Kernel 2: 467.127991 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.120000 Kernel 1: 0.021000 Kernel 2: 491.385010 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.074000 Kernel 1: 0.012000 Kernel 2: 389.717987 Copyback: 0.015000 Sum: 0.002000 It 34,Best ac:0.000834 0.685259 fi:0.429896. Ave ac:0.003080,0.011255 Best acc 0.000834 0.685259 Rule:Att PSSM_-2_15 is [-4.976170,-0.270681]|Att PSSM_-1_14 is [-2.314750,6.314750]|Att PSSM_0_12 is [<-3.722605]|Att PSSM_1_4 is [-5.285682,-2.032866]|Att PSSM_1_8 is [-3.105603,6.904085]|Att PSSM_1_10 is [-2.097644,5.158155]|Att PSSM_3_7 is [-6.995666,-0.865495]|Att PSSM_4_6 is [<-0.387759]|1 Accuracy : 0.771329 0 1 158222 5858 47797 22761 Removed 243 instances. 206019 Instances left. Acc of rule 0.000819-0.695473 Initialization: 7.090000 Memcpy Classifiers: 0.665000 Memcpy Instances: 10.080000 Kernel 1: 0.025000 Kernel 2: 104.209000 Copyback: 0.017000 Sum: 0.045000 Initial population average accuracy1:0.006193 accuracy2:0.219114 Initialization: 8.172000 Memcpy Classifiers: 0.839000 Memcpy Instances: 9.385000 Kernel 1: 0.023000 Kernel 2: 105.051003 Copyback: 0.019000 Sum: 0.055000 It 0,Best ac:0.000971 1.000000 fi:0.099914. Ave ac:0.007595,0.012097 Initialization: 5.907000 Memcpy Classifiers: 0.505000 Memcpy Instances: 11.619000 Kernel 1: 0.023000 Kernel 2: 103.737000 Copyback: 0.017000 Sum: 0.029000 It 1,Best ac:0.000728 1.000000 fi:0.150714. Ave ac:0.007241,0.012575 Initialization: 7.578000 Memcpy Classifiers: 0.486000 Memcpy Instances: 11.212000 Kernel 1: 0.032000 Kernel 2: 103.225998 Copyback: 0.017000 Sum: 0.032000 It 2,Best ac:0.000971 0.800000 fi:0.299914. Ave ac:0.005319,0.007873 Initialization: 5.924000 Memcpy Classifiers: 0.469000 Memcpy Instances: 10.461000 Kernel 1: 0.023000 Kernel 2: 101.952003 Copyback: 0.017000 Sum: 0.030000 It 3,Best ac:0.001699 0.875000 fi:0.224599. Ave ac:0.004875,0.007622 Initialization: 5.900000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.262000 Kernel 1: 0.025000 Kernel 2: 103.473999 Copyback: 0.017000 Sum: 0.029000 It 4,Best ac:0.001456 1.000000 fi:0.099704. Ave ac:0.004061,0.005796 Initialization: 5.964000 Memcpy Classifiers: 0.494000 Memcpy Instances: 11.658000 Kernel 1: 0.023000 Kernel 2: 104.795998 Copyback: 0.018000 Sum: 0.041000 It 5,Best ac:0.001214 1.000000 fi:0.099809. Ave ac:0.004417,0.007749 Initialization: 6.472000 Memcpy Classifiers: 0.467000 Memcpy Instances: 11.827000 Kernel 1: 0.026000 Kernel 2: 100.887001 Copyback: 0.018000 Sum: 0.037000 It 6,Best ac:0.001214 1.000000 fi:0.099809. Ave ac:0.003883,0.005821 Initialization: 6.702000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.256000 Kernel 1: 0.024000 Kernel 2: 101.116997 Copyback: 0.017000 Sum: 0.031000 It 7,Best ac:0.002184 1.000000 fi:0.099389. Ave ac:0.003555,0.007801 Initialization: 6.423000 Memcpy Classifiers: 0.491000 Memcpy Instances: 10.311000 Kernel 1: 0.023000 Kernel 2: 103.638000 Copyback: 0.017000 Sum: 0.031000 It 8,Best ac:0.001213 1.000000 fi:0.099809. Ave ac:0.003649,0.007864 Initialization: 8.432000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.351000 Kernel 1: 0.033000 Kernel 2: 101.279999 Copyback: 0.018000 Sum: 0.044000 It 9,Best ac:0.001699 1.000000 fi:0.099598. Ave ac:0.004085,0.010457 Iteration 10:MDL fitness activated Error 0.099598 TL 0.041615 MDL Theory Length Weight: 0.7977795927 (3) Initialization: 7.098000 Memcpy Classifiers: 0.639000 Memcpy Instances: 9.243000 Kernel 1: 0.022000 Kernel 2: 100.068001 Copyback: 0.018000 Sum: 0.033000 It 10,Best ac:0.000971 1.000000 fi:0.129753. Ave ac:0.002804,0.006203 Initialization: 5.904000 Memcpy Classifiers: 0.450000 Memcpy Instances: 10.972000 Kernel 1: 0.035000 Kernel 2: 101.741997 Copyback: 0.018000 Sum: 0.039000 It 11,Best ac:0.001942 1.000000 fi:0.130057. Ave ac:0.002967,0.004538 Initialization: 6.751000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.301000 Kernel 1: 0.024000 Kernel 2: 101.887001 Copyback: 0.017000 Sum: 0.032000 It 12,Best ac:0.001699 1.000000 fi:0.130971. Ave ac:0.002511,0.003774 Initialization: 5.985000 Memcpy Classifiers: 0.488000 Memcpy Instances: 9.733000 Kernel 1: 0.022000 Kernel 2: 103.255997 Copyback: 0.017000 Sum: 0.036000 It 13,Best ac:0.001214 1.000000 fi:0.127655. Ave ac:0.001603,0.001993 Initialization: 5.901000 Memcpy Classifiers: 0.540000 Memcpy Instances: 12.310000 Kernel 1: 0.026000 Kernel 2: 105.841003 Copyback: 0.017000 Sum: 0.030000 It 14,Best ac:0.001942 1.000000 fi:0.127921. Ave ac:0.002052,0.003723 Initialization: 5.885000 Memcpy Classifiers: 0.504000 Memcpy Instances: 8.280000 Kernel 1: 0.024000 Kernel 2: 106.781998 Copyback: 0.018000 Sum: 0.042000 It 15,Best ac:0.001699 1.000000 fi:0.135471. Ave ac:0.001901,0.002462 Initialization: 7.658000 Memcpy Classifiers: 0.486000 Memcpy Instances: 8.284000 Kernel 1: 0.024000 Kernel 2: 106.160004 Copyback: 0.017000 Sum: 0.031000 It 16,Best ac:0.000971 1.000000 fi:0.131655. Ave ac:0.001610,0.002774 Initialization: 5.956000 Memcpy Classifiers: 0.505000 Memcpy Instances: 11.009000 Kernel 1: 0.024000 Kernel 2: 106.367996 Copyback: 0.017000 Sum: 0.035000 It 17,Best ac:0.000971 1.000000 fi:0.134921. Ave ac:0.001873,0.002599 Initialization: 7.715000 Memcpy Classifiers: 0.540000 Memcpy Instances: 12.615000 Kernel 1: 0.023000 Kernel 2: 104.869003 Copyback: 0.369000 Sum: 0.036000 It 18,Best ac:0.001213 1.000000 fi:0.124435. Ave ac:0.002331,0.003210 Initialization: 5.880000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.272000 Kernel 1: 0.023000 Kernel 2: 105.433998 Copyback: 0.017000 Sum: 0.033000 It 19,Best ac:0.000971 1.000000 fi:0.121479. Ave ac:0.002433,0.003054 Initialization: 5.939000 Memcpy Classifiers: 0.505000 Memcpy Instances: 9.131000 Kernel 1: 0.031000 Kernel 2: 106.240997 Copyback: 0.017000 Sum: 0.035000 It 20,Best ac:0.001214 1.000000 fi:0.131268. Ave ac:0.002266,0.003032 Initialization: 6.906000 Memcpy Classifiers: 0.487000 Memcpy Instances: 11.671000 Kernel 1: 0.032000 Kernel 2: 104.945000 Copyback: 0.017000 Sum: 0.025000 It 21,Best ac:0.001456 1.000000 fi:0.144471. Ave ac:0.002059,0.003209 Initialization: 5.731000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.263000 Kernel 1: 0.025000 Kernel 2: 103.416000 Copyback: 0.017000 Sum: 0.031000 It 22,Best ac:0.000971 1.000000 fi:0.129638. Ave ac:0.002137,0.004154 Initialization: 6.322000 Memcpy Classifiers: 0.775000 Memcpy Instances: 11.856000 Kernel 1: 0.025000 Kernel 2: 104.598999 Copyback: 0.017000 Sum: 0.028000 It 23,Best ac:0.000971 1.000000 fi:0.130639. Ave ac:0.002248,0.003817 Initialization: 8.050000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.863000 Kernel 1: 0.023000 Kernel 2: 103.740997 Copyback: 0.018000 Sum: 0.036000 It 24,Best ac:0.001213 1.000000 fi:0.130660. Ave ac:0.001782,0.002743 Initialization: 7.001000 Memcpy Classifiers: 0.638000 Memcpy Instances: 9.914000 Kernel 1: 0.023000 Kernel 2: 103.740997 Copyback: 0.018000 Sum: 0.041000 It 25,Best ac:0.001456 1.000000 fi:0.122364. Ave ac:0.002484,0.003228 Initialization: 6.132000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.810000 Kernel 1: 0.024000 Kernel 2: 106.141998 Copyback: 0.017000 Sum: 0.033000 It 26,Best ac:0.000971 1.000000 fi:0.124490. Ave ac:0.002157,0.003026 Initialization: 6.905000 Memcpy Classifiers: 0.486000 Memcpy Instances: 9.130000 Kernel 1: 0.032000 Kernel 2: 103.626999 Copyback: 0.017000 Sum: 0.033000 It 27,Best ac:0.000971 1.000000 fi:0.126924. Ave ac:0.002351,0.003229 Initialization: 5.929000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.297000 Kernel 1: 0.023000 Kernel 2: 100.777000 Copyback: 0.018000 Sum: 0.039000 It 28,Best ac:0.000971 1.000000 fi:0.126924. Ave ac:0.001419,0.002183 MDL Theory Length Weight: 0.7180016335 (10) Initialization: 6.496000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.349000 Kernel 1: 0.022000 Kernel 2: 101.996002 Copyback: 0.018000 Sum: 0.030000 It 29,Best ac:0.001456 1.000000 fi:0.119475. Ave ac:0.002162,0.003038 Initialization: 7.511000 Memcpy Classifiers: 0.469000 Memcpy Instances: 11.595000 Kernel 1: 0.024000 Kernel 2: 100.473000 Copyback: 0.018000 Sum: 0.040000 It 30,Best ac:0.000971 1.000000 fi:0.128839. Ave ac:0.002104,0.003174 Initialization: 6.908000 Memcpy Classifiers: 0.504000 Memcpy Instances: 11.139000 Kernel 1: 0.024000 Kernel 2: 103.328003 Copyback: 0.017000 Sum: 0.039000 It 31,Best ac:0.001213 1.000000 fi:0.125711. Ave ac:0.002209,0.003385 Initialization: 6.846000 Memcpy Classifiers: 0.487000 Memcpy Instances: 10.111000 Kernel 1: 0.032000 Kernel 2: 103.910004 Copyback: 0.017000 Sum: 0.029000 It 32,Best ac:0.000971 1.000000 fi:0.123843. Ave ac:0.001750,0.003084 Initialization: 7.766000 Memcpy Classifiers: 0.840000 Memcpy Instances: 9.925000 Kernel 1: 0.022000 Kernel 2: 102.529999 Copyback: 0.018000 Sum: 0.044000 It 33,Best ac:0.001213 1.000000 fi:0.120722. Ave ac:0.001828,0.003088 Initialization: 28.486000 Memcpy Instances: 509.373993 Memcpy Classifiers: 0.093000 Kernel 1: 0.022000 Kernel 2: 587.197998 Copyback: 0.015000 Sum: 0.017000 Memcpy Classifiers: 0.109000 Kernel 1: 0.017000 Kernel 2: 585.846985 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.090000 Kernel 1: 0.013000 Kernel 2: 579.567017 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.089000 Kernel 1: 0.013000 Kernel 2: 586.471008 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.091000 Kernel 1: 0.014000 Kernel 2: 581.138000 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.126000 Kernel 1: 0.022000 Kernel 2: 591.257019 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.089000 Kernel 1: 0.013000 Kernel 2: 575.979980 Copyback: 0.367000 Sum: 0.002000 Memcpy Classifiers: 0.127000 Kernel 1: 0.022000 Kernel 2: 560.848999 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.090000 Kernel 1: 0.012000 Kernel 2: 564.340027 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.127000 Kernel 1: 0.021000 Kernel 2: 564.504028 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.107000 Kernel 1: 0.022000 Kernel 2: 449.070007 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.000830 0.650190 fi:0.482863. Ave ac:0.002040,0.006626 Best acc 0.000830 0.650190 Initialization: 5.919000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.257000 Kernel 1: 0.024000 Kernel 2: 101.230003 Copyback: 0.017000 Sum: 0.032000 Initial population average accuracy1:0.006036 accuracy2:0.228578 Initialization: 8.134000 Memcpy Classifiers: 0.468000 Memcpy Instances: 11.772000 Kernel 1: 0.024000 Kernel 2: 101.815002 Copyback: 0.017000 Sum: 0.030000 It 0,Best ac:0.000971 0.800000 fi:0.299914. Ave ac:0.006052,0.011047 Initialization: 5.856000 Memcpy Classifiers: 0.536000 Memcpy Instances: 9.951000 Kernel 1: 0.023000 Kernel 2: 102.307999 Copyback: 0.017000 Sum: 0.026000 It 1,Best ac:0.000971 0.800000 fi:0.299914. Ave ac:0.005835,0.009388 Initialization: 5.823000 Memcpy Classifiers: 0.506000 Memcpy Instances: 8.260000 Kernel 1: 0.024000 Kernel 2: 105.084999 Copyback: 0.018000 Sum: 0.037000 It 2,Best ac:0.001456 0.857143 fi:0.242561. Ave ac:0.005695,0.009303 Initialization: 5.969000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.319000 Kernel 1: 0.022000 Kernel 2: 103.973000 Copyback: 0.017000 Sum: 0.029000 It 3,Best ac:0.000728 1.000000 fi:0.150714. Ave ac:0.005773,0.009042 Initialization: 7.389000 Memcpy Classifiers: 0.934000 Memcpy Instances: 12.290000 Kernel 1: 0.023000 Kernel 2: 103.427002 Copyback: 0.016000 Sum: 0.036000 It 4,Best ac:0.000971 1.000000 fi:0.099914. Ave ac:0.007297,0.011918 Initialization: 7.151000 Memcpy Classifiers: 0.807000 Memcpy Instances: 10.986000 Kernel 1: 0.032000 Kernel 2: 101.334999 Copyback: 0.018000 Sum: 0.039000 It 5,Best ac:0.001699 1.000000 fi:0.099599. Ave ac:0.005669,0.010207 Initialization: 5.934000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.277000 Kernel 1: 0.024000 Kernel 2: 99.892998 Copyback: 0.017000 Sum: 0.030000 It 6,Best ac:0.000971 1.000000 fi:0.099914. Ave ac:0.003808,0.006597 Initialization: 5.886000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.300000 Kernel 1: 0.024000 Kernel 2: 102.677002 Copyback: 0.017000 Sum: 0.031000 It 7,Best ac:0.002669 1.000000 fi:0.099179. Ave ac:0.004712,0.006645 Initialization: 5.896000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.279000 Kernel 1: 0.026000 Kernel 2: 99.042999 Copyback: 0.017000 Sum: 0.028000 It 8,Best ac:0.001942 1.000000 fi:0.099494. Ave ac:0.003253,0.005653 Initialization: 5.914000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.623000 Kernel 1: 0.031000 Kernel 2: 103.396004 Copyback: 0.018000 Sum: 0.032000 It 9,Best ac:0.001456 1.000000 fi:0.099704. Ave ac:0.003646,0.006371 Iteration 10:MDL fitness activated Error 0.099704 TL 0.040708 MDL Theory Length Weight: 0.8164090714 (3) Initialization: 6.711000 Memcpy Classifiers: 0.840000 Memcpy Instances: 12.352000 Kernel 1: 0.023000 Kernel 2: 104.593002 Copyback: 0.017000 Sum: 0.036000 It 10,Best ac:0.000971 1.000000 fi:0.126718. Ave ac:0.003465,0.006297 Initialization: 6.133000 Memcpy Classifiers: 0.840000 Memcpy Instances: 10.072000 Kernel 1: 0.023000 Kernel 2: 105.767998 Copyback: 0.017000 Sum: 0.033000 It 11,Best ac:0.000971 1.000000 fi:0.130431. Ave ac:0.002873,0.003814 Initialization: 5.912000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.265000 Kernel 1: 0.024000 Kernel 2: 107.323997 Copyback: 0.017000 Sum: 0.032000 It 12,Best ac:0.001214 1.000000 fi:0.130016. Ave ac:0.002708,0.005478 Initialization: 5.901000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.277000 Kernel 1: 0.023000 Kernel 2: 104.612000 Copyback: 0.017000 Sum: 0.028000 It 13,Best ac:0.000971 1.000000 fi:0.133268. Ave ac:0.002504,0.004405 Initialization: 5.887000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.292000 Kernel 1: 0.024000 Kernel 2: 104.822998 Copyback: 0.017000 Sum: 0.029000 It 14,Best ac:0.001213 1.000000 fi:0.132846. Ave ac:0.002287,0.003547 Initialization: 5.859000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.272000 Kernel 1: 0.024000 Kernel 2: 105.271004 Copyback: 0.018000 Sum: 0.036000 It 15,Best ac:0.001456 1.000000 fi:0.131200. Ave ac:0.002114,0.003369 Initialization: 5.875000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.255000 Kernel 1: 0.024000 Kernel 2: 107.042000 Copyback: 0.017000 Sum: 0.031000 It 16,Best ac:0.000971 1.000000 fi:0.127641. Ave ac:0.002203,0.003139 Initialization: 5.928000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.293000 Kernel 1: 0.022000 Kernel 2: 105.206001 Copyback: 0.017000 Sum: 0.030000 It 17,Best ac:0.000971 1.000000 fi:0.132631. Ave ac:0.002194,0.003429 Initialization: 6.461000 Memcpy Classifiers: 0.744000 Memcpy Instances: 12.816000 Kernel 1: 0.041000 Kernel 2: 105.938004 Copyback: 0.016000 Sum: 0.035000 It 18,Best ac:0.001456 1.000000 fi:0.126094. Ave ac:0.002578,0.004347 Initialization: 5.895000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.280000 Kernel 1: 0.023000 Kernel 2: 105.288002 Copyback: 0.018000 Sum: 0.035000 It 19,Best ac:0.001213 1.000000 fi:0.127518. Ave ac:0.002255,0.003435 Initialization: 5.857000 Memcpy Classifiers: 0.467000 Memcpy Instances: 8.267000 Kernel 1: 0.024000 Kernel 2: 103.277000 Copyback: 0.017000 Sum: 0.030000 It 20,Best ac:0.001942 1.000000 fi:0.129041. Ave ac:0.001869,0.002750 Initialization: 5.880000 Memcpy Classifiers: 0.486000 Memcpy Instances: 8.267000 Kernel 1: 0.023000 Kernel 2: 103.545998 Copyback: 0.017000 Sum: 0.036000 It 21,Best ac:0.000971 1.000000 fi:0.123176. Ave ac:0.002290,0.003508 Initialization: 5.949000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.277000 Kernel 1: 0.023000 Kernel 2: 103.771004 Copyback: 0.017000 Sum: 0.030000 It 22,Best ac:0.001214 1.000000 fi:0.130326. Ave ac:0.002328,0.003233 Initialization: 5.883000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.298000 Kernel 1: 0.024000 Kernel 2: 103.934998 Copyback: 0.017000 Sum: 0.028000 It 23,Best ac:0.000971 1.000000 fi:0.131503. Ave ac:0.001927,0.002703 Initialization: 5.853000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.287000 Kernel 1: 0.024000 Kernel 2: 105.588997 Copyback: 0.372000 Sum: 0.029000 It 24,Best ac:0.000971 1.000000 fi:0.127247. Ave ac:0.002112,0.003100 Initialization: 5.870000 Memcpy Classifiers: 0.461000 Memcpy Instances: 8.270000 Kernel 1: 0.024000 Kernel 2: 102.230003 Copyback: 0.017000 Sum: 0.030000 It 25,Best ac:0.000971 1.000000 fi:0.126648. Ave ac:0.001964,0.002941 Initialization: 5.835000 Memcpy Classifiers: 0.426000 Memcpy Instances: 8.270000 Kernel 1: 0.023000 Kernel 2: 98.835999 Copyback: 0.017000 Sum: 0.031000 It 26,Best ac:0.001456 1.000000 fi:0.124754. Ave ac:0.002227,0.003017 Initialization: 5.878000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.338000 Kernel 1: 0.023000 Kernel 2: 96.514000 Copyback: 0.017000 Sum: 0.028000 It 27,Best ac:0.001213 1.000000 fi:0.124912. Ave ac:0.001638,0.002758 Initialization: 5.969000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.272000 Kernel 1: 0.024000 Kernel 2: 97.487999 Copyback: 0.016000 Sum: 0.032000 It 28,Best ac:0.002184 1.000000 fi:0.130105. Ave ac:0.001750,0.002280 Initialization: 7.782000 Memcpy Classifiers: 0.416000 Memcpy Instances: 12.606000 Kernel 1: 0.025000 Kernel 2: 95.671997 Copyback: 0.017000 Sum: 0.027000 It 29,Best ac:0.000971 1.000000 fi:0.130364. Ave ac:0.001539,0.002022 Initialization: 5.871000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.302000 Kernel 1: 0.024000 Kernel 2: 99.176003 Copyback: 0.016000 Sum: 0.029000 It 30,Best ac:0.001456 1.000000 fi:0.126859. Ave ac:0.001798,0.002009 MDL Theory Length Weight: 0.7347681642 (10) Initialization: 5.855000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.282000 Kernel 1: 0.025000 Kernel 2: 95.147003 Copyback: 0.018000 Sum: 0.039000 It 31,Best ac:0.000971 1.000000 fi:0.123665. Ave ac:0.002310,0.002877 Initialization: 5.906000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.273000 Kernel 1: 0.024000 Kernel 2: 95.672997 Copyback: 0.017000 Sum: 0.031000 It 32,Best ac:0.001699 1.000000 fi:0.120793. Ave ac:0.001692,0.002275 Initialization: 5.837000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.299000 Kernel 1: 0.024000 Kernel 2: 97.973000 Copyback: 0.017000 Sum: 0.034000 It 33,Best ac:0.001456 1.000000 fi:0.124191. Ave ac:0.002047,0.002719 Initialization: 25.753000 Memcpy Instances: 414.912994 Memcpy Classifiers: 0.077000 Kernel 1: 0.027000 Kernel 2: 593.568970 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.074000 Kernel 1: 0.012000 Kernel 2: 604.598999 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.074000 Kernel 1: 0.012000 Kernel 2: 606.293030 Copyback: 0.017000 Sum: 0.003000 Memcpy Classifiers: 0.074000 Kernel 1: 0.015000 Kernel 2: 582.456970 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.012000 Kernel 2: 598.088989 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.011000 Kernel 2: 598.044006 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.012000 Kernel 2: 591.804993 Copyback: 0.017000 Sum: 0.003000 Memcpy Classifiers: 0.109000 Kernel 1: 0.021000 Kernel 2: 605.491028 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.012000 Kernel 2: 576.161987 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.076000 Kernel 1: 0.012000 Kernel 2: 572.031006 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.071000 Kernel 1: 0.012000 Kernel 2: 471.880005 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.001204 0.727273 fi:0.400184. Ave ac:0.001912,0.006121 Best acc 0.001204 0.727273 Rule:Att PSSM_-4_12 is [>-6.368770]|Att PSSM_-4_16 is [>-3.495166]|Att PSSM_-1_10 is [<2.257391]|Att PSSM_0_1 is [-2.040205,6.712105]|Att PSSM_0_7 is [-6.357927,6.728306]|Att PSSM_0_9 is [>-5.424675]|Att PSSM_0_10 is [-2.007013,4.007013]|Att PSSM_0_12 is [<-2.076148]|Att PSSM_0_15 is [-5.883259,4.030860]|Att PSSM_1_12 is [<-2.565546]|Att PSSM_1_19 is [>-1.549917]|Att PSSM_2_7 is [-5.147542,-1.561374]|Att PSSM_2_12 is [<5.995138]|Att PSSM_2_17 is [-4.783327,2.086711]|Att PSSM_3_11 is [-3.289776,3.289776]|Att PSSM_4_2 is [-6.536943,-1.980134]|Att PSSM_4_20 is [-5.371729,4.338215]|1 Accuracy : 0.771989 0 1 158129 5951 47549 23009 Removed 341 instances. 205678 Instances left. Acc of rule 0.001204-0.727273 Initialization: 5.906000 Memcpy Classifiers: 0.552000 Memcpy Instances: 8.252000 Kernel 1: 0.025000 Kernel 2: 101.648003 Copyback: 0.016000 Sum: 0.040000 Initial population average accuracy1:0.005767 accuracy2:0.229561 Initialization: 5.870000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.236000 Kernel 1: 0.025000 Kernel 2: 101.275002 Copyback: 0.017000 Sum: 0.037000 It 0,Best ac:0.000729 1.000000 fi:0.146249. Ave ac:0.006330,0.011199 Initialization: 6.982000 Memcpy Classifiers: 0.871000 Memcpy Instances: 13.628000 Kernel 1: 0.026000 Kernel 2: 98.575996 Copyback: 0.017000 Sum: 0.035000 It 1,Best ac:0.000729 1.000000 fi:0.146249. Ave ac:0.005763,0.010232 Initialization: 5.980000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.290000 Kernel 1: 0.023000 Kernel 2: 98.140999 Copyback: 0.018000 Sum: 0.040000 It 2,Best ac:0.000973 1.000000 fi:0.099912. Ave ac:0.005222,0.010150 Initialization: 7.474000 Memcpy Classifiers: 0.808000 Memcpy Instances: 12.323000 Kernel 1: 0.023000 Kernel 2: 98.885002 Copyback: 0.016000 Sum: 0.029000 It 3,Best ac:0.000729 1.000000 fi:0.146249. Ave ac:0.005244,0.008205 Initialization: 5.869000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.243000 Kernel 1: 0.024000 Kernel 2: 97.507004 Copyback: 0.018000 Sum: 0.038000 It 4,Best ac:0.001458 1.000000 fi:0.099701. Ave ac:0.005794,0.008399 Initialization: 8.150000 Memcpy Classifiers: 0.816000 Memcpy Instances: 11.808000 Kernel 1: 0.026000 Kernel 2: 94.885002 Copyback: 0.018000 Sum: 0.040000 It 5,Best ac:0.001945 1.000000 fi:0.099490. Ave ac:0.005002,0.007561 Initialization: 6.580000 Memcpy Classifiers: 0.807000 Memcpy Instances: 12.929000 Kernel 1: 0.026000 Kernel 2: 93.913002 Copyback: 0.017000 Sum: 0.027000 It 6,Best ac:0.000729 1.000000 fi:0.146249. Ave ac:0.004241,0.006206 Initialization: 5.833000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.253000 Kernel 1: 0.024000 Kernel 2: 95.806999 Copyback: 0.018000 Sum: 0.043000 It 7,Best ac:0.001458 1.000000 fi:0.099701. Ave ac:0.003778,0.007458 Initialization: 7.626000 Memcpy Classifiers: 0.674000 Memcpy Instances: 11.776000 Kernel 1: 0.025000 Kernel 2: 97.837997 Copyback: 0.018000 Sum: 0.042000 It 8,Best ac:0.000972 1.000000 fi:0.099912. Ave ac:0.004083,0.008403 Initialization: 5.926000 Memcpy Classifiers: 0.504000 Memcpy Instances: 9.531000 Kernel 1: 0.023000 Kernel 2: 98.836998 Copyback: 0.016000 Sum: 0.032000 It 9,Best ac:0.001216 1.000000 fi:0.099806. Ave ac:0.003658,0.007310 Iteration 10:MDL fitness activated Error 0.099806 TL 0.037369 MDL Theory Length Weight: 0.8902817254 (5) Initialization: 5.937000 Memcpy Classifiers: 0.462000 Memcpy Instances: 12.442000 Kernel 1: 0.023000 Kernel 2: 100.450996 Copyback: 0.018000 Sum: 0.044000 It 10,Best ac:0.000972 1.000000 fi:0.134977. Ave ac:0.003521,0.007343 Initialization: 6.771000 Memcpy Classifiers: 0.468000 Memcpy Instances: 11.927000 Kernel 1: 0.026000 Kernel 2: 96.615997 Copyback: 0.017000 Sum: 0.029000 It 11,Best ac:0.000972 1.000000 fi:0.126854. Ave ac:0.004207,0.008720 Initialization: 8.009000 Memcpy Classifiers: 0.775000 Memcpy Instances: 8.481000 Kernel 1: 0.024000 Kernel 2: 95.132004 Copyback: 0.017000 Sum: 0.030000 It 12,Best ac:0.001216 1.000000 fi:0.126719. Ave ac:0.003277,0.005816 Initialization: 5.915000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.240000 Kernel 1: 0.024000 Kernel 2: 96.042999 Copyback: 0.019000 Sum: 0.040000 It 13,Best ac:0.000973 1.000000 fi:0.129721. Ave ac:0.003444,0.005611 Initialization: 5.863000 Memcpy Classifiers: 0.449000 Memcpy Instances: 8.282000 Kernel 1: 0.022000 Kernel 2: 94.363998 Copyback: 0.017000 Sum: 0.030000 It 14,Best ac:0.000972 1.000000 fi:0.131268. Ave ac:0.003517,0.008502 Initialization: 7.963000 Memcpy Classifiers: 0.482000 Memcpy Instances: 11.553000 Kernel 1: 0.026000 Kernel 2: 92.806000 Copyback: 0.017000 Sum: 0.035000 It 15,Best ac:0.000972 1.000000 fi:0.125490. Ave ac:0.003281,0.005983 Initialization: 7.489000 Memcpy Classifiers: 0.591000 Memcpy Instances: 9.335000 Kernel 1: 0.024000 Kernel 2: 92.440002 Copyback: 0.016000 Sum: 0.028000 It 16,Best ac:0.000972 1.000000 fi:0.125957. Ave ac:0.003116,0.005207 Initialization: 6.253000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.288000 Kernel 1: 0.023000 Kernel 2: 94.273003 Copyback: 0.017000 Sum: 0.031000 It 17,Best ac:0.000972 1.000000 fi:0.119581. Ave ac:0.003697,0.006973 Initialization: 6.015000 Memcpy Classifiers: 0.441000 Memcpy Instances: 10.750000 Kernel 1: 0.023000 Kernel 2: 91.926003 Copyback: 0.017000 Sum: 0.029000 It 18,Best ac:0.001702 1.000000 fi:0.126254. Ave ac:0.004719,0.010490 Initialization: 8.022000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.952000 Kernel 1: 0.032000 Kernel 2: 89.170998 Copyback: 0.017000 Sum: 0.031000 It 19,Best ac:0.000973 1.000000 fi:0.119459. Ave ac:0.003605,0.006539 Initialization: 5.923000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.268000 Kernel 1: 0.023000 Kernel 2: 91.931000 Copyback: 0.017000 Sum: 0.029000 It 20,Best ac:0.000973 1.000000 fi:0.123335. Ave ac:0.002991,0.004750 Initialization: 5.885000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.455000 Kernel 1: 0.030000 Kernel 2: 92.609001 Copyback: 0.018000 Sum: 0.037000 It 21,Best ac:0.001216 1.000000 fi:0.119311. Ave ac:0.003350,0.006153 Initialization: 6.014000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.239000 Kernel 1: 0.023000 Kernel 2: 94.822998 Copyback: 0.017000 Sum: 0.034000 It 22,Best ac:0.000973 1.000000 fi:0.130718. Ave ac:0.002333,0.003546 Initialization: 5.807000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.264000 Kernel 1: 0.023000 Kernel 2: 89.653999 Copyback: 0.372000 Sum: 0.029000 It 23,Best ac:0.000973 1.000000 fi:0.126570. Ave ac:0.002371,0.004287 Initialization: 5.908000 Memcpy Classifiers: 0.444000 Memcpy Instances: 8.258000 Kernel 1: 0.023000 Kernel 2: 91.244003 Copyback: 0.017000 Sum: 0.026000 It 24,Best ac:0.000973 1.000000 fi:0.125912. Ave ac:0.001892,0.003010 Initialization: 5.770000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.278000 Kernel 1: 0.023000 Kernel 2: 92.739998 Copyback: 0.016000 Sum: 0.030000 It 25,Best ac:0.001216 1.000000 fi:0.119311. Ave ac:0.002147,0.003640 Initialization: 6.015000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.243000 Kernel 1: 0.024000 Kernel 2: 95.505997 Copyback: 0.018000 Sum: 0.038000 It 26,Best ac:0.000972 1.000000 fi:0.127662. Ave ac:0.002429,0.005657 Initialization: 5.913000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.241000 Kernel 1: 0.023000 Kernel 2: 95.667999 Copyback: 0.017000 Sum: 0.028000 It 27,Best ac:0.001945 1.000000 fi:0.124539. Ave ac:0.002601,0.005343 Initialization: 5.835000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.270000 Kernel 1: 0.024000 Kernel 2: 95.851997 Copyback: 0.017000 Sum: 0.029000 It 28,Best ac:0.001215 1.000000 fi:0.126753. Ave ac:0.001563,0.002303 Initialization: 5.851000 Memcpy Classifiers: 0.433000 Memcpy Instances: 10.293000 Kernel 1: 0.033000 Kernel 2: 94.257004 Copyback: 0.018000 Sum: 0.032000 It 29,Best ac:0.000972 1.000000 fi:0.118516. Ave ac:0.001798,0.002799 Initialization: 7.243000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.304000 Kernel 1: 0.025000 Kernel 2: 93.282997 Copyback: 0.017000 Sum: 0.031000 It 30,Best ac:0.001458 1.000000 fi:0.118822. Ave ac:0.001995,0.003360 Initialization: 6.385000 Memcpy Classifiers: 0.649000 Memcpy Instances: 9.811000 Kernel 1: 0.023000 Kernel 2: 89.967003 Copyback: 0.018000 Sum: 0.040000 It 31,Best ac:0.001216 1.000000 fi:0.119230. Ave ac:0.001757,0.002145 Initialization: 7.851000 Memcpy Classifiers: 0.408000 Memcpy Instances: 9.165000 Kernel 1: 0.032000 Kernel 2: 89.293999 Copyback: 0.017000 Sum: 0.030000 It 32,Best ac:0.001216 1.000000 fi:0.112104. Ave ac:0.001887,0.004995 Initialization: 8.654000 Memcpy Classifiers: 0.637000 Memcpy Instances: 10.578000 Kernel 1: 0.024000 Kernel 2: 91.649002 Copyback: 0.017000 Sum: 0.033000 It 33,Best ac:0.000972 1.000000 fi:0.127513. Ave ac:0.001681,0.003373 Initialization: 25.658001 Memcpy Instances: 471.513000 Memcpy Classifiers: 0.118000 Kernel 1: 0.032000 Kernel 2: 545.387024 Copyback: 0.016000 Sum: 0.015000 Memcpy Classifiers: 0.105000 Kernel 1: 0.020000 Kernel 2: 518.932007 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.103000 Kernel 1: 0.018000 Kernel 2: 535.757996 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.077000 Kernel 1: 0.015000 Kernel 2: 529.377014 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.087000 Kernel 1: 0.013000 Kernel 2: 567.940002 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.078000 Kernel 1: 0.013000 Kernel 2: 546.398010 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.100000 Kernel 1: 0.017000 Kernel 2: 540.262024 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.078000 Kernel 1: 0.013000 Kernel 2: 536.013000 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.077000 Kernel 1: 0.013000 Kernel 2: 552.456970 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.099000 Kernel 1: 0.016000 Kernel 2: 560.333008 Copyback: 0.368000 Sum: 0.001000 Memcpy Classifiers: 0.074000 Kernel 1: 0.013000 Kernel 2: 421.455994 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.000807 0.721739 fi:0.397366. Ave ac:0.002081,0.007284 Best acc 0.000807 0.721739 Initialization: 6.384000 Memcpy Classifiers: 0.576000 Memcpy Instances: 9.226000 Kernel 1: 0.034000 Kernel 2: 100.300003 Copyback: 0.019000 Sum: 0.052000 Initial population average accuracy1:0.005012 accuracy2:0.225641 Initialization: 6.929000 Memcpy Classifiers: 0.541000 Memcpy Instances: 10.396000 Kernel 1: 0.026000 Kernel 2: 101.262001 Copyback: 0.018000 Sum: 0.062000 It 0,Best ac:0.001216 0.714286 fi:0.385520. Ave ac:0.006455,0.010306 Initialization: 7.331000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.257000 Kernel 1: 0.024000 Kernel 2: 100.154999 Copyback: 0.018000 Sum: 0.044000 It 1,Best ac:0.001215 1.000000 fi:0.099806. Ave ac:0.006114,0.010237 Initialization: 6.450000 Memcpy Classifiers: 0.839000 Memcpy Instances: 10.943000 Kernel 1: 0.033000 Kernel 2: 98.100998 Copyback: 0.017000 Sum: 0.033000 It 2,Best ac:0.000973 1.000000 fi:0.099912. Ave ac:0.005480,0.010458 Initialization: 7.783000 Memcpy Classifiers: 0.840000 Memcpy Instances: 8.856000 Kernel 1: 0.023000 Kernel 2: 96.037003 Copyback: 0.017000 Sum: 0.033000 It 3,Best ac:0.000729 1.000000 fi:0.146249. Ave ac:0.004541,0.007002 Initialization: 7.375000 Memcpy Classifiers: 0.777000 Memcpy Instances: 8.768000 Kernel 1: 0.023000 Kernel 2: 95.396004 Copyback: 0.017000 Sum: 0.031000 It 4,Best ac:0.000972 1.000000 fi:0.099912. Ave ac:0.004841,0.007455 Initialization: 6.511000 Memcpy Classifiers: 0.451000 Memcpy Instances: 9.539000 Kernel 1: 0.032000 Kernel 2: 94.296997 Copyback: 0.017000 Sum: 0.059000 It 5,Best ac:0.000729 1.000000 fi:0.146249. Ave ac:0.004647,0.009525 Initialization: 6.406000 Memcpy Classifiers: 0.451000 Memcpy Instances: 11.236000 Kernel 1: 0.024000 Kernel 2: 93.458000 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.000973 1.000000 fi:0.099912. Ave ac:0.004374,0.007251 Initialization: 6.014000 Memcpy Classifiers: 0.469000 Memcpy Instances: 11.642000 Kernel 1: 0.026000 Kernel 2: 91.431000 Copyback: 0.017000 Sum: 0.030000 It 7,Best ac:0.001215 1.000000 fi:0.099806. Ave ac:0.004769,0.009037 Initialization: 7.369000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.316000 Kernel 1: 0.023000 Kernel 2: 89.364998 Copyback: 0.017000 Sum: 0.035000 It 8,Best ac:0.002431 1.000000 fi:0.099279. Ave ac:0.003568,0.007117 Initialization: 6.475000 Memcpy Classifiers: 0.426000 Memcpy Instances: 8.258000 Kernel 1: 0.024000 Kernel 2: 89.876999 Copyback: 0.017000 Sum: 0.033000 It 9,Best ac:0.000972 1.000000 fi:0.099912. Ave ac:0.004295,0.008634 Iteration 10:MDL fitness activated Error 0.099912 TL 0.028477 MDL Theory Length Weight: 1.1695195587 (2) Initialization: 7.344000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.247000 Kernel 1: 0.023000 Kernel 2: 92.171997 Copyback: 0.019000 Sum: 0.041000 It 10,Best ac:0.000973 1.000000 fi:0.130252. Ave ac:0.003443,0.006226 Initialization: 6.675000 Memcpy Classifiers: 0.433000 Memcpy Instances: 9.404000 Kernel 1: 0.023000 Kernel 2: 93.519997 Copyback: 0.019000 Sum: 0.038000 It 11,Best ac:0.000972 1.000000 fi:0.138322. Ave ac:0.003437,0.007675 Initialization: 7.008000 Memcpy Classifiers: 0.482000 Memcpy Instances: 10.688000 Kernel 1: 0.028000 Kernel 2: 87.899002 Copyback: 0.019000 Sum: 0.039000 It 12,Best ac:0.000972 1.000000 fi:0.123652. Ave ac:0.003844,0.007940 Initialization: 6.670000 Memcpy Classifiers: 0.866000 Memcpy Instances: 11.578000 Kernel 1: 0.023000 Kernel 2: 85.884003 Copyback: 0.017000 Sum: 0.033000 It 13,Best ac:0.001458 1.000000 fi:0.121739. Ave ac:0.003571,0.007251 Initialization: 6.022000 Memcpy Classifiers: 0.398000 Memcpy Instances: 11.231000 Kernel 1: 0.025000 Kernel 2: 85.896004 Copyback: 0.019000 Sum: 0.043000 It 14,Best ac:0.001702 1.000000 fi:0.128258. Ave ac:0.004206,0.009136 Initialization: 6.972000 Memcpy Classifiers: 0.367000 Memcpy Instances: 8.332000 Kernel 1: 0.022000 Kernel 2: 81.328003 Copyback: 0.017000 Sum: 0.029000 It 15,Best ac:0.001215 1.000000 fi:0.151837. Ave ac:0.003691,0.009480 Initialization: 7.009000 Memcpy Classifiers: 0.502000 Memcpy Instances: 10.497000 Kernel 1: 0.032000 Kernel 2: 82.680000 Copyback: 0.017000 Sum: 0.033000 It 16,Best ac:0.000972 1.000000 fi:0.141134. Ave ac:0.003538,0.008319 Initialization: 6.757000 Memcpy Classifiers: 0.362000 Memcpy Instances: 10.943000 Kernel 1: 0.031000 Kernel 2: 79.419998 Copyback: 0.019000 Sum: 0.035000 It 17,Best ac:0.001216 1.000000 fi:0.125708. Ave ac:0.003156,0.006275 Initialization: 6.466000 Memcpy Classifiers: 0.451000 Memcpy Instances: 11.819000 Kernel 1: 0.025000 Kernel 2: 77.494003 Copyback: 0.018000 Sum: 0.041000 It 18,Best ac:0.001215 1.000000 fi:0.121625. Ave ac:0.002947,0.008517 Initialization: 5.929000 Memcpy Classifiers: 0.533000 Memcpy Instances: 12.587000 Kernel 1: 0.038000 Kernel 2: 75.508003 Copyback: 0.017000 Sum: 0.032000 It 19,Best ac:0.000972 1.000000 fi:0.127851. Ave ac:0.003084,0.009258 Initialization: 7.821000 Memcpy Classifiers: 0.450000 Memcpy Instances: 9.943000 Kernel 1: 0.026000 Kernel 2: 77.240997 Copyback: 0.018000 Sum: 0.043000 It 20,Best ac:0.001945 1.000000 fi:0.122449. Ave ac:0.003248,0.010299 Initialization: 7.360000 Memcpy Classifiers: 0.807000 Memcpy Instances: 10.172000 Kernel 1: 0.023000 Kernel 2: 75.841003 Copyback: 0.018000 Sum: 0.032000 It 21,Best ac:0.000972 1.000000 fi:0.125753. Ave ac:0.004262,0.011551 Initialization: 7.367000 Memcpy Classifiers: 0.484000 Memcpy Instances: 10.741000 Kernel 1: 0.022000 Kernel 2: 73.441002 Copyback: 0.017000 Sum: 0.035000 It 22,Best ac:0.001702 1.000000 fi:0.132673. Ave ac:0.003919,0.008915 Initialization: 5.930000 Memcpy Classifiers: 0.322000 Memcpy Instances: 12.135000 Kernel 1: 0.025000 Kernel 2: 72.308998 Copyback: 0.018000 Sum: 0.041000 It 23,Best ac:0.000973 1.000000 fi:0.121731. Ave ac:0.003063,0.004786 Initialization: 8.190000 Memcpy Classifiers: 0.352000 Memcpy Instances: 10.494000 Kernel 1: 0.032000 Kernel 2: 72.577003 Copyback: 0.017000 Sum: 0.029000 It 24,Best ac:0.001216 1.000000 fi:0.121845. Ave ac:0.002526,0.004914 Initialization: 5.940000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.857000 Kernel 1: 0.024000 Kernel 2: 73.324997 Copyback: 0.018000 Sum: 0.037000 It 25,Best ac:0.000972 1.000000 fi:0.126884. Ave ac:0.002471,0.004799 Initialization: 7.220000 Memcpy Classifiers: 0.514000 Memcpy Instances: 9.739000 Kernel 1: 0.033000 Kernel 2: 73.313004 Copyback: 0.017000 Sum: 0.026000 It 26,Best ac:0.001216 1.000000 fi:0.136687. Ave ac:0.002481,0.006299 Initialization: 7.539000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.261000 Kernel 1: 0.024000 Kernel 2: 74.013000 Copyback: 0.017000 Sum: 0.030000 It 27,Best ac:0.001215 1.000000 fi:0.131305. Ave ac:0.003538,0.006309 MDL Theory Length Weight: 1.0525676029 (10) Initialization: 6.783000 Memcpy Classifiers: 0.362000 Memcpy Instances: 10.486000 Kernel 1: 0.023000 Kernel 2: 72.565002 Copyback: 0.017000 Sum: 0.025000 It 28,Best ac:0.000972 1.000000 fi:0.119273. Ave ac:0.003472,0.009055 Initialization: 8.493000 Memcpy Classifiers: 0.339000 Memcpy Instances: 11.391000 Kernel 1: 0.032000 Kernel 2: 72.429001 Copyback: 0.017000 Sum: 0.023000 It 29,Best ac:0.002431 1.000000 fi:0.116773. Ave ac:0.004331,0.011856 Initialization: 6.085000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.263000 Kernel 1: 0.024000 Kernel 2: 72.686996 Copyback: 0.017000 Sum: 0.027000 It 30,Best ac:0.000972 1.000000 fi:0.121278. Ave ac:0.001884,0.004666 Initialization: 7.742000 Memcpy Classifiers: 0.503000 Memcpy Instances: 10.610000 Kernel 1: 0.023000 Kernel 2: 70.588997 Copyback: 0.018000 Sum: 0.037000 It 31,Best ac:0.001215 1.000000 fi:0.122458. Ave ac:0.002774,0.005079 Initialization: 5.865000 Memcpy Classifiers: 0.351000 Memcpy Instances: 11.064000 Kernel 1: 0.027000 Kernel 2: 70.272003 Copyback: 0.017000 Sum: 0.026000 It 32,Best ac:0.000972 1.000000 fi:0.118754. Ave ac:0.002199,0.005588 Initialization: 5.928000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.584000 Kernel 1: 0.031000 Kernel 2: 71.448997 Copyback: 0.016000 Sum: 0.028000 It 33,Best ac:0.002431 1.000000 fi:0.120993. Ave ac:0.002539,0.004425 Initialization: 30.445999 Memcpy Instances: 479.808014 Memcpy Classifiers: 0.081000 Kernel 1: 0.025000 Kernel 2: 460.518005 Copyback: 0.016000 Sum: 0.020000 Memcpy Classifiers: 0.117000 Kernel 1: 0.022000 Kernel 2: 476.600006 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.077000 Kernel 1: 0.013000 Kernel 2: 482.260010 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.078000 Kernel 1: 0.012000 Kernel 2: 462.493011 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.116000 Kernel 1: 0.021000 Kernel 2: 445.118011 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.077000 Kernel 1: 0.012000 Kernel 2: 459.135986 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.077000 Kernel 1: 0.012000 Kernel 2: 463.138000 Copyback: 0.018000 Sum: 0.003000 Memcpy Classifiers: 0.116000 Kernel 1: 0.022000 Kernel 2: 478.575989 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.078000 Kernel 1: 0.012000 Kernel 2: 466.524994 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.077000 Kernel 1: 0.012000 Kernel 2: 458.881012 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 368.256012 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.001002 0.641745 fi:0.486503. Ave ac:0.002926,0.013797 Best acc 0.001002 0.641745 Rule:Att PSSM_-4_12 is [-6.383591,2.773083]|Att PSSM_-1_1 is [-2.752174,5.592823]|Att PSSM_0_1 is [>4.938139]|Att PSSM_0_7 is [<-2.698381]|Att PSSM_0_10 is [-1.907769,5.006096]|Att PSSM_1_4 is [>-4.098392]|Att PSSM_2_13 is [<6.602966]|Att PSSM_3_5 is [-6.179448,2.624305]|1 Accuracy : 0.772424 0 1 158065 6015 47383 23175 Removed 230 instances. 205448 Instances left. Acc of rule 0.000807-0.721739 Initialization: 7.459000 Memcpy Classifiers: 0.578000 Memcpy Instances: 8.309000 Kernel 1: 0.025000 Kernel 2: 101.509003 Copyback: 0.017000 Sum: 0.046000 Initial population average accuracy1:0.004917 accuracy2:0.220900 Initialization: 8.421000 Memcpy Classifiers: 0.522000 Memcpy Instances: 8.310000 Kernel 1: 0.023000 Kernel 2: 100.853996 Copyback: 0.018000 Sum: 0.064000 It 0,Best ac:0.000730 1.000000 fi:0.143547. Ave ac:0.006466,0.013739 Initialization: 7.060000 Memcpy Classifiers: 0.935000 Memcpy Instances: 9.916000 Kernel 1: 0.034000 Kernel 2: 99.068001 Copyback: 0.017000 Sum: 0.032000 It 1,Best ac:0.001460 1.000000 fi:0.099699. Ave ac:0.006266,0.011269 Initialization: 5.916000 Memcpy Classifiers: 0.487000 Memcpy Instances: 11.157000 Kernel 1: 0.028000 Kernel 2: 98.905998 Copyback: 0.018000 Sum: 0.040000 It 2,Best ac:0.001217 1.000000 fi:0.099804. Ave ac:0.005674,0.008489 Initialization: 7.883000 Memcpy Classifiers: 0.469000 Memcpy Instances: 9.650000 Kernel 1: 0.028000 Kernel 2: 95.877998 Copyback: 0.017000 Sum: 0.033000 It 3,Best ac:0.001460 1.000000 fi:0.099698. Ave ac:0.004668,0.006772 Initialization: 6.464000 Memcpy Classifiers: 0.839000 Memcpy Instances: 11.767000 Kernel 1: 0.025000 Kernel 2: 93.082001 Copyback: 0.018000 Sum: 0.033000 It 4,Best ac:0.000973 1.000000 fi:0.099910. Ave ac:0.003908,0.007731 Initialization: 5.882000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.349000 Kernel 1: 0.033000 Kernel 2: 93.021004 Copyback: 0.017000 Sum: 0.029000 It 5,Best ac:0.000730 1.000000 fi:0.142643. Ave ac:0.005484,0.010614 Initialization: 7.503000 Memcpy Classifiers: 0.451000 Memcpy Instances: 11.602000 Kernel 1: 0.025000 Kernel 2: 92.444000 Copyback: 0.017000 Sum: 0.034000 It 6,Best ac:0.001460 1.000000 fi:0.099699. Ave ac:0.005002,0.008472 Initialization: 6.743000 Memcpy Classifiers: 0.807000 Memcpy Instances: 13.096000 Kernel 1: 0.026000 Kernel 2: 89.208000 Copyback: 0.016000 Sum: 0.031000 It 7,Best ac:0.000730 1.000000 fi:0.143547. Ave ac:0.003982,0.005594 Initialization: 7.141000 Memcpy Classifiers: 0.806000 Memcpy Instances: 10.857000 Kernel 1: 0.026000 Kernel 2: 89.906998 Copyback: 0.018000 Sum: 0.031000 It 8,Best ac:0.000974 1.000000 fi:0.099910. Ave ac:0.003638,0.005441 Initialization: 6.497000 Memcpy Classifiers: 0.854000 Memcpy Instances: 11.860000 Kernel 1: 0.026000 Kernel 2: 89.274002 Copyback: 0.017000 Sum: 0.030000 It 9,Best ac:0.002190 1.000000 fi:0.099381. Ave ac:0.004065,0.006071 Iteration 10:MDL fitness activated Error 0.099381 TL 0.044422 MDL Theory Length Weight: 0.7457420093 (1) Initialization: 7.276000 Memcpy Classifiers: 0.616000 Memcpy Instances: 8.432000 Kernel 1: 0.023000 Kernel 2: 91.257004 Copyback: 0.017000 Sum: 0.030000 It 10,Best ac:0.001217 1.000000 fi:0.130664. Ave ac:0.003130,0.005221 Initialization: 8.510000 Memcpy Classifiers: 0.713000 Memcpy Instances: 10.647000 Kernel 1: 0.024000 Kernel 2: 91.761002 Copyback: 0.017000 Sum: 0.031000 It 11,Best ac:0.000973 0.800000 fi:0.328749. Ave ac:0.003951,0.007494 Initialization: 8.322000 Memcpy Classifiers: 0.451000 Memcpy Instances: 10.744000 Kernel 1: 0.032000 Kernel 2: 93.176003 Copyback: 0.017000 Sum: 0.035000 It 12,Best ac:0.000973 1.000000 fi:0.130897. Ave ac:0.004053,0.007739 Initialization: 7.824000 Memcpy Classifiers: 0.807000 Memcpy Instances: 10.409000 Kernel 1: 0.033000 Kernel 2: 94.844002 Copyback: 0.017000 Sum: 0.027000 It 13,Best ac:0.001461 1.000000 fi:0.124520. Ave ac:0.003262,0.006151 Initialization: 5.862000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.293000 Kernel 1: 0.024000 Kernel 2: 99.400002 Copyback: 0.017000 Sum: 0.031000 It 14,Best ac:0.000973 1.000000 fi:0.126111. Ave ac:0.002278,0.002941 Initialization: 7.953000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.276000 Kernel 1: 0.024000 Kernel 2: 97.905998 Copyback: 0.017000 Sum: 0.029000 It 15,Best ac:0.000973 1.000000 fi:0.124571. Ave ac:0.002016,0.002864 Initialization: 7.608000 Memcpy Classifiers: 0.504000 Memcpy Instances: 8.288000 Kernel 1: 0.024000 Kernel 2: 96.693001 Copyback: 0.017000 Sum: 0.031000 It 16,Best ac:0.001947 1.000000 fi:0.124701. Ave ac:0.002458,0.003635 Initialization: 6.720000 Memcpy Classifiers: 0.442000 Memcpy Instances: 9.297000 Kernel 1: 0.023000 Kernel 2: 92.278000 Copyback: 0.017000 Sum: 0.030000 It 17,Best ac:0.000973 1.000000 fi:0.132417. Ave ac:0.002669,0.004398 Initialization: 7.423000 Memcpy Classifiers: 0.775000 Memcpy Instances: 11.280000 Kernel 1: 0.024000 Kernel 2: 93.169998 Copyback: 0.017000 Sum: 0.035000 It 18,Best ac:0.001217 1.000000 fi:0.127298. Ave ac:0.002725,0.006402 Initialization: 5.928000 Memcpy Classifiers: 0.459000 Memcpy Instances: 8.257000 Kernel 1: 0.022000 Kernel 2: 93.186996 Copyback: 0.017000 Sum: 0.031000 It 19,Best ac:0.000973 1.000000 fi:0.125190. Ave ac:0.002355,0.003379 Initialization: 5.879000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.259000 Kernel 1: 0.023000 Kernel 2: 91.961998 Copyback: 0.017000 Sum: 0.033000 It 20,Best ac:0.001217 1.000000 fi:0.122890. Ave ac:0.002260,0.004183 Initialization: 5.925000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.251000 Kernel 1: 0.024000 Kernel 2: 90.779999 Copyback: 0.017000 Sum: 0.033000 It 21,Best ac:0.001217 1.000000 fi:0.124680. Ave ac:0.002776,0.003923 Initialization: 5.887000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.256000 Kernel 1: 0.023000 Kernel 2: 90.478996 Copyback: 0.017000 Sum: 0.031000 It 22,Best ac:0.002190 1.000000 fi:0.116027. Ave ac:0.002401,0.003573 Initialization: 5.980000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.242000 Kernel 1: 0.023000 Kernel 2: 90.050003 Copyback: 0.017000 Sum: 0.033000 It 23,Best ac:0.001217 1.000000 fi:0.125857. Ave ac:0.001939,0.002825 Initialization: 5.890000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.274000 Kernel 1: 0.023000 Kernel 2: 89.262001 Copyback: 0.017000 Sum: 0.039000 It 24,Best ac:0.000973 1.000000 fi:0.118838. Ave ac:0.002508,0.003318 Initialization: 5.812000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.252000 Kernel 1: 0.024000 Kernel 2: 90.064003 Copyback: 0.017000 Sum: 0.032000 It 25,Best ac:0.000974 1.000000 fi:0.125241. Ave ac:0.002607,0.003888 Initialization: 5.965000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.226000 Kernel 1: 0.022000 Kernel 2: 88.193001 Copyback: 0.017000 Sum: 0.031000 It 26,Best ac:0.001460 1.000000 fi:0.121563. Ave ac:0.002401,0.004977 Initialization: 5.870000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.261000 Kernel 1: 0.023000 Kernel 2: 87.780998 Copyback: 0.017000 Sum: 0.030000 It 27,Best ac:0.000973 1.000000 fi:0.116578. Ave ac:0.002796,0.003353 Initialization: 5.838000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.262000 Kernel 1: 0.023000 Kernel 2: 91.146004 Copyback: 0.016000 Sum: 0.033000 It 28,Best ac:0.001704 1.000000 fi:0.120482. Ave ac:0.002052,0.002773 Initialization: 5.865000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.246000 Kernel 1: 0.024000 Kernel 2: 91.385002 Copyback: 0.017000 Sum: 0.032000 It 29,Best ac:0.001704 1.000000 fi:0.122464. Ave ac:0.002683,0.004339 Initialization: 5.853000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.259000 Kernel 1: 0.024000 Kernel 2: 91.813004 Copyback: 0.017000 Sum: 0.028000 It 30,Best ac:0.001217 1.000000 fi:0.121669. Ave ac:0.002455,0.003281 Initialization: 5.953000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.264000 Kernel 1: 0.023000 Kernel 2: 90.242996 Copyback: 0.017000 Sum: 0.033000 It 31,Best ac:0.001217 1.000000 fi:0.122355. Ave ac:0.002199,0.003329 MDL Theory Length Weight: 0.6711678083 (10) Initialization: 5.851000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.265000 Kernel 1: 0.024000 Kernel 2: 90.449997 Copyback: 0.017000 Sum: 0.027000 It 32,Best ac:0.001461 1.000000 fi:0.119219. Ave ac:0.002274,0.003078 Initialization: 5.903000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.231000 Kernel 1: 0.024000 Kernel 2: 90.155998 Copyback: 0.017000 Sum: 0.027000 It 33,Best ac:0.001460 1.000000 fi:0.113139. Ave ac:0.002137,0.002594 Initialization: 25.889000 Memcpy Instances: 411.815002 Memcpy Classifiers: 0.089000 Kernel 1: 0.026000 Kernel 2: 513.723022 Copyback: 0.014000 Sum: 0.016000 Memcpy Classifiers: 0.103000 Kernel 1: 0.016000 Kernel 2: 525.643982 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.081000 Kernel 1: 0.012000 Kernel 2: 544.731018 Copyback: 0.370000 Sum: 0.001000 Memcpy Classifiers: 0.080000 Kernel 1: 0.012000 Kernel 2: 538.192017 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.080000 Kernel 1: 0.012000 Kernel 2: 524.007019 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.080000 Kernel 1: 0.012000 Kernel 2: 535.713013 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.080000 Kernel 1: 0.012000 Kernel 2: 517.768982 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.079000 Kernel 1: 0.012000 Kernel 2: 532.749023 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.080000 Kernel 1: 0.012000 Kernel 2: 523.994995 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.120000 Kernel 1: 0.022000 Kernel 2: 529.922974 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.075000 Kernel 1: 0.012000 Kernel 2: 420.755005 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.000857 0.712551 fi:0.406932. Ave ac:0.001921,0.006052 Best acc 0.000857 0.712551 Initialization: 6.661000 Memcpy Classifiers: 0.544000 Memcpy Instances: 8.250000 Kernel 1: 0.024000 Kernel 2: 101.274002 Copyback: 0.017000 Sum: 0.036000 Initial population average accuracy1:0.005817 accuracy2:0.225146 Initialization: 5.885000 Memcpy Classifiers: 0.537000 Memcpy Instances: 8.263000 Kernel 1: 0.024000 Kernel 2: 101.059998 Copyback: 0.018000 Sum: 0.040000 It 0,Best ac:0.000730 1.000000 fi:0.143547. Ave ac:0.005907,0.009573 Initialization: 6.883000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.286000 Kernel 1: 0.022000 Kernel 2: 97.407997 Copyback: 0.018000 Sum: 0.041000 It 1,Best ac:0.000730 1.000000 fi:0.143547. Ave ac:0.005715,0.008847 Initialization: 5.996000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.273000 Kernel 1: 0.024000 Kernel 2: 96.084999 Copyback: 0.017000 Sum: 0.031000 It 2,Best ac:0.000730 1.000000 fi:0.143547. Ave ac:0.004440,0.007120 Initialization: 7.469000 Memcpy Classifiers: 0.470000 Memcpy Instances: 12.515000 Kernel 1: 0.026000 Kernel 2: 95.532997 Copyback: 0.017000 Sum: 0.034000 It 3,Best ac:0.001461 1.000000 fi:0.099698. Ave ac:0.004271,0.005965 Initialization: 7.064000 Memcpy Classifiers: 0.640000 Memcpy Instances: 9.050000 Kernel 1: 0.033000 Kernel 2: 92.959000 Copyback: 0.017000 Sum: 0.033000 It 4,Best ac:0.000973 1.000000 fi:0.099910. Ave ac:0.004399,0.005840 Initialization: 6.010000 Memcpy Classifiers: 0.434000 Memcpy Instances: 10.807000 Kernel 1: 0.024000 Kernel 2: 95.361000 Copyback: 0.017000 Sum: 0.036000 It 5,Best ac:0.000730 1.000000 fi:0.143547. Ave ac:0.004773,0.006726 Initialization: 7.007000 Memcpy Classifiers: 0.468000 Memcpy Instances: 11.237000 Kernel 1: 0.024000 Kernel 2: 94.768997 Copyback: 0.017000 Sum: 0.030000 It 6,Best ac:0.001704 1.000000 fi:0.099592. Ave ac:0.005036,0.007991 Initialization: 6.762000 Memcpy Classifiers: 0.446000 Memcpy Instances: 10.828000 Kernel 1: 0.027000 Kernel 2: 96.013000 Copyback: 0.017000 Sum: 0.032000 It 7,Best ac:0.000730 1.000000 fi:0.143547. Ave ac:0.005209,0.007319 Initialization: 8.164000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.244000 Kernel 1: 0.024000 Kernel 2: 96.389000 Copyback: 0.017000 Sum: 0.030000 It 8,Best ac:0.000974 1.000000 fi:0.099910. Ave ac:0.005549,0.009704 Initialization: 7.665000 Memcpy Classifiers: 0.638000 Memcpy Instances: 9.636000 Kernel 1: 0.032000 Kernel 2: 95.723000 Copyback: 0.017000 Sum: 0.029000 It 9,Best ac:0.000973 1.000000 fi:0.099910. Ave ac:0.004842,0.006627 Iteration 10:MDL fitness activated Error 0.099910 TL 0.043923 MDL Theory Length Weight: 0.7582255385 (4) Initialization: 7.874000 Memcpy Classifiers: 0.621000 Memcpy Instances: 10.553000 Kernel 1: 0.023000 Kernel 2: 94.677002 Copyback: 0.021000 Sum: 0.033000 It 10,Best ac:0.001217 1.000000 fi:0.130150. Ave ac:0.004288,0.005624 Initialization: 5.929000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.577000 Kernel 1: 0.033000 Kernel 2: 92.289001 Copyback: 0.372000 Sum: 0.040000 It 11,Best ac:0.001217 1.000000 fi:0.129332. Ave ac:0.003963,0.005868 Initialization: 6.855000 Memcpy Classifiers: 0.430000 Memcpy Instances: 10.570000 Kernel 1: 0.024000 Kernel 2: 90.365997 Copyback: 0.017000 Sum: 0.028000 It 12,Best ac:0.000973 1.000000 fi:0.128376. Ave ac:0.003808,0.005473 Initialization: 5.821000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.268000 Kernel 1: 0.023000 Kernel 2: 91.867996 Copyback: 0.017000 Sum: 0.029000 It 13,Best ac:0.001217 1.000000 fi:0.120538. Ave ac:0.003761,0.006966 Initialization: 5.872000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.252000 Kernel 1: 0.024000 Kernel 2: 89.394997 Copyback: 0.017000 Sum: 0.027000 It 14,Best ac:0.002190 1.000000 fi:0.120755. Ave ac:0.003719,0.005748 Initialization: 5.844000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.263000 Kernel 1: 0.023000 Kernel 2: 90.348000 Copyback: 0.017000 Sum: 0.026000 It 15,Best ac:0.000973 1.000000 fi:0.129167. Ave ac:0.002631,0.004331 Initialization: 7.254000 Memcpy Classifiers: 0.434000 Memcpy Instances: 12.261000 Kernel 1: 0.024000 Kernel 2: 91.303001 Copyback: 0.017000 Sum: 0.028000 It 16,Best ac:0.000973 1.000000 fi:0.118050. Ave ac:0.002800,0.006847 Initialization: 5.802000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.268000 Kernel 1: 0.023000 Kernel 2: 88.084000 Copyback: 0.017000 Sum: 0.028000 It 17,Best ac:0.000973 1.000000 fi:0.126720. Ave ac:0.002993,0.004468 Initialization: 5.858000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.252000 Kernel 1: 0.024000 Kernel 2: 90.941002 Copyback: 0.017000 Sum: 0.028000 It 18,Best ac:0.001460 1.000000 fi:0.128412. Ave ac:0.003061,0.004832 Initialization: 5.819000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.238000 Kernel 1: 0.024000 Kernel 2: 92.847000 Copyback: 0.017000 Sum: 0.032000 It 19,Best ac:0.001217 1.000000 fi:0.118916. Ave ac:0.002486,0.004400 Initialization: 5.930000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.270000 Kernel 1: 0.024000 Kernel 2: 90.227997 Copyback: 0.017000 Sum: 0.028000 It 20,Best ac:0.002190 1.000000 fi:0.121634. Ave ac:0.002826,0.003572 Initialization: 5.909000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.240000 Kernel 1: 0.024000 Kernel 2: 90.072998 Copyback: 0.017000 Sum: 0.025000 It 21,Best ac:0.000973 1.000000 fi:0.126165. Ave ac:0.002891,0.004821 Initialization: 5.833000 Memcpy Classifiers: 0.407000 Memcpy Instances: 8.249000 Kernel 1: 0.025000 Kernel 2: 89.626999 Copyback: 0.016000 Sum: 0.029000 It 22,Best ac:0.001947 1.000000 fi:0.122719. Ave ac:0.002624,0.004271 Initialization: 5.863000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.240000 Kernel 1: 0.024000 Kernel 2: 91.775002 Copyback: 0.017000 Sum: 0.025000 It 23,Best ac:0.001217 1.000000 fi:0.123915. Ave ac:0.002282,0.003543 Initialization: 5.857000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.247000 Kernel 1: 0.024000 Kernel 2: 93.207001 Copyback: 0.017000 Sum: 0.031000 It 24,Best ac:0.001461 1.000000 fi:0.114738. Ave ac:0.002438,0.003732 Initialization: 5.765000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.259000 Kernel 1: 0.025000 Kernel 2: 94.931999 Copyback: 0.017000 Sum: 0.029000 It 25,Best ac:0.001704 1.000000 fi:0.127227. Ave ac:0.002584,0.004063 Initialization: 5.894000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.404000 Kernel 1: 0.022000 Kernel 2: 96.470001 Copyback: 0.017000 Sum: 0.030000 It 26,Best ac:0.000973 1.000000 fi:0.133392. Ave ac:0.002526,0.004292 Initialization: 5.919000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.255000 Kernel 1: 0.024000 Kernel 2: 94.997002 Copyback: 0.017000 Sum: 0.029000 It 27,Best ac:0.001460 1.000000 fi:0.117839. Ave ac:0.003235,0.005519 Initialization: 5.926000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.244000 Kernel 1: 0.023000 Kernel 2: 95.332001 Copyback: 0.017000 Sum: 0.032000 It 28,Best ac:0.000973 1.000000 fi:0.119361. Ave ac:0.001939,0.003344 Initialization: 5.922000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.255000 Kernel 1: 0.023000 Kernel 2: 93.128998 Copyback: 0.016000 Sum: 0.027000 It 29,Best ac:0.001217 1.000000 fi:0.125983. Ave ac:0.002175,0.004002 Initialization: 5.875000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.265000 Kernel 1: 0.024000 Kernel 2: 92.862999 Copyback: 0.016000 Sum: 0.030000 It 30,Best ac:0.001217 1.000000 fi:0.126994. Ave ac:0.001988,0.003303 Initialization: 5.886000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.232000 Kernel 1: 0.023000 Kernel 2: 94.959000 Copyback: 0.017000 Sum: 0.028000 It 31,Best ac:0.001704 1.000000 fi:0.117733. Ave ac:0.002988,0.004478 Initialization: 5.965000 Memcpy Classifiers: 0.437000 Memcpy Instances: 8.248000 Kernel 1: 0.023000 Kernel 2: 95.264000 Copyback: 0.016000 Sum: 0.029000 It 32,Best ac:0.000974 1.000000 fi:0.120313. Ave ac:0.002360,0.003702 Initialization: 5.880000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.297000 Kernel 1: 0.023000 Kernel 2: 97.024002 Copyback: 0.017000 Sum: 0.029000 It 33,Best ac:0.000973 1.000000 fi:0.119361. Ave ac:0.002333,0.003377 MDL Theory Length Weight: 0.6824029847 (10) Initialization: 25.840000 Memcpy Instances: 490.985992 Memcpy Classifiers: 0.123000 Kernel 1: 0.034000 Kernel 2: 545.541016 Copyback: 0.017000 Sum: 0.019000 Memcpy Classifiers: 0.122000 Kernel 1: 0.022000 Kernel 2: 564.817993 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.080000 Kernel 1: 0.013000 Kernel 2: 552.888977 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.103000 Kernel 1: 0.015000 Kernel 2: 557.880005 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.081000 Kernel 1: 0.013000 Kernel 2: 555.841003 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.081000 Kernel 1: 0.013000 Kernel 2: 558.801025 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.080000 Kernel 1: 0.012000 Kernel 2: 571.299988 Copyback: 0.367000 Sum: 0.003000 Memcpy Classifiers: 0.120000 Kernel 1: 0.021000 Kernel 2: 576.968994 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.102000 Kernel 1: 0.016000 Kernel 2: 555.611023 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.121000 Kernel 1: 0.021000 Kernel 2: 567.682983 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.086000 Kernel 1: 0.016000 Kernel 2: 447.283997 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.000881 0.660584 fi:0.465209. Ave ac:0.002547,0.008419 Best acc 0.000881 0.660584 Rule:Att PSSM_-3_7 is [-6.639939,-1.360061]|Att PSSM_-3_11 is [-6.426925,0.426925]|Att PSSM_0_10 is [>1.602965]|Att PSSM_0_12 is [<-3.486829]|Att PSSM_1_13 is [>-3.571944]|Att PSSM_2_4 is [<1.401361]|Att PSSM_3_20 is [-2.145678,4.839196]|Att PSSM_4_7 is [<-2.613048]|Att PSSM_4_9 is [<4.476441]|Att PSSM_4_15 is [<-0.020323]|1 Accuracy : 0.772871 0 1 157994 6086 47207 23351 Removed 247 instances. 205201 Instances left. Acc of rule 0.000857-0.712551 Initialization: 5.920000 Memcpy Classifiers: 0.562000 Memcpy Instances: 8.247000 Kernel 1: 0.024000 Kernel 2: 100.382004 Copyback: 0.018000 Sum: 0.040000 Initial population average accuracy1:0.005365 accuracy2:0.231326 Initialization: 5.879000 Memcpy Classifiers: 0.522000 Memcpy Instances: 8.548000 Kernel 1: 0.023000 Kernel 2: 100.447998 Copyback: 0.017000 Sum: 0.029000 It 0,Best ac:0.000731 1.000000 fi:0.139918. Ave ac:0.006387,0.011626 Initialization: 5.877000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.264000 Kernel 1: 0.024000 Kernel 2: 100.614998 Copyback: 0.017000 Sum: 0.029000 It 1,Best ac:0.001218 1.000000 fi:0.099802. Ave ac:0.007058,0.013702 Initialization: 5.907000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.230000 Kernel 1: 0.023000 Kernel 2: 98.555000 Copyback: 0.017000 Sum: 0.025000 It 2,Best ac:0.001949 1.000000 fi:0.099483. Ave ac:0.005569,0.011212 Initialization: 5.866000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.246000 Kernel 1: 0.024000 Kernel 2: 96.262001 Copyback: 0.017000 Sum: 0.026000 It 3,Best ac:0.001949 0.888889 fi:0.210594. Ave ac:0.003852,0.006836 Initialization: 5.866000 Memcpy Classifiers: 0.510000 Memcpy Instances: 8.240000 Kernel 1: 0.023000 Kernel 2: 97.870003 Copyback: 0.017000 Sum: 0.028000 It 4,Best ac:0.000731 1.000000 fi:0.139918. Ave ac:0.003707,0.005819 Initialization: 7.575000 Memcpy Classifiers: 0.838000 Memcpy Instances: 11.599000 Kernel 1: 0.023000 Kernel 2: 96.818001 Copyback: 0.017000 Sum: 0.026000 It 5,Best ac:0.000974 1.000000 fi:0.099909. Ave ac:0.003382,0.004898 Initialization: 7.413000 Memcpy Classifiers: 0.807000 Memcpy Instances: 10.888000 Kernel 1: 0.024000 Kernel 2: 94.968002 Copyback: 0.018000 Sum: 0.038000 It 6,Best ac:0.000731 1.000000 fi:0.139918. Ave ac:0.003228,0.004964 Initialization: 6.552000 Memcpy Classifiers: 0.434000 Memcpy Instances: 10.713000 Kernel 1: 0.032000 Kernel 2: 97.754997 Copyback: 0.018000 Sum: 0.043000 It 7,Best ac:0.000975 1.000000 fi:0.099909. Ave ac:0.002839,0.004175 Initialization: 6.833000 Memcpy Classifiers: 0.433000 Memcpy Instances: 9.369000 Kernel 1: 0.031000 Kernel 2: 95.209999 Copyback: 0.017000 Sum: 0.039000 It 8,Best ac:0.000975 1.000000 fi:0.099909. Ave ac:0.002421,0.003237 Initialization: 5.852000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.225000 Kernel 1: 0.024000 Kernel 2: 93.887001 Copyback: 0.017000 Sum: 0.027000 It 9,Best ac:0.001462 1.000000 fi:0.099696. Ave ac:0.002887,0.003646 Iteration 10:MDL fitness activated Error 0.099696 TL 0.043641 MDL Theory Length Weight: 0.7614894755 (8) Initialization: 5.871000 Memcpy Classifiers: 0.436000 Memcpy Instances: 8.245000 Kernel 1: 0.023000 Kernel 2: 95.138000 Copyback: 0.017000 Sum: 0.029000 It 10,Best ac:0.000975 1.000000 fi:0.120333. Ave ac:0.002496,0.004668 Initialization: 5.855000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.227000 Kernel 1: 0.023000 Kernel 2: 91.762001 Copyback: 0.017000 Sum: 0.028000 It 11,Best ac:0.001218 1.000000 fi:0.123495. Ave ac:0.002199,0.002810 Initialization: 5.843000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.289000 Kernel 1: 0.024000 Kernel 2: 91.800003 Copyback: 0.017000 Sum: 0.030000 It 12,Best ac:0.001218 1.000000 fi:0.120311. Ave ac:0.002277,0.003488 Initialization: 5.777000 Memcpy Classifiers: 0.425000 Memcpy Instances: 8.262000 Kernel 1: 0.023000 Kernel 2: 92.527000 Copyback: 0.017000 Sum: 0.028000 It 13,Best ac:0.000975 1.000000 fi:0.134121. Ave ac:0.002190,0.002887 Initialization: 5.874000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.244000 Kernel 1: 0.023000 Kernel 2: 93.410004 Copyback: 0.371000 Sum: 0.028000 It 14,Best ac:0.000974 1.000000 fi:0.125138. Ave ac:0.002382,0.003831 Initialization: 5.862000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.239000 Kernel 1: 0.023000 Kernel 2: 92.245003 Copyback: 0.017000 Sum: 0.027000 It 15,Best ac:0.001218 1.000000 fi:0.127277. Ave ac:0.002205,0.003785 Initialization: 5.900000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.218000 Kernel 1: 0.024000 Kernel 2: 91.690002 Copyback: 0.016000 Sum: 0.028000 It 16,Best ac:0.000975 1.000000 fi:0.129191. Ave ac:0.001684,0.002623 Initialization: 5.855000 Memcpy Classifiers: 0.469000 Memcpy Instances: 11.335000 Kernel 1: 0.027000 Kernel 2: 90.939003 Copyback: 0.017000 Sum: 0.030000 It 17,Best ac:0.000975 1.000000 fi:0.117248. Ave ac:0.001872,0.002747 Initialization: 5.881000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.266000 Kernel 1: 0.023000 Kernel 2: 92.827003 Copyback: 0.017000 Sum: 0.027000 It 18,Best ac:0.001218 1.000000 fi:0.123504. Ave ac:0.002401,0.002959 Initialization: 5.756000 Memcpy Classifiers: 0.449000 Memcpy Instances: 8.243000 Kernel 1: 0.024000 Kernel 2: 94.012001 Copyback: 0.017000 Sum: 0.025000 It 19,Best ac:0.001218 1.000000 fi:0.125031. Ave ac:0.002628,0.003489 Initialization: 5.930000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.221000 Kernel 1: 0.024000 Kernel 2: 90.339996 Copyback: 0.017000 Sum: 0.026000 It 20,Best ac:0.000975 1.000000 fi:0.123902. Ave ac:0.002660,0.003800 Initialization: 5.843000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.241000 Kernel 1: 0.024000 Kernel 2: 92.166000 Copyback: 0.018000 Sum: 0.027000 It 21,Best ac:0.001462 1.000000 fi:0.121909. Ave ac:0.002151,0.003014 Initialization: 7.843000 Memcpy Classifiers: 0.415000 Memcpy Instances: 11.574000 Kernel 1: 0.024000 Kernel 2: 89.155998 Copyback: 0.018000 Sum: 0.038000 It 22,Best ac:0.001462 1.000000 fi:0.122096. Ave ac:0.002701,0.004360 Initialization: 5.880000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.249000 Kernel 1: 0.024000 Kernel 2: 87.641998 Copyback: 0.017000 Sum: 0.029000 It 23,Best ac:0.000975 1.000000 fi:0.123150. Ave ac:0.002729,0.005320 Initialization: 5.884000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.237000 Kernel 1: 0.024000 Kernel 2: 86.491997 Copyback: 0.017000 Sum: 0.035000 It 24,Best ac:0.001218 1.000000 fi:0.116491. Ave ac:0.002685,0.005916 Initialization: 5.938000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.241000 Kernel 1: 0.024000 Kernel 2: 86.591003 Copyback: 0.017000 Sum: 0.028000 It 25,Best ac:0.001706 1.000000 fi:0.122319. Ave ac:0.002834,0.005395 Initialization: 5.911000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.220000 Kernel 1: 0.023000 Kernel 2: 86.052002 Copyback: 0.017000 Sum: 0.026000 It 26,Best ac:0.000975 1.000000 fi:0.117337. Ave ac:0.002357,0.004279 Initialization: 5.926000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.923000 Kernel 1: 0.024000 Kernel 2: 86.807999 Copyback: 0.017000 Sum: 0.028000 It 27,Best ac:0.000975 1.000000 fi:0.122675. Ave ac:0.002854,0.003964 Initialization: 5.836000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.256000 Kernel 1: 0.024000 Kernel 2: 88.910004 Copyback: 0.017000 Sum: 0.030000 It 28,Best ac:0.000975 1.000000 fi:0.123757. Ave ac:0.002117,0.004013 Initialization: 5.857000 Memcpy Classifiers: 0.378000 Memcpy Instances: 8.237000 Kernel 1: 0.023000 Kernel 2: 88.271004 Copyback: 0.017000 Sum: 0.028000 It 29,Best ac:0.001218 1.000000 fi:0.119164. Ave ac:0.002755,0.004946 Initialization: 5.911000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.235000 Kernel 1: 0.024000 Kernel 2: 87.055000 Copyback: 0.017000 Sum: 0.030000 It 30,Best ac:0.000975 1.000000 fi:0.125868. Ave ac:0.002019,0.003976 Initialization: 5.905000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.236000 Kernel 1: 0.024000 Kernel 2: 87.982002 Copyback: 0.017000 Sum: 0.029000 It 31,Best ac:0.001218 1.000000 fi:0.119951. Ave ac:0.002581,0.003550 Initialization: 5.936000 Memcpy Classifiers: 0.448000 Memcpy Instances: 10.646000 Kernel 1: 0.023000 Kernel 2: 88.060997 Copyback: 0.017000 Sum: 0.031000 It 32,Best ac:0.000975 1.000000 fi:0.122308. Ave ac:0.003230,0.005026 Initialization: 5.908000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.238000 Kernel 1: 0.023000 Kernel 2: 87.932999 Copyback: 0.018000 Sum: 0.034000 It 33,Best ac:0.000975 1.000000 fi:0.120058. Ave ac:0.003518,0.005051 MDL Theory Length Weight: 0.6853405279 (10) Initialization: 28.259001 Memcpy Instances: 427.914001 Memcpy Classifiers: 0.095000 Kernel 1: 0.027000 Kernel 2: 557.494019 Copyback: 0.016000 Sum: 0.013000 Memcpy Classifiers: 0.075000 Kernel 1: 0.015000 Kernel 2: 546.583984 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.012000 Kernel 2: 549.348022 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.073000 Kernel 1: 0.012000 Kernel 2: 552.255981 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.072000 Kernel 1: 0.013000 Kernel 2: 534.853027 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.012000 Kernel 2: 532.851013 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.012000 Kernel 2: 549.604004 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.012000 Kernel 2: 547.181030 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.074000 Kernel 1: 0.013000 Kernel 2: 528.512024 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.012000 Kernel 2: 566.421021 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.013000 Kernel 2: 440.804993 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.001116 0.679525 fi:0.445049. Ave ac:0.003007,0.010551 Best acc 0.001116 0.679525 Initialization: 5.869000 Memcpy Classifiers: 0.540000 Memcpy Instances: 8.243000 Kernel 1: 0.025000 Kernel 2: 102.151001 Copyback: 0.017000 Sum: 0.039000 Initial population average accuracy1:0.005278 accuracy2:0.231198 Initialization: 5.828000 Memcpy Classifiers: 0.558000 Memcpy Instances: 8.274000 Kernel 1: 0.023000 Kernel 2: 103.830002 Copyback: 0.017000 Sum: 0.046000 It 0,Best ac:0.000731 1.000000 fi:0.139918. Ave ac:0.007501,0.015169 Initialization: 5.928000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.232000 Kernel 1: 0.025000 Kernel 2: 105.165001 Copyback: 0.017000 Sum: 0.029000 It 1,Best ac:0.000731 1.000000 fi:0.139918. Ave ac:0.005738,0.009453 Initialization: 5.888000 Memcpy Classifiers: 0.540000 Memcpy Instances: 10.923000 Kernel 1: 0.028000 Kernel 2: 102.348000 Copyback: 0.017000 Sum: 0.029000 It 2,Best ac:0.000731 1.000000 fi:0.139918. Ave ac:0.004081,0.007407 Initialization: 5.853000 Memcpy Classifiers: 0.540000 Memcpy Instances: 8.235000 Kernel 1: 0.024000 Kernel 2: 101.448997 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.000731 1.000000 fi:0.139918. Ave ac:0.004182,0.006823 Initialization: 7.072000 Memcpy Classifiers: 0.577000 Memcpy Instances: 9.742000 Kernel 1: 0.024000 Kernel 2: 103.560997 Copyback: 0.016000 Sum: 0.028000 It 4,Best ac:0.000975 1.000000 fi:0.099909. Ave ac:0.004288,0.008492 Initialization: 5.852000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.226000 Kernel 1: 0.024000 Kernel 2: 105.509003 Copyback: 0.019000 Sum: 0.045000 It 5,Best ac:0.000975 0.800000 fi:0.299909. Ave ac:0.004191,0.008284 Initialization: 5.855000 Memcpy Classifiers: 0.522000 Memcpy Instances: 8.275000 Kernel 1: 0.024000 Kernel 2: 103.488998 Copyback: 0.016000 Sum: 0.035000 It 6,Best ac:0.001218 1.000000 fi:0.099802. Ave ac:0.003995,0.006593 Initialization: 5.791000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.237000 Kernel 1: 0.024000 Kernel 2: 102.114998 Copyback: 0.017000 Sum: 0.031000 It 7,Best ac:0.001219 1.000000 fi:0.099802. Ave ac:0.003425,0.005820 Initialization: 5.857000 Memcpy Classifiers: 0.486000 Memcpy Instances: 8.236000 Kernel 1: 0.024000 Kernel 2: 101.244003 Copyback: 0.017000 Sum: 0.038000 It 8,Best ac:0.001462 1.000000 fi:0.099696. Ave ac:0.004006,0.007559 Initialization: 5.865000 Memcpy Classifiers: 0.558000 Memcpy Instances: 8.222000 Kernel 1: 0.024000 Kernel 2: 100.106003 Copyback: 0.017000 Sum: 0.031000 It 9,Best ac:0.001949 1.000000 fi:0.099483. Ave ac:0.003816,0.006264 Iteration 10:MDL fitness activated Error 0.099483 TL 0.030546 MDL Theory Length Weight: 1.0856100036 (1) Initialization: 5.875000 Memcpy Classifiers: 0.473000 Memcpy Instances: 8.219000 Kernel 1: 0.024000 Kernel 2: 98.802002 Copyback: 0.017000 Sum: 0.028000 It 10,Best ac:0.000975 1.000000 fi:0.131337. Ave ac:0.003856,0.006767 Initialization: 8.069000 Memcpy Classifiers: 0.658000 Memcpy Instances: 10.596000 Kernel 1: 0.026000 Kernel 2: 98.099998 Copyback: 0.017000 Sum: 0.030000 It 11,Best ac:0.001462 1.000000 fi:0.137704. Ave ac:0.003278,0.005468 Initialization: 5.883000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.231000 Kernel 1: 0.024000 Kernel 2: 99.065002 Copyback: 0.017000 Sum: 0.029000 It 12,Best ac:0.000731 1.000000 fi:0.174973. Ave ac:0.003058,0.004687 Initialization: 5.862000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.258000 Kernel 1: 0.024000 Kernel 2: 97.499001 Copyback: 0.017000 Sum: 0.031000 It 13,Best ac:0.001218 1.000000 fi:0.135106. Ave ac:0.002899,0.004311 Initialization: 5.754000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.241000 Kernel 1: 0.024000 Kernel 2: 93.599998 Copyback: 0.020000 Sum: 0.034000 It 14,Best ac:0.000975 1.000000 fi:0.126480. Ave ac:0.002722,0.004824 Initialization: 5.838000 Memcpy Classifiers: 0.502000 Memcpy Instances: 8.248000 Kernel 1: 0.023000 Kernel 2: 93.814003 Copyback: 0.018000 Sum: 0.038000 It 15,Best ac:0.001218 1.000000 fi:0.118743. Ave ac:0.002945,0.006838 Initialization: 5.821000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.247000 Kernel 1: 0.024000 Kernel 2: 91.907997 Copyback: 0.017000 Sum: 0.030000 It 16,Best ac:0.001462 1.000000 fi:0.131944. Ave ac:0.001982,0.003597 Initialization: 5.888000 Memcpy Classifiers: 0.540000 Memcpy Instances: 8.239000 Kernel 1: 0.023000 Kernel 2: 92.650002 Copyback: 0.017000 Sum: 0.029000 It 17,Best ac:0.001218 1.000000 fi:0.138747. Ave ac:0.003097,0.007486 Initialization: 5.828000 Memcpy Classifiers: 0.467000 Memcpy Instances: 8.248000 Kernel 1: 0.025000 Kernel 2: 94.709000 Copyback: 0.018000 Sum: 0.032000 It 18,Best ac:0.000974 1.000000 fi:0.145288. Ave ac:0.003100,0.005914 Initialization: 5.877000 Memcpy Classifiers: 0.548000 Memcpy Instances: 8.235000 Kernel 1: 0.022000 Kernel 2: 95.174004 Copyback: 0.016000 Sum: 0.031000 It 19,Best ac:0.001218 1.000000 fi:0.126869. Ave ac:0.003359,0.008127 Initialization: 5.854000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.241000 Kernel 1: 0.024000 Kernel 2: 95.572998 Copyback: 0.017000 Sum: 0.031000 It 20,Best ac:0.001705 1.000000 fi:0.119832. Ave ac:0.003057,0.005787 Initialization: 5.825000 Memcpy Classifiers: 0.510000 Memcpy Instances: 8.233000 Kernel 1: 0.023000 Kernel 2: 92.463997 Copyback: 0.017000 Sum: 0.034000 It 21,Best ac:0.001218 1.000000 fi:0.122308. Ave ac:0.002657,0.006437 Initialization: 5.887000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.221000 Kernel 1: 0.025000 Kernel 2: 91.693001 Copyback: 0.018000 Sum: 0.031000 It 22,Best ac:0.001462 1.000000 fi:0.141038. Ave ac:0.003511,0.010838 Initialization: 5.910000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.275000 Kernel 1: 0.023000 Kernel 2: 93.146004 Copyback: 0.017000 Sum: 0.026000 It 23,Best ac:0.001462 1.000000 fi:0.121301. Ave ac:0.002309,0.005609 Initialization: 5.895000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.217000 Kernel 1: 0.024000 Kernel 2: 95.050003 Copyback: 0.017000 Sum: 0.029000 It 24,Best ac:0.001706 1.000000 fi:0.122110. Ave ac:0.002908,0.005977 MDL Theory Length Weight: 0.9770490033 (10) Initialization: 5.836000 Memcpy Classifiers: 0.539000 Memcpy Instances: 8.244000 Kernel 1: 0.023000 Kernel 2: 94.964996 Copyback: 0.017000 Sum: 0.030000 It 25,Best ac:0.001705 1.000000 fi:0.123355. Ave ac:0.002552,0.006658 Initialization: 5.858000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.272000 Kernel 1: 0.023000 Kernel 2: 92.751999 Copyback: 0.017000 Sum: 0.027000 It 26,Best ac:0.002194 1.000000 fi:0.123559. Ave ac:0.003934,0.009059 Initialization: 5.867000 Memcpy Classifiers: 0.378000 Memcpy Instances: 8.260000 Kernel 1: 0.024000 Kernel 2: 89.657997 Copyback: 0.017000 Sum: 0.025000 It 27,Best ac:0.000975 1.000000 fi:0.122732. Ave ac:0.002774,0.006363 Initialization: 5.867000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.277000 Kernel 1: 0.023000 Kernel 2: 90.160004 Copyback: 0.017000 Sum: 0.029000 It 28,Best ac:0.001218 1.000000 fi:0.119552. Ave ac:0.002306,0.003917 Initialization: 5.932000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.521000 Kernel 1: 0.022000 Kernel 2: 91.044998 Copyback: 0.016000 Sum: 0.029000 It 29,Best ac:0.000975 1.000000 fi:0.125299. Ave ac:0.002415,0.004634 Initialization: 5.837000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.332000 Kernel 1: 0.024000 Kernel 2: 90.181000 Copyback: 0.017000 Sum: 0.027000 It 30,Best ac:0.000975 1.000000 fi:0.131181. Ave ac:0.002500,0.004618 Initialization: 5.757000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.385000 Kernel 1: 0.024000 Kernel 2: 88.538002 Copyback: 0.016000 Sum: 0.026000 It 31,Best ac:0.001218 1.000000 fi:0.122719. Ave ac:0.002890,0.007157 Initialization: 5.857000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.325000 Kernel 1: 0.023000 Kernel 2: 89.081001 Copyback: 0.017000 Sum: 0.030000 It 32,Best ac:0.001218 1.000000 fi:0.127875. Ave ac:0.002293,0.004678 Initialization: 5.888000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.578000 Kernel 1: 0.033000 Kernel 2: 87.537003 Copyback: 0.017000 Sum: 0.026000 It 33,Best ac:0.001462 1.000000 fi:0.126399. Ave ac:0.002254,0.003922 Initialization: 25.634001 Memcpy Instances: 419.420013 Memcpy Classifiers: 0.075000 Kernel 1: 0.027000 Kernel 2: 541.219971 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 522.122009 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.072000 Kernel 1: 0.012000 Kernel 2: 519.393005 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.072000 Kernel 1: 0.012000 Kernel 2: 533.674988 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.071000 Kernel 1: 0.012000 Kernel 2: 518.682007 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.072000 Kernel 1: 0.012000 Kernel 2: 541.052979 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 515.517029 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.040000 Kernel 1: 0.014000 Kernel 2: 529.844971 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.106000 Kernel 1: 0.021000 Kernel 2: 506.772003 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.072000 Kernel 1: 0.012000 Kernel 2: 528.656982 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.088000 Kernel 1: 0.020000 Kernel 2: 438.500000 Copyback: 0.018000 Sum: 0.002000 It 34,Best ac:0.000965 0.727941 fi:0.409179. Ave ac:0.002201,0.008131 Best acc 0.000965 0.727941 Rule:Att PSSM_-3_4 is [<-1.274420]|Att PSSM_0_4 is [-5.492521,-3.104689]|Att PSSM_0_6 is [-4.906170,4.906170]|Att PSSM_0_9 is [<-1.133425]|Att PSSM_0_12 is [-5.776231,-2.186673]|Att PSSM_2_4 is [<2.986483]|Att PSSM_2_5 is [<3.331941]|Att PSSM_3_11 is [-3.203683,1.203683]|Att PSSM_3_17 is [-4.952683,2.952684]|Att PSSM_4_1 is [-0.998971,6.998971]|Att PSSM_4_5 is [-3.442296,5.442296]|Att PSSM_4_12 is [<-2.259264]|Att PSSM_4_15 is [<7.215163]|1 Accuracy : 0.773400 0 1 157920 6160 47009 23549 Removed 272 instances. 204929 Instances left. Acc of rule 0.000965-0.727941 Initialization: 6.511000 Memcpy Classifiers: 1.005000 Memcpy Instances: 10.792000 Kernel 1: 0.025000 Kernel 2: 102.197998 Copyback: 0.018000 Sum: 0.054000 Initial population average accuracy1:0.005476 accuracy2:0.232245 Initialization: 6.253000 Memcpy Classifiers: 0.523000 Memcpy Instances: 10.289000 Kernel 1: 0.023000 Kernel 2: 103.347000 Copyback: 0.016000 Sum: 0.048000 It 0,Best ac:0.000732 1.000000 fi:0.137176. Ave ac:0.005974,0.010437 Initialization: 5.882000 Memcpy Classifiers: 0.527000 Memcpy Instances: 11.443000 Kernel 1: 0.023000 Kernel 2: 101.100998 Copyback: 0.017000 Sum: 0.031000 It 1,Best ac:0.000976 1.000000 fi:0.099907. Ave ac:0.005651,0.009955 Initialization: 8.578000 Memcpy Classifiers: 0.858000 Memcpy Instances: 11.680000 Kernel 1: 0.025000 Kernel 2: 101.862000 Copyback: 0.018000 Sum: 0.043000 It 2,Best ac:0.000976 1.000000 fi:0.099907. Ave ac:0.006074,0.011714 Initialization: 8.625000 Memcpy Classifiers: 0.840000 Memcpy Instances: 11.982000 Kernel 1: 0.027000 Kernel 2: 99.167000 Copyback: 0.017000 Sum: 0.033000 It 3,Best ac:0.000732 1.000000 fi:0.137176. Ave ac:0.005395,0.008328 Initialization: 7.868000 Memcpy Classifiers: 0.486000 Memcpy Instances: 9.663000 Kernel 1: 0.026000 Kernel 2: 99.588997 Copyback: 0.017000 Sum: 0.038000 It 4,Best ac:0.001708 0.777778 fi:0.321809. Ave ac:0.005091,0.007873 Initialization: 7.068000 Memcpy Classifiers: 0.665000 Memcpy Instances: 8.877000 Kernel 1: 0.023000 Kernel 2: 101.272003 Copyback: 0.017000 Sum: 0.033000 It 5,Best ac:0.000732 1.000000 fi:0.136258. Ave ac:0.005442,0.010114 Initialization: 7.556000 Memcpy Classifiers: 0.505000 Memcpy Instances: 9.564000 Kernel 1: 0.032000 Kernel 2: 99.050003 Copyback: 0.018000 Sum: 0.042000 It 6,Best ac:0.001220 1.000000 fi:0.099800. Ave ac:0.004369,0.006375 Initialization: 6.567000 Memcpy Classifiers: 0.539000 Memcpy Instances: 8.778000 Kernel 1: 0.023000 Kernel 2: 102.742996 Copyback: 0.017000 Sum: 0.038000 It 7,Best ac:0.001464 1.000000 fi:0.099693. Ave ac:0.004482,0.007287 Initialization: 6.471000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.540000 Kernel 1: 0.032000 Kernel 2: 102.838997 Copyback: 0.018000 Sum: 0.035000 It 8,Best ac:0.001464 1.000000 fi:0.099694. Ave ac:0.003729,0.005945 Initialization: 6.209000 Memcpy Classifiers: 0.486000 Memcpy Instances: 11.610000 Kernel 1: 0.023000 Kernel 2: 105.931000 Copyback: 0.016000 Sum: 0.027000 It 9,Best ac:0.002683 1.000000 fi:0.099161. Ave ac:0.003170,0.004760 Iteration 10:MDL fitness activated Error 0.099161 TL 0.037781 MDL Theory Length Weight: 0.8748685747 (1) Initialization: 7.371000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.215000 Kernel 1: 0.023000 Kernel 2: 107.559998 Copyback: 0.016000 Sum: 0.033000 It 10,Best ac:0.001463 1.000000 fi:0.128075. Ave ac:0.002855,0.003844 Initialization: 5.848000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.233000 Kernel 1: 0.024000 Kernel 2: 106.067001 Copyback: 0.017000 Sum: 0.032000 It 11,Best ac:0.000976 1.000000 fi:0.128437. Ave ac:0.002833,0.005201 Initialization: 5.868000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.225000 Kernel 1: 0.024000 Kernel 2: 101.774002 Copyback: 0.017000 Sum: 0.035000 It 12,Best ac:0.001220 1.000000 fi:0.121593. Ave ac:0.002749,0.004287 Initialization: 5.853000 Memcpy Classifiers: 0.487000 Memcpy Instances: 10.205000 Kernel 1: 0.031000 Kernel 2: 99.828003 Copyback: 0.016000 Sum: 0.031000 It 13,Best ac:0.001220 1.000000 fi:0.122678. Ave ac:0.003041,0.006226 Initialization: 7.499000 Memcpy Classifiers: 0.807000 Memcpy Instances: 12.704000 Kernel 1: 0.023000 Kernel 2: 96.961998 Copyback: 0.017000 Sum: 0.037000 It 14,Best ac:0.000976 1.000000 fi:0.128458. Ave ac:0.002573,0.004115 Initialization: 5.867000 Memcpy Classifiers: 0.482000 Memcpy Instances: 8.256000 Kernel 1: 0.024000 Kernel 2: 98.764999 Copyback: 0.017000 Sum: 0.028000 It 15,Best ac:0.000976 1.000000 fi:0.129083. Ave ac:0.002751,0.004635 Initialization: 5.833000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.270000 Kernel 1: 0.024000 Kernel 2: 96.017998 Copyback: 0.017000 Sum: 0.032000 It 16,Best ac:0.000976 1.000000 fi:0.127226. Ave ac:0.002488,0.003691 Initialization: 5.842000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.234000 Kernel 1: 0.023000 Kernel 2: 95.411003 Copyback: 0.017000 Sum: 0.032000 It 17,Best ac:0.001220 1.000000 fi:0.123104. Ave ac:0.002315,0.003116 Initialization: 5.787000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.234000 Kernel 1: 0.024000 Kernel 2: 95.785004 Copyback: 0.017000 Sum: 0.031000 It 18,Best ac:0.000976 1.000000 fi:0.119332. Ave ac:0.003014,0.005153 Initialization: 5.864000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.220000 Kernel 1: 0.023000 Kernel 2: 93.113998 Copyback: 0.018000 Sum: 0.039000 It 19,Best ac:0.000976 1.000000 fi:0.134272. Ave ac:0.002334,0.005157 Initialization: 5.946000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.236000 Kernel 1: 0.024000 Kernel 2: 90.220001 Copyback: 0.017000 Sum: 0.033000 It 20,Best ac:0.001220 1.000000 fi:0.127320. Ave ac:0.003649,0.005072 Initialization: 5.922000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.221000 Kernel 1: 0.024000 Kernel 2: 91.711998 Copyback: 0.017000 Sum: 0.042000 It 21,Best ac:0.001464 1.000000 fi:0.120544. Ave ac:0.002346,0.004922 Initialization: 5.826000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.234000 Kernel 1: 0.024000 Kernel 2: 89.902000 Copyback: 0.018000 Sum: 0.029000 It 22,Best ac:0.001220 1.000000 fi:0.120547. Ave ac:0.002575,0.004236 Initialization: 5.974000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.229000 Kernel 1: 0.024000 Kernel 2: 91.038002 Copyback: 0.018000 Sum: 0.038000 It 23,Best ac:0.001464 1.000000 fi:0.121487. Ave ac:0.002779,0.006194 Initialization: 5.944000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.243000 Kernel 1: 0.025000 Kernel 2: 88.084000 Copyback: 0.017000 Sum: 0.031000 It 24,Best ac:0.000976 1.000000 fi:0.117194. Ave ac:0.002251,0.006034 Initialization: 5.899000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.220000 Kernel 1: 0.024000 Kernel 2: 88.491997 Copyback: 0.017000 Sum: 0.030000 It 25,Best ac:0.000976 1.000000 fi:0.137106. Ave ac:0.003702,0.009025 Initialization: 5.840000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.229000 Kernel 1: 0.024000 Kernel 2: 90.294998 Copyback: 0.017000 Sum: 0.033000 It 26,Best ac:0.000976 1.000000 fi:0.120948. Ave ac:0.005128,0.010362 Initialization: 5.869000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.213000 Kernel 1: 0.024000 Kernel 2: 88.809998 Copyback: 0.017000 Sum: 0.036000 It 27,Best ac:0.001220 1.000000 fi:0.120842. Ave ac:0.003272,0.004880 Initialization: 5.828000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.226000 Kernel 1: 0.024000 Kernel 2: 89.416000 Copyback: 0.017000 Sum: 0.029000 It 28,Best ac:0.001220 1.000000 fi:0.115885. Ave ac:0.003596,0.008158 Initialization: 5.844000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.241000 Kernel 1: 0.025000 Kernel 2: 85.167999 Copyback: 0.017000 Sum: 0.044000 It 29,Best ac:0.001464 1.000000 fi:0.132635. Ave ac:0.003406,0.006583 Initialization: 5.858000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.205000 Kernel 1: 0.024000 Kernel 2: 85.363998 Copyback: 0.018000 Sum: 0.039000 It 30,Best ac:0.000976 1.000000 fi:0.122526. Ave ac:0.003233,0.005709 Initialization: 5.851000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.259000 Kernel 1: 0.024000 Kernel 2: 86.793999 Copyback: 0.367000 Sum: 0.038000 It 31,Best ac:0.001952 1.000000 fi:0.115565. Ave ac:0.003830,0.006536 Initialization: 5.856000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.241000 Kernel 1: 0.023000 Kernel 2: 84.199997 Copyback: 0.019000 Sum: 0.036000 It 32,Best ac:0.001952 1.000000 fi:0.114188. Ave ac:0.004112,0.013067 Initialization: 6.002000 Memcpy Classifiers: 0.384000 Memcpy Instances: 8.223000 Kernel 1: 0.025000 Kernel 2: 86.470001 Copyback: 0.017000 Sum: 0.031000 It 33,Best ac:0.001464 1.000000 fi:0.116214. Ave ac:0.004278,0.008621 Initialization: 25.695000 Memcpy Instances: 408.453003 Memcpy Classifiers: 0.072000 Kernel 1: 0.025000 Kernel 2: 525.788025 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.063000 Kernel 1: 0.012000 Kernel 2: 521.856995 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.071000 Kernel 1: 0.014000 Kernel 2: 535.971008 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.100000 Kernel 1: 0.020000 Kernel 2: 533.062012 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.012000 Kernel 2: 507.212006 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.069000 Kernel 1: 0.014000 Kernel 2: 508.898987 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.069000 Kernel 1: 0.012000 Kernel 2: 529.098999 Copyback: 0.018000 Sum: 0.004000 Memcpy Classifiers: 0.071000 Kernel 1: 0.017000 Kernel 2: 535.216003 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.069000 Kernel 1: 0.013000 Kernel 2: 514.054016 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.012000 Kernel 2: 526.518005 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.058000 Kernel 1: 0.012000 Kernel 2: 431.712006 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.001420 0.631236 fi:0.483184. Ave ac:0.002777,0.009567 Best acc 0.001420 0.631236 Initialization: 6.068000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.216000 Kernel 1: 0.026000 Kernel 2: 103.862999 Copyback: 0.017000 Sum: 0.042000 Initial population average accuracy1:0.005827 accuracy2:0.231402 Initialization: 5.946000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.223000 Kernel 1: 0.024000 Kernel 2: 101.987000 Copyback: 0.017000 Sum: 0.050000 It 0,Best ac:0.002196 0.692308 fi:0.407065. Ave ac:0.006290,0.013116 Initialization: 5.937000 Memcpy Classifiers: 0.469000 Memcpy Instances: 11.403000 Kernel 1: 0.022000 Kernel 2: 101.882004 Copyback: 0.016000 Sum: 0.026000 It 1,Best ac:0.000976 0.800000 fi:0.299907. Ave ac:0.007291,0.014219 Initialization: 5.875000 Memcpy Classifiers: 0.523000 Memcpy Instances: 10.751000 Kernel 1: 0.023000 Kernel 2: 103.135002 Copyback: 0.018000 Sum: 0.044000 It 2,Best ac:0.001220 0.833333 fi:0.266467. Ave ac:0.006322,0.010391 Initialization: 5.895000 Memcpy Classifiers: 0.450000 Memcpy Instances: 10.368000 Kernel 1: 0.024000 Kernel 2: 105.375999 Copyback: 0.017000 Sum: 0.030000 It 3,Best ac:0.001464 1.000000 fi:0.099693. Ave ac:0.006119,0.011465 Initialization: 6.795000 Memcpy Classifiers: 0.775000 Memcpy Instances: 9.160000 Kernel 1: 0.025000 Kernel 2: 100.991997 Copyback: 0.017000 Sum: 0.032000 It 4,Best ac:0.001220 1.000000 fi:0.099800. Ave ac:0.005061,0.009520 Initialization: 7.019000 Memcpy Classifiers: 0.565000 Memcpy Instances: 9.138000 Kernel 1: 0.025000 Kernel 2: 100.387001 Copyback: 0.017000 Sum: 0.031000 It 5,Best ac:0.001220 1.000000 fi:0.099800. Ave ac:0.005514,0.010935 Initialization: 7.876000 Memcpy Classifiers: 0.712000 Memcpy Instances: 8.776000 Kernel 1: 0.023000 Kernel 2: 97.189003 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.001708 1.000000 fi:0.099586. Ave ac:0.004370,0.007573 Initialization: 5.960000 Memcpy Classifiers: 0.470000 Memcpy Instances: 10.473000 Kernel 1: 0.023000 Kernel 2: 96.066002 Copyback: 0.018000 Sum: 0.035000 It 7,Best ac:0.001708 1.000000 fi:0.099586. Ave ac:0.003210,0.005806 Initialization: 8.106000 Memcpy Classifiers: 0.744000 Memcpy Instances: 11.675000 Kernel 1: 0.023000 Kernel 2: 99.806999 Copyback: 0.016000 Sum: 0.029000 It 8,Best ac:0.001220 1.000000 fi:0.099800. Ave ac:0.002971,0.005008 Initialization: 5.864000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.227000 Kernel 1: 0.023000 Kernel 2: 97.211998 Copyback: 0.017000 Sum: 0.030000 It 9,Best ac:0.000976 1.000000 fi:0.099907. Ave ac:0.002125,0.004403 Iteration 10:MDL fitness activated Error 0.099907 TL 0.026235 MDL Theory Length Weight: 1.2693699306 (4) Initialization: 5.818000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.236000 Kernel 1: 0.023000 Kernel 2: 97.327003 Copyback: 0.018000 Sum: 0.035000 It 10,Best ac:0.000732 1.000000 fi:0.171398. Ave ac:0.002548,0.005833 Initialization: 5.840000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.244000 Kernel 1: 0.023000 Kernel 2: 95.527000 Copyback: 0.018000 Sum: 0.040000 It 11,Best ac:0.001464 1.000000 fi:0.136230. Ave ac:0.002979,0.006306 Initialization: 5.881000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.248000 Kernel 1: 0.023000 Kernel 2: 96.155998 Copyback: 0.017000 Sum: 0.030000 It 12,Best ac:0.000732 1.000000 fi:0.178556. Ave ac:0.002340,0.004048 Initialization: 5.933000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.244000 Kernel 1: 0.023000 Kernel 2: 101.018997 Copyback: 0.017000 Sum: 0.036000 It 13,Best ac:0.001220 1.000000 fi:0.136100. Ave ac:0.002422,0.004685 Initialization: 5.830000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.225000 Kernel 1: 0.023000 Kernel 2: 99.503998 Copyback: 0.018000 Sum: 0.036000 It 14,Best ac:0.001220 1.000000 fi:0.143307. Ave ac:0.002570,0.006680 Initialization: 5.826000 Memcpy Classifiers: 0.423000 Memcpy Instances: 8.233000 Kernel 1: 0.023000 Kernel 2: 97.251999 Copyback: 0.017000 Sum: 0.029000 It 15,Best ac:0.001220 1.000000 fi:0.145592. Ave ac:0.001388,0.003318 Initialization: 5.825000 Memcpy Classifiers: 0.456000 Memcpy Instances: 8.223000 Kernel 1: 0.023000 Kernel 2: 97.545998 Copyback: 0.017000 Sum: 0.035000 It 16,Best ac:0.000976 1.000000 fi:0.136885. Ave ac:0.002946,0.007718 Initialization: 5.857000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.268000 Kernel 1: 0.023000 Kernel 2: 98.039001 Copyback: 0.017000 Sum: 0.027000 It 17,Best ac:0.001220 1.000000 fi:0.133433. Ave ac:0.002526,0.004626 Initialization: 5.851000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.241000 Kernel 1: 0.023000 Kernel 2: 96.100998 Copyback: 0.017000 Sum: 0.027000 It 18,Best ac:0.001220 1.000000 fi:0.131725. Ave ac:0.002656,0.005057 Initialization: 5.832000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.244000 Kernel 1: 0.024000 Kernel 2: 93.494003 Copyback: 0.017000 Sum: 0.029000 It 19,Best ac:0.001220 1.000000 fi:0.139692. Ave ac:0.002662,0.005031 Initialization: 5.870000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.211000 Kernel 1: 0.024000 Kernel 2: 94.941002 Copyback: 0.016000 Sum: 0.030000 It 20,Best ac:0.000976 1.000000 fi:0.134961. Ave ac:0.003248,0.006749 Initialization: 5.823000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.230000 Kernel 1: 0.024000 Kernel 2: 89.992996 Copyback: 0.018000 Sum: 0.029000 It 21,Best ac:0.000976 1.000000 fi:0.143282. Ave ac:0.002842,0.006275 Initialization: 5.901000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.209000 Kernel 1: 0.026000 Kernel 2: 88.809998 Copyback: 0.017000 Sum: 0.033000 It 22,Best ac:0.000976 1.000000 fi:0.144677. Ave ac:0.003415,0.008336 Initialization: 5.836000 Memcpy Classifiers: 0.403000 Memcpy Instances: 8.230000 Kernel 1: 0.024000 Kernel 2: 89.674004 Copyback: 0.017000 Sum: 0.032000 It 23,Best ac:0.000976 1.000000 fi:0.130879. Ave ac:0.003271,0.010440 Initialization: 5.797000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.247000 Kernel 1: 0.023000 Kernel 2: 89.883003 Copyback: 0.017000 Sum: 0.034000 It 24,Best ac:0.001220 1.000000 fi:0.127914. Ave ac:0.003235,0.007910 Initialization: 5.879000 Memcpy Classifiers: 0.415000 Memcpy Instances: 10.023000 Kernel 1: 0.032000 Kernel 2: 89.456001 Copyback: 0.016000 Sum: 0.029000 It 25,Best ac:0.000976 1.000000 fi:0.128929. Ave ac:0.002013,0.004942 Initialization: 5.845000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.227000 Kernel 1: 0.024000 Kernel 2: 91.767998 Copyback: 0.016000 Sum: 0.030000 It 26,Best ac:0.001220 1.000000 fi:0.138960. Ave ac:0.003563,0.008258 Initialization: 5.836000 Memcpy Classifiers: 0.339000 Memcpy Instances: 8.229000 Kernel 1: 0.023000 Kernel 2: 87.680000 Copyback: 0.017000 Sum: 0.031000 It 27,Best ac:0.002196 1.000000 fi:0.132469. Ave ac:0.002283,0.006580 Initialization: 5.821000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.229000 Kernel 1: 0.023000 Kernel 2: 89.837997 Copyback: 0.017000 Sum: 0.029000 It 28,Best ac:0.000976 1.000000 fi:0.145311. Ave ac:0.002444,0.006348 Initialization: 5.869000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.206000 Kernel 1: 0.024000 Kernel 2: 90.528000 Copyback: 0.017000 Sum: 0.025000 It 29,Best ac:0.000976 1.000000 fi:0.128281. Ave ac:0.003185,0.004282 Initialization: 5.855000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.632000 Kernel 1: 0.022000 Kernel 2: 89.698997 Copyback: 0.017000 Sum: 0.025000 It 30,Best ac:0.000976 1.000000 fi:0.132770. Ave ac:0.002715,0.004945 Initialization: 5.864000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.245000 Kernel 1: 0.023000 Kernel 2: 90.343002 Copyback: 0.017000 Sum: 0.032000 It 31,Best ac:0.000976 1.000000 fi:0.133017. Ave ac:0.002741,0.006226 Initialization: 5.871000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.252000 Kernel 1: 0.025000 Kernel 2: 89.060997 Copyback: 0.017000 Sum: 0.030000 It 32,Best ac:0.000976 1.000000 fi:0.125568. Ave ac:0.002714,0.006686 Initialization: 5.920000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.231000 Kernel 1: 0.024000 Kernel 2: 88.134003 Copyback: 0.017000 Sum: 0.028000 It 33,Best ac:0.001220 1.000000 fi:0.126523. Ave ac:0.003082,0.009031 Initialization: 25.775000 Memcpy Instances: 402.705994 Memcpy Classifiers: 0.073000 Kernel 1: 0.023000 Kernel 2: 553.057983 Copyback: 0.015000 Sum: 0.011000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 520.124023 Copyback: 0.367000 Sum: 0.001000 Memcpy Classifiers: 0.069000 Kernel 1: 0.013000 Kernel 2: 550.179993 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.012000 Kernel 2: 529.249023 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.012000 Kernel 2: 523.765991 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.100000 Kernel 1: 0.020000 Kernel 2: 527.322021 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.017000 Kernel 2: 543.815979 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.012000 Kernel 2: 529.676025 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.069000 Kernel 1: 0.014000 Kernel 2: 526.851990 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.099000 Kernel 1: 0.020000 Kernel 2: 536.822998 Copyback: 0.017000 Sum: 0.004000 Memcpy Classifiers: 0.059000 Kernel 1: 0.016000 Kernel 2: 411.605988 Copyback: 0.015000 Sum: 0.002000 It 34,Best ac:0.001508 0.634497 fi:0.498274. Ave ac:0.002040,0.007585 Best acc 0.001508 0.634497 Rule:Att PSSM_-1_7 is [<0.517142]|Att PSSM_-1_12 is [-5.523837,0.050844]|Att PSSM_-1_14 is [-4.137299,2.202103]|Att PSSM_0_12 is [<-4.742843]|Att PSSM_0_20 is [0.687128,6.169905]|Att PSSM_2_11 is [-5.557310,-0.442690]|Att PSSM_3_12 is [<1.408394]|Att PSSM_3_16 is [-4.849042,2.559197]|1 Accuracy : 0.773958 0 1 157742 6338 46700 23858 Removed 487 instances. 204442 Instances left. Acc of rule 0.001508-0.634497 Initialization: 6.836000 Memcpy Classifiers: 0.594000 Memcpy Instances: 8.199000 Kernel 1: 0.026000 Kernel 2: 101.960999 Copyback: 0.017000 Sum: 0.044000 Initial population average accuracy1:0.004561 accuracy2:0.230655 Initialization: 8.203000 Memcpy Classifiers: 0.524000 Memcpy Instances: 8.190000 Kernel 1: 0.024000 Kernel 2: 99.694000 Copyback: 0.019000 Sum: 0.066000 It 0,Best ac:0.001223 0.833333 fi:0.266463. Ave ac:0.005360,0.010483 Initialization: 6.044000 Memcpy Classifiers: 0.557000 Memcpy Instances: 11.482000 Kernel 1: 0.024000 Kernel 2: 99.709999 Copyback: 0.017000 Sum: 0.032000 It 1,Best ac:0.000734 0.750000 fi:0.380710. Ave ac:0.005636,0.011334 Initialization: 5.868000 Memcpy Classifiers: 0.525000 Memcpy Instances: 11.018000 Kernel 1: 0.023000 Kernel 2: 97.356003 Copyback: 0.017000 Sum: 0.039000 It 2,Best ac:0.000734 1.000000 fi:0.130710. Ave ac:0.005064,0.009045 Initialization: 5.875000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.905000 Kernel 1: 0.032000 Kernel 2: 97.344002 Copyback: 0.017000 Sum: 0.034000 It 3,Best ac:0.000978 1.000000 fi:0.099904. Ave ac:0.005289,0.009318 Initialization: 6.632000 Memcpy Classifiers: 0.469000 Memcpy Instances: 11.013000 Kernel 1: 0.026000 Kernel 2: 99.049004 Copyback: 0.018000 Sum: 0.038000 It 4,Best ac:0.000978 1.000000 fi:0.099904. Ave ac:0.005919,0.010620 Initialization: 7.646000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.865000 Kernel 1: 0.032000 Kernel 2: 101.927002 Copyback: 0.017000 Sum: 0.033000 It 5,Best ac:0.001467 1.000000 fi:0.099689. Ave ac:0.004865,0.007289 Initialization: 6.762000 Memcpy Classifiers: 0.471000 Memcpy Instances: 9.987000 Kernel 1: 0.026000 Kernel 2: 102.393997 Copyback: 0.018000 Sum: 0.036000 It 6,Best ac:0.000978 1.000000 fi:0.099904. Ave ac:0.004320,0.007634 Initialization: 5.808000 Memcpy Classifiers: 0.505000 Memcpy Instances: 11.666000 Kernel 1: 0.024000 Kernel 2: 103.082001 Copyback: 0.018000 Sum: 0.031000 It 7,Best ac:0.001468 1.000000 fi:0.099689. Ave ac:0.003723,0.006651 Initialization: 7.478000 Memcpy Classifiers: 0.872000 Memcpy Instances: 11.569000 Kernel 1: 0.026000 Kernel 2: 103.032997 Copyback: 0.017000 Sum: 0.031000 It 8,Best ac:0.002201 1.000000 fi:0.099367. Ave ac:0.003202,0.005521 Initialization: 7.321000 Memcpy Classifiers: 0.505000 Memcpy Instances: 9.571000 Kernel 1: 0.032000 Kernel 2: 103.591003 Copyback: 0.017000 Sum: 0.037000 It 9,Best ac:0.001467 1.000000 fi:0.099689. Ave ac:0.003892,0.006624 Iteration 10:MDL fitness activated Error 0.099689 TL 0.058908 MDL Theory Length Weight: 0.5640932504 (2) Initialization: 5.839000 Memcpy Classifiers: 0.506000 Memcpy Instances: 11.476000 Kernel 1: 0.023000 Kernel 2: 103.494003 Copyback: 0.018000 Sum: 0.043000 It 10,Best ac:0.000978 1.000000 fi:0.132781. Ave ac:0.003886,0.005757 Initialization: 7.394000 Memcpy Classifiers: 0.689000 Memcpy Instances: 9.778000 Kernel 1: 0.032000 Kernel 2: 105.251999 Copyback: 0.018000 Sum: 0.039000 It 11,Best ac:0.001712 1.000000 fi:0.119698. Ave ac:0.002942,0.004536 Initialization: 6.064000 Memcpy Classifiers: 0.486000 Memcpy Instances: 8.203000 Kernel 1: 0.024000 Kernel 2: 102.011002 Copyback: 0.017000 Sum: 0.030000 It 12,Best ac:0.000978 1.000000 fi:0.117891. Ave ac:0.003270,0.005007 Initialization: 5.835000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.258000 Kernel 1: 0.024000 Kernel 2: 101.647003 Copyback: 0.017000 Sum: 0.028000 It 13,Best ac:0.001223 1.000000 fi:0.118274. Ave ac:0.002918,0.004588 Initialization: 5.850000 Memcpy Classifiers: 0.486000 Memcpy Instances: 8.220000 Kernel 1: 0.023000 Kernel 2: 100.800003 Copyback: 0.016000 Sum: 0.034000 It 14,Best ac:0.000978 1.000000 fi:0.116421. Ave ac:0.001902,0.003058 Initialization: 5.823000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.272000 Kernel 1: 0.023000 Kernel 2: 99.327003 Copyback: 0.017000 Sum: 0.032000 It 15,Best ac:0.001956 1.000000 fi:0.125287. Ave ac:0.002807,0.004412 Initialization: 5.837000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.216000 Kernel 1: 0.023000 Kernel 2: 99.954002 Copyback: 0.017000 Sum: 0.035000 It 16,Best ac:0.000978 1.000000 fi:0.125642. Ave ac:0.002547,0.004778 Initialization: 5.862000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.253000 Kernel 1: 0.023000 Kernel 2: 100.041000 Copyback: 0.017000 Sum: 0.033000 It 17,Best ac:0.000978 1.000000 fi:0.115677. Ave ac:0.002654,0.005064 Initialization: 5.819000 Memcpy Classifiers: 0.486000 Memcpy Instances: 8.193000 Kernel 1: 0.024000 Kernel 2: 99.858002 Copyback: 0.017000 Sum: 0.037000 It 18,Best ac:0.000978 1.000000 fi:0.118146. Ave ac:0.002197,0.003910 Initialization: 5.822000 Memcpy Classifiers: 0.504000 Memcpy Instances: 8.202000 Kernel 1: 0.024000 Kernel 2: 100.099998 Copyback: 0.017000 Sum: 0.034000 It 19,Best ac:0.001223 1.000000 fi:0.118223. Ave ac:0.001881,0.002928 Initialization: 5.851000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.202000 Kernel 1: 0.024000 Kernel 2: 99.991997 Copyback: 0.017000 Sum: 0.031000 It 20,Best ac:0.001956 1.000000 fi:0.118751. Ave ac:0.002581,0.004459 Initialization: 5.832000 Memcpy Classifiers: 0.539000 Memcpy Instances: 8.188000 Kernel 1: 0.025000 Kernel 2: 101.300003 Copyback: 0.017000 Sum: 0.028000 It 21,Best ac:0.000978 1.000000 fi:0.121910. Ave ac:0.002819,0.005193 Initialization: 5.861000 Memcpy Classifiers: 0.540000 Memcpy Instances: 8.250000 Kernel 1: 0.023000 Kernel 2: 101.903999 Copyback: 0.017000 Sum: 0.034000 It 22,Best ac:0.001467 1.000000 fi:0.124327. Ave ac:0.002629,0.005161 Initialization: 5.840000 Memcpy Classifiers: 0.540000 Memcpy Instances: 8.320000 Kernel 1: 0.032000 Kernel 2: 103.167000 Copyback: 0.017000 Sum: 0.028000 It 23,Best ac:0.000978 1.000000 fi:0.119609. Ave ac:0.002809,0.005002 Initialization: 7.783000 Memcpy Classifiers: 0.934000 Memcpy Instances: 10.209000 Kernel 1: 0.032000 Kernel 2: 100.788002 Copyback: 0.016000 Sum: 0.030000 It 24,Best ac:0.000978 1.000000 fi:0.123474. Ave ac:0.002463,0.003841 Initialization: 5.861000 Memcpy Classifiers: 0.509000 Memcpy Instances: 8.229000 Kernel 1: 0.023000 Kernel 2: 99.507004 Copyback: 0.017000 Sum: 0.030000 It 25,Best ac:0.000978 1.000000 fi:0.118505. Ave ac:0.002331,0.002954 Initialization: 5.894000 Memcpy Classifiers: 0.524000 Memcpy Instances: 8.191000 Kernel 1: 0.024000 Kernel 2: 99.642998 Copyback: 0.016000 Sum: 0.030000 It 26,Best ac:0.000978 1.000000 fi:0.117882. Ave ac:0.001809,0.002346 MDL Theory Length Weight: 0.5076839254 (10) Initialization: 5.861000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.255000 Kernel 1: 0.023000 Kernel 2: 99.010002 Copyback: 0.018000 Sum: 0.037000 It 27,Best ac:0.001467 1.000000 fi:0.118912. Ave ac:0.001953,0.003354 Initialization: 5.890000 Memcpy Classifiers: 0.506000 Memcpy Instances: 8.222000 Kernel 1: 0.023000 Kernel 2: 99.945000 Copyback: 0.017000 Sum: 0.033000 It 28,Best ac:0.000978 1.000000 fi:0.117313. Ave ac:0.002272,0.002899 Initialization: 5.862000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.244000 Kernel 1: 0.023000 Kernel 2: 97.954002 Copyback: 0.017000 Sum: 0.034000 It 29,Best ac:0.000978 1.000000 fi:0.120278. Ave ac:0.002120,0.002809 Initialization: 5.885000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.201000 Kernel 1: 0.024000 Kernel 2: 98.992996 Copyback: 0.017000 Sum: 0.032000 It 30,Best ac:0.001223 1.000000 fi:0.119809. Ave ac:0.002138,0.002956 Initialization: 5.849000 Memcpy Classifiers: 0.522000 Memcpy Instances: 8.205000 Kernel 1: 0.024000 Kernel 2: 98.167999 Copyback: 0.017000 Sum: 0.029000 It 31,Best ac:0.001712 1.000000 fi:0.114735. Ave ac:0.002099,0.003297 Initialization: 5.862000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.186000 Kernel 1: 0.024000 Kernel 2: 96.063004 Copyback: 0.017000 Sum: 0.028000 It 32,Best ac:0.000978 1.000000 fi:0.114684. Ave ac:0.001832,0.002233 Initialization: 5.878000 Memcpy Classifiers: 0.540000 Memcpy Instances: 8.191000 Kernel 1: 0.025000 Kernel 2: 96.208000 Copyback: 0.017000 Sum: 0.036000 It 33,Best ac:0.001223 1.000000 fi:0.118942. Ave ac:0.002092,0.002938 Initialization: 31.371000 Memcpy Instances: 459.092010 Memcpy Classifiers: 0.099000 Kernel 1: 0.024000 Kernel 2: 572.818970 Copyback: 0.015000 Sum: 0.015000 Memcpy Classifiers: 0.096000 Kernel 1: 0.014000 Kernel 2: 574.150024 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.095000 Kernel 1: 0.013000 Kernel 2: 569.875977 Copyback: 0.368000 Sum: 0.002000 Memcpy Classifiers: 0.116000 Kernel 1: 0.016000 Kernel 2: 563.476013 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.096000 Kernel 1: 0.013000 Kernel 2: 573.059998 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.137000 Kernel 1: 0.021000 Kernel 2: 578.354004 Copyback: 0.017000 Sum: 0.002000 Memcpy Classifiers: 0.137000 Kernel 1: 0.023000 Kernel 2: 573.510010 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.138000 Kernel 1: 0.022000 Kernel 2: 565.403992 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.096000 Kernel 1: 0.013000 Kernel 2: 555.375977 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.095000 Kernel 1: 0.012000 Kernel 2: 562.289001 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.012000 Kernel 2: 244.598999 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.001071 0.665653 fi:0.454222. Ave ac:0.001948,0.006533 Best acc 0.001071 0.665653 Initialization: 5.887000 Memcpy Classifiers: 0.540000 Memcpy Instances: 8.265000 Kernel 1: 0.024000 Kernel 2: 100.188004 Copyback: 0.017000 Sum: 0.034000 Initial population average accuracy1:0.005032 accuracy2:0.198325 Initialization: 5.900000 Memcpy Classifiers: 0.467000 Memcpy Instances: 8.206000 Kernel 1: 0.024000 Kernel 2: 98.737000 Copyback: 0.017000 Sum: 0.035000 It 0,Best ac:0.001223 1.000000 fi:0.099797. Ave ac:0.005697,0.013070 Initialization: 7.396000 Memcpy Classifiers: 0.848000 Memcpy Instances: 8.209000 Kernel 1: 0.023000 Kernel 2: 97.045998 Copyback: 0.017000 Sum: 0.031000 It 1,Best ac:0.002691 0.846154 fi:0.252998. Ave ac:0.005607,0.012097 Initialization: 7.087000 Memcpy Classifiers: 0.665000 Memcpy Instances: 10.051000 Kernel 1: 0.032000 Kernel 2: 98.697998 Copyback: 0.017000 Sum: 0.034000 It 2,Best ac:0.000978 0.666667 fi:0.433237. Ave ac:0.005334,0.009944 Initialization: 5.903000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.192000 Kernel 1: 0.024000 Kernel 2: 100.750000 Copyback: 0.017000 Sum: 0.030000 It 3,Best ac:0.001223 1.000000 fi:0.099797. Ave ac:0.005687,0.009749 Initialization: 5.911000 Memcpy Classifiers: 0.452000 Memcpy Instances: 10.529000 Kernel 1: 0.023000 Kernel 2: 98.434998 Copyback: 0.017000 Sum: 0.031000 It 4,Best ac:0.001223 1.000000 fi:0.099797. Ave ac:0.005926,0.010357 Initialization: 6.194000 Memcpy Classifiers: 0.416000 Memcpy Instances: 11.788000 Kernel 1: 0.025000 Kernel 2: 95.599998 Copyback: 0.017000 Sum: 0.033000 It 5,Best ac:0.001467 1.000000 fi:0.099689. Ave ac:0.004999,0.008410 Initialization: 5.894000 Memcpy Classifiers: 0.415000 Memcpy Instances: 12.319000 Kernel 1: 0.032000 Kernel 2: 95.530998 Copyback: 0.017000 Sum: 0.033000 It 6,Best ac:0.001223 1.000000 fi:0.099797. Ave ac:0.004646,0.007974 Initialization: 7.615000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.591000 Kernel 1: 0.026000 Kernel 2: 94.217003 Copyback: 0.017000 Sum: 0.028000 It 7,Best ac:0.002202 1.000000 fi:0.099367. Ave ac:0.004120,0.007609 Initialization: 5.880000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.197000 Kernel 1: 0.024000 Kernel 2: 95.709999 Copyback: 0.018000 Sum: 0.032000 It 8,Best ac:0.001467 1.000000 fi:0.099689. Ave ac:0.003175,0.005628 Initialization: 6.524000 Memcpy Classifiers: 0.581000 Memcpy Instances: 11.559000 Kernel 1: 0.024000 Kernel 2: 91.897003 Copyback: 0.017000 Sum: 0.031000 It 9,Best ac:0.001467 1.000000 fi:0.099689. Ave ac:0.002514,0.003987 Iteration 10:MDL fitness activated Error 0.099689 TL 0.031310 MDL Theory Length Weight: 1.0613097456 (3) Initialization: 6.924000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.191000 Kernel 1: 0.025000 Kernel 2: 91.371002 Copyback: 0.018000 Sum: 0.027000 It 10,Best ac:0.000978 1.000000 fi:0.145658. Ave ac:0.002867,0.004484 Initialization: 5.870000 Memcpy Classifiers: 0.434000 Memcpy Instances: 11.263000 Kernel 1: 0.023000 Kernel 2: 93.634003 Copyback: 0.017000 Sum: 0.032000 It 11,Best ac:0.000978 1.000000 fi:0.147599. Ave ac:0.002809,0.004309 Initialization: 8.407000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.186000 Kernel 1: 0.024000 Kernel 2: 90.348999 Copyback: 0.019000 Sum: 0.036000 It 12,Best ac:0.001223 1.000000 fi:0.133026. Ave ac:0.002653,0.004422 Initialization: 8.403000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.240000 Kernel 1: 0.023000 Kernel 2: 91.217003 Copyback: 0.017000 Sum: 0.027000 It 13,Best ac:0.000978 1.000000 fi:0.137309. Ave ac:0.002367,0.003862 Initialization: 7.282000 Memcpy Classifiers: 0.614000 Memcpy Instances: 9.506000 Kernel 1: 0.034000 Kernel 2: 92.141998 Copyback: 0.017000 Sum: 0.029000 It 14,Best ac:0.001956 1.000000 fi:0.138353. Ave ac:0.003072,0.006250 Initialization: 7.180000 Memcpy Classifiers: 0.588000 Memcpy Instances: 11.678000 Kernel 1: 0.026000 Kernel 2: 91.385002 Copyback: 0.017000 Sum: 0.032000 It 15,Best ac:0.000978 1.000000 fi:0.134943. Ave ac:0.002527,0.004146 Initialization: 6.253000 Memcpy Classifiers: 0.694000 Memcpy Instances: 11.345000 Kernel 1: 0.024000 Kernel 2: 92.627998 Copyback: 0.017000 Sum: 0.034000 It 16,Best ac:0.001467 1.000000 fi:0.130270. Ave ac:0.003022,0.005493 Initialization: 6.624000 Memcpy Classifiers: 0.379000 Memcpy Instances: 11.378000 Kernel 1: 0.027000 Kernel 2: 89.948997 Copyback: 0.017000 Sum: 0.041000 It 17,Best ac:0.000978 1.000000 fi:0.136643. Ave ac:0.002280,0.004652 Initialization: 5.880000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.752000 Kernel 1: 0.027000 Kernel 2: 91.625999 Copyback: 0.017000 Sum: 0.028000 It 18,Best ac:0.001223 1.000000 fi:0.130018. Ave ac:0.003021,0.004575 Initialization: 5.916000 Memcpy Classifiers: 0.379000 Memcpy Instances: 11.490000 Kernel 1: 0.023000 Kernel 2: 89.469002 Copyback: 0.016000 Sum: 0.030000 It 19,Best ac:0.001223 1.000000 fi:0.129768. Ave ac:0.002621,0.004979 Initialization: 5.907000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.194000 Kernel 1: 0.024000 Kernel 2: 88.010002 Copyback: 0.017000 Sum: 0.024000 It 20,Best ac:0.000978 1.000000 fi:0.129637. Ave ac:0.002048,0.005241 Initialization: 7.840000 Memcpy Classifiers: 0.361000 Memcpy Instances: 11.520000 Kernel 1: 0.023000 Kernel 2: 87.935997 Copyback: 0.017000 Sum: 0.026000 It 21,Best ac:0.000978 1.000000 fi:0.135329. Ave ac:0.002789,0.005753 Initialization: 5.870000 Memcpy Classifiers: 0.361000 Memcpy Instances: 9.230000 Kernel 1: 0.022000 Kernel 2: 88.382004 Copyback: 0.016000 Sum: 0.026000 It 22,Best ac:0.000978 1.000000 fi:0.124240. Ave ac:0.003187,0.005974 Initialization: 6.829000 Memcpy Classifiers: 0.399000 Memcpy Instances: 10.515000 Kernel 1: 0.032000 Kernel 2: 87.668999 Copyback: 0.017000 Sum: 0.029000 It 23,Best ac:0.002446 1.000000 fi:0.129839. Ave ac:0.002633,0.004901 Initialization: 5.865000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.190000 Kernel 1: 0.026000 Kernel 2: 86.862000 Copyback: 0.019000 Sum: 0.037000 It 24,Best ac:0.000978 1.000000 fi:0.127295. Ave ac:0.002363,0.003613 Initialization: 5.885000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.801000 Kernel 1: 0.026000 Kernel 2: 89.061996 Copyback: 0.017000 Sum: 0.027000 It 25,Best ac:0.002690 1.000000 fi:0.138046. Ave ac:0.002206,0.004396 Initialization: 5.931000 Memcpy Classifiers: 0.398000 Memcpy Instances: 12.020000 Kernel 1: 0.023000 Kernel 2: 87.733002 Copyback: 0.017000 Sum: 0.035000 It 26,Best ac:0.000978 1.000000 fi:0.126394. Ave ac:0.002560,0.004251 Initialization: 6.802000 Memcpy Classifiers: 0.397000 Memcpy Instances: 9.444000 Kernel 1: 0.023000 Kernel 2: 87.535004 Copyback: 0.017000 Sum: 0.028000 It 27,Best ac:0.000978 1.000000 fi:0.128379. Ave ac:0.001897,0.002638 Initialization: 7.045000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.205000 Kernel 1: 0.024000 Kernel 2: 88.367996 Copyback: 0.016000 Sum: 0.028000 It 28,Best ac:0.001223 1.000000 fi:0.131759. Ave ac:0.001897,0.002648 Initialization: 6.700000 Memcpy Classifiers: 0.398000 Memcpy Instances: 11.392000 Kernel 1: 0.023000 Kernel 2: 86.822998 Copyback: 0.018000 Sum: 0.036000 It 29,Best ac:0.000978 1.000000 fi:0.129876. Ave ac:0.001813,0.002846 Initialization: 6.665000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.210000 Kernel 1: 0.024000 Kernel 2: 87.321999 Copyback: 0.017000 Sum: 0.029000 It 30,Best ac:0.001467 1.000000 fi:0.135735. Ave ac:0.001911,0.002889 Initialization: 5.926000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.185000 Kernel 1: 0.024000 Kernel 2: 89.213997 Copyback: 0.017000 Sum: 0.032000 It 31,Best ac:0.001468 1.000000 fi:0.123828. Ave ac:0.002378,0.002599 Initialization: 8.256000 Memcpy Classifiers: 0.653000 Memcpy Instances: 10.850000 Kernel 1: 0.025000 Kernel 2: 88.205002 Copyback: 0.017000 Sum: 0.030000 It 32,Best ac:0.000978 1.000000 fi:0.125716. Ave ac:0.001871,0.002807 Initialization: 6.171000 Memcpy Classifiers: 0.648000 Memcpy Instances: 8.631000 Kernel 1: 0.026000 Kernel 2: 89.174004 Copyback: 0.017000 Sum: 0.027000 It 33,Best ac:0.001712 1.000000 fi:0.121795. Ave ac:0.002521,0.003627 Initialization: 26.107000 Memcpy Instances: 409.431000 Memcpy Classifiers: 0.076000 Kernel 1: 0.027000 Kernel 2: 516.882019 Copyback: 0.014000 Sum: 0.016000 Memcpy Classifiers: 0.072000 Kernel 1: 0.013000 Kernel 2: 509.365997 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.012000 Kernel 2: 534.210022 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.071000 Kernel 1: 0.013000 Kernel 2: 533.658997 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.012000 Kernel 2: 539.741028 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.071000 Kernel 1: 0.012000 Kernel 2: 522.051025 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.013000 Kernel 2: 535.546997 Copyback: 0.370000 Sum: 0.001000 Memcpy Classifiers: 0.072000 Kernel 1: 0.012000 Kernel 2: 518.307983 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.071000 Kernel 1: 0.013000 Kernel 2: 506.825012 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.012000 Kernel 2: 528.250977 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.057000 Kernel 1: 0.012000 Kernel 2: 246.533005 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.000792 0.640316 fi:0.487060. Ave ac:0.002434,0.007828 Best acc 0.000792 0.640316 Rule:Att PSSM_-4_7 is [-4.941841,0.941841]|Att PSSM_-4_15 is [<1.745871]|Att PSSM_-3_12 is [<-0.624779]|Att PSSM_-2_15 is [-5.186880,3.876785]|Att PSSM_0_2 is [<-3.518081]|Att PSSM_0_3 is [-6.428391,-1.408219]|Att PSSM_0_4 is [<3.888443]|Att PSSM_0_7 is [-4.896409,-2.331237]|Att PSSM_0_12 is [-6.444627,1.677185]|Att PSSM_0_15 is [<4.976137]|Att PSSM_2_18 is [<10.136409]|Att PSSM_3_1 is [0.110858,3.889142]|Att PSSM_4_2 is [<-1.068912]|Att PSSM_4_15 is [<3.794724]|1 Accuracy : 0.774423 0 1 157632 6448 46481 24077 Removed 329 instances. 204113 Instances left. Acc of rule 0.001071-0.665653 Initialization: 5.890000 Memcpy Classifiers: 0.594000 Memcpy Instances: 8.210000 Kernel 1: 0.027000 Kernel 2: 99.378998 Copyback: 0.018000 Sum: 0.044000 Initial population average accuracy1:0.004831 accuracy2:0.216214 Initialization: 5.757000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.196000 Kernel 1: 0.026000 Kernel 2: 98.847000 Copyback: 0.017000 Sum: 0.059000 It 0,Best ac:0.000735 1.000000 fi:0.126031. Ave ac:0.005152,0.009087 Initialization: 5.781000 Memcpy Classifiers: 0.485000 Memcpy Instances: 8.200000 Kernel 1: 0.024000 Kernel 2: 98.896004 Copyback: 0.017000 Sum: 0.033000 It 1,Best ac:0.000735 1.000000 fi:0.126971. Ave ac:0.006046,0.010523 Initialization: 6.992000 Memcpy Classifiers: 0.777000 Memcpy Instances: 12.283000 Kernel 1: 0.025000 Kernel 2: 96.231003 Copyback: 0.017000 Sum: 0.041000 It 2,Best ac:0.000980 1.000000 fi:0.099902. Ave ac:0.005394,0.010311 Initialization: 5.845000 Memcpy Classifiers: 0.481000 Memcpy Instances: 8.186000 Kernel 1: 0.024000 Kernel 2: 93.088997 Copyback: 0.017000 Sum: 0.035000 It 3,Best ac:0.000980 0.800000 fi:0.299902. Ave ac:0.004309,0.008881 Initialization: 5.883000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.175000 Kernel 1: 0.024000 Kernel 2: 92.203003 Copyback: 0.017000 Sum: 0.035000 It 4,Best ac:0.000735 1.000000 fi:0.126971. Ave ac:0.003577,0.006721 Initialization: 5.896000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.196000 Kernel 1: 0.024000 Kernel 2: 91.095001 Copyback: 0.017000 Sum: 0.032000 It 5,Best ac:0.000980 1.000000 fi:0.099902. Ave ac:0.004398,0.012635 Initialization: 5.837000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.208000 Kernel 1: 0.024000 Kernel 2: 89.971001 Copyback: 0.016000 Sum: 0.030000 It 6,Best ac:0.000735 1.000000 fi:0.126971. Ave ac:0.004426,0.012993 Initialization: 6.276000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.192000 Kernel 1: 0.023000 Kernel 2: 88.581001 Copyback: 0.017000 Sum: 0.032000 It 7,Best ac:0.000980 1.000000 fi:0.099902. Ave ac:0.004100,0.009960 Initialization: 7.765000 Memcpy Classifiers: 0.745000 Memcpy Instances: 12.303000 Kernel 1: 0.024000 Kernel 2: 89.349998 Copyback: 0.017000 Sum: 0.031000 It 8,Best ac:0.001225 1.000000 fi:0.099794. Ave ac:0.003357,0.006419 Initialization: 6.062000 Memcpy Classifiers: 0.434000 Memcpy Instances: 10.263000 Kernel 1: 0.024000 Kernel 2: 91.195999 Copyback: 0.017000 Sum: 0.032000 It 9,Best ac:0.001960 1.000000 fi:0.099470. Ave ac:0.003567,0.007938 Iteration 10:MDL fitness activated Error 0.099470 TL 0.033943 MDL Theory Length Weight: 0.9768216310 (1) Initialization: 5.846000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.172000 Kernel 1: 0.024000 Kernel 2: 85.252998 Copyback: 0.017000 Sum: 0.032000 It 10,Best ac:0.000735 1.000000 fi:0.155113. Ave ac:0.003027,0.005954 Initialization: 5.981000 Memcpy Classifiers: 0.474000 Memcpy Instances: 9.854000 Kernel 1: 0.023000 Kernel 2: 83.424004 Copyback: 0.017000 Sum: 0.030000 It 11,Best ac:0.000980 1.000000 fi:0.127196. Ave ac:0.002781,0.004805 Initialization: 6.023000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.182000 Kernel 1: 0.024000 Kernel 2: 84.214996 Copyback: 0.017000 Sum: 0.029000 It 12,Best ac:0.001959 1.000000 fi:0.137853. Ave ac:0.002954,0.005042 Initialization: 5.832000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.181000 Kernel 1: 0.023000 Kernel 2: 86.625999 Copyback: 0.017000 Sum: 0.030000 It 13,Best ac:0.000980 1.000000 fi:0.117062. Ave ac:0.003712,0.008261 Initialization: 5.898000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.176000 Kernel 1: 0.025000 Kernel 2: 85.981003 Copyback: 0.016000 Sum: 0.030000 It 14,Best ac:0.000980 1.000000 fi:0.120503. Ave ac:0.003735,0.007756 Initialization: 5.844000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.197000 Kernel 1: 0.024000 Kernel 2: 83.227997 Copyback: 0.017000 Sum: 0.033000 It 15,Best ac:0.001715 1.000000 fi:0.127783. Ave ac:0.002528,0.004708 Initialization: 5.778000 Memcpy Classifiers: 0.432000 Memcpy Instances: 8.193000 Kernel 1: 0.024000 Kernel 2: 86.070000 Copyback: 0.017000 Sum: 0.030000 It 16,Best ac:0.000980 1.000000 fi:0.130348. Ave ac:0.003607,0.007988 Initialization: 5.725000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.217000 Kernel 1: 0.024000 Kernel 2: 81.566002 Copyback: 0.017000 Sum: 0.030000 It 17,Best ac:0.002450 1.000000 fi:0.121910. Ave ac:0.003224,0.005729 Initialization: 5.999000 Memcpy Classifiers: 0.438000 Memcpy Instances: 8.183000 Kernel 1: 0.023000 Kernel 2: 82.322998 Copyback: 0.017000 Sum: 0.027000 It 18,Best ac:0.002940 1.000000 fi:0.128292. Ave ac:0.001911,0.003969 Initialization: 6.528000 Memcpy Classifiers: 0.680000 Memcpy Instances: 9.399000 Kernel 1: 0.024000 Kernel 2: 81.622002 Copyback: 0.016000 Sum: 0.031000 It 19,Best ac:0.000980 1.000000 fi:0.131483. Ave ac:0.002610,0.005357 Initialization: 5.881000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.181000 Kernel 1: 0.023000 Kernel 2: 80.039001 Copyback: 0.017000 Sum: 0.029000 It 20,Best ac:0.002205 1.000000 fi:0.123450. Ave ac:0.003561,0.005779 Initialization: 5.851000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.199000 Kernel 1: 0.023000 Kernel 2: 80.014999 Copyback: 0.017000 Sum: 0.031000 It 21,Best ac:0.001960 1.000000 fi:0.125680. Ave ac:0.003052,0.005623 Initialization: 5.872000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.194000 Kernel 1: 0.024000 Kernel 2: 80.515999 Copyback: 0.017000 Sum: 0.025000 It 22,Best ac:0.002695 1.000000 fi:0.126658. Ave ac:0.002776,0.005034 MDL Theory Length Weight: 0.8791394679 (10) Initialization: 5.809000 Memcpy Classifiers: 0.396000 Memcpy Instances: 8.194000 Kernel 1: 0.024000 Kernel 2: 78.693001 Copyback: 0.017000 Sum: 0.030000 It 23,Best ac:0.001225 1.000000 fi:0.122748. Ave ac:0.003376,0.008522 Initialization: 5.867000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.185000 Kernel 1: 0.024000 Kernel 2: 78.995003 Copyback: 0.017000 Sum: 0.033000 It 24,Best ac:0.001225 1.000000 fi:0.122785. Ave ac:0.002673,0.004831 Initialization: 5.876000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.189000 Kernel 1: 0.024000 Kernel 2: 78.966003 Copyback: 0.017000 Sum: 0.032000 It 25,Best ac:0.001225 1.000000 fi:0.125896. Ave ac:0.002349,0.005068 Initialization: 5.818000 Memcpy Classifiers: 0.360000 Memcpy Instances: 8.224000 Kernel 1: 0.024000 Kernel 2: 77.900002 Copyback: 0.017000 Sum: 0.032000 It 26,Best ac:0.000980 1.000000 fi:0.118422. Ave ac:0.003231,0.006788 Initialization: 7.430000 Memcpy Classifiers: 0.411000 Memcpy Instances: 8.329000 Kernel 1: 0.024000 Kernel 2: 78.158997 Copyback: 0.017000 Sum: 0.044000 It 27,Best ac:0.000980 1.000000 fi:0.122036. Ave ac:0.002126,0.003599 Initialization: 5.844000 Memcpy Classifiers: 0.379000 Memcpy Instances: 10.361000 Kernel 1: 0.024000 Kernel 2: 76.302002 Copyback: 0.020000 Sum: 0.041000 It 28,Best ac:0.000980 1.000000 fi:0.121296. Ave ac:0.002248,0.004360 Initialization: 5.900000 Memcpy Classifiers: 0.380000 Memcpy Instances: 10.429000 Kernel 1: 0.023000 Kernel 2: 78.416000 Copyback: 0.017000 Sum: 0.032000 It 29,Best ac:0.001470 1.000000 fi:0.123527. Ave ac:0.002871,0.004783 Initialization: 5.899000 Memcpy Classifiers: 0.379000 Memcpy Instances: 11.540000 Kernel 1: 0.024000 Kernel 2: 77.375999 Copyback: 0.018000 Sum: 0.041000 It 30,Best ac:0.001960 1.000000 fi:0.119878. Ave ac:0.002084,0.004108 Initialization: 5.863000 Memcpy Classifiers: 0.420000 Memcpy Instances: 11.332000 Kernel 1: 0.022000 Kernel 2: 75.287003 Copyback: 0.018000 Sum: 0.039000 It 31,Best ac:0.000980 1.000000 fi:0.123743. Ave ac:0.002528,0.003902 Initialization: 7.059000 Memcpy Classifiers: 0.540000 Memcpy Instances: 10.089000 Kernel 1: 0.024000 Kernel 2: 74.052002 Copyback: 0.018000 Sum: 0.041000 It 32,Best ac:0.001225 1.000000 fi:0.120139. Ave ac:0.002825,0.006130 Initialization: 6.376000 Memcpy Classifiers: 0.353000 Memcpy Instances: 12.180000 Kernel 1: 0.026000 Kernel 2: 73.504997 Copyback: 0.016000 Sum: 0.029000 It 33,Best ac:0.000980 1.000000 fi:0.119700. Ave ac:0.002369,0.004644 Initialization: 26.667999 Memcpy Instances: 489.690002 Memcpy Classifiers: 0.074000 Kernel 1: 0.025000 Kernel 2: 466.096985 Copyback: 0.016000 Sum: 0.021000 Memcpy Classifiers: 0.105000 Kernel 1: 0.022000 Kernel 2: 464.412994 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.071000 Kernel 1: 0.013000 Kernel 2: 493.136993 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.103000 Kernel 1: 0.022000 Kernel 2: 470.463989 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.090000 Kernel 1: 0.017000 Kernel 2: 463.419006 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.079000 Kernel 1: 0.013000 Kernel 2: 466.006012 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.112000 Kernel 1: 0.017000 Kernel 2: 478.220001 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.103000 Kernel 1: 0.020000 Kernel 2: 465.472992 Copyback: 0.016000 Sum: 0.004000 Memcpy Classifiers: 0.072000 Kernel 1: 0.015000 Kernel 2: 465.882996 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.104000 Kernel 1: 0.022000 Kernel 2: 464.494995 Copyback: 0.370000 Sum: 0.001000 Memcpy Classifiers: 0.058000 Kernel 1: 0.012000 Kernel 2: 215.725998 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.001127 0.672515 fi:0.447712. Ave ac:0.002591,0.009138 Best acc 0.001127 0.672515 Initialization: 5.831000 Memcpy Classifiers: 0.558000 Memcpy Instances: 8.196000 Kernel 1: 0.026000 Kernel 2: 101.960999 Copyback: 0.017000 Sum: 0.043000 Initial population average accuracy1:0.005356 accuracy2:0.212841 Initialization: 5.874000 Memcpy Classifiers: 0.538000 Memcpy Instances: 8.212000 Kernel 1: 0.024000 Kernel 2: 100.584999 Copyback: 0.017000 Sum: 0.049000 It 0,Best ac:0.000490 1.000000 fi:0.417354. Ave ac:0.006330,0.012942 Initialization: 5.835000 Memcpy Classifiers: 0.486000 Memcpy Instances: 8.223000 Kernel 1: 0.024000 Kernel 2: 100.377998 Copyback: 0.018000 Sum: 0.040000 It 1,Best ac:0.001960 0.800000 fi:0.299471. Ave ac:0.006118,0.010967 Initialization: 5.872000 Memcpy Classifiers: 0.480000 Memcpy Instances: 8.188000 Kernel 1: 0.023000 Kernel 2: 99.822998 Copyback: 0.017000 Sum: 0.034000 It 2,Best ac:0.001714 0.875000 fi:0.224578. Ave ac:0.005018,0.008046 Initialization: 5.855000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.228000 Kernel 1: 0.022000 Kernel 2: 99.594002 Copyback: 0.017000 Sum: 0.033000 It 3,Best ac:0.001225 0.833333 fi:0.266461. Ave ac:0.004437,0.007009 Initialization: 5.822000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.202000 Kernel 1: 0.025000 Kernel 2: 98.670998 Copyback: 0.017000 Sum: 0.028000 It 4,Best ac:0.001470 1.000000 fi:0.099686. Ave ac:0.004339,0.007100 Initialization: 5.925000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.231000 Kernel 1: 0.024000 Kernel 2: 94.888000 Copyback: 0.017000 Sum: 0.034000 It 5,Best ac:0.000980 1.000000 fi:0.099902. Ave ac:0.004704,0.006813 Initialization: 5.832000 Memcpy Classifiers: 0.522000 Memcpy Instances: 8.207000 Kernel 1: 0.023000 Kernel 2: 94.527000 Copyback: 0.016000 Sum: 0.031000 It 6,Best ac:0.000980 1.000000 fi:0.099902. Ave ac:0.003923,0.008598 Initialization: 5.831000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.197000 Kernel 1: 0.023000 Kernel 2: 93.167999 Copyback: 0.017000 Sum: 0.029000 It 7,Best ac:0.001225 1.000000 fi:0.099794. Ave ac:0.002623,0.004369 Initialization: 5.836000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.184000 Kernel 1: 0.024000 Kernel 2: 93.982002 Copyback: 0.017000 Sum: 0.033000 It 8,Best ac:0.001470 1.000000 fi:0.099686. Ave ac:0.002454,0.003178 Initialization: 5.874000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.189000 Kernel 1: 0.024000 Kernel 2: 93.158997 Copyback: 0.017000 Sum: 0.034000 It 9,Best ac:0.001225 1.000000 fi:0.099794. Ave ac:0.003002,0.005381 Iteration 10:MDL fitness activated Error 0.099794 TL 0.047157 MDL Theory Length Weight: 0.7054100002 (6) Initialization: 5.898000 Memcpy Classifiers: 0.486000 Memcpy Instances: 8.175000 Kernel 1: 0.025000 Kernel 2: 92.452003 Copyback: 0.017000 Sum: 0.031000 It 10,Best ac:0.000980 1.000000 fi:0.124732. Ave ac:0.002774,0.004470 Initialization: 5.827000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.162000 Kernel 1: 0.023000 Kernel 2: 91.597000 Copyback: 0.017000 Sum: 0.036000 It 11,Best ac:0.001225 1.000000 fi:0.121104. Ave ac:0.002886,0.006141 Initialization: 5.818000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.199000 Kernel 1: 0.024000 Kernel 2: 91.538002 Copyback: 0.017000 Sum: 0.033000 It 12,Best ac:0.001225 1.000000 fi:0.120162. Ave ac:0.002881,0.003909 Initialization: 5.858000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.189000 Kernel 1: 0.023000 Kernel 2: 91.469002 Copyback: 0.016000 Sum: 0.032000 It 13,Best ac:0.000980 1.000000 fi:0.121131. Ave ac:0.003104,0.005535 Initialization: 5.928000 Memcpy Classifiers: 0.451000 Memcpy Instances: 9.479000 Kernel 1: 0.026000 Kernel 2: 88.038002 Copyback: 0.017000 Sum: 0.028000 It 14,Best ac:0.000980 1.000000 fi:0.121212. Ave ac:0.003171,0.004803 Initialization: 5.837000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.223000 Kernel 1: 0.023000 Kernel 2: 85.110001 Copyback: 0.017000 Sum: 0.031000 It 15,Best ac:0.002940 1.000000 fi:0.121319. Ave ac:0.002829,0.003946 Initialization: 5.768000 Memcpy Classifiers: 0.418000 Memcpy Instances: 11.039000 Kernel 1: 0.026000 Kernel 2: 84.012001 Copyback: 0.017000 Sum: 0.028000 It 16,Best ac:0.000980 1.000000 fi:0.117946. Ave ac:0.002704,0.003908 Initialization: 6.803000 Memcpy Classifiers: 0.681000 Memcpy Instances: 12.317000 Kernel 1: 0.024000 Kernel 2: 82.820000 Copyback: 0.022000 Sum: 0.037000 It 17,Best ac:0.001225 1.000000 fi:0.122389. Ave ac:0.002672,0.003529 Initialization: 5.897000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.185000 Kernel 1: 0.024000 Kernel 2: 80.996002 Copyback: 0.017000 Sum: 0.030000 It 18,Best ac:0.001715 1.000000 fi:0.117274. Ave ac:0.002807,0.004143 Initialization: 8.239000 Memcpy Classifiers: 0.648000 Memcpy Instances: 12.360000 Kernel 1: 0.023000 Kernel 2: 79.741997 Copyback: 0.018000 Sum: 0.038000 It 19,Best ac:0.001225 1.000000 fi:0.121179. Ave ac:0.002464,0.003541 Initialization: 6.475000 Memcpy Classifiers: 0.360000 Memcpy Instances: 11.780000 Kernel 1: 0.026000 Kernel 2: 80.893997 Copyback: 0.017000 Sum: 0.031000 It 20,Best ac:0.001714 1.000000 fi:0.119897. Ave ac:0.002565,0.003707 Initialization: 5.947000 Memcpy Classifiers: 0.400000 Memcpy Instances: 8.226000 Kernel 1: 0.023000 Kernel 2: 80.830002 Copyback: 0.016000 Sum: 0.029000 It 21,Best ac:0.001225 1.000000 fi:0.120113. Ave ac:0.002167,0.003158 Initialization: 7.515000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.213000 Kernel 1: 0.024000 Kernel 2: 80.973999 Copyback: 0.017000 Sum: 0.028000 It 22,Best ac:0.000980 1.000000 fi:0.117946. Ave ac:0.001657,0.001756 Initialization: 5.818000 Memcpy Classifiers: 0.378000 Memcpy Instances: 8.192000 Kernel 1: 0.024000 Kernel 2: 80.677002 Copyback: 0.025000 Sum: 0.033000 It 23,Best ac:0.002204 1.000000 fi:0.117285. Ave ac:0.002106,0.002645 Initialization: 5.930000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.359000 Kernel 1: 0.025000 Kernel 2: 81.152000 Copyback: 0.025000 Sum: 0.032000 It 24,Best ac:0.002204 1.000000 fi:0.118882. Ave ac:0.002159,0.003565 Initialization: 5.929000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.187000 Kernel 1: 0.025000 Kernel 2: 79.335999 Copyback: 0.017000 Sum: 0.028000 It 25,Best ac:0.001225 1.000000 fi:0.122388. Ave ac:0.001637,0.002768 Initialization: 5.872000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.194000 Kernel 1: 0.024000 Kernel 2: 81.944000 Copyback: 0.016000 Sum: 0.028000 It 26,Best ac:0.001470 1.000000 fi:0.112033. Ave ac:0.002129,0.002709 Initialization: 5.838000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.192000 Kernel 1: 0.024000 Kernel 2: 83.667000 Copyback: 0.017000 Sum: 0.030000 It 27,Best ac:0.000980 1.000000 fi:0.124726. Ave ac:0.001982,0.002527 Initialization: 5.859000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.201000 Kernel 1: 0.023000 Kernel 2: 83.594002 Copyback: 0.017000 Sum: 0.033000 It 28,Best ac:0.000980 1.000000 fi:0.119996. Ave ac:0.002791,0.003791 Initialization: 5.844000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.195000 Kernel 1: 0.023000 Kernel 2: 80.502998 Copyback: 0.017000 Sum: 0.028000 It 29,Best ac:0.001470 1.000000 fi:0.120279. Ave ac:0.001744,0.002346 Initialization: 5.867000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.195000 Kernel 1: 0.024000 Kernel 2: 80.372002 Copyback: 0.017000 Sum: 0.028000 It 30,Best ac:0.000980 1.000000 fi:0.115722. Ave ac:0.002266,0.003270 Initialization: 5.827000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.183000 Kernel 1: 0.024000 Kernel 2: 83.670998 Copyback: 0.017000 Sum: 0.030000 It 31,Best ac:0.001714 1.000000 fi:0.116745. Ave ac:0.002601,0.004364 Initialization: 5.878000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.187000 Kernel 1: 0.022000 Kernel 2: 81.037003 Copyback: 0.016000 Sum: 0.029000 It 32,Best ac:0.002940 1.000000 fi:0.115869. Ave ac:0.002092,0.002639 Initialization: 5.825000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.177000 Kernel 1: 0.023000 Kernel 2: 81.237000 Copyback: 0.017000 Sum: 0.026000 It 33,Best ac:0.001470 1.000000 fi:0.121827. Ave ac:0.001962,0.002694 Initialization: 26.002001 Memcpy Instances: 397.123993 Memcpy Classifiers: 0.081000 Kernel 1: 0.028000 Kernel 2: 517.026978 Copyback: 0.015000 Sum: 0.017000 Memcpy Classifiers: 0.079000 Kernel 1: 0.012000 Kernel 2: 543.627991 Copyback: 0.370000 Sum: 0.001000 Memcpy Classifiers: 0.079000 Kernel 1: 0.012000 Kernel 2: 514.310974 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.078000 Kernel 1: 0.012000 Kernel 2: 540.424011 Copyback: 0.023000 Sum: 0.008000 Memcpy Classifiers: 0.081000 Kernel 1: 0.020000 Kernel 2: 524.893982 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.079000 Kernel 1: 0.013000 Kernel 2: 536.250977 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.079000 Kernel 1: 0.013000 Kernel 2: 534.182983 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.077000 Kernel 1: 0.012000 Kernel 2: 528.817017 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.078000 Kernel 1: 0.012000 Kernel 2: 531.601990 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.077000 Kernel 1: 0.012000 Kernel 2: 535.294006 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.060000 Kernel 1: 0.011000 Kernel 2: 231.313004 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.001455 0.679634 fi:0.442200. Ave ac:0.002349,0.008316 Best acc 0.001455 0.679634 Rule:Att PSSM_-4_8 is [-5.498247,3.498247]|Att PSSM_-2_12 is [<-3.598069]|Att PSSM_-1_4 is [-5.892384,1.691113]|Att PSSM_0_2 is [-6.965652,-3.536738]|Att PSSM_0_10 is [>-0.823674]|Att PSSM_1_15 is [<0.213507]|Att PSSM_2_12 is [<-1.789306]|Att PSSM_3_9 is [>-6.723130]|Att PSSM_3_17 is [<2.493287]|Att PSSM_4_9 is [-3.304346,4.311088]|Att PSSM_4_13 is [-6.859031,5.812994]|Att PSSM_4_18 is [<7.038920]|1 Accuracy : 0.775092 0 1 157492 6588 46184 24374 Removed 437 instances. 203676 Instances left. Acc of rule 0.001455-0.679634 Initialization: 6.081000 Memcpy Classifiers: 0.558000 Memcpy Instances: 8.159000 Kernel 1: 0.025000 Kernel 2: 99.258003 Copyback: 0.017000 Sum: 0.046000 Initial population average accuracy1:0.004720 accuracy2:0.210145 Initialization: 5.829000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.192000 Kernel 1: 0.023000 Kernel 2: 99.273003 Copyback: 0.016000 Sum: 0.050000 It 0,Best ac:0.000737 0.750000 fi:0.370350. Ave ac:0.005969,0.009835 Initialization: 5.817000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.160000 Kernel 1: 0.024000 Kernel 2: 100.964996 Copyback: 0.017000 Sum: 0.033000 It 1,Best ac:0.001227 0.714286 fi:0.385505. Ave ac:0.007097,0.013039 Initialization: 5.843000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.168000 Kernel 1: 0.024000 Kernel 2: 97.524002 Copyback: 0.017000 Sum: 0.031000 It 2,Best ac:0.000736 1.000000 fi:0.121302. Ave ac:0.006408,0.012492 Initialization: 5.766000 Memcpy Classifiers: 0.490000 Memcpy Instances: 8.193000 Kernel 1: 0.022000 Kernel 2: 95.987999 Copyback: 0.017000 Sum: 0.030000 It 3,Best ac:0.001227 0.833333 fi:0.266457. Ave ac:0.005561,0.009773 Initialization: 5.776000 Memcpy Classifiers: 0.522000 Memcpy Instances: 8.154000 Kernel 1: 0.024000 Kernel 2: 94.327003 Copyback: 0.017000 Sum: 0.033000 It 4,Best ac:0.000982 1.000000 fi:0.099899. Ave ac:0.005349,0.007849 Initialization: 5.844000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.170000 Kernel 1: 0.024000 Kernel 2: 93.940002 Copyback: 0.017000 Sum: 0.031000 It 5,Best ac:0.000736 1.000000 fi:0.121302. Ave ac:0.005166,0.008892 Initialization: 5.823000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.185000 Kernel 1: 0.024000 Kernel 2: 93.265999 Copyback: 0.017000 Sum: 0.030000 It 6,Best ac:0.000736 1.000000 fi:0.121302. Ave ac:0.004441,0.006918 Initialization: 5.833000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.165000 Kernel 1: 0.023000 Kernel 2: 92.322998 Copyback: 0.017000 Sum: 0.033000 It 7,Best ac:0.000982 1.000000 fi:0.099899. Ave ac:0.004619,0.007232 Initialization: 5.830000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.175000 Kernel 1: 0.023000 Kernel 2: 92.707001 Copyback: 0.017000 Sum: 0.026000 It 8,Best ac:0.001473 1.000000 fi:0.099682. Ave ac:0.004337,0.008344 Initialization: 5.880000 Memcpy Classifiers: 0.522000 Memcpy Instances: 8.176000 Kernel 1: 0.024000 Kernel 2: 93.532997 Copyback: 0.017000 Sum: 0.034000 It 9,Best ac:0.000737 1.000000 fi:0.120350. Ave ac:0.004584,0.008241 Iteration 10:MDL fitness activated Error 0.120350 TL 0.050213 MDL Theory Length Weight: 0.7989237366 (2) Initialization: 5.852000 Memcpy Classifiers: 0.489000 Memcpy Instances: 8.157000 Kernel 1: 0.023000 Kernel 2: 91.929001 Copyback: 0.017000 Sum: 0.031000 It 10,Best ac:0.000982 1.000000 fi:0.130684. Ave ac:0.003800,0.005395 Initialization: 5.947000 Memcpy Classifiers: 0.486000 Memcpy Instances: 8.156000 Kernel 1: 0.024000 Kernel 2: 92.098999 Copyback: 0.017000 Sum: 0.033000 It 11,Best ac:0.001227 1.000000 fi:0.127730. Ave ac:0.002690,0.004067 Initialization: 7.543000 Memcpy Classifiers: 0.744000 Memcpy Instances: 12.329000 Kernel 1: 0.024000 Kernel 2: 94.606003 Copyback: 0.017000 Sum: 0.031000 It 12,Best ac:0.000982 1.000000 fi:0.128708. Ave ac:0.002834,0.005416 Initialization: 5.896000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.208000 Kernel 1: 0.023000 Kernel 2: 92.382004 Copyback: 0.017000 Sum: 0.032000 It 13,Best ac:0.001228 1.000000 fi:0.123316. Ave ac:0.003782,0.006673 Initialization: 5.837000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.190000 Kernel 1: 0.023000 Kernel 2: 93.299004 Copyback: 0.017000 Sum: 0.031000 It 14,Best ac:0.000736 1.000000 fi:0.149993. Ave ac:0.003387,0.007599 Initialization: 5.847000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.175000 Kernel 1: 0.023000 Kernel 2: 91.775002 Copyback: 0.017000 Sum: 0.029000 It 15,Best ac:0.000982 1.000000 fi:0.129149. Ave ac:0.003391,0.006443 Initialization: 5.794000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.184000 Kernel 1: 0.024000 Kernel 2: 90.279999 Copyback: 0.017000 Sum: 0.030000 It 16,Best ac:0.000982 1.000000 fi:0.123631. Ave ac:0.003826,0.006743 Initialization: 5.873000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.150000 Kernel 1: 0.024000 Kernel 2: 88.657997 Copyback: 0.017000 Sum: 0.026000 It 17,Best ac:0.001719 1.000000 fi:0.130077. Ave ac:0.002581,0.004723 Initialization: 5.804000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.153000 Kernel 1: 0.024000 Kernel 2: 92.580002 Copyback: 0.017000 Sum: 0.027000 It 18,Best ac:0.000982 1.000000 fi:0.123239. Ave ac:0.003459,0.006757 Initialization: 5.860000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.183000 Kernel 1: 0.024000 Kernel 2: 90.713997 Copyback: 0.016000 Sum: 0.031000 It 19,Best ac:0.000982 1.000000 fi:0.123632. Ave ac:0.003691,0.007791 Initialization: 5.956000 Memcpy Classifiers: 0.475000 Memcpy Instances: 10.421000 Kernel 1: 0.023000 Kernel 2: 89.530998 Copyback: 0.018000 Sum: 0.043000 It 20,Best ac:0.001228 1.000000 fi:0.128062. Ave ac:0.003720,0.007710 Initialization: 6.319000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.485000 Kernel 1: 0.023000 Kernel 2: 85.447998 Copyback: 0.018000 Sum: 0.039000 It 21,Best ac:0.000737 1.000000 fi:0.153832. Ave ac:0.003944,0.007879 Initialization: 5.917000 Memcpy Classifiers: 0.450000 Memcpy Instances: 10.683000 Kernel 1: 0.024000 Kernel 2: 88.510002 Copyback: 0.018000 Sum: 0.037000 It 22,Best ac:0.001227 1.000000 fi:0.128389. Ave ac:0.003814,0.007191 Initialization: 6.939000 Memcpy Classifiers: 0.487000 Memcpy Instances: 9.378000 Kernel 1: 0.032000 Kernel 2: 88.075996 Copyback: 0.017000 Sum: 0.028000 It 23,Best ac:0.000982 1.000000 fi:0.125436. Ave ac:0.003693,0.005842 Initialization: 6.764000 Memcpy Classifiers: 0.818000 Memcpy Instances: 12.249000 Kernel 1: 0.023000 Kernel 2: 86.952003 Copyback: 0.016000 Sum: 0.030000 It 24,Best ac:0.000982 1.000000 fi:0.121482. Ave ac:0.003097,0.004802 Initialization: 5.720000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.179000 Kernel 1: 0.024000 Kernel 2: 85.829002 Copyback: 0.017000 Sum: 0.027000 It 25,Best ac:0.000982 1.000000 fi:0.130700. Ave ac:0.002847,0.005737 Initialization: 5.848000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.172000 Kernel 1: 0.024000 Kernel 2: 87.824997 Copyback: 0.017000 Sum: 0.029000 It 26,Best ac:0.002210 1.000000 fi:0.120393. Ave ac:0.002603,0.004780 Initialization: 5.824000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.162000 Kernel 1: 0.024000 Kernel 2: 88.014000 Copyback: 0.017000 Sum: 0.029000 It 27,Best ac:0.000982 1.000000 fi:0.123239. Ave ac:0.003167,0.005586 Initialization: 5.824000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.162000 Kernel 1: 0.024000 Kernel 2: 85.108002 Copyback: 0.017000 Sum: 0.034000 It 28,Best ac:0.000982 1.000000 fi:0.124221. Ave ac:0.003570,0.006123 Initialization: 5.720000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.186000 Kernel 1: 0.023000 Kernel 2: 85.759003 Copyback: 0.017000 Sum: 0.036000 It 29,Best ac:0.001228 1.000000 fi:0.119378. Ave ac:0.002895,0.005373 Initialization: 5.849000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.210000 Kernel 1: 0.024000 Kernel 2: 83.139999 Copyback: 0.016000 Sum: 0.031000 It 30,Best ac:0.000982 1.000000 fi:0.123728. Ave ac:0.002849,0.005103 Initialization: 5.836000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.182000 Kernel 1: 0.024000 Kernel 2: 83.064003 Copyback: 0.016000 Sum: 0.029000 It 31,Best ac:0.000982 1.000000 fi:0.120992. Ave ac:0.002693,0.004527 Initialization: 5.833000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.221000 Kernel 1: 0.022000 Kernel 2: 84.334000 Copyback: 0.016000 Sum: 0.030000 It 32,Best ac:0.000982 1.000000 fi:0.123345. Ave ac:0.002628,0.004514 Initialization: 5.902000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.170000 Kernel 1: 0.024000 Kernel 2: 84.362000 Copyback: 0.017000 Sum: 0.030000 It 33,Best ac:0.002210 1.000000 fi:0.118481. Ave ac:0.002658,0.004401 Initialization: 26.068001 Memcpy Instances: 396.490997 Memcpy Classifiers: 0.078000 Kernel 1: 0.027000 Kernel 2: 499.141998 Copyback: 0.015000 Sum: 0.013000 Memcpy Classifiers: 0.076000 Kernel 1: 0.012000 Kernel 2: 493.812988 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.075000 Kernel 1: 0.012000 Kernel 2: 504.739014 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.075000 Kernel 1: 0.011000 Kernel 2: 492.796997 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.074000 Kernel 1: 0.012000 Kernel 2: 503.253998 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.075000 Kernel 1: 0.012000 Kernel 2: 510.674011 Copyback: 0.022000 Sum: 0.007000 Memcpy Classifiers: 0.077000 Kernel 1: 0.020000 Kernel 2: 513.284973 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.074000 Kernel 1: 0.013000 Kernel 2: 485.924988 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.075000 Kernel 1: 0.013000 Kernel 2: 501.154999 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.076000 Kernel 1: 0.013000 Kernel 2: 488.826996 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.060000 Kernel 1: 0.015000 Kernel 2: 237.479004 Copyback: 0.015000 Sum: 0.000000 It 34,Best ac:0.001385 0.632287 fi:0.497938. Ave ac:0.002729,0.009183 Best acc 0.001385 0.632287 Initialization: 5.937000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.160000 Kernel 1: 0.026000 Kernel 2: 101.561996 Copyback: 0.017000 Sum: 0.040000 Initial population average accuracy1:0.005628 accuracy2:0.210862 Initialization: 5.826000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.164000 Kernel 1: 0.024000 Kernel 2: 101.636002 Copyback: 0.017000 Sum: 0.043000 It 0,Best ac:0.000982 0.800000 fi:0.299899. Ave ac:0.007034,0.010841 Initialization: 5.843000 Memcpy Classifiers: 0.432000 Memcpy Instances: 8.173000 Kernel 1: 0.024000 Kernel 2: 102.179001 Copyback: 0.017000 Sum: 0.034000 It 1,Best ac:0.000982 1.000000 fi:0.099899. Ave ac:0.006417,0.011227 Initialization: 5.808000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.183000 Kernel 1: 0.023000 Kernel 2: 100.614998 Copyback: 0.017000 Sum: 0.031000 It 2,Best ac:0.001473 1.000000 fi:0.099682. Ave ac:0.006129,0.010691 Initialization: 5.741000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.192000 Kernel 1: 0.023000 Kernel 2: 101.141998 Copyback: 0.017000 Sum: 0.028000 It 3,Best ac:0.000982 1.000000 fi:0.099899. Ave ac:0.005326,0.010861 Initialization: 5.742000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.182000 Kernel 1: 0.024000 Kernel 2: 100.001999 Copyback: 0.017000 Sum: 0.031000 It 4,Best ac:0.000982 1.000000 fi:0.099899. Ave ac:0.005661,0.010838 Initialization: 5.808000 Memcpy Classifiers: 0.489000 Memcpy Instances: 8.176000 Kernel 1: 0.023000 Kernel 2: 97.757004 Copyback: 0.017000 Sum: 0.030000 It 5,Best ac:0.000737 1.000000 fi:0.120350. Ave ac:0.004374,0.008579 Initialization: 5.884000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.153000 Kernel 1: 0.024000 Kernel 2: 98.310997 Copyback: 0.017000 Sum: 0.034000 It 6,Best ac:0.002210 1.000000 fi:0.099355. Ave ac:0.005644,0.009335 Initialization: 5.832000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.158000 Kernel 1: 0.024000 Kernel 2: 93.458000 Copyback: 0.017000 Sum: 0.030000 It 7,Best ac:0.000982 1.000000 fi:0.099899. Ave ac:0.004781,0.009547 Initialization: 5.793000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.176000 Kernel 1: 0.023000 Kernel 2: 96.972000 Copyback: 0.017000 Sum: 0.035000 It 8,Best ac:0.000982 1.000000 fi:0.099899. Ave ac:0.005021,0.007959 Initialization: 5.874000 Memcpy Classifiers: 0.457000 Memcpy Instances: 8.158000 Kernel 1: 0.023000 Kernel 2: 94.480003 Copyback: 0.017000 Sum: 0.033000 It 9,Best ac:0.001473 1.000000 fi:0.099681. Ave ac:0.003990,0.005894 Iteration 10:MDL fitness activated Error 0.099681 TL 0.033549 MDL Theory Length Weight: 0.9903921113 (4) Initialization: 5.958000 Memcpy Classifiers: 0.449000 Memcpy Instances: 8.155000 Kernel 1: 0.024000 Kernel 2: 93.731003 Copyback: 0.019000 Sum: 0.034000 It 10,Best ac:0.002209 1.000000 fi:0.128439. Ave ac:0.003984,0.005784 Initialization: 5.804000 Memcpy Classifiers: 0.546000 Memcpy Instances: 8.166000 Kernel 1: 0.023000 Kernel 2: 90.516998 Copyback: 0.017000 Sum: 0.034000 It 11,Best ac:0.000982 1.000000 fi:0.126742. Ave ac:0.004168,0.007981 Initialization: 5.909000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.155000 Kernel 1: 0.024000 Kernel 2: 89.735001 Copyback: 0.017000 Sum: 0.028000 It 12,Best ac:0.001227 1.000000 fi:0.128898. Ave ac:0.003953,0.007271 Initialization: 5.822000 Memcpy Classifiers: 0.408000 Memcpy Instances: 8.200000 Kernel 1: 0.023000 Kernel 2: 86.805000 Copyback: 0.017000 Sum: 0.031000 It 13,Best ac:0.000982 1.000000 fi:0.126821. Ave ac:0.003892,0.005797 Initialization: 5.814000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.173000 Kernel 1: 0.023000 Kernel 2: 88.267998 Copyback: 0.017000 Sum: 0.029000 It 14,Best ac:0.001719 1.000000 fi:0.126495. Ave ac:0.004293,0.006716 Initialization: 5.891000 Memcpy Classifiers: 0.387000 Memcpy Instances: 8.341000 Kernel 1: 0.023000 Kernel 2: 86.353996 Copyback: 0.016000 Sum: 0.033000 It 15,Best ac:0.000982 1.000000 fi:0.136871. Ave ac:0.003443,0.006316 Initialization: 5.729000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.205000 Kernel 1: 0.024000 Kernel 2: 86.002998 Copyback: 0.016000 Sum: 0.031000 It 16,Best ac:0.001227 1.000000 fi:0.128898. Ave ac:0.002548,0.003488 Initialization: 5.915000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.182000 Kernel 1: 0.022000 Kernel 2: 85.647003 Copyback: 0.017000 Sum: 0.029000 It 17,Best ac:0.001228 1.000000 fi:0.118734. Ave ac:0.003451,0.004837 Initialization: 5.817000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.181000 Kernel 1: 0.024000 Kernel 2: 85.829002 Copyback: 0.016000 Sum: 0.029000 It 18,Best ac:0.000982 1.000000 fi:0.125559. Ave ac:0.002476,0.003856 Initialization: 5.803000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.202000 Kernel 1: 0.024000 Kernel 2: 86.857002 Copyback: 0.371000 Sum: 0.028000 It 19,Best ac:0.000982 1.000000 fi:0.134272. Ave ac:0.002507,0.005105 Initialization: 5.805000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.169000 Kernel 1: 0.023000 Kernel 2: 85.750999 Copyback: 0.017000 Sum: 0.028000 It 20,Best ac:0.000982 1.000000 fi:0.121472. Ave ac:0.003346,0.004836 Initialization: 5.858000 Memcpy Classifiers: 0.428000 Memcpy Instances: 8.154000 Kernel 1: 0.024000 Kernel 2: 86.003998 Copyback: 0.017000 Sum: 0.028000 It 21,Best ac:0.000982 1.000000 fi:0.126694. Ave ac:0.002830,0.003446 Initialization: 5.882000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.154000 Kernel 1: 0.024000 Kernel 2: 89.179001 Copyback: 0.017000 Sum: 0.030000 It 22,Best ac:0.001473 1.000000 fi:0.128167. Ave ac:0.002428,0.003296 Initialization: 5.797000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.162000 Kernel 1: 0.024000 Kernel 2: 88.235001 Copyback: 0.017000 Sum: 0.032000 It 23,Best ac:0.002947 1.000000 fi:0.125214. Ave ac:0.002312,0.002593 Initialization: 5.844000 Memcpy Classifiers: 0.432000 Memcpy Instances: 8.170000 Kernel 1: 0.022000 Kernel 2: 92.963997 Copyback: 0.020000 Sum: 0.031000 It 24,Best ac:0.001719 1.000000 fi:0.122201. Ave ac:0.001845,0.002645 Initialization: 5.811000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.189000 Kernel 1: 0.023000 Kernel 2: 88.155998 Copyback: 0.017000 Sum: 0.031000 It 25,Best ac:0.001228 1.000000 fi:0.126713. Ave ac:0.001726,0.002230 Initialization: 5.853000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.168000 Kernel 1: 0.024000 Kernel 2: 85.369003 Copyback: 0.016000 Sum: 0.035000 It 26,Best ac:0.000982 1.000000 fi:0.119239. Ave ac:0.002173,0.002873 MDL Theory Length Weight: 0.8913529001 (10) Initialization: 5.802000 Memcpy Classifiers: 0.414000 Memcpy Instances: 8.351000 Kernel 1: 0.023000 Kernel 2: 84.785004 Copyback: 0.017000 Sum: 0.035000 It 27,Best ac:0.001228 1.000000 fi:0.118157. Ave ac:0.002707,0.003699 Initialization: 5.854000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.212000 Kernel 1: 0.024000 Kernel 2: 85.611000 Copyback: 0.017000 Sum: 0.034000 It 28,Best ac:0.000982 1.000000 fi:0.118436. Ave ac:0.002524,0.002987 Initialization: 5.889000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.170000 Kernel 1: 0.023000 Kernel 2: 86.572998 Copyback: 0.017000 Sum: 0.027000 It 29,Best ac:0.001719 1.000000 fi:0.125610. Ave ac:0.001688,0.003326 Initialization: 5.899000 Memcpy Classifiers: 0.451000 Memcpy Instances: 9.061000 Kernel 1: 0.032000 Kernel 2: 88.557999 Copyback: 0.016000 Sum: 0.029000 It 30,Best ac:0.000982 1.000000 fi:0.124601. Ave ac:0.002573,0.004014 Initialization: 6.645000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.170000 Kernel 1: 0.024000 Kernel 2: 89.681999 Copyback: 0.018000 Sum: 0.033000 It 31,Best ac:0.000982 1.000000 fi:0.122993. Ave ac:0.002282,0.003721 Initialization: 6.928000 Memcpy Classifiers: 0.565000 Memcpy Instances: 10.268000 Kernel 1: 0.032000 Kernel 2: 87.223999 Copyback: 0.018000 Sum: 0.041000 It 32,Best ac:0.000982 1.000000 fi:0.122601. Ave ac:0.002120,0.003471 Initialization: 5.910000 Memcpy Classifiers: 0.433000 Memcpy Instances: 11.253000 Kernel 1: 0.033000 Kernel 2: 89.237999 Copyback: 0.017000 Sum: 0.031000 It 33,Best ac:0.001227 1.000000 fi:0.124787. Ave ac:0.002331,0.005533 Initialization: 28.774000 Memcpy Instances: 396.704010 Memcpy Classifiers: 0.073000 Kernel 1: 0.027000 Kernel 2: 507.229004 Copyback: 0.016000 Sum: 0.018000 Memcpy Classifiers: 0.072000 Kernel 1: 0.014000 Kernel 2: 508.678986 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.013000 Kernel 2: 489.437012 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.012000 Kernel 2: 514.895996 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.069000 Kernel 1: 0.011000 Kernel 2: 528.007019 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.011000 Kernel 2: 501.260010 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.069000 Kernel 1: 0.012000 Kernel 2: 502.356995 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 495.324005 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.012000 Kernel 2: 504.838989 Copyback: 0.367000 Sum: 0.002000 Memcpy Classifiers: 0.108000 Kernel 1: 0.022000 Kernel 2: 497.950989 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.060000 Kernel 1: 0.013000 Kernel 2: 236.151001 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.000894 0.669118 fi:0.451186. Ave ac:0.002671,0.010071 Best acc 0.000894 0.669118 Rule:Att PSSM_-3_7 is [-6.952852,5.529272]|Att PSSM_-2_4 is [-3.564747,7.564747]|Att PSSM_-1_2 is [-6.850060,2.704946]|Att PSSM_-1_4 is [<-1.901354]|Att PSSM_0_12 is [<-3.792089]|Att PSSM_1_3 is [<-1.891926]|Att PSSM_1_5 is [-0.194937,8.126675]|Att PSSM_4_7 is [-4.927567,0.628857]|1 Accuracy : 0.775484 0 1 157402 6678 46002 24556 Removed 272 instances. 203404 Instances left. Acc of rule 0.000894-0.669118 Initialization: 5.835000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.796000 Kernel 1: 0.033000 Kernel 2: 98.276001 Copyback: 0.018000 Sum: 0.051000 Initial population average accuracy1:0.005798 accuracy2:0.222251 Initialization: 8.304000 Memcpy Classifiers: 0.807000 Memcpy Instances: 8.951000 Kernel 1: 0.024000 Kernel 2: 97.445999 Copyback: 0.017000 Sum: 0.056000 It 0,Best ac:0.000737 0.750000 fi:0.367481. Ave ac:0.005680,0.010057 Initialization: 7.540000 Memcpy Classifiers: 0.559000 Memcpy Instances: 8.145000 Kernel 1: 0.024000 Kernel 2: 95.154999 Copyback: 0.018000 Sum: 0.040000 It 1,Best ac:0.000983 1.000000 fi:0.099898. Ave ac:0.005409,0.010209 Initialization: 5.779000 Memcpy Classifiers: 0.540000 Memcpy Instances: 8.168000 Kernel 1: 0.025000 Kernel 2: 94.578003 Copyback: 0.017000 Sum: 0.032000 It 2,Best ac:0.000983 1.000000 fi:0.099897. Ave ac:0.004848,0.008250 Initialization: 6.539000 Memcpy Classifiers: 0.482000 Memcpy Instances: 11.219000 Kernel 1: 0.024000 Kernel 2: 92.972000 Copyback: 0.019000 Sum: 0.039000 It 3,Best ac:0.001721 1.000000 fi:0.099570. Ave ac:0.004451,0.008554 Initialization: 8.359000 Memcpy Classifiers: 0.902000 Memcpy Instances: 9.410000 Kernel 1: 0.024000 Kernel 2: 93.272003 Copyback: 0.017000 Sum: 0.029000 It 4,Best ac:0.001229 1.000000 fi:0.099788. Ave ac:0.003827,0.005900 Initialization: 5.840000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.142000 Kernel 1: 0.024000 Kernel 2: 93.491997 Copyback: 0.018000 Sum: 0.034000 It 5,Best ac:0.000737 1.000000 fi:0.117481. Ave ac:0.004413,0.006713 Initialization: 7.283000 Memcpy Classifiers: 0.639000 Memcpy Instances: 9.789000 Kernel 1: 0.032000 Kernel 2: 93.689003 Copyback: 0.018000 Sum: 0.040000 It 6,Best ac:0.000983 1.000000 fi:0.099897. Ave ac:0.004190,0.007958 Initialization: 6.113000 Memcpy Classifiers: 0.871000 Memcpy Instances: 11.357000 Kernel 1: 0.024000 Kernel 2: 93.935997 Copyback: 0.017000 Sum: 0.030000 It 7,Best ac:0.000983 1.000000 fi:0.099897. Ave ac:0.003443,0.005554 Initialization: 6.999000 Memcpy Classifiers: 0.690000 Memcpy Instances: 10.041000 Kernel 1: 0.023000 Kernel 2: 93.978996 Copyback: 0.018000 Sum: 0.038000 It 8,Best ac:0.000737 1.000000 fi:0.117481. Ave ac:0.004421,0.007572 Initialization: 7.906000 Memcpy Classifiers: 0.745000 Memcpy Instances: 10.150000 Kernel 1: 0.031000 Kernel 2: 94.345001 Copyback: 0.018000 Sum: 0.041000 It 9,Best ac:0.001229 1.000000 fi:0.099788. Ave ac:0.005197,0.012347 Iteration 10:MDL fitness activated Error 0.099788 TL 0.030112 MDL Theory Length Weight: 1.1046371458 (7) Initialization: 6.649000 Memcpy Classifiers: 0.434000 Memcpy Instances: 13.792000 Kernel 1: 0.026000 Kernel 2: 92.320000 Copyback: 0.017000 Sum: 0.032000 It 10,Best ac:0.001475 1.000000 fi:0.133534. Ave ac:0.004305,0.007776 Initialization: 6.630000 Memcpy Classifiers: 0.434000 Memcpy Instances: 10.740000 Kernel 1: 0.033000 Kernel 2: 92.073997 Copyback: 0.017000 Sum: 0.032000 It 11,Best ac:0.000737 1.000000 fi:0.149510. Ave ac:0.003361,0.005738 Initialization: 5.845000 Memcpy Classifiers: 0.433000 Memcpy Instances: 10.251000 Kernel 1: 0.033000 Kernel 2: 92.987000 Copyback: 0.017000 Sum: 0.033000 It 12,Best ac:0.001475 1.000000 fi:0.129507. Ave ac:0.003334,0.005381 Initialization: 8.409000 Memcpy Classifiers: 0.685000 Memcpy Instances: 10.456000 Kernel 1: 0.023000 Kernel 2: 87.358002 Copyback: 0.017000 Sum: 0.039000 It 13,Best ac:0.000983 1.000000 fi:0.138645. Ave ac:0.002805,0.004789 Initialization: 5.906000 Memcpy Classifiers: 0.449000 Memcpy Instances: 11.455000 Kernel 1: 0.031000 Kernel 2: 90.016998 Copyback: 0.017000 Sum: 0.033000 It 14,Best ac:0.000983 1.000000 fi:0.128780. Ave ac:0.003214,0.006275 Initialization: 5.888000 Memcpy Classifiers: 0.415000 Memcpy Instances: 10.485000 Kernel 1: 0.023000 Kernel 2: 86.884003 Copyback: 0.017000 Sum: 0.065000 It 15,Best ac:0.000983 1.000000 fi:0.133215. Ave ac:0.002251,0.003604 Initialization: 7.504000 Memcpy Classifiers: 0.711000 Memcpy Instances: 8.496000 Kernel 1: 0.031000 Kernel 2: 88.262001 Copyback: 0.017000 Sum: 0.040000 It 16,Best ac:0.001967 1.000000 fi:0.137687. Ave ac:0.002762,0.004730 Initialization: 6.119000 Memcpy Classifiers: 0.712000 Memcpy Instances: 13.005000 Kernel 1: 0.026000 Kernel 2: 87.735001 Copyback: 0.017000 Sum: 0.031000 It 17,Best ac:0.001229 1.000000 fi:0.121603. Ave ac:0.001855,0.005240 Initialization: 5.940000 Memcpy Classifiers: 0.416000 Memcpy Instances: 10.692000 Kernel 1: 0.022000 Kernel 2: 87.403999 Copyback: 0.017000 Sum: 0.030000 It 18,Best ac:0.001229 1.000000 fi:0.130657. Ave ac:0.003360,0.007703 Initialization: 6.063000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.156000 Kernel 1: 0.024000 Kernel 2: 86.529999 Copyback: 0.017000 Sum: 0.032000 It 19,Best ac:0.001475 1.000000 fi:0.143339. Ave ac:0.003054,0.007557 Initialization: 6.244000 Memcpy Classifiers: 0.680000 Memcpy Instances: 12.003000 Kernel 1: 0.022000 Kernel 2: 87.751999 Copyback: 0.017000 Sum: 0.034000 It 20,Best ac:0.001967 1.000000 fi:0.125665. Ave ac:0.003201,0.006023 Initialization: 6.123000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.148000 Kernel 1: 0.023000 Kernel 2: 86.888000 Copyback: 0.017000 Sum: 0.035000 It 21,Best ac:0.001229 1.000000 fi:0.129684. Ave ac:0.003255,0.006640 Initialization: 5.857000 Memcpy Classifiers: 0.398000 Memcpy Instances: 9.748000 Kernel 1: 0.026000 Kernel 2: 86.819000 Copyback: 0.017000 Sum: 0.034000 It 22,Best ac:0.000983 1.000000 fi:0.141676. Ave ac:0.003039,0.005902 Initialization: 8.069000 Memcpy Classifiers: 0.680000 Memcpy Instances: 10.778000 Kernel 1: 0.024000 Kernel 2: 85.184998 Copyback: 0.017000 Sum: 0.034000 It 23,Best ac:0.001229 1.000000 fi:0.127571. Ave ac:0.003787,0.008332 Initialization: 8.416000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.154000 Kernel 1: 0.025000 Kernel 2: 86.639000 Copyback: 0.017000 Sum: 0.037000 It 24,Best ac:0.000983 1.000000 fi:0.128889. Ave ac:0.002992,0.007924 Initialization: 5.866000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.171000 Kernel 1: 0.023000 Kernel 2: 90.294998 Copyback: 0.018000 Sum: 0.034000 It 25,Best ac:0.000983 1.000000 fi:0.121129. Ave ac:0.002422,0.003957 Initialization: 6.767000 Memcpy Classifiers: 0.398000 Memcpy Instances: 10.461000 Kernel 1: 0.026000 Kernel 2: 93.625000 Copyback: 0.017000 Sum: 0.030000 It 26,Best ac:0.000983 1.000000 fi:0.125601. Ave ac:0.002106,0.004091 Initialization: 6.479000 Memcpy Classifiers: 0.582000 Memcpy Instances: 11.363000 Kernel 1: 0.024000 Kernel 2: 93.098999 Copyback: 0.371000 Sum: 0.035000 It 27,Best ac:0.001229 1.000000 fi:0.123237. Ave ac:0.002483,0.004622 Initialization: 6.481000 Memcpy Classifiers: 0.379000 Memcpy Instances: 11.007000 Kernel 1: 0.026000 Kernel 2: 95.267998 Copyback: 0.017000 Sum: 0.029000 It 28,Best ac:0.000983 1.000000 fi:0.140208. Ave ac:0.002698,0.004936 Initialization: 5.884000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.162000 Kernel 1: 0.024000 Kernel 2: 93.856003 Copyback: 0.017000 Sum: 0.027000 It 29,Best ac:0.001475 1.000000 fi:0.129543. Ave ac:0.002923,0.004894 Initialization: 5.850000 Memcpy Classifiers: 0.366000 Memcpy Instances: 10.525000 Kernel 1: 0.032000 Kernel 2: 93.195999 Copyback: 0.017000 Sum: 0.028000 It 30,Best ac:0.000983 1.000000 fi:0.129825. Ave ac:0.002647,0.006509 Initialization: 5.879000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.169000 Kernel 1: 0.024000 Kernel 2: 92.313004 Copyback: 0.017000 Sum: 0.028000 It 31,Best ac:0.001475 1.000000 fi:0.123128. Ave ac:0.002283,0.004363 Initialization: 5.865000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.710000 Kernel 1: 0.022000 Kernel 2: 91.614998 Copyback: 0.017000 Sum: 0.029000 It 32,Best ac:0.000983 1.000000 fi:0.129871. Ave ac:0.002400,0.003761 Initialization: 5.855000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.167000 Kernel 1: 0.024000 Kernel 2: 89.892998 Copyback: 0.017000 Sum: 0.039000 It 33,Best ac:0.000983 1.000000 fi:0.129793. Ave ac:0.001908,0.003427 Initialization: 27.760000 Memcpy Instances: 460.750000 Memcpy Classifiers: 0.081000 Kernel 1: 0.027000 Kernel 2: 573.455017 Copyback: 0.015000 Sum: 0.017000 Memcpy Classifiers: 0.079000 Kernel 1: 0.013000 Kernel 2: 541.695007 Copyback: 0.017000 Sum: 0.003000 Memcpy Classifiers: 0.117000 Kernel 1: 0.022000 Kernel 2: 534.265991 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.079000 Kernel 1: 0.013000 Kernel 2: 554.463989 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.117000 Kernel 1: 0.021000 Kernel 2: 556.630005 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.089000 Kernel 1: 0.014000 Kernel 2: 548.530029 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.078000 Kernel 1: 0.013000 Kernel 2: 551.166016 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.078000 Kernel 1: 0.013000 Kernel 2: 540.502991 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.079000 Kernel 1: 0.013000 Kernel 2: 541.807983 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.117000 Kernel 1: 0.022000 Kernel 2: 541.656982 Copyback: 0.368000 Sum: 0.001000 Memcpy Classifiers: 0.060000 Kernel 1: 0.013000 Kernel 2: 260.855011 Copyback: 0.017000 Sum: 0.001000 It 34,Best ac:0.001057 0.626822 fi:0.496491. Ave ac:0.002269,0.007892 Best acc 0.001057 0.626822 Initialization: 5.875000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.186000 Kernel 1: 0.024000 Kernel 2: 99.964996 Copyback: 0.017000 Sum: 0.040000 Initial population average accuracy1:0.005204 accuracy2:0.224194 Initialization: 5.941000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.230000 Kernel 1: 0.024000 Kernel 2: 101.079002 Copyback: 0.017000 Sum: 0.050000 It 0,Best ac:0.000737 1.000000 fi:0.117481. Ave ac:0.006345,0.010201 Initialization: 5.915000 Memcpy Classifiers: 0.523000 Memcpy Instances: 12.174000 Kernel 1: 0.027000 Kernel 2: 99.763000 Copyback: 0.017000 Sum: 0.031000 It 1,Best ac:0.001721 0.875000 fi:0.224570. Ave ac:0.005393,0.010549 Initialization: 7.969000 Memcpy Classifiers: 0.469000 Memcpy Instances: 11.997000 Kernel 1: 0.023000 Kernel 2: 99.049004 Copyback: 0.017000 Sum: 0.032000 It 2,Best ac:0.000737 1.000000 fi:0.117481. Ave ac:0.005521,0.013164 Initialization: 6.789000 Memcpy Classifiers: 0.474000 Memcpy Instances: 11.110000 Kernel 1: 0.023000 Kernel 2: 98.371002 Copyback: 0.018000 Sum: 0.041000 It 3,Best ac:0.001229 1.000000 fi:0.099788. Ave ac:0.003801,0.007310 Initialization: 5.843000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.157000 Kernel 1: 0.023000 Kernel 2: 98.208000 Copyback: 0.017000 Sum: 0.032000 It 4,Best ac:0.001229 1.000000 fi:0.099788. Ave ac:0.004246,0.008323 Initialization: 5.862000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.146000 Kernel 1: 0.025000 Kernel 2: 97.253998 Copyback: 0.017000 Sum: 0.031000 It 5,Best ac:0.001229 1.000000 fi:0.099788. Ave ac:0.003796,0.006555 Initialization: 5.876000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.157000 Kernel 1: 0.024000 Kernel 2: 96.678001 Copyback: 0.016000 Sum: 0.032000 It 6,Best ac:0.000983 1.000000 fi:0.099897. Ave ac:0.002909,0.004888 Initialization: 5.858000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.158000 Kernel 1: 0.024000 Kernel 2: 95.403999 Copyback: 0.018000 Sum: 0.031000 It 7,Best ac:0.001721 1.000000 fi:0.099570. Ave ac:0.003021,0.005466 Initialization: 5.865000 Memcpy Classifiers: 0.474000 Memcpy Instances: 8.147000 Kernel 1: 0.025000 Kernel 2: 93.000000 Copyback: 0.018000 Sum: 0.047000 It 8,Best ac:0.001475 1.000000 fi:0.099679. Ave ac:0.003755,0.010147 Initialization: 5.843000 Memcpy Classifiers: 0.467000 Memcpy Instances: 8.162000 Kernel 1: 0.024000 Kernel 2: 92.911003 Copyback: 0.017000 Sum: 0.035000 It 9,Best ac:0.001721 1.000000 fi:0.099570. Ave ac:0.003427,0.005731 Iteration 10:MDL fitness activated Error 0.099570 TL 0.037924 MDL Theory Length Weight: 0.8751845308 (3) Initialization: 5.858000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.177000 Kernel 1: 0.024000 Kernel 2: 91.828003 Copyback: 0.017000 Sum: 0.034000 It 10,Best ac:0.000737 1.000000 fi:0.159418. Ave ac:0.002654,0.004062 Initialization: 5.908000 Memcpy Classifiers: 0.506000 Memcpy Instances: 8.146000 Kernel 1: 0.024000 Kernel 2: 93.684998 Copyback: 0.017000 Sum: 0.033000 It 11,Best ac:0.002212 1.000000 fi:0.128133. Ave ac:0.002951,0.004566 Initialization: 5.872000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.154000 Kernel 1: 0.025000 Kernel 2: 98.345001 Copyback: 0.017000 Sum: 0.031000 It 12,Best ac:0.000983 1.000000 fi:0.125519. Ave ac:0.002577,0.004464 Initialization: 5.865000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.153000 Kernel 1: 0.024000 Kernel 2: 96.290001 Copyback: 0.018000 Sum: 0.042000 It 13,Best ac:0.001229 1.000000 fi:0.132678. Ave ac:0.002906,0.004525 Initialization: 6.772000 Memcpy Classifiers: 0.505000 Memcpy Instances: 10.774000 Kernel 1: 0.023000 Kernel 2: 94.241997 Copyback: 0.016000 Sum: 0.028000 It 14,Best ac:0.001475 1.000000 fi:0.127879. Ave ac:0.002943,0.005745 Initialization: 8.848000 Memcpy Classifiers: 0.775000 Memcpy Instances: 8.539000 Kernel 1: 0.025000 Kernel 2: 93.431000 Copyback: 0.017000 Sum: 0.032000 It 15,Best ac:0.000737 1.000000 fi:0.154848. Ave ac:0.002821,0.005755 Initialization: 5.847000 Memcpy Classifiers: 0.459000 Memcpy Instances: 8.155000 Kernel 1: 0.024000 Kernel 2: 94.250999 Copyback: 0.017000 Sum: 0.030000 It 16,Best ac:0.000983 1.000000 fi:0.126110. Ave ac:0.003281,0.005992 Initialization: 5.849000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.159000 Kernel 1: 0.024000 Kernel 2: 93.166000 Copyback: 0.017000 Sum: 0.035000 It 17,Best ac:0.001475 1.000000 fi:0.126656. Ave ac:0.002880,0.004673 Initialization: 5.876000 Memcpy Classifiers: 0.455000 Memcpy Instances: 8.148000 Kernel 1: 0.024000 Kernel 2: 89.695999 Copyback: 0.017000 Sum: 0.029000 It 18,Best ac:0.001475 1.000000 fi:0.126447. Ave ac:0.002192,0.003424 Initialization: 5.882000 Memcpy Classifiers: 0.432000 Memcpy Instances: 8.158000 Kernel 1: 0.025000 Kernel 2: 90.415001 Copyback: 0.017000 Sum: 0.033000 It 19,Best ac:0.001229 1.000000 fi:0.129147. Ave ac:0.002707,0.004694 Initialization: 5.879000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.185000 Kernel 1: 0.023000 Kernel 2: 88.021004 Copyback: 0.017000 Sum: 0.032000 It 20,Best ac:0.001229 1.000000 fi:0.119649. Ave ac:0.002728,0.005079 Initialization: 5.839000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.226000 Kernel 1: 0.031000 Kernel 2: 87.866997 Copyback: 0.017000 Sum: 0.028000 It 21,Best ac:0.001475 1.000000 fi:0.125170. Ave ac:0.002754,0.004900 Initialization: 5.902000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.156000 Kernel 1: 0.024000 Kernel 2: 85.731003 Copyback: 0.018000 Sum: 0.038000 It 22,Best ac:0.001229 1.000000 fi:0.122727. Ave ac:0.002267,0.003452 Initialization: 7.140000 Memcpy Classifiers: 0.414000 Memcpy Instances: 8.158000 Kernel 1: 0.024000 Kernel 2: 85.679001 Copyback: 0.018000 Sum: 0.042000 It 23,Best ac:0.001229 1.000000 fi:0.128134. Ave ac:0.002785,0.004085 Initialization: 5.837000 Memcpy Classifiers: 0.414000 Memcpy Instances: 8.148000 Kernel 1: 0.023000 Kernel 2: 83.685997 Copyback: 0.017000 Sum: 0.031000 It 24,Best ac:0.000983 1.000000 fi:0.125718. Ave ac:0.002673,0.004141 Initialization: 6.540000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.158000 Kernel 1: 0.023000 Kernel 2: 84.008003 Copyback: 0.017000 Sum: 0.028000 It 25,Best ac:0.000983 1.000000 fi:0.128105. Ave ac:0.002518,0.004043 Initialization: 6.337000 Memcpy Classifiers: 0.387000 Memcpy Instances: 11.515000 Kernel 1: 0.023000 Kernel 2: 84.344002 Copyback: 0.017000 Sum: 0.031000 It 26,Best ac:0.001229 1.000000 fi:0.123336. Ave ac:0.002583,0.004139 Initialization: 5.899000 Memcpy Classifiers: 0.378000 Memcpy Instances: 8.182000 Kernel 1: 0.022000 Kernel 2: 83.786003 Copyback: 0.017000 Sum: 0.028000 It 27,Best ac:0.001475 1.000000 fi:0.132782. Ave ac:0.002101,0.002493 Initialization: 7.527000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.148000 Kernel 1: 0.024000 Kernel 2: 85.801003 Copyback: 0.017000 Sum: 0.026000 It 28,Best ac:0.000983 1.000000 fi:0.126422. Ave ac:0.001950,0.002520 Initialization: 7.095000 Memcpy Classifiers: 0.615000 Memcpy Instances: 12.334000 Kernel 1: 0.023000 Kernel 2: 84.275002 Copyback: 0.017000 Sum: 0.031000 It 29,Best ac:0.000983 1.000000 fi:0.134178. Ave ac:0.002035,0.003164 MDL Theory Length Weight: 0.7876660777 (10) Initialization: 6.203000 Memcpy Classifiers: 0.379000 Memcpy Instances: 11.106000 Kernel 1: 0.032000 Kernel 2: 85.028999 Copyback: 0.017000 Sum: 0.031000 It 30,Best ac:0.000983 1.000000 fi:0.118710. Ave ac:0.002457,0.003251 Initialization: 8.432000 Memcpy Classifiers: 0.468000 Memcpy Instances: 10.128000 Kernel 1: 0.023000 Kernel 2: 82.768997 Copyback: 0.017000 Sum: 0.030000 It 31,Best ac:0.000983 1.000000 fi:0.128219. Ave ac:0.001953,0.003165 Initialization: 5.911000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.385000 Kernel 1: 0.031000 Kernel 2: 83.703003 Copyback: 0.018000 Sum: 0.037000 It 32,Best ac:0.000983 1.000000 fi:0.117774. Ave ac:0.002348,0.003238 Initialization: 5.880000 Memcpy Classifiers: 0.380000 Memcpy Instances: 11.721000 Kernel 1: 0.027000 Kernel 2: 81.818001 Copyback: 0.018000 Sum: 0.038000 It 33,Best ac:0.000983 1.000000 fi:0.123147. Ave ac:0.002278,0.003262 Initialization: 31.572001 Memcpy Instances: 473.181000 Memcpy Classifiers: 0.072000 Kernel 1: 0.023000 Kernel 2: 499.123993 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.071000 Kernel 1: 0.012000 Kernel 2: 502.626007 Copyback: 0.368000 Sum: 0.002000 Memcpy Classifiers: 0.090000 Kernel 1: 0.016000 Kernel 2: 494.440002 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.012000 Kernel 2: 496.854004 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.104000 Kernel 1: 0.022000 Kernel 2: 496.912994 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.091000 Kernel 1: 0.016000 Kernel 2: 508.941986 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.012000 Kernel 2: 520.409973 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.071000 Kernel 1: 0.013000 Kernel 2: 500.265015 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.104000 Kernel 1: 0.023000 Kernel 2: 517.306030 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.013000 Kernel 2: 499.395996 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.016000 Kernel 2: 229.100006 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.000796 0.675000 fi:0.450491. Ave ac:0.002517,0.008393 Best acc 0.000796 0.675000 Rule:Att PSSM_-1_12 is [-5.888930,-3.134039]|Att PSSM_-1_18 is [-3.811752,9.811752]|Att PSSM_0_6 is [-4.935895,2.935895]|Att PSSM_0_7 is [<-2.592601]|Att PSSM_0_15 is [<1.359481]|Att PSSM_1_10 is [-3.323862,5.323862]|Att PSSM_2_6 is [<-1.591933]|Att PSSM_3_2 is [-6.982795,-1.017205]|Att PSSM_3_6 is [-4.454467,2.454467]|Att PSSM_4_12 is [-5.013427,-0.731659]|1 Accuracy : 0.775842 0 1 157324 6756 45840 24718 Removed 240 instances. 203164 Instances left. Acc of rule 0.000796-0.675000 Initialization: 6.054000 Memcpy Classifiers: 0.539000 Memcpy Instances: 8.153000 Kernel 1: 0.025000 Kernel 2: 99.681000 Copyback: 0.016000 Sum: 0.039000 Initial population average accuracy1:0.005811 accuracy2:0.223686 Initialization: 5.834000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.165000 Kernel 1: 0.023000 Kernel 2: 99.347000 Copyback: 0.016000 Sum: 0.051000 It 0,Best ac:0.001230 1.000000 fi:0.099787. Ave ac:0.006426,0.012307 Initialization: 5.860000 Memcpy Classifiers: 0.522000 Memcpy Instances: 8.195000 Kernel 1: 0.022000 Kernel 2: 99.110001 Copyback: 0.017000 Sum: 0.029000 It 1,Best ac:0.000738 1.000000 fi:0.113628. Ave ac:0.006770,0.012385 Initialization: 5.828000 Memcpy Classifiers: 0.501000 Memcpy Instances: 8.153000 Kernel 1: 0.024000 Kernel 2: 98.574997 Copyback: 0.017000 Sum: 0.029000 It 2,Best ac:0.001231 1.000000 fi:0.099786. Ave ac:0.006259,0.011495 Initialization: 5.845000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.155000 Kernel 1: 0.024000 Kernel 2: 98.786003 Copyback: 0.018000 Sum: 0.043000 It 3,Best ac:0.000738 1.000000 fi:0.114594. Ave ac:0.005924,0.010193 Initialization: 5.852000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.132000 Kernel 1: 0.023000 Kernel 2: 99.577003 Copyback: 0.016000 Sum: 0.032000 It 4,Best ac:0.000985 1.000000 fi:0.099896. Ave ac:0.006063,0.011479 Initialization: 5.834000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.173000 Kernel 1: 0.023000 Kernel 2: 99.120003 Copyback: 0.017000 Sum: 0.032000 It 5,Best ac:0.000984 1.000000 fi:0.099896. Ave ac:0.005623,0.010250 Initialization: 5.727000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.232000 Kernel 1: 0.023000 Kernel 2: 97.510002 Copyback: 0.017000 Sum: 0.029000 It 6,Best ac:0.001230 1.000000 fi:0.099787. Ave ac:0.004129,0.008200 Initialization: 7.054000 Memcpy Classifiers: 0.417000 Memcpy Instances: 10.515000 Kernel 1: 0.023000 Kernel 2: 94.621002 Copyback: 0.017000 Sum: 0.029000 It 7,Best ac:0.000984 1.000000 fi:0.099896. Ave ac:0.004003,0.006102 Initialization: 8.770000 Memcpy Classifiers: 0.649000 Memcpy Instances: 10.518000 Kernel 1: 0.023000 Kernel 2: 95.794998 Copyback: 0.018000 Sum: 0.039000 It 8,Best ac:0.000984 1.000000 fi:0.099896. Ave ac:0.004108,0.006159 Initialization: 8.639000 Memcpy Classifiers: 0.775000 Memcpy Instances: 12.234000 Kernel 1: 0.023000 Kernel 2: 95.974998 Copyback: 0.017000 Sum: 0.030000 It 9,Best ac:0.002461 1.000000 fi:0.099240. Ave ac:0.003387,0.005264 Iteration 10:MDL fitness activated Error 0.099240 TL 0.047877 MDL Theory Length Weight: 0.6909352010 (1) Initialization: 5.696000 Memcpy Classifiers: 0.436000 Memcpy Instances: 8.161000 Kernel 1: 0.023000 Kernel 2: 98.750000 Copyback: 0.017000 Sum: 0.035000 It 10,Best ac:0.000985 1.000000 fi:0.124585. Ave ac:0.002552,0.003957 Initialization: 5.835000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.171000 Kernel 1: 0.023000 Kernel 2: 100.476997 Copyback: 0.017000 Sum: 0.032000 It 11,Best ac:0.001476 1.000000 fi:0.124162. Ave ac:0.003242,0.005386 Initialization: 5.788000 Memcpy Classifiers: 0.467000 Memcpy Instances: 8.160000 Kernel 1: 0.024000 Kernel 2: 97.669998 Copyback: 0.018000 Sum: 0.034000 It 12,Best ac:0.001230 1.000000 fi:0.125060. Ave ac:0.002381,0.003693 Initialization: 5.803000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.139000 Kernel 1: 0.023000 Kernel 2: 99.999001 Copyback: 0.017000 Sum: 0.030000 It 13,Best ac:0.000738 1.000000 fi:0.140028. Ave ac:0.002301,0.004895 Initialization: 5.862000 Memcpy Classifiers: 0.473000 Memcpy Instances: 8.147000 Kernel 1: 0.024000 Kernel 2: 97.886002 Copyback: 0.017000 Sum: 0.039000 It 14,Best ac:0.000984 1.000000 fi:0.129259. Ave ac:0.002441,0.004258 Initialization: 5.806000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.160000 Kernel 1: 0.024000 Kernel 2: 98.577003 Copyback: 0.017000 Sum: 0.028000 It 15,Best ac:0.000984 1.000000 fi:0.124545. Ave ac:0.002888,0.004646 Initialization: 5.804000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.155000 Kernel 1: 0.024000 Kernel 2: 99.780998 Copyback: 0.017000 Sum: 0.028000 It 16,Best ac:0.000984 1.000000 fi:0.124585. Ave ac:0.002784,0.004421 Initialization: 5.853000 Memcpy Classifiers: 0.432000 Memcpy Instances: 8.157000 Kernel 1: 0.025000 Kernel 2: 100.966003 Copyback: 0.018000 Sum: 0.037000 It 17,Best ac:0.001230 1.000000 fi:0.128985. Ave ac:0.002661,0.004392 Initialization: 5.801000 Memcpy Classifiers: 0.432000 Memcpy Instances: 8.164000 Kernel 1: 0.024000 Kernel 2: 100.108002 Copyback: 0.017000 Sum: 0.027000 It 18,Best ac:0.000984 1.000000 fi:0.121759. Ave ac:0.002164,0.003083 Initialization: 5.793000 Memcpy Classifiers: 0.466000 Memcpy Instances: 8.163000 Kernel 1: 0.024000 Kernel 2: 97.947998 Copyback: 0.017000 Sum: 0.029000 It 19,Best ac:0.000984 1.000000 fi:0.124341. Ave ac:0.002246,0.002774 Initialization: 5.829000 Memcpy Classifiers: 0.504000 Memcpy Instances: 8.137000 Kernel 1: 0.024000 Kernel 2: 96.939003 Copyback: 0.016000 Sum: 0.030000 It 20,Best ac:0.000984 1.000000 fi:0.121046. Ave ac:0.002477,0.003368 Initialization: 5.939000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.173000 Kernel 1: 0.023000 Kernel 2: 96.797997 Copyback: 0.018000 Sum: 0.042000 It 21,Best ac:0.000984 1.000000 fi:0.121791. Ave ac:0.002534,0.003455 Initialization: 5.835000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.133000 Kernel 1: 0.024000 Kernel 2: 96.248001 Copyback: 0.018000 Sum: 0.043000 It 22,Best ac:0.001969 1.000000 fi:0.124401. Ave ac:0.002005,0.002384 Initialization: 6.080000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.197000 Kernel 1: 0.023000 Kernel 2: 95.237999 Copyback: 0.017000 Sum: 0.033000 It 23,Best ac:0.001723 1.000000 fi:0.126508. Ave ac:0.001631,0.002171 Initialization: 5.825000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.202000 Kernel 1: 0.024000 Kernel 2: 96.473000 Copyback: 0.018000 Sum: 0.040000 It 24,Best ac:0.000984 1.000000 fi:0.117476. Ave ac:0.002071,0.002972 Initialization: 6.764000 Memcpy Classifiers: 0.504000 Memcpy Instances: 8.181000 Kernel 1: 0.023000 Kernel 2: 96.594002 Copyback: 0.017000 Sum: 0.027000 It 25,Best ac:0.000984 1.000000 fi:0.121759. Ave ac:0.001843,0.002870 Initialization: 5.824000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.171000 Kernel 1: 0.023000 Kernel 2: 95.730003 Copyback: 0.017000 Sum: 0.031000 It 26,Best ac:0.001231 1.000000 fi:0.122509. Ave ac:0.001878,0.002507 Initialization: 5.855000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.145000 Kernel 1: 0.023000 Kernel 2: 99.491997 Copyback: 0.017000 Sum: 0.027000 It 27,Best ac:0.001477 1.000000 fi:0.124022. Ave ac:0.002426,0.003751 Initialization: 5.850000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.135000 Kernel 1: 0.023000 Kernel 2: 96.347000 Copyback: 0.017000 Sum: 0.030000 It 28,Best ac:0.001969 1.000000 fi:0.120474. Ave ac:0.002237,0.003432 Initialization: 5.768000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.147000 Kernel 1: 0.023000 Kernel 2: 93.218002 Copyback: 0.017000 Sum: 0.029000 It 29,Best ac:0.001723 1.000000 fi:0.123111. Ave ac:0.002042,0.003265 Initialization: 5.801000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.145000 Kernel 1: 0.024000 Kernel 2: 94.291000 Copyback: 0.017000 Sum: 0.028000 It 30,Best ac:0.001231 1.000000 fi:0.123329. Ave ac:0.002947,0.003696 Initialization: 5.828000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.145000 Kernel 1: 0.023000 Kernel 2: 94.360001 Copyback: 0.017000 Sum: 0.027000 It 31,Best ac:0.001231 1.000000 fi:0.120612. Ave ac:0.002345,0.003101 Initialization: 5.775000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.144000 Kernel 1: 0.024000 Kernel 2: 92.917999 Copyback: 0.016000 Sum: 0.029000 It 32,Best ac:0.001231 1.000000 fi:0.120048. Ave ac:0.001592,0.002112 Initialization: 5.899000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.136000 Kernel 1: 0.023000 Kernel 2: 88.969002 Copyback: 0.016000 Sum: 0.031000 It 33,Best ac:0.001723 1.000000 fi:0.123927. Ave ac:0.001585,0.001915 MDL Theory Length Weight: 0.6218416809 (10) Initialization: 26.009001 Memcpy Instances: 404.085999 Memcpy Classifiers: 0.081000 Kernel 1: 0.024000 Kernel 2: 530.408997 Copyback: 0.022000 Sum: 0.014000 Memcpy Classifiers: 0.081000 Kernel 1: 0.021000 Kernel 2: 523.338013 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.079000 Kernel 1: 0.012000 Kernel 2: 544.698975 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.077000 Kernel 1: 0.012000 Kernel 2: 526.880981 Copyback: 0.368000 Sum: 0.001000 Memcpy Classifiers: 0.078000 Kernel 1: 0.012000 Kernel 2: 550.226990 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.079000 Kernel 1: 0.017000 Kernel 2: 556.864990 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.078000 Kernel 1: 0.012000 Kernel 2: 557.728027 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.078000 Kernel 1: 0.012000 Kernel 2: 546.765991 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.079000 Kernel 1: 0.012000 Kernel 2: 547.369995 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.078000 Kernel 1: 0.012000 Kernel 2: 531.711975 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.012000 Kernel 2: 245.184006 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.000856 0.649254 fi:0.477125. Ave ac:0.001677,0.005420 Best acc 0.000856 0.649254 Initialization: 5.839000 Memcpy Classifiers: 0.504000 Memcpy Instances: 8.151000 Kernel 1: 0.025000 Kernel 2: 100.060997 Copyback: 0.017000 Sum: 0.039000 Initial population average accuracy1:0.005282 accuracy2:0.214188 Initialization: 5.906000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.133000 Kernel 1: 0.024000 Kernel 2: 99.382004 Copyback: 0.017000 Sum: 0.032000 It 0,Best ac:0.000738 0.750000 fi:0.364594. Ave ac:0.006381,0.012921 Initialization: 5.857000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.147000 Kernel 1: 0.023000 Kernel 2: 98.611000 Copyback: 0.017000 Sum: 0.032000 It 1,Best ac:0.001969 0.800000 fi:0.299457. Ave ac:0.006248,0.011509 Initialization: 5.764000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.141000 Kernel 1: 0.024000 Kernel 2: 98.500999 Copyback: 0.017000 Sum: 0.031000 It 2,Best ac:0.001231 1.000000 fi:0.099787. Ave ac:0.005645,0.008126 Initialization: 5.884000 Memcpy Classifiers: 0.488000 Memcpy Instances: 11.168000 Kernel 1: 0.023000 Kernel 2: 98.014999 Copyback: 0.017000 Sum: 0.033000 It 3,Best ac:0.001231 1.000000 fi:0.099787. Ave ac:0.004870,0.007618 Initialization: 5.842000 Memcpy Classifiers: 0.486000 Memcpy Instances: 8.150000 Kernel 1: 0.025000 Kernel 2: 96.732002 Copyback: 0.018000 Sum: 0.038000 It 4,Best ac:0.000738 1.000000 fi:0.114594. Ave ac:0.004225,0.006431 Initialization: 5.897000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.154000 Kernel 1: 0.023000 Kernel 2: 94.394997 Copyback: 0.016000 Sum: 0.031000 It 5,Best ac:0.000984 1.000000 fi:0.099896. Ave ac:0.003657,0.006224 Initialization: 6.380000 Memcpy Classifiers: 0.807000 Memcpy Instances: 10.395000 Kernel 1: 0.033000 Kernel 2: 93.906998 Copyback: 0.018000 Sum: 0.031000 It 6,Best ac:0.000738 1.000000 fi:0.113628. Ave ac:0.004520,0.007951 Initialization: 5.895000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.150000 Kernel 1: 0.024000 Kernel 2: 95.214996 Copyback: 0.017000 Sum: 0.030000 It 7,Best ac:0.000984 1.000000 fi:0.099896. Ave ac:0.005457,0.009566 Initialization: 6.438000 Memcpy Classifiers: 0.471000 Memcpy Instances: 11.066000 Kernel 1: 0.024000 Kernel 2: 95.161003 Copyback: 0.017000 Sum: 0.029000 It 8,Best ac:0.001723 1.000000 fi:0.099568. Ave ac:0.003618,0.005669 Initialization: 5.885000 Memcpy Classifiers: 0.450000 Memcpy Instances: 10.267000 Kernel 1: 0.024000 Kernel 2: 97.254997 Copyback: 0.017000 Sum: 0.028000 It 9,Best ac:0.001476 1.000000 fi:0.099677. Ave ac:0.003501,0.005976 Iteration 10:MDL fitness activated Error 0.099677 TL 0.044632 MDL Theory Length Weight: 0.7444365858 (2) Initialization: 5.869000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.139000 Kernel 1: 0.024000 Kernel 2: 95.390999 Copyback: 0.017000 Sum: 0.033000 It 10,Best ac:0.000738 1.000000 fi:0.144885. Ave ac:0.003506,0.005927 Initialization: 5.937000 Memcpy Classifiers: 0.451000 Memcpy Instances: 10.142000 Kernel 1: 0.023000 Kernel 2: 94.917000 Copyback: 0.018000 Sum: 0.039000 It 11,Best ac:0.001230 1.000000 fi:0.131649. Ave ac:0.003200,0.005528 Initialization: 5.853000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.153000 Kernel 1: 0.024000 Kernel 2: 94.786003 Copyback: 0.018000 Sum: 0.034000 It 12,Best ac:0.000984 1.000000 fi:0.121786. Ave ac:0.003122,0.005103 Initialization: 5.902000 Memcpy Classifiers: 0.813000 Memcpy Instances: 8.131000 Kernel 1: 0.024000 Kernel 2: 99.672997 Copyback: 0.017000 Sum: 0.030000 It 13,Best ac:0.001231 1.000000 fi:0.120396. Ave ac:0.002738,0.004383 Initialization: 6.735000 Memcpy Classifiers: 0.647000 Memcpy Instances: 10.468000 Kernel 1: 0.024000 Kernel 2: 95.891998 Copyback: 0.018000 Sum: 0.037000 It 14,Best ac:0.001477 1.000000 fi:0.125265. Ave ac:0.002905,0.004898 Initialization: 7.038000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.135000 Kernel 1: 0.023000 Kernel 2: 96.861000 Copyback: 0.017000 Sum: 0.026000 It 15,Best ac:0.000984 1.000000 fi:0.128185. Ave ac:0.002553,0.004325 Initialization: 7.137000 Memcpy Classifiers: 0.450000 Memcpy Instances: 11.516000 Kernel 1: 0.023000 Kernel 2: 96.495003 Copyback: 0.018000 Sum: 0.038000 It 16,Best ac:0.000984 1.000000 fi:0.127378. Ave ac:0.002564,0.003748 Initialization: 5.835000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.157000 Kernel 1: 0.025000 Kernel 2: 97.865997 Copyback: 0.017000 Sum: 0.030000 It 17,Best ac:0.000984 1.000000 fi:0.124189. Ave ac:0.002759,0.005424 Initialization: 5.785000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.153000 Kernel 1: 0.024000 Kernel 2: 96.141998 Copyback: 0.018000 Sum: 0.041000 It 18,Best ac:0.001231 1.000000 fi:0.122647. Ave ac:0.002785,0.005833 Initialization: 6.979000 Memcpy Classifiers: 0.590000 Memcpy Instances: 9.339000 Kernel 1: 0.023000 Kernel 2: 96.081001 Copyback: 0.017000 Sum: 0.027000 It 19,Best ac:0.000984 1.000000 fi:0.124037. Ave ac:0.002359,0.004098 Initialization: 5.767000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.159000 Kernel 1: 0.024000 Kernel 2: 95.087997 Copyback: 0.016000 Sum: 0.032000 It 20,Best ac:0.000985 1.000000 fi:0.122934. Ave ac:0.002790,0.004498 Initialization: 5.810000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.147000 Kernel 1: 0.024000 Kernel 2: 95.588997 Copyback: 0.017000 Sum: 0.029000 It 21,Best ac:0.002461 1.000000 fi:0.124124. Ave ac:0.002262,0.004050 Initialization: 5.782000 Memcpy Classifiers: 0.449000 Memcpy Instances: 8.224000 Kernel 1: 0.023000 Kernel 2: 95.797997 Copyback: 0.017000 Sum: 0.032000 It 22,Best ac:0.003199 1.000000 fi:0.123968. Ave ac:0.002742,0.004872 MDL Theory Length Weight: 0.6699929273 (10) Initialization: 5.682000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.146000 Kernel 1: 0.023000 Kernel 2: 96.814003 Copyback: 0.017000 Sum: 0.027000 It 23,Best ac:0.001476 1.000000 fi:0.113350. Ave ac:0.001932,0.002541 Initialization: 5.869000 Memcpy Classifiers: 0.443000 Memcpy Instances: 8.149000 Kernel 1: 0.024000 Kernel 2: 94.392998 Copyback: 0.017000 Sum: 0.032000 It 24,Best ac:0.001231 1.000000 fi:0.115326. Ave ac:0.001814,0.003299 Initialization: 5.829000 Memcpy Classifiers: 0.423000 Memcpy Instances: 8.177000 Kernel 1: 0.024000 Kernel 2: 92.385002 Copyback: 0.017000 Sum: 0.029000 It 25,Best ac:0.002215 1.000000 fi:0.118195. Ave ac:0.002179,0.003746 Initialization: 5.687000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.166000 Kernel 1: 0.024000 Kernel 2: 95.208000 Copyback: 0.016000 Sum: 0.034000 It 26,Best ac:0.001969 1.000000 fi:0.117093. Ave ac:0.002159,0.002925 Initialization: 5.816000 Memcpy Classifiers: 0.432000 Memcpy Instances: 8.140000 Kernel 1: 0.024000 Kernel 2: 92.469002 Copyback: 0.017000 Sum: 0.033000 It 27,Best ac:0.001723 1.000000 fi:0.119786. Ave ac:0.001796,0.002653 Initialization: 5.913000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.152000 Kernel 1: 0.023000 Kernel 2: 93.402000 Copyback: 0.017000 Sum: 0.031000 It 28,Best ac:0.000984 1.000000 fi:0.113596. Ave ac:0.001831,0.002844 Initialization: 5.824000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.172000 Kernel 1: 0.023000 Kernel 2: 93.849998 Copyback: 0.017000 Sum: 0.030000 It 29,Best ac:0.001231 1.000000 fi:0.121560. Ave ac:0.001911,0.002795 Initialization: 5.883000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.148000 Kernel 1: 0.024000 Kernel 2: 96.226997 Copyback: 0.017000 Sum: 0.035000 It 30,Best ac:0.001231 1.000000 fi:0.116426. Ave ac:0.002236,0.003189 Initialization: 5.795000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.151000 Kernel 1: 0.023000 Kernel 2: 96.458000 Copyback: 0.017000 Sum: 0.031000 It 31,Best ac:0.002707 1.000000 fi:0.114629. Ave ac:0.001865,0.002966 Initialization: 5.840000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.146000 Kernel 1: 0.024000 Kernel 2: 96.839996 Copyback: 0.017000 Sum: 0.032000 It 32,Best ac:0.000985 1.000000 fi:0.118444. Ave ac:0.001967,0.003852 MDL Theory Length Weight: 0.6029936345 (20) Initialization: 5.724000 Memcpy Classifiers: 0.467000 Memcpy Instances: 8.156000 Kernel 1: 0.024000 Kernel 2: 94.095001 Copyback: 0.017000 Sum: 0.028000 It 33,Best ac:0.001723 1.000000 fi:0.114723. Ave ac:0.001180,0.002079 Initialization: 26.045000 Memcpy Instances: 480.339996 Memcpy Classifiers: 0.073000 Kernel 1: 0.025000 Kernel 2: 547.146973 Copyback: 0.015000 Sum: 0.017000 Memcpy Classifiers: 0.070000 Kernel 1: 0.013000 Kernel 2: 544.218018 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.013000 Kernel 2: 559.942017 Copyback: 0.018000 Sum: 0.004000 Memcpy Classifiers: 0.071000 Kernel 1: 0.017000 Kernel 2: 572.473999 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.012000 Kernel 2: 566.002991 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.071000 Kernel 1: 0.012000 Kernel 2: 570.257996 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.014000 Kernel 2: 580.692993 Copyback: 0.368000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.013000 Kernel 2: 577.234009 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.112000 Kernel 1: 0.022000 Kernel 2: 564.932983 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.013000 Kernel 2: 554.831970 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.059000 Kernel 1: 0.013000 Kernel 2: 253.315002 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.001265 0.645729 fi:0.471004. Ave ac:0.001904,0.006071 Best acc 0.001265 0.645729 Rule:Att PSSM_-4_2 is [-4.895958,3.289413]|Att PSSM_-4_6 is [-4.389030,0.389030]|Att PSSM_-4_17 is [-4.846440,4.846440]|Att PSSM_-1_2 is [<-0.526031]|Att PSSM_-1_9 is [-6.105292,6.105292]|Att PSSM_0_3 is [-6.811931,-1.617956]|Att PSSM_0_7 is [-6.923096,-2.329340]|Att PSSM_1_10 is [-1.065515,3.065515]|Att PSSM_1_17 is [-4.972530,2.813868]|Att PSSM_2_2 is [-3.390863,2.907889]|Att PSSM_2_11 is [<-0.933397]|Att PSSM_3_12 is [<-1.103230]|Att PSSM_4_6 is [-5.796770,-0.203230]|Att PSSM_4_13 is [>-0.619267]|1 Accuracy : 0.776183 0 1 157230 6850 45666 24892 Removed 268 instances. 202896 Instances left. Acc of rule 0.000856-0.649254 Initialization: 6.828000 Memcpy Classifiers: 0.624000 Memcpy Instances: 8.226000 Kernel 1: 0.026000 Kernel 2: 98.142998 Copyback: 0.017000 Sum: 0.049000 Initial population average accuracy1:0.005516 accuracy2:0.217111 Initialization: 6.283000 Memcpy Classifiers: 0.506000 Memcpy Instances: 11.488000 Kernel 1: 0.023000 Kernel 2: 99.541000 Copyback: 0.017000 Sum: 0.043000 It 0,Best ac:0.000985 0.800000 fi:0.299895. Ave ac:0.005513,0.010267 Initialization: 7.607000 Memcpy Classifiers: 0.839000 Memcpy Instances: 12.135000 Kernel 1: 0.027000 Kernel 2: 99.999001 Copyback: 0.016000 Sum: 0.033000 It 1,Best ac:0.000986 1.000000 fi:0.099894. Ave ac:0.005696,0.009905 Initialization: 6.064000 Memcpy Classifiers: 0.486000 Memcpy Instances: 8.773000 Kernel 1: 0.023000 Kernel 2: 99.008003 Copyback: 0.016000 Sum: 0.030000 It 2,Best ac:0.001232 1.000000 fi:0.099784. Ave ac:0.005001,0.007298 Initialization: 7.236000 Memcpy Classifiers: 0.487000 Memcpy Instances: 9.871000 Kernel 1: 0.032000 Kernel 2: 97.714996 Copyback: 0.018000 Sum: 0.044000 It 3,Best ac:0.000739 1.000000 fi:0.110715. Ave ac:0.005813,0.013040 Initialization: 8.339000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.199000 Kernel 1: 0.023000 Kernel 2: 94.584999 Copyback: 0.017000 Sum: 0.034000 It 4,Best ac:0.000986 1.000000 fi:0.099894. Ave ac:0.005442,0.010700 Initialization: 5.845000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.126000 Kernel 1: 0.024000 Kernel 2: 92.615997 Copyback: 0.017000 Sum: 0.030000 It 5,Best ac:0.000739 1.000000 fi:0.110715. Ave ac:0.004469,0.009099 Initialization: 5.872000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.127000 Kernel 1: 0.023000 Kernel 2: 93.556000 Copyback: 0.017000 Sum: 0.034000 It 6,Best ac:0.000739 1.000000 fi:0.110715. Ave ac:0.004561,0.008606 Initialization: 5.786000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.147000 Kernel 1: 0.025000 Kernel 2: 90.986000 Copyback: 0.017000 Sum: 0.039000 It 7,Best ac:0.000739 1.000000 fi:0.110715. Ave ac:0.004138,0.007220 Initialization: 5.817000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.153000 Kernel 1: 0.023000 Kernel 2: 86.960999 Copyback: 0.017000 Sum: 0.036000 It 8,Best ac:0.000739 1.000000 fi:0.110715. Ave ac:0.003942,0.008873 Initialization: 5.835000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.145000 Kernel 1: 0.024000 Kernel 2: 86.663002 Copyback: 0.017000 Sum: 0.031000 It 9,Best ac:0.001232 1.000000 fi:0.099784. Ave ac:0.002927,0.004805 Iteration 10:MDL fitness activated Error 0.099784 TL 0.039184 MDL Theory Length Weight: 0.8488463684 (8) Initialization: 5.788000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.133000 Kernel 1: 0.024000 Kernel 2: 87.657997 Copyback: 0.016000 Sum: 0.029000 It 10,Best ac:0.001232 1.000000 fi:0.121264. Ave ac:0.004155,0.007806 Initialization: 5.826000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.165000 Kernel 1: 0.024000 Kernel 2: 86.016998 Copyback: 0.017000 Sum: 0.030000 It 11,Best ac:0.001479 1.000000 fi:0.120798. Ave ac:0.004396,0.007367 Initialization: 5.793000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.159000 Kernel 1: 0.024000 Kernel 2: 84.858002 Copyback: 0.017000 Sum: 0.029000 It 12,Best ac:0.000985 1.000000 fi:0.120023. Ave ac:0.003443,0.006599 Initialization: 5.811000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.138000 Kernel 1: 0.024000 Kernel 2: 83.542000 Copyback: 0.017000 Sum: 0.029000 It 13,Best ac:0.000985 1.000000 fi:0.125937. Ave ac:0.003960,0.007140 Initialization: 6.006000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.146000 Kernel 1: 0.024000 Kernel 2: 82.968002 Copyback: 0.017000 Sum: 0.027000 It 14,Best ac:0.000739 1.000000 fi:0.140684. Ave ac:0.004281,0.008479 Initialization: 5.801000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.150000 Kernel 1: 0.024000 Kernel 2: 82.013000 Copyback: 0.018000 Sum: 0.038000 It 15,Best ac:0.000739 1.000000 fi:0.126676. Ave ac:0.004857,0.011424 Initialization: 7.153000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.140000 Kernel 1: 0.029000 Kernel 2: 80.976997 Copyback: 0.016000 Sum: 0.029000 It 16,Best ac:0.002218 1.000000 fi:0.117016. Ave ac:0.005272,0.009341 Initialization: 8.649000 Memcpy Classifiers: 0.615000 Memcpy Instances: 8.541000 Kernel 1: 0.024000 Kernel 2: 79.093002 Copyback: 0.017000 Sum: 0.029000 It 17,Best ac:0.000986 1.000000 fi:0.122244. Ave ac:0.004451,0.009226 Initialization: 5.912000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.131000 Kernel 1: 0.023000 Kernel 2: 77.806000 Copyback: 0.017000 Sum: 0.034000 It 18,Best ac:0.000986 1.000000 fi:0.126753. Ave ac:0.003831,0.007324 Initialization: 5.991000 Memcpy Classifiers: 0.362000 Memcpy Instances: 11.074000 Kernel 1: 0.024000 Kernel 2: 75.025002 Copyback: 0.017000 Sum: 0.032000 It 19,Best ac:0.000986 1.000000 fi:0.130124. Ave ac:0.004298,0.008115 Initialization: 6.937000 Memcpy Classifiers: 0.744000 Memcpy Instances: 8.722000 Kernel 1: 0.024000 Kernel 2: 78.692001 Copyback: 0.016000 Sum: 0.030000 It 20,Best ac:0.001725 1.000000 fi:0.118196. Ave ac:0.003793,0.006008 Initialization: 5.796000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.121000 Kernel 1: 0.024000 Kernel 2: 76.461998 Copyback: 0.017000 Sum: 0.026000 It 21,Best ac:0.001479 1.000000 fi:0.114408. Ave ac:0.003439,0.009863 Initialization: 5.796000 Memcpy Classifiers: 0.455000 Memcpy Instances: 8.138000 Kernel 1: 0.024000 Kernel 2: 76.109001 Copyback: 0.020000 Sum: 0.029000 It 22,Best ac:0.001478 1.000000 fi:0.120229. Ave ac:0.003642,0.006376 Initialization: 5.855000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.128000 Kernel 1: 0.025000 Kernel 2: 74.098999 Copyback: 0.016000 Sum: 0.026000 It 23,Best ac:0.001232 1.000000 fi:0.119606. Ave ac:0.003227,0.006910 Initialization: 5.779000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.153000 Kernel 1: 0.025000 Kernel 2: 75.277000 Copyback: 0.017000 Sum: 0.027000 It 24,Best ac:0.000985 1.000000 fi:0.116565. Ave ac:0.002763,0.005448 Initialization: 5.813000 Memcpy Classifiers: 0.360000 Memcpy Instances: 8.137000 Kernel 1: 0.025000 Kernel 2: 74.496002 Copyback: 0.017000 Sum: 0.027000 It 25,Best ac:0.000986 1.000000 fi:0.119716. Ave ac:0.003429,0.005380 Initialization: 5.770000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.126000 Kernel 1: 0.024000 Kernel 2: 74.954002 Copyback: 0.017000 Sum: 0.027000 It 26,Best ac:0.000986 1.000000 fi:0.118249. Ave ac:0.004463,0.010180 Initialization: 5.783000 Memcpy Classifiers: 0.491000 Memcpy Instances: 8.141000 Kernel 1: 0.024000 Kernel 2: 74.835999 Copyback: 0.017000 Sum: 0.027000 It 27,Best ac:0.000986 1.000000 fi:0.124645. Ave ac:0.003689,0.007670 Initialization: 5.828000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.127000 Kernel 1: 0.023000 Kernel 2: 76.261002 Copyback: 0.017000 Sum: 0.028000 It 28,Best ac:0.000986 1.000000 fi:0.116408. Ave ac:0.003792,0.006223 Initialization: 5.807000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.159000 Kernel 1: 0.024000 Kernel 2: 75.815002 Copyback: 0.017000 Sum: 0.030000 It 29,Best ac:0.000986 1.000000 fi:0.116771. Ave ac:0.004076,0.008668 Initialization: 5.859000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.297000 Kernel 1: 0.023000 Kernel 2: 74.644997 Copyback: 0.016000 Sum: 0.027000 It 30,Best ac:0.001232 1.000000 fi:0.120424. Ave ac:0.003492,0.006543 MDL Theory Length Weight: 0.7639617316 (10) Initialization: 5.815000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.157000 Kernel 1: 0.024000 Kernel 2: 74.250000 Copyback: 0.017000 Sum: 0.025000 It 31,Best ac:0.000986 1.000000 fi:0.111743. Ave ac:0.002720,0.004774 Initialization: 5.952000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.163000 Kernel 1: 0.025000 Kernel 2: 75.545998 Copyback: 0.017000 Sum: 0.029000 It 32,Best ac:0.000986 1.000000 fi:0.114757. Ave ac:0.002804,0.005964 Initialization: 7.394000 Memcpy Classifiers: 0.351000 Memcpy Instances: 11.490000 Kernel 1: 0.025000 Kernel 2: 74.759003 Copyback: 0.017000 Sum: 0.027000 It 33,Best ac:0.001478 1.000000 fi:0.117095. Ave ac:0.003086,0.005709 Initialization: 26.247000 Memcpy Instances: 440.463013 Memcpy Classifiers: 0.066000 Kernel 1: 0.027000 Kernel 2: 463.278015 Copyback: 0.015000 Sum: 0.013000 Memcpy Classifiers: 0.057000 Kernel 1: 0.014000 Kernel 2: 469.778015 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.062000 Kernel 1: 0.012000 Kernel 2: 469.098999 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.081000 Kernel 1: 0.017000 Kernel 2: 460.052002 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.012000 Kernel 2: 479.399994 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.062000 Kernel 1: 0.012000 Kernel 2: 467.192993 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 463.442993 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 468.510010 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.095000 Kernel 1: 0.021000 Kernel 2: 466.862000 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.012000 Kernel 2: 468.681000 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.021000 Kernel 2: 213.830994 Copyback: 0.019000 Sum: 0.002000 It 34,Best ac:0.000794 0.649194 fi:0.462636. Ave ac:0.003231,0.012939 Best acc 0.000794 0.649194 Initialization: 5.936000 Memcpy Classifiers: 0.522000 Memcpy Instances: 8.123000 Kernel 1: 0.027000 Kernel 2: 98.197998 Copyback: 0.017000 Sum: 0.042000 Initial population average accuracy1:0.005527 accuracy2:0.224298 Initialization: 5.905000 Memcpy Classifiers: 0.486000 Memcpy Instances: 8.225000 Kernel 1: 0.023000 Kernel 2: 99.630997 Copyback: 0.017000 Sum: 0.051000 It 0,Best ac:0.000739 1.000000 fi:0.111688. Ave ac:0.006630,0.010339 Initialization: 5.821000 Memcpy Classifiers: 0.504000 Memcpy Instances: 8.138000 Kernel 1: 0.025000 Kernel 2: 99.132004 Copyback: 0.017000 Sum: 0.031000 It 1,Best ac:0.000739 1.000000 fi:0.111688. Ave ac:0.005574,0.009509 Initialization: 5.825000 Memcpy Classifiers: 0.504000 Memcpy Instances: 8.144000 Kernel 1: 0.024000 Kernel 2: 99.556999 Copyback: 0.017000 Sum: 0.030000 It 2,Best ac:0.001725 1.000000 fi:0.099564. Ave ac:0.006231,0.009441 Initialization: 5.815000 Memcpy Classifiers: 0.467000 Memcpy Instances: 8.151000 Kernel 1: 0.024000 Kernel 2: 95.330002 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.000739 1.000000 fi:0.110715. Ave ac:0.005944,0.011387 Initialization: 5.783000 Memcpy Classifiers: 0.480000 Memcpy Instances: 8.136000 Kernel 1: 0.022000 Kernel 2: 95.745003 Copyback: 0.017000 Sum: 0.031000 It 4,Best ac:0.000739 1.000000 fi:0.110715. Ave ac:0.005808,0.009401 Initialization: 5.818000 Memcpy Classifiers: 0.485000 Memcpy Instances: 8.125000 Kernel 1: 0.024000 Kernel 2: 96.081001 Copyback: 0.016000 Sum: 0.030000 It 5,Best ac:0.001725 0.875000 fi:0.224564. Ave ac:0.005289,0.011628 Initialization: 5.819000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.137000 Kernel 1: 0.023000 Kernel 2: 95.316002 Copyback: 0.017000 Sum: 0.028000 It 6,Best ac:0.001232 1.000000 fi:0.099784. Ave ac:0.005107,0.011305 Initialization: 5.782000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.125000 Kernel 1: 0.024000 Kernel 2: 96.400002 Copyback: 0.017000 Sum: 0.030000 It 7,Best ac:0.000986 1.000000 fi:0.099894. Ave ac:0.004818,0.010996 Initialization: 5.880000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.132000 Kernel 1: 0.023000 Kernel 2: 96.778999 Copyback: 0.017000 Sum: 0.030000 It 8,Best ac:0.001478 0.857143 fi:0.242532. Ave ac:0.004424,0.007853 Initialization: 5.781000 Memcpy Classifiers: 0.449000 Memcpy Instances: 8.143000 Kernel 1: 0.023000 Kernel 2: 98.499001 Copyback: 0.017000 Sum: 0.032000 It 9,Best ac:0.001479 1.000000 fi:0.099674. Ave ac:0.004747,0.008123 Iteration 10:MDL fitness activated Error 0.099674 TL 0.038719 MDL Theory Length Weight: 0.8580962268 (8) Initialization: 5.887000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.166000 Kernel 1: 0.022000 Kernel 2: 98.870003 Copyback: 0.017000 Sum: 0.034000 It 10,Best ac:0.001725 1.000000 fi:0.131443. Ave ac:0.003967,0.005732 Initialization: 5.910000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.190000 Kernel 1: 0.023000 Kernel 2: 94.994003 Copyback: 0.017000 Sum: 0.033000 It 11,Best ac:0.001725 1.000000 fi:0.131371. Ave ac:0.003247,0.004334 Initialization: 5.808000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.144000 Kernel 1: 0.023000 Kernel 2: 96.154999 Copyback: 0.017000 Sum: 0.028000 It 12,Best ac:0.000739 1.000000 fi:0.154236. Ave ac:0.003803,0.005401 Initialization: 5.780000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.134000 Kernel 1: 0.023000 Kernel 2: 96.099998 Copyback: 0.017000 Sum: 0.031000 It 13,Best ac:0.001479 1.000000 fi:0.124193. Ave ac:0.003381,0.004872 Initialization: 5.771000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.147000 Kernel 1: 0.023000 Kernel 2: 92.753998 Copyback: 0.017000 Sum: 0.028000 It 14,Best ac:0.000986 1.000000 fi:0.125099. Ave ac:0.003567,0.005892 Initialization: 5.843000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.171000 Kernel 1: 0.022000 Kernel 2: 92.066002 Copyback: 0.017000 Sum: 0.032000 It 15,Best ac:0.000986 1.000000 fi:0.132948. Ave ac:0.003032,0.004603 Initialization: 5.881000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.146000 Kernel 1: 0.024000 Kernel 2: 93.013000 Copyback: 0.017000 Sum: 0.030000 It 16,Best ac:0.000985 1.000000 fi:0.135186. Ave ac:0.002979,0.003795 Initialization: 5.822000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.148000 Kernel 1: 0.023000 Kernel 2: 93.807999 Copyback: 0.017000 Sum: 0.029000 It 17,Best ac:0.000985 1.000000 fi:0.133602. Ave ac:0.002819,0.004018 Initialization: 5.815000 Memcpy Classifiers: 0.495000 Memcpy Instances: 8.139000 Kernel 1: 0.024000 Kernel 2: 90.185997 Copyback: 0.016000 Sum: 0.027000 It 18,Best ac:0.001971 1.000000 fi:0.127037. Ave ac:0.002809,0.003493 Initialization: 5.777000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.160000 Kernel 1: 0.023000 Kernel 2: 89.129997 Copyback: 0.017000 Sum: 0.028000 It 19,Best ac:0.001725 1.000000 fi:0.126099. Ave ac:0.002368,0.003082 Initialization: 5.874000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.123000 Kernel 1: 0.024000 Kernel 2: 90.481003 Copyback: 0.017000 Sum: 0.027000 It 20,Best ac:0.000985 1.000000 fi:0.128638. Ave ac:0.002809,0.003852 Initialization: 5.783000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.160000 Kernel 1: 0.023000 Kernel 2: 89.103996 Copyback: 0.017000 Sum: 0.030000 It 21,Best ac:0.000986 1.000000 fi:0.129516. Ave ac:0.003390,0.003914 Initialization: 5.835000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.183000 Kernel 1: 0.024000 Kernel 2: 90.968002 Copyback: 0.016000 Sum: 0.029000 It 22,Best ac:0.002218 1.000000 fi:0.126848. Ave ac:0.003018,0.003549 MDL Theory Length Weight: 0.7722866042 (10) Initialization: 5.782000 Memcpy Classifiers: 0.414000 Memcpy Instances: 8.137000 Kernel 1: 0.023000 Kernel 2: 87.698997 Copyback: 0.017000 Sum: 0.028000 It 23,Best ac:0.001478 1.000000 fi:0.123166. Ave ac:0.002962,0.003556 Initialization: 5.993000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.140000 Kernel 1: 0.024000 Kernel 2: 90.135002 Copyback: 0.016000 Sum: 0.030000 It 24,Best ac:0.000986 1.000000 fi:0.118813. Ave ac:0.001918,0.002544 Initialization: 5.897000 Memcpy Classifiers: 0.414000 Memcpy Instances: 8.132000 Kernel 1: 0.024000 Kernel 2: 86.986000 Copyback: 0.017000 Sum: 0.027000 It 25,Best ac:0.001232 1.000000 fi:0.122649. Ave ac:0.002250,0.002778 Initialization: 5.862000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.120000 Kernel 1: 0.024000 Kernel 2: 84.415001 Copyback: 0.017000 Sum: 0.028000 It 26,Best ac:0.000739 1.000000 fi:0.134076. Ave ac:0.001715,0.002177 Initialization: 5.807000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.137000 Kernel 1: 0.024000 Kernel 2: 82.978996 Copyback: 0.017000 Sum: 0.030000 It 27,Best ac:0.000986 1.000000 fi:0.127431. Ave ac:0.002004,0.002669 Initialization: 5.850000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.141000 Kernel 1: 0.023000 Kernel 2: 85.050003 Copyback: 0.017000 Sum: 0.032000 It 28,Best ac:0.001725 1.000000 fi:0.118598. Ave ac:0.001990,0.002593 Initialization: 5.761000 Memcpy Classifiers: 0.443000 Memcpy Instances: 8.135000 Kernel 1: 0.023000 Kernel 2: 81.938004 Copyback: 0.017000 Sum: 0.027000 It 29,Best ac:0.002218 1.000000 fi:0.119338. Ave ac:0.002126,0.002456 Initialization: 5.809000 Memcpy Classifiers: 0.414000 Memcpy Instances: 8.160000 Kernel 1: 0.024000 Kernel 2: 79.679001 Copyback: 0.017000 Sum: 0.029000 It 30,Best ac:0.001232 1.000000 fi:0.123942. Ave ac:0.002320,0.003534 Initialization: 5.818000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.139000 Kernel 1: 0.022000 Kernel 2: 78.439003 Copyback: 0.017000 Sum: 0.028000 It 31,Best ac:0.000986 1.000000 fi:0.124753. Ave ac:0.001476,0.002447 Initialization: 5.847000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.122000 Kernel 1: 0.024000 Kernel 2: 78.935997 Copyback: 0.016000 Sum: 0.030000 It 32,Best ac:0.001479 1.000000 fi:0.127718. Ave ac:0.001650,0.002130 Initialization: 5.844000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.134000 Kernel 1: 0.023000 Kernel 2: 78.774002 Copyback: 0.017000 Sum: 0.033000 It 33,Best ac:0.001479 1.000000 fi:0.119776. Ave ac:0.001880,0.002455 Initialization: 26.171000 Memcpy Instances: 497.035004 Memcpy Classifiers: 0.094000 Kernel 1: 0.026000 Kernel 2: 462.306000 Copyback: 0.368000 Sum: 0.016000 Memcpy Classifiers: 0.071000 Kernel 1: 0.013000 Kernel 2: 490.972992 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.013000 Kernel 2: 475.050995 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.148000 Kernel 1: 0.021000 Kernel 2: 466.138000 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.013000 Kernel 2: 481.149994 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.013000 Kernel 2: 473.350006 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.013000 Kernel 2: 469.666992 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.014000 Kernel 2: 462.716003 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.108000 Kernel 1: 0.022000 Kernel 2: 480.221008 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.108000 Kernel 1: 0.022000 Kernel 2: 476.757996 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.059000 Kernel 1: 0.015000 Kernel 2: 231.740997 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.000754 0.674009 fi:0.450847. Ave ac:0.001650,0.005252 Best acc 0.000754 0.674009 Rule:Att PSSM_-4_14 is [>0.651789]|Att PSSM_-4_17 is [-4.576186,2.663346]|Att PSSM_-2_2 is [<-2.169658]|Att PSSM_-1_12 is [-6.583764,-1.676922]|Att PSSM_0_6 is [<-2.491522]|Att PSSM_1_5 is [-4.312586,9.547106]|Att PSSM_1_7 is [<-1.381180]|Att PSSM_1_9 is [-5.236867,3.721459]|Att PSSM_3_4 is [<3.924374]|Att PSSM_4_6 is [-5.552204,-0.447796]|Att PSSM_4_11 is [-6.992318,0.992318]|1 Accuracy : 0.776520 0 1 157156 6924 45513 25045 Removed 227 instances. 202669 Instances left. Acc of rule 0.000754-0.674009 Initialization: 6.009000 Memcpy Classifiers: 0.540000 Memcpy Instances: 8.147000 Kernel 1: 0.025000 Kernel 2: 98.486000 Copyback: 0.017000 Sum: 0.041000 Initial population average accuracy1:0.005392 accuracy2:0.211851 Initialization: 5.818000 Memcpy Classifiers: 0.467000 Memcpy Instances: 8.119000 Kernel 1: 0.023000 Kernel 2: 100.250000 Copyback: 0.017000 Sum: 0.042000 It 0,Best ac:0.000987 0.800000 fi:0.299893. Ave ac:0.005873,0.010041 Initialization: 5.824000 Memcpy Classifiers: 0.489000 Memcpy Instances: 8.120000 Kernel 1: 0.024000 Kernel 2: 99.853996 Copyback: 0.017000 Sum: 0.029000 It 1,Best ac:0.000740 1.000000 fi:0.108763. Ave ac:0.005272,0.008998 Initialization: 5.813000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.163000 Kernel 1: 0.023000 Kernel 2: 99.779999 Copyback: 0.017000 Sum: 0.030000 It 2,Best ac:0.000987 1.000000 fi:0.099893. Ave ac:0.004991,0.007191 Initialization: 5.740000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.118000 Kernel 1: 0.024000 Kernel 2: 97.508003 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.000987 1.000000 fi:0.099893. Ave ac:0.004389,0.006835 Initialization: 5.774000 Memcpy Classifiers: 0.522000 Memcpy Instances: 8.137000 Kernel 1: 0.023000 Kernel 2: 97.329002 Copyback: 0.017000 Sum: 0.028000 It 4,Best ac:0.000740 1.000000 fi:0.108763. Ave ac:0.003573,0.006460 Initialization: 5.755000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.125000 Kernel 1: 0.024000 Kernel 2: 96.070999 Copyback: 0.017000 Sum: 0.030000 It 5,Best ac:0.000987 1.000000 fi:0.099893. Ave ac:0.003800,0.007117 Initialization: 5.818000 Memcpy Classifiers: 0.477000 Memcpy Instances: 8.148000 Kernel 1: 0.023000 Kernel 2: 95.778000 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.000987 1.000000 fi:0.099893. Ave ac:0.003383,0.006758 Initialization: 5.827000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.121000 Kernel 1: 0.024000 Kernel 2: 97.600998 Copyback: 0.017000 Sum: 0.030000 It 7,Best ac:0.001233 1.000000 fi:0.099783. Ave ac:0.003070,0.007344 Initialization: 7.834000 Memcpy Classifiers: 0.744000 Memcpy Instances: 10.857000 Kernel 1: 0.025000 Kernel 2: 97.175003 Copyback: 0.017000 Sum: 0.027000 It 8,Best ac:0.000987 1.000000 fi:0.099893. Ave ac:0.003178,0.007227 Initialization: 5.805000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.145000 Kernel 1: 0.024000 Kernel 2: 96.333000 Copyback: 0.017000 Sum: 0.028000 It 9,Best ac:0.001727 1.000000 fi:0.099562. Ave ac:0.003147,0.005327 Iteration 10:MDL fitness activated Error 0.099562 TL 0.042528 MDL Theory Length Weight: 0.7803657932 (1) Initialization: 5.849000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.125000 Kernel 1: 0.024000 Kernel 2: 96.656998 Copyback: 0.017000 Sum: 0.029000 It 10,Best ac:0.001234 1.000000 fi:0.130490. Ave ac:0.002665,0.004683 Initialization: 5.793000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.143000 Kernel 1: 0.023000 Kernel 2: 97.581001 Copyback: 0.017000 Sum: 0.028000 It 11,Best ac:0.001233 1.000000 fi:0.124623. Ave ac:0.002990,0.006152 Initialization: 5.774000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.148000 Kernel 1: 0.023000 Kernel 2: 98.072998 Copyback: 0.017000 Sum: 0.030000 It 12,Best ac:0.000740 1.000000 fi:0.130064. Ave ac:0.002905,0.005896 Initialization: 5.805000 Memcpy Classifiers: 0.456000 Memcpy Instances: 8.145000 Kernel 1: 0.023000 Kernel 2: 98.800003 Copyback: 0.017000 Sum: 0.030000 It 13,Best ac:0.001234 1.000000 fi:0.124570. Ave ac:0.002681,0.005029 Initialization: 5.779000 Memcpy Classifiers: 0.449000 Memcpy Instances: 8.143000 Kernel 1: 0.023000 Kernel 2: 99.123001 Copyback: 0.017000 Sum: 0.030000 It 14,Best ac:0.000987 1.000000 fi:0.126484. Ave ac:0.002614,0.003558 Initialization: 5.679000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.148000 Kernel 1: 0.024000 Kernel 2: 96.417999 Copyback: 0.017000 Sum: 0.031000 It 15,Best ac:0.001480 1.000000 fi:0.127869. Ave ac:0.002574,0.004761 Initialization: 5.757000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.169000 Kernel 1: 0.021000 Kernel 2: 98.424004 Copyback: 0.016000 Sum: 0.029000 It 16,Best ac:0.002221 1.000000 fi:0.122697. Ave ac:0.002754,0.004276 Initialization: 5.807000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.134000 Kernel 1: 0.023000 Kernel 2: 97.267998 Copyback: 0.017000 Sum: 0.036000 It 17,Best ac:0.001727 1.000000 fi:0.126154. Ave ac:0.001988,0.003401 Initialization: 5.864000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.119000 Kernel 1: 0.023000 Kernel 2: 99.295998 Copyback: 0.018000 Sum: 0.041000 It 18,Best ac:0.001480 1.000000 fi:0.125339. Ave ac:0.001694,0.002419 Initialization: 5.842000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.126000 Kernel 1: 0.023000 Kernel 2: 98.222000 Copyback: 0.017000 Sum: 0.033000 It 19,Best ac:0.000987 1.000000 fi:0.127397. Ave ac:0.001904,0.002507 Initialization: 7.728000 Memcpy Classifiers: 0.559000 Memcpy Instances: 13.507000 Kernel 1: 0.027000 Kernel 2: 100.578003 Copyback: 0.017000 Sum: 0.030000 It 20,Best ac:0.001234 1.000000 fi:0.124566. Ave ac:0.001669,0.002319 Initialization: 7.312000 Memcpy Classifiers: 0.614000 Memcpy Instances: 10.115000 Kernel 1: 0.024000 Kernel 2: 101.786003 Copyback: 0.018000 Sum: 0.039000 It 21,Best ac:0.000987 1.000000 fi:0.126421. Ave ac:0.001650,0.002619 Initialization: 5.821000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.181000 Kernel 1: 0.023000 Kernel 2: 102.896004 Copyback: 0.018000 Sum: 0.039000 It 22,Best ac:0.001233 1.000000 fi:0.124237. Ave ac:0.002477,0.004245 Initialization: 7.582000 Memcpy Classifiers: 0.451000 Memcpy Instances: 11.663000 Kernel 1: 0.024000 Kernel 2: 100.421997 Copyback: 0.017000 Sum: 0.029000 It 23,Best ac:0.001234 1.000000 fi:0.128831. Ave ac:0.002416,0.003624 Initialization: 7.723000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.121000 Kernel 1: 0.024000 Kernel 2: 98.541000 Copyback: 0.017000 Sum: 0.028000 It 24,Best ac:0.000987 1.000000 fi:0.130451. Ave ac:0.002320,0.003257 Initialization: 6.970000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.128000 Kernel 1: 0.023000 Kernel 2: 100.642998 Copyback: 0.018000 Sum: 0.042000 It 25,Best ac:0.000987 1.000000 fi:0.130315. Ave ac:0.002152,0.002908 MDL Theory Length Weight: 0.7023292139 (10) Initialization: 5.896000 Memcpy Classifiers: 0.416000 Memcpy Instances: 10.486000 Kernel 1: 0.024000 Kernel 2: 98.640999 Copyback: 0.017000 Sum: 0.032000 It 26,Best ac:0.000987 1.000000 fi:0.131758. Ave ac:0.001730,0.002518 Initialization: 6.937000 Memcpy Classifiers: 0.450000 Memcpy Instances: 11.394000 Kernel 1: 0.022000 Kernel 2: 99.792000 Copyback: 0.017000 Sum: 0.030000 It 27,Best ac:0.001233 1.000000 fi:0.130764. Ave ac:0.001461,0.002173 Initialization: 5.883000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.128000 Kernel 1: 0.023000 Kernel 2: 96.650002 Copyback: 0.017000 Sum: 0.036000 It 28,Best ac:0.000987 1.000000 fi:0.125371. Ave ac:0.001901,0.002954 Initialization: 7.461000 Memcpy Classifiers: 0.398000 Memcpy Instances: 11.530000 Kernel 1: 0.026000 Kernel 2: 94.337997 Copyback: 0.017000 Sum: 0.032000 It 29,Best ac:0.000987 1.000000 fi:0.126012. Ave ac:0.001733,0.002376 Initialization: 5.809000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.153000 Kernel 1: 0.023000 Kernel 2: 94.418999 Copyback: 0.017000 Sum: 0.035000 It 30,Best ac:0.000987 1.000000 fi:0.122198. Ave ac:0.002462,0.003819 Initialization: 7.342000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.121000 Kernel 1: 0.024000 Kernel 2: 93.251999 Copyback: 0.017000 Sum: 0.029000 It 31,Best ac:0.000987 1.000000 fi:0.123844. Ave ac:0.002085,0.003053 Initialization: 6.442000 Memcpy Classifiers: 0.415000 Memcpy Instances: 12.383000 Kernel 1: 0.023000 Kernel 2: 93.568001 Copyback: 0.017000 Sum: 0.035000 It 32,Best ac:0.000987 1.000000 fi:0.119254. Ave ac:0.001800,0.002509 Initialization: 5.814000 Memcpy Classifiers: 0.428000 Memcpy Instances: 8.123000 Kernel 1: 0.023000 Kernel 2: 93.970001 Copyback: 0.018000 Sum: 0.035000 It 33,Best ac:0.001480 1.000000 fi:0.123604. Ave ac:0.002040,0.003351 Initialization: 26.514999 Memcpy Instances: 456.024994 Memcpy Classifiers: 0.124000 Kernel 1: 0.033000 Kernel 2: 595.867981 Copyback: 0.015000 Sum: 0.017000 Memcpy Classifiers: 0.081000 Kernel 1: 0.014000 Kernel 2: 592.073975 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.081000 Kernel 1: 0.012000 Kernel 2: 588.671021 Copyback: 0.368000 Sum: 0.002000 Memcpy Classifiers: 0.081000 Kernel 1: 0.014000 Kernel 2: 583.620972 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.081000 Kernel 1: 0.012000 Kernel 2: 603.033997 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.081000 Kernel 1: 0.012000 Kernel 2: 591.396973 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.080000 Kernel 1: 0.013000 Kernel 2: 592.854980 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.080000 Kernel 1: 0.012000 Kernel 2: 592.005005 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.080000 Kernel 1: 0.012000 Kernel 2: 601.804016 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.081000 Kernel 1: 0.012000 Kernel 2: 597.653992 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.012000 Kernel 2: 180.679001 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.000794 0.633858 fi:0.490874. Ave ac:0.002063,0.007056 Best acc 0.000794 0.633858 Initialization: 5.754000 Memcpy Classifiers: 0.601000 Memcpy Instances: 8.121000 Kernel 1: 0.024000 Kernel 2: 101.010002 Copyback: 0.017000 Sum: 0.041000 Initial population average accuracy1:0.004779 accuracy2:0.228461 Initialization: 6.393000 Memcpy Classifiers: 0.539000 Memcpy Instances: 8.135000 Kernel 1: 0.024000 Kernel 2: 100.087997 Copyback: 0.017000 Sum: 0.035000 It 0,Best ac:0.000987 1.000000 fi:0.099893. Ave ac:0.005032,0.008182 Initialization: 5.810000 Memcpy Classifiers: 0.540000 Memcpy Instances: 11.394000 Kernel 1: 0.023000 Kernel 2: 99.690002 Copyback: 0.017000 Sum: 0.032000 It 1,Best ac:0.000987 1.000000 fi:0.099893. Ave ac:0.005167,0.010493 Initialization: 5.833000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.110000 Kernel 1: 0.023000 Kernel 2: 100.269997 Copyback: 0.017000 Sum: 0.028000 It 2,Best ac:0.000740 1.000000 fi:0.107783. Ave ac:0.004509,0.008984 Initialization: 5.787000 Memcpy Classifiers: 0.506000 Memcpy Instances: 8.124000 Kernel 1: 0.024000 Kernel 2: 100.374001 Copyback: 0.018000 Sum: 0.033000 It 3,Best ac:0.001234 1.000000 fi:0.099782. Ave ac:0.003751,0.006688 Initialization: 5.815000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.134000 Kernel 1: 0.023000 Kernel 2: 100.237000 Copyback: 0.017000 Sum: 0.029000 It 4,Best ac:0.000987 1.000000 fi:0.099893. Ave ac:0.003278,0.005116 Initialization: 8.105000 Memcpy Classifiers: 0.816000 Memcpy Instances: 8.200000 Kernel 1: 0.024000 Kernel 2: 97.087997 Copyback: 0.017000 Sum: 0.037000 It 5,Best ac:0.001234 1.000000 fi:0.099782. Ave ac:0.003885,0.006514 Initialization: 5.696000 Memcpy Classifiers: 0.415000 Memcpy Instances: 10.438000 Kernel 1: 0.028000 Kernel 2: 94.389000 Copyback: 0.043000 Sum: 0.047000 It 6,Best ac:0.002221 1.000000 fi:0.099341. Ave ac:0.004309,0.007062 Initialization: 6.318000 Memcpy Classifiers: 0.468000 Memcpy Instances: 9.414000 Kernel 1: 0.031000 Kernel 2: 92.304001 Copyback: 0.017000 Sum: 0.028000 It 7,Best ac:0.000987 1.000000 fi:0.099893. Ave ac:0.002908,0.004364 Initialization: 5.864000 Memcpy Classifiers: 0.450000 Memcpy Instances: 11.278000 Kernel 1: 0.023000 Kernel 2: 96.322998 Copyback: 0.018000 Sum: 0.042000 It 8,Best ac:0.001233 1.000000 fi:0.099783. Ave ac:0.003066,0.004627 Initialization: 6.038000 Memcpy Classifiers: 0.433000 Memcpy Instances: 12.190000 Kernel 1: 0.024000 Kernel 2: 96.188004 Copyback: 0.017000 Sum: 0.027000 It 9,Best ac:0.001727 1.000000 fi:0.099562. Ave ac:0.002334,0.004326 Iteration 10:MDL fitness activated Error 0.099562 TL 0.038950 MDL Theory Length Weight: 0.8520536615 (4) Initialization: 5.857000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.123000 Kernel 1: 0.024000 Kernel 2: 97.681999 Copyback: 0.018000 Sum: 0.043000 It 10,Best ac:0.001480 1.000000 fi:0.122879. Ave ac:0.002775,0.004612 Initialization: 5.765000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.155000 Kernel 1: 0.023000 Kernel 2: 96.788002 Copyback: 0.017000 Sum: 0.025000 It 11,Best ac:0.000740 1.000000 fi:0.136951. Ave ac:0.002849,0.004673 Initialization: 7.799000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.129000 Kernel 1: 0.024000 Kernel 2: 93.264999 Copyback: 0.017000 Sum: 0.035000 It 12,Best ac:0.000987 1.000000 fi:0.122013. Ave ac:0.002866,0.004676 Initialization: 5.863000 Memcpy Classifiers: 0.489000 Memcpy Instances: 8.133000 Kernel 1: 0.023000 Kernel 2: 92.122002 Copyback: 0.017000 Sum: 0.030000 It 13,Best ac:0.000740 1.000000 fi:0.135876. Ave ac:0.003649,0.006494 Initialization: 5.807000 Memcpy Classifiers: 0.414000 Memcpy Instances: 8.172000 Kernel 1: 0.022000 Kernel 2: 90.882004 Copyback: 0.017000 Sum: 0.037000 It 14,Best ac:0.000987 1.000000 fi:0.118949. Ave ac:0.003637,0.005687 Initialization: 7.841000 Memcpy Classifiers: 0.619000 Memcpy Instances: 10.113000 Kernel 1: 0.024000 Kernel 2: 93.913002 Copyback: 0.018000 Sum: 0.039000 It 15,Best ac:0.000740 1.000000 fi:0.131585. Ave ac:0.003960,0.007951 Initialization: 5.779000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.136000 Kernel 1: 0.024000 Kernel 2: 91.123001 Copyback: 0.017000 Sum: 0.029000 It 16,Best ac:0.001234 1.000000 fi:0.122271. Ave ac:0.003064,0.006023 Initialization: 5.822000 Memcpy Classifiers: 0.472000 Memcpy Instances: 8.187000 Kernel 1: 0.031000 Kernel 2: 91.584999 Copyback: 0.017000 Sum: 0.030000 It 17,Best ac:0.001233 1.000000 fi:0.122921. Ave ac:0.003761,0.009319 Initialization: 5.754000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.147000 Kernel 1: 0.023000 Kernel 2: 93.132004 Copyback: 0.017000 Sum: 0.036000 It 18,Best ac:0.001973 1.000000 fi:0.123773. Ave ac:0.002886,0.005061 Initialization: 6.832000 Memcpy Classifiers: 0.759000 Memcpy Instances: 11.171000 Kernel 1: 0.024000 Kernel 2: 92.532997 Copyback: 0.017000 Sum: 0.027000 It 19,Best ac:0.000740 1.000000 fi:0.125896. Ave ac:0.002913,0.004501 Initialization: 6.822000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.133000 Kernel 1: 0.024000 Kernel 2: 90.445999 Copyback: 0.017000 Sum: 0.031000 It 20,Best ac:0.000987 1.000000 fi:0.125547. Ave ac:0.002646,0.004154 Initialization: 5.831000 Memcpy Classifiers: 0.486000 Memcpy Instances: 10.333000 Kernel 1: 0.023000 Kernel 2: 92.380997 Copyback: 0.016000 Sum: 0.028000 It 21,Best ac:0.002961 1.000000 fi:0.121641. Ave ac:0.003333,0.005321 Initialization: 5.669000 Memcpy Classifiers: 0.471000 Memcpy Instances: 10.062000 Kernel 1: 0.026000 Kernel 2: 93.214996 Copyback: 0.016000 Sum: 0.029000 It 22,Best ac:0.001974 1.000000 fi:0.116837. Ave ac:0.003446,0.006947 Initialization: 6.839000 Memcpy Classifiers: 0.614000 Memcpy Instances: 8.350000 Kernel 1: 0.024000 Kernel 2: 95.964996 Copyback: 0.017000 Sum: 0.032000 It 23,Best ac:0.001234 1.000000 fi:0.117168. Ave ac:0.003459,0.007133 Initialization: 5.886000 Memcpy Classifiers: 0.434000 Memcpy Instances: 11.551000 Kernel 1: 0.024000 Kernel 2: 93.918999 Copyback: 0.017000 Sum: 0.028000 It 24,Best ac:0.001234 1.000000 fi:0.117629. Ave ac:0.002916,0.005687 Initialization: 5.868000 Memcpy Classifiers: 0.433000 Memcpy Instances: 11.455000 Kernel 1: 0.023000 Kernel 2: 90.434998 Copyback: 0.018000 Sum: 0.035000 It 25,Best ac:0.001480 1.000000 fi:0.122271. Ave ac:0.003818,0.007318 Initialization: 8.161000 Memcpy Classifiers: 0.488000 Memcpy Instances: 12.378000 Kernel 1: 0.026000 Kernel 2: 90.077003 Copyback: 0.021000 Sum: 0.026000 It 26,Best ac:0.001234 1.000000 fi:0.125437. Ave ac:0.003068,0.005737 Initialization: 7.261000 Memcpy Classifiers: 0.774000 Memcpy Instances: 9.722000 Kernel 1: 0.023000 Kernel 2: 92.983002 Copyback: 0.017000 Sum: 0.028000 It 27,Best ac:0.000987 1.000000 fi:0.122987. Ave ac:0.003427,0.006146 Initialization: 5.833000 Memcpy Classifiers: 0.433000 Memcpy Instances: 10.223000 Kernel 1: 0.033000 Kernel 2: 94.511002 Copyback: 0.018000 Sum: 0.036000 It 28,Best ac:0.000987 1.000000 fi:0.120916. Ave ac:0.002877,0.006265 Initialization: 6.714000 Memcpy Classifiers: 0.415000 Memcpy Instances: 9.175000 Kernel 1: 0.024000 Kernel 2: 85.962997 Copyback: 0.018000 Sum: 0.026000 It 29,Best ac:0.002467 1.000000 fi:0.125297. Ave ac:0.002821,0.005619 Initialization: 5.813000 Memcpy Classifiers: 0.378000 Memcpy Instances: 10.804000 Kernel 1: 0.024000 Kernel 2: 87.667999 Copyback: 0.019000 Sum: 0.033000 It 30,Best ac:0.001233 1.000000 fi:0.122877. Ave ac:0.002945,0.005529 Initialization: 5.825000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.184000 Kernel 1: 0.022000 Kernel 2: 86.032997 Copyback: 0.017000 Sum: 0.028000 It 31,Best ac:0.001233 1.000000 fi:0.118827. Ave ac:0.002370,0.004813 MDL Theory Length Weight: 0.7668482954 (10) Initialization: 8.291000 Memcpy Classifiers: 0.380000 Memcpy Instances: 11.516000 Kernel 1: 0.023000 Kernel 2: 85.154999 Copyback: 0.017000 Sum: 0.028000 It 32,Best ac:0.001234 1.000000 fi:0.123048. Ave ac:0.002754,0.008201 Initialization: 5.797000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.132000 Kernel 1: 0.023000 Kernel 2: 86.367996 Copyback: 0.017000 Sum: 0.028000 It 33,Best ac:0.000987 1.000000 fi:0.114153. Ave ac:0.003440,0.010677 Initialization: 26.499001 Memcpy Instances: 400.929993 Memcpy Classifiers: 0.076000 Kernel 1: 0.026000 Kernel 2: 538.213989 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.074000 Kernel 1: 0.012000 Kernel 2: 532.752991 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.012000 Kernel 2: 526.942993 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.074000 Kernel 1: 0.012000 Kernel 2: 540.426025 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.074000 Kernel 1: 0.012000 Kernel 2: 526.026001 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.012000 Kernel 2: 535.528015 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.072000 Kernel 1: 0.012000 Kernel 2: 511.579010 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.012000 Kernel 2: 494.587006 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.073000 Kernel 1: 0.014000 Kernel 2: 537.107971 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.074000 Kernel 1: 0.012000 Kernel 2: 548.349976 Copyback: 0.016000 Sum: 0.004000 Memcpy Classifiers: 0.050000 Kernel 1: 0.016000 Kernel 2: 164.475006 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.001036 0.636364 fi:0.484292. Ave ac:0.003771,0.013707 Best acc 0.001036 0.636364 Rule:Att PSSM_-3_7 is [-5.402696,1.402695]|Att PSSM_-1_2 is [-4.592614,6.137364]|Att PSSM_-1_5 is [-4.889471,11.598465]|Att PSSM_-1_11 is [-4.366806,5.462694]|Att PSSM_-1_16 is [-3.520303,5.520303]|Att PSSM_0_5 is [0.622742,7.377258]|Att PSSM_0_6 is [-4.796125,-1.358259]|Att PSSM_1_4 is [-7.374600,1.993910]|Att PSSM_1_8 is [<5.426896]|Att PSSM_3_12 is [<-3.330873]|Att PSSM_4_7 is [<-0.131464]|1 Accuracy : 0.776903 0 1 157036 7044 45303 25255 Removed 330 instances. 202339 Instances left. Acc of rule 0.001036-0.636364 Initialization: 5.854000 Memcpy Classifiers: 0.558000 Memcpy Instances: 8.097000 Kernel 1: 0.026000 Kernel 2: 99.945000 Copyback: 0.017000 Sum: 0.045000 Initial population average accuracy1:0.005377 accuracy2:0.216984 Initialization: 5.843000 Memcpy Classifiers: 0.541000 Memcpy Instances: 8.124000 Kernel 1: 0.025000 Kernel 2: 101.804001 Copyback: 0.017000 Sum: 0.058000 It 0,Best ac:0.001235 0.625000 fi:0.474780. Ave ac:0.006091,0.010529 Initialization: 5.777000 Memcpy Classifiers: 0.486000 Memcpy Instances: 8.112000 Kernel 1: 0.023000 Kernel 2: 103.305000 Copyback: 0.016000 Sum: 0.034000 It 1,Best ac:0.000741 1.000000 fi:0.103844. Ave ac:0.006404,0.009935 Initialization: 7.127000 Memcpy Classifiers: 0.774000 Memcpy Instances: 12.210000 Kernel 1: 0.024000 Kernel 2: 103.313004 Copyback: 0.017000 Sum: 0.034000 It 2,Best ac:0.001235 0.833333 fi:0.266447. Ave ac:0.005502,0.008417 Initialization: 5.895000 Memcpy Classifiers: 0.496000 Memcpy Instances: 8.121000 Kernel 1: 0.023000 Kernel 2: 104.847000 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.001235 1.000000 fi:0.099780. Ave ac:0.004790,0.008483 Initialization: 5.740000 Memcpy Classifiers: 0.558000 Memcpy Instances: 8.141000 Kernel 1: 0.023000 Kernel 2: 102.565002 Copyback: 0.017000 Sum: 0.031000 It 4,Best ac:0.000741 1.000000 fi:0.103844. Ave ac:0.003728,0.007296 Initialization: 5.821000 Memcpy Classifiers: 0.556000 Memcpy Instances: 8.103000 Kernel 1: 0.024000 Kernel 2: 99.889999 Copyback: 0.017000 Sum: 0.030000 It 5,Best ac:0.000989 1.000000 fi:0.099891. Ave ac:0.004153,0.007309 Initialization: 5.771000 Memcpy Classifiers: 0.509000 Memcpy Instances: 8.117000 Kernel 1: 0.024000 Kernel 2: 96.690002 Copyback: 0.017000 Sum: 0.033000 It 6,Best ac:0.001730 1.000000 fi:0.099558. Ave ac:0.004265,0.011946 Initialization: 5.809000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.127000 Kernel 1: 0.023000 Kernel 2: 93.360001 Copyback: 0.017000 Sum: 0.037000 It 7,Best ac:0.000988 1.000000 fi:0.099891. Ave ac:0.002903,0.004788 Initialization: 5.830000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.117000 Kernel 1: 0.023000 Kernel 2: 90.579002 Copyback: 0.017000 Sum: 0.034000 It 8,Best ac:0.001730 1.000000 fi:0.099558. Ave ac:0.003009,0.005551 Initialization: 5.809000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.106000 Kernel 1: 0.024000 Kernel 2: 89.482002 Copyback: 0.018000 Sum: 0.036000 It 9,Best ac:0.000988 1.000000 fi:0.099891. Ave ac:0.002599,0.004566 Iteration 10:MDL fitness activated Error 0.099891 TL 0.041503 MDL Theory Length Weight: 0.8022732871 (4) Initialization: 5.826000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.099000 Kernel 1: 0.024000 Kernel 2: 89.588997 Copyback: 0.017000 Sum: 0.031000 It 10,Best ac:0.001483 1.000000 fi:0.122792. Ave ac:0.002736,0.005269 Initialization: 5.874000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.127000 Kernel 1: 0.024000 Kernel 2: 90.990997 Copyback: 0.016000 Sum: 0.032000 It 11,Best ac:0.000988 1.000000 fi:0.125378. Ave ac:0.002980,0.005831 Initialization: 5.822000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.110000 Kernel 1: 0.023000 Kernel 2: 89.166000 Copyback: 0.017000 Sum: 0.033000 It 12,Best ac:0.000989 1.000000 fi:0.126423. Ave ac:0.002083,0.003247 Initialization: 5.808000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.118000 Kernel 1: 0.024000 Kernel 2: 89.815002 Copyback: 0.018000 Sum: 0.035000 It 13,Best ac:0.001235 1.000000 fi:0.124221. Ave ac:0.002586,0.004722 Initialization: 5.787000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.097000 Kernel 1: 0.024000 Kernel 2: 87.280998 Copyback: 0.372000 Sum: 0.029000 It 14,Best ac:0.001730 1.000000 fi:0.121364. Ave ac:0.001990,0.003348 Initialization: 5.835000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.104000 Kernel 1: 0.024000 Kernel 2: 89.348000 Copyback: 0.017000 Sum: 0.032000 It 15,Best ac:0.000988 1.000000 fi:0.129208. Ave ac:0.002247,0.003475 Initialization: 5.775000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.120000 Kernel 1: 0.024000 Kernel 2: 88.775002 Copyback: 0.017000 Sum: 0.032000 It 16,Best ac:0.001483 1.000000 fi:0.125331. Ave ac:0.003242,0.004387 Initialization: 5.825000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.113000 Kernel 1: 0.024000 Kernel 2: 86.665001 Copyback: 0.017000 Sum: 0.028000 It 17,Best ac:0.000988 1.000000 fi:0.126013. Ave ac:0.001954,0.002882 Initialization: 5.775000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.114000 Kernel 1: 0.024000 Kernel 2: 88.120003 Copyback: 0.017000 Sum: 0.035000 It 18,Best ac:0.000988 1.000000 fi:0.121696. Ave ac:0.002145,0.004321 Initialization: 5.799000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.117000 Kernel 1: 0.024000 Kernel 2: 86.568001 Copyback: 0.017000 Sum: 0.028000 It 19,Best ac:0.000741 1.000000 fi:0.119385. Ave ac:0.001932,0.002497 Initialization: 5.786000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.108000 Kernel 1: 0.024000 Kernel 2: 84.180000 Copyback: 0.017000 Sum: 0.030000 It 20,Best ac:0.000741 1.000000 fi:0.117454. Ave ac:0.001870,0.002491 Initialization: 5.817000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.113000 Kernel 1: 0.023000 Kernel 2: 83.661003 Copyback: 0.016000 Sum: 0.030000 It 21,Best ac:0.000989 1.000000 fi:0.124355. Ave ac:0.001773,0.002280 Initialization: 5.795000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.131000 Kernel 1: 0.023000 Kernel 2: 84.792999 Copyback: 0.017000 Sum: 0.028000 It 22,Best ac:0.000741 1.000000 fi:0.129018. Ave ac:0.001910,0.002917 Initialization: 5.757000 Memcpy Classifiers: 0.480000 Memcpy Instances: 8.699000 Kernel 1: 0.032000 Kernel 2: 82.247002 Copyback: 0.018000 Sum: 0.041000 It 23,Best ac:0.000741 1.000000 fi:0.126611. Ave ac:0.002060,0.003318 Initialization: 5.846000 Memcpy Classifiers: 0.416000 Memcpy Instances: 11.075000 Kernel 1: 0.023000 Kernel 2: 81.051003 Copyback: 0.017000 Sum: 0.030000 It 24,Best ac:0.001483 1.000000 fi:0.120330. Ave ac:0.001613,0.001909 Initialization: 7.015000 Memcpy Classifiers: 0.646000 Memcpy Instances: 9.646000 Kernel 1: 0.023000 Kernel 2: 78.752998 Copyback: 0.017000 Sum: 0.048000 It 25,Best ac:0.001235 1.000000 fi:0.122424. Ave ac:0.001241,0.001590 Initialization: 5.825000 Memcpy Classifiers: 0.440000 Memcpy Instances: 10.323000 Kernel 1: 0.032000 Kernel 2: 82.424004 Copyback: 0.017000 Sum: 0.030000 It 26,Best ac:0.000988 1.000000 fi:0.119891. Ave ac:0.001356,0.001482 Initialization: 5.881000 Memcpy Classifiers: 0.463000 Memcpy Instances: 8.159000 Kernel 1: 0.023000 Kernel 2: 79.661003 Copyback: 0.017000 Sum: 0.029000 It 27,Best ac:0.003213 1.000000 fi:0.123244. Ave ac:0.001432,0.002456 Initialization: 8.349000 Memcpy Classifiers: 0.398000 Memcpy Instances: 11.508000 Kernel 1: 0.023000 Kernel 2: 78.261002 Copyback: 0.018000 Sum: 0.038000 It 28,Best ac:0.001235 1.000000 fi:0.122840. Ave ac:0.001269,0.001414 Initialization: 5.800000 Memcpy Classifiers: 0.361000 Memcpy Instances: 9.992000 Kernel 1: 0.032000 Kernel 2: 75.656998 Copyback: 0.017000 Sum: 0.033000 It 29,Best ac:0.000741 1.000000 fi:0.125649. Ave ac:0.001157,0.001559 MDL Theory Length Weight: 0.7220459584 (10) Initialization: 6.450000 Memcpy Classifiers: 0.618000 Memcpy Instances: 8.148000 Kernel 1: 0.022000 Kernel 2: 77.406998 Copyback: 0.017000 Sum: 0.031000 It 30,Best ac:0.001482 1.000000 fi:0.121299. Ave ac:0.001098,0.001476 Initialization: 6.020000 Memcpy Classifiers: 0.744000 Memcpy Instances: 10.456000 Kernel 1: 0.023000 Kernel 2: 78.314003 Copyback: 0.017000 Sum: 0.033000 It 31,Best ac:0.001483 1.000000 fi:0.119853. Ave ac:0.001592,0.003224 Initialization: 6.952000 Memcpy Classifiers: 0.490000 Memcpy Instances: 9.976000 Kernel 1: 0.032000 Kernel 2: 77.592003 Copyback: 0.017000 Sum: 0.029000 It 32,Best ac:0.001483 1.000000 fi:0.120927. Ave ac:0.001673,0.002398 Initialization: 7.355000 Memcpy Classifiers: 0.489000 Memcpy Instances: 9.473000 Kernel 1: 0.032000 Kernel 2: 76.058998 Copyback: 0.017000 Sum: 0.031000 It 33,Best ac:0.001483 1.000000 fi:0.118336. Ave ac:0.001520,0.002378 Initialization: 27.320000 Memcpy Instances: 490.135986 Memcpy Classifiers: 0.082000 Kernel 1: 0.023000 Kernel 2: 502.938995 Copyback: 0.015000 Sum: 0.017000 Memcpy Classifiers: 0.081000 Kernel 1: 0.015000 Kernel 2: 504.177002 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.103000 Kernel 1: 0.017000 Kernel 2: 511.048004 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.079000 Kernel 1: 0.015000 Kernel 2: 533.104004 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.080000 Kernel 1: 0.013000 Kernel 2: 510.561005 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.079000 Kernel 1: 0.013000 Kernel 2: 513.547974 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.081000 Kernel 1: 0.013000 Kernel 2: 532.004028 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.080000 Kernel 1: 0.012000 Kernel 2: 522.614990 Copyback: 0.370000 Sum: 0.001000 Memcpy Classifiers: 0.081000 Kernel 1: 0.012000 Kernel 2: 516.302979 Copyback: 0.018000 Sum: 0.004000 Memcpy Classifiers: 0.119000 Kernel 1: 0.022000 Kernel 2: 508.402008 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 162.953003 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.000974 0.658863 fi:0.459702. Ave ac:0.001758,0.005600 Best acc 0.000974 0.658863 Initialization: 6.390000 Memcpy Classifiers: 0.540000 Memcpy Instances: 8.179000 Kernel 1: 0.026000 Kernel 2: 100.204002 Copyback: 0.018000 Sum: 0.042000 Initial population average accuracy1:0.005410 accuracy2:0.208916 Initialization: 7.281000 Memcpy Classifiers: 0.740000 Memcpy Instances: 10.646000 Kernel 1: 0.029000 Kernel 2: 99.597000 Copyback: 0.020000 Sum: 0.053000 It 0,Best ac:0.003459 0.700000 fi:0.398783. Ave ac:0.006214,0.011839 Initialization: 7.123000 Memcpy Classifiers: 0.872000 Memcpy Instances: 9.278000 Kernel 1: 0.024000 Kernel 2: 98.014999 Copyback: 0.016000 Sum: 0.030000 It 1,Best ac:0.000988 0.800000 fi:0.299891. Ave ac:0.006334,0.010360 Initialization: 6.600000 Memcpy Classifiers: 0.808000 Memcpy Instances: 12.191000 Kernel 1: 0.023000 Kernel 2: 95.537003 Copyback: 0.017000 Sum: 0.034000 It 2,Best ac:0.001483 0.857143 fi:0.242526. Ave ac:0.004804,0.006816 Initialization: 5.832000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.142000 Kernel 1: 0.023000 Kernel 2: 96.806999 Copyback: 0.017000 Sum: 0.033000 It 3,Best ac:0.000988 1.000000 fi:0.099891. Ave ac:0.004561,0.006856 Initialization: 5.827000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.105000 Kernel 1: 0.024000 Kernel 2: 94.914001 Copyback: 0.016000 Sum: 0.027000 It 4,Best ac:0.001483 0.857143 fi:0.242526. Ave ac:0.003893,0.007129 Initialization: 5.837000 Memcpy Classifiers: 0.449000 Memcpy Instances: 8.155000 Kernel 1: 0.023000 Kernel 2: 94.476997 Copyback: 0.016000 Sum: 0.037000 It 5,Best ac:0.000989 1.000000 fi:0.099891. Ave ac:0.004284,0.006299 Initialization: 5.677000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.096000 Kernel 1: 0.024000 Kernel 2: 93.061996 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.000988 1.000000 fi:0.099891. Ave ac:0.004531,0.006287 Initialization: 5.814000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.105000 Kernel 1: 0.024000 Kernel 2: 92.325996 Copyback: 0.017000 Sum: 0.028000 It 7,Best ac:0.001235 1.000000 fi:0.099780. Ave ac:0.004226,0.006729 Initialization: 5.918000 Memcpy Classifiers: 0.432000 Memcpy Instances: 8.127000 Kernel 1: 0.024000 Kernel 2: 93.720001 Copyback: 0.016000 Sum: 0.031000 It 8,Best ac:0.001236 1.000000 fi:0.099780. Ave ac:0.003779,0.006144 Initialization: 5.828000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.121000 Kernel 1: 0.023000 Kernel 2: 92.357002 Copyback: 0.016000 Sum: 0.030000 It 9,Best ac:0.000988 1.000000 fi:0.099891. Ave ac:0.003514,0.005218 Iteration 10:MDL fitness activated Error 0.099891 TL 0.054248 MDL Theory Length Weight: 0.6137925669 (3) Initialization: 5.816000 Memcpy Classifiers: 0.504000 Memcpy Instances: 8.128000 Kernel 1: 0.024000 Kernel 2: 91.880997 Copyback: 0.017000 Sum: 0.030000 It 10,Best ac:0.000741 1.000000 fi:0.134276. Ave ac:0.003056,0.004838 Initialization: 5.898000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.121000 Kernel 1: 0.024000 Kernel 2: 91.983002 Copyback: 0.017000 Sum: 0.033000 It 11,Best ac:0.001730 1.000000 fi:0.126944. Ave ac:0.003882,0.006491 Initialization: 5.827000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.129000 Kernel 1: 0.023000 Kernel 2: 92.301003 Copyback: 0.017000 Sum: 0.031000 It 12,Best ac:0.000988 1.000000 fi:0.117925. Ave ac:0.003496,0.004800 Initialization: 5.761000 Memcpy Classifiers: 0.415000 Memcpy Instances: 9.850000 Kernel 1: 0.025000 Kernel 2: 89.794998 Copyback: 0.017000 Sum: 0.036000 It 13,Best ac:0.000741 1.000000 fi:0.127322. Ave ac:0.003217,0.004987 Initialization: 7.266000 Memcpy Classifiers: 0.572000 Memcpy Instances: 10.126000 Kernel 1: 0.024000 Kernel 2: 87.475998 Copyback: 0.017000 Sum: 0.035000 It 14,Best ac:0.000741 1.000000 fi:0.122714. Ave ac:0.002616,0.004115 Initialization: 5.821000 Memcpy Classifiers: 0.415000 Memcpy Instances: 10.353000 Kernel 1: 0.024000 Kernel 2: 87.417999 Copyback: 0.017000 Sum: 0.032000 It 15,Best ac:0.001977 1.000000 fi:0.118286. Ave ac:0.002862,0.004452 Initialization: 6.522000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.126000 Kernel 1: 0.024000 Kernel 2: 85.612999 Copyback: 0.018000 Sum: 0.030000 It 16,Best ac:0.001236 1.000000 fi:0.126475. Ave ac:0.002248,0.003816 Initialization: 5.822000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.113000 Kernel 1: 0.023000 Kernel 2: 86.130997 Copyback: 0.017000 Sum: 0.028000 It 17,Best ac:0.000988 1.000000 fi:0.120260. Ave ac:0.002273,0.003632 Initialization: 5.848000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.098000 Kernel 1: 0.025000 Kernel 2: 84.611000 Copyback: 0.018000 Sum: 0.036000 It 18,Best ac:0.001483 1.000000 fi:0.124150. Ave ac:0.002054,0.003378 Initialization: 5.820000 Memcpy Classifiers: 0.416000 Memcpy Instances: 10.355000 Kernel 1: 0.023000 Kernel 2: 81.281998 Copyback: 0.017000 Sum: 0.029000 It 19,Best ac:0.000989 1.000000 fi:0.120625. Ave ac:0.001762,0.002655 Initialization: 5.854000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.110000 Kernel 1: 0.023000 Kernel 2: 82.276001 Copyback: 0.016000 Sum: 0.033000 It 20,Best ac:0.000988 1.000000 fi:0.117914. Ave ac:0.002264,0.003163 Initialization: 5.786000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.100000 Kernel 1: 0.024000 Kernel 2: 81.224998 Copyback: 0.017000 Sum: 0.038000 It 21,Best ac:0.000989 1.000000 fi:0.116989. Ave ac:0.001757,0.002752 Initialization: 5.861000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.145000 Kernel 1: 0.024000 Kernel 2: 80.736000 Copyback: 0.017000 Sum: 0.033000 It 22,Best ac:0.000988 1.000000 fi:0.121124. Ave ac:0.002023,0.003503 Initialization: 5.838000 Memcpy Classifiers: 0.458000 Memcpy Instances: 8.112000 Kernel 1: 0.024000 Kernel 2: 85.267998 Copyback: 0.016000 Sum: 0.030000 It 23,Best ac:0.001483 1.000000 fi:0.117148. Ave ac:0.002603,0.003605 Initialization: 5.816000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.116000 Kernel 1: 0.024000 Kernel 2: 82.833000 Copyback: 0.017000 Sum: 0.027000 It 24,Best ac:0.001235 1.000000 fi:0.118952. Ave ac:0.002006,0.002727 Initialization: 5.789000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.123000 Kernel 1: 0.024000 Kernel 2: 82.320000 Copyback: 0.017000 Sum: 0.029000 It 25,Best ac:0.002965 1.000000 fi:0.118292. Ave ac:0.002128,0.002899 Initialization: 5.821000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.271000 Kernel 1: 0.023000 Kernel 2: 81.839996 Copyback: 0.017000 Sum: 0.032000 It 26,Best ac:0.000989 1.000000 fi:0.119243. Ave ac:0.002192,0.002762 Initialization: 5.822000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.133000 Kernel 1: 0.024000 Kernel 2: 80.296997 Copyback: 0.017000 Sum: 0.030000 It 27,Best ac:0.000988 1.000000 fi:0.121562. Ave ac:0.001944,0.002514 Initialization: 5.844000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.119000 Kernel 1: 0.023000 Kernel 2: 80.329002 Copyback: 0.017000 Sum: 0.029000 It 28,Best ac:0.001235 1.000000 fi:0.116680. Ave ac:0.001559,0.001850 Initialization: 5.988000 Memcpy Classifiers: 0.385000 Memcpy Instances: 8.105000 Kernel 1: 0.024000 Kernel 2: 80.227997 Copyback: 0.017000 Sum: 0.031000 It 29,Best ac:0.001235 1.000000 fi:0.117815. Ave ac:0.001848,0.003083 Initialization: 5.833000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.117000 Kernel 1: 0.024000 Kernel 2: 79.681000 Copyback: 0.017000 Sum: 0.032000 It 30,Best ac:0.000989 1.000000 fi:0.118761. Ave ac:0.002311,0.002738 Initialization: 5.777000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.120000 Kernel 1: 0.023000 Kernel 2: 80.547997 Copyback: 0.016000 Sum: 0.027000 It 31,Best ac:0.001235 1.000000 fi:0.119858. Ave ac:0.001957,0.002703 Initialization: 5.815000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.140000 Kernel 1: 0.023000 Kernel 2: 81.448997 Copyback: 0.017000 Sum: 0.026000 It 32,Best ac:0.001235 1.000000 fi:0.116424. Ave ac:0.002191,0.002306 Initialization: 5.782000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.118000 Kernel 1: 0.024000 Kernel 2: 82.053001 Copyback: 0.016000 Sum: 0.034000 It 33,Best ac:0.000989 1.000000 fi:0.120587. Ave ac:0.001644,0.002661 Initialization: 26.437000 Memcpy Instances: 394.115997 Memcpy Classifiers: 0.084000 Kernel 1: 0.026000 Kernel 2: 559.635010 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.082000 Kernel 1: 0.012000 Kernel 2: 527.017029 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.081000 Kernel 1: 0.014000 Kernel 2: 544.994995 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.082000 Kernel 1: 0.013000 Kernel 2: 550.353027 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.080000 Kernel 1: 0.012000 Kernel 2: 552.442993 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.081000 Kernel 1: 0.011000 Kernel 2: 542.825012 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.081000 Kernel 1: 0.012000 Kernel 2: 536.140991 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.081000 Kernel 1: 0.012000 Kernel 2: 551.711975 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.081000 Kernel 1: 0.011000 Kernel 2: 533.843018 Copyback: 0.021000 Sum: 0.006000 Memcpy Classifiers: 0.083000 Kernel 1: 0.019000 Kernel 2: 528.806030 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.012000 Kernel 2: 167.636993 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.000988 0.689655 fi:0.430932. Ave ac:0.002205,0.007125 Best acc 0.000988 0.689655 Rule:Att PSSM_-4_16 is [-4.209342,-0.498740]|Att PSSM_-3_11 is [-0.479144,5.119360]|Att PSSM_-2_7 is [-5.307243,-1.163700]|Att PSSM_-1_4 is [-4.288268,-2.526276]|Att PSSM_-1_15 is [<1.834609]|Att PSSM_0_7 is [-6.549732,-2.305008]|Att PSSM_0_12 is [<-1.007367]|Att PSSM_1_12 is [-6.603795,-1.396205]|Att PSSM_2_10 is [<2.582274]|Att PSSM_3_20 is [-3.526974,5.407213]|1 Accuracy : 0.777372 0 1 156946 7134 45103 25455 Removed 290 instances. 202049 Instances left. Acc of rule 0.000988-0.689655 Initialization: 6.088000 Memcpy Classifiers: 0.550000 Memcpy Instances: 8.105000 Kernel 1: 0.025000 Kernel 2: 99.795998 Copyback: 0.017000 Sum: 0.039000 Initial population average accuracy1:0.005833 accuracy2:0.214746 Initialization: 5.851000 Memcpy Classifiers: 0.540000 Memcpy Instances: 8.107000 Kernel 1: 0.023000 Kernel 2: 99.189003 Copyback: 0.017000 Sum: 0.047000 It 0,Best ac:0.001237 0.833333 fi:0.266444. Ave ac:0.005910,0.009881 Initialization: 5.809000 Memcpy Classifiers: 0.486000 Memcpy Instances: 8.089000 Kernel 1: 0.024000 Kernel 2: 98.457001 Copyback: 0.017000 Sum: 0.030000 It 1,Best ac:0.001485 0.750000 fi:0.349666. Ave ac:0.004936,0.008526 Initialization: 5.761000 Memcpy Classifiers: 0.479000 Memcpy Instances: 8.100000 Kernel 1: 0.024000 Kernel 2: 97.119003 Copyback: 0.017000 Sum: 0.032000 It 2,Best ac:0.001237 1.000000 fi:0.099777. Ave ac:0.005643,0.010278 Initialization: 5.795000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.096000 Kernel 1: 0.024000 Kernel 2: 96.959000 Copyback: 0.017000 Sum: 0.035000 It 3,Best ac:0.001237 1.000000 fi:0.099777. Ave ac:0.004785,0.008860 Initialization: 5.807000 Memcpy Classifiers: 0.539000 Memcpy Instances: 8.136000 Kernel 1: 0.022000 Kernel 2: 96.280998 Copyback: 0.017000 Sum: 0.029000 It 4,Best ac:0.000742 1.000000 fi:0.100000. Ave ac:0.004528,0.007577 Initialization: 5.810000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.091000 Kernel 1: 0.023000 Kernel 2: 95.345001 Copyback: 0.017000 Sum: 0.032000 It 5,Best ac:0.000990 1.000000 fi:0.099889. Ave ac:0.003903,0.007340 Initialization: 5.753000 Memcpy Classifiers: 0.494000 Memcpy Instances: 8.094000 Kernel 1: 0.024000 Kernel 2: 95.704002 Copyback: 0.016000 Sum: 0.028000 It 6,Best ac:0.001237 1.000000 fi:0.099777. Ave ac:0.003345,0.005669 Initialization: 5.841000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.085000 Kernel 1: 0.025000 Kernel 2: 96.754997 Copyback: 0.017000 Sum: 0.026000 It 7,Best ac:0.001237 1.000000 fi:0.099777. Ave ac:0.003635,0.007041 Initialization: 5.754000 Memcpy Classifiers: 0.522000 Memcpy Instances: 8.116000 Kernel 1: 0.023000 Kernel 2: 94.912003 Copyback: 0.016000 Sum: 0.033000 It 8,Best ac:0.001485 1.000000 fi:0.099666. Ave ac:0.003172,0.005119 Initialization: 5.816000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.094000 Kernel 1: 0.024000 Kernel 2: 92.220001 Copyback: 0.017000 Sum: 0.033000 It 9,Best ac:0.000742 1.000000 fi:0.100000. Ave ac:0.003208,0.005176 Iteration 10:MDL fitness activated Error 0.100000 TL 0.040930 MDL Theory Length Weight: 0.8144006927 (2) Initialization: 5.840000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.104000 Kernel 1: 0.024000 Kernel 2: 88.231003 Copyback: 0.017000 Sum: 0.033000 It 10,Best ac:0.000990 1.000000 fi:0.124164. Ave ac:0.003299,0.006853 Initialization: 5.817000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.104000 Kernel 1: 0.024000 Kernel 2: 90.110001 Copyback: 0.017000 Sum: 0.034000 It 11,Best ac:0.001237 1.000000 fi:0.126973. Ave ac:0.003715,0.005578 Initialization: 5.819000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.117000 Kernel 1: 0.023000 Kernel 2: 86.559998 Copyback: 0.017000 Sum: 0.036000 It 12,Best ac:0.000742 1.000000 fi:0.119226. Ave ac:0.003784,0.006551 Initialization: 5.746000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.121000 Kernel 1: 0.024000 Kernel 2: 85.079002 Copyback: 0.017000 Sum: 0.034000 It 13,Best ac:0.001485 1.000000 fi:0.119359. Ave ac:0.003781,0.005766 Initialization: 5.800000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.125000 Kernel 1: 0.024000 Kernel 2: 84.473000 Copyback: 0.017000 Sum: 0.031000 It 14,Best ac:0.000990 1.000000 fi:0.121523. Ave ac:0.003812,0.006076 Initialization: 5.766000 Memcpy Classifiers: 0.412000 Memcpy Instances: 8.110000 Kernel 1: 0.023000 Kernel 2: 81.018997 Copyback: 0.017000 Sum: 0.031000 It 15,Best ac:0.000742 1.000000 fi:0.121440. Ave ac:0.003438,0.005213 Initialization: 5.801000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.081000 Kernel 1: 0.025000 Kernel 2: 82.043999 Copyback: 0.016000 Sum: 0.028000 It 16,Best ac:0.001485 1.000000 fi:0.119431. Ave ac:0.003444,0.006024 Initialization: 5.936000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.084000 Kernel 1: 0.024000 Kernel 2: 80.726997 Copyback: 0.016000 Sum: 0.027000 It 17,Best ac:0.000742 1.000000 fi:0.122480. Ave ac:0.003416,0.007643 Initialization: 5.766000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.103000 Kernel 1: 0.024000 Kernel 2: 80.630997 Copyback: 0.017000 Sum: 0.031000 It 18,Best ac:0.000742 1.000000 fi:0.123364. Ave ac:0.002512,0.004366 Initialization: 5.814000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.114000 Kernel 1: 0.024000 Kernel 2: 79.514000 Copyback: 0.017000 Sum: 0.029000 It 19,Best ac:0.001485 1.000000 fi:0.119359. Ave ac:0.002680,0.004573 Initialization: 5.882000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.088000 Kernel 1: 0.023000 Kernel 2: 80.204002 Copyback: 0.017000 Sum: 0.030000 It 20,Best ac:0.001733 1.000000 fi:0.120151. Ave ac:0.002584,0.003370 Initialization: 5.754000 Memcpy Classifiers: 0.371000 Memcpy Instances: 8.107000 Kernel 1: 0.023000 Kernel 2: 79.332001 Copyback: 0.019000 Sum: 0.031000 It 21,Best ac:0.000990 1.000000 fi:0.114321. Ave ac:0.002632,0.005065 Initialization: 5.776000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.090000 Kernel 1: 0.024000 Kernel 2: 79.348999 Copyback: 0.017000 Sum: 0.033000 It 22,Best ac:0.000742 1.000000 fi:0.120985. Ave ac:0.002551,0.003567 Initialization: 5.849000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.093000 Kernel 1: 0.023000 Kernel 2: 80.663002 Copyback: 0.016000 Sum: 0.030000 It 23,Best ac:0.000742 1.000000 fi:0.114553. Ave ac:0.003258,0.005472 Initialization: 5.875000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.093000 Kernel 1: 0.024000 Kernel 2: 80.277000 Copyback: 0.017000 Sum: 0.025000 It 24,Best ac:0.000742 1.000000 fi:0.121083. Ave ac:0.003161,0.005977 Initialization: 5.798000 Memcpy Classifiers: 0.360000 Memcpy Instances: 8.119000 Kernel 1: 0.024000 Kernel 2: 80.075996 Copyback: 0.016000 Sum: 0.028000 It 25,Best ac:0.000742 1.000000 fi:0.117603. Ave ac:0.003076,0.005264 Initialization: 5.792000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.099000 Kernel 1: 0.023000 Kernel 2: 79.481003 Copyback: 0.016000 Sum: 0.029000 It 26,Best ac:0.002475 1.000000 fi:0.120109. Ave ac:0.002619,0.004559 Initialization: 5.803000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.104000 Kernel 1: 0.023000 Kernel 2: 77.978996 Copyback: 0.017000 Sum: 0.029000 It 27,Best ac:0.001237 1.000000 fi:0.121667. Ave ac:0.003365,0.006794 Initialization: 5.811000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.100000 Kernel 1: 0.024000 Kernel 2: 78.680000 Copyback: 0.017000 Sum: 0.028000 It 28,Best ac:0.001237 1.000000 fi:0.122897. Ave ac:0.003358,0.005500 Initialization: 5.857000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.092000 Kernel 1: 0.023000 Kernel 2: 79.779999 Copyback: 0.017000 Sum: 0.026000 It 29,Best ac:0.000990 1.000000 fi:0.116343. Ave ac:0.002488,0.004530 Initialization: 5.777000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.082000 Kernel 1: 0.024000 Kernel 2: 78.272003 Copyback: 0.016000 Sum: 0.032000 It 30,Best ac:0.000742 1.000000 fi:0.120580. Ave ac:0.002826,0.004835 MDL Theory Length Weight: 0.7329606234 (10) Initialization: 5.772000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.097000 Kernel 1: 0.024000 Kernel 2: 79.748001 Copyback: 0.017000 Sum: 0.026000 It 31,Best ac:0.000990 1.000000 fi:0.118663. Ave ac:0.002629,0.004239 Initialization: 5.886000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.094000 Kernel 1: 0.024000 Kernel 2: 78.260002 Copyback: 0.017000 Sum: 0.027000 It 32,Best ac:0.001485 1.000000 fi:0.118641. Ave ac:0.002664,0.005176 Initialization: 5.804000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.092000 Kernel 1: 0.024000 Kernel 2: 79.008003 Copyback: 0.016000 Sum: 0.033000 It 33,Best ac:0.000742 1.000000 fi:0.114382. Ave ac:0.002702,0.006001 Initialization: 26.507000 Memcpy Instances: 393.276001 Memcpy Classifiers: 0.075000 Kernel 1: 0.027000 Kernel 2: 507.257996 Copyback: 0.015000 Sum: 0.017000 Memcpy Classifiers: 0.074000 Kernel 1: 0.011000 Kernel 2: 512.991028 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.012000 Kernel 2: 518.471008 Copyback: 0.013000 Sum: 0.002000 Memcpy Classifiers: 0.073000 Kernel 1: 0.011000 Kernel 2: 525.072998 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.072000 Kernel 1: 0.012000 Kernel 2: 512.012024 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.011000 Kernel 2: 512.655029 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.072000 Kernel 1: 0.012000 Kernel 2: 504.980011 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.072000 Kernel 1: 0.011000 Kernel 2: 510.657013 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.072000 Kernel 1: 0.013000 Kernel 2: 524.687012 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.072000 Kernel 1: 0.012000 Kernel 2: 518.002014 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.012000 Kernel 2: 163.134995 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.001287 0.677083 fi:0.443480. Ave ac:0.003250,0.010426 Best acc 0.001287 0.677083 Initialization: 5.853000 Memcpy Classifiers: 0.556000 Memcpy Instances: 8.116000 Kernel 1: 0.026000 Kernel 2: 100.155998 Copyback: 0.017000 Sum: 0.042000 Initial population average accuracy1:0.006092 accuracy2:0.220398 Initialization: 5.829000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.112000 Kernel 1: 0.024000 Kernel 2: 98.653999 Copyback: 0.017000 Sum: 0.053000 It 0,Best ac:0.000990 0.666667 fi:0.433223. Ave ac:0.006890,0.012392 Initialization: 5.812000 Memcpy Classifiers: 0.539000 Memcpy Instances: 8.144000 Kernel 1: 0.022000 Kernel 2: 99.014999 Copyback: 0.017000 Sum: 0.033000 It 1,Best ac:0.001979 0.727273 fi:0.372172. Ave ac:0.007580,0.013785 Initialization: 5.775000 Memcpy Classifiers: 0.558000 Memcpy Instances: 8.114000 Kernel 1: 0.024000 Kernel 2: 98.602997 Copyback: 0.016000 Sum: 0.033000 It 2,Best ac:0.000990 1.000000 fi:0.099889. Ave ac:0.007311,0.012871 Initialization: 5.897000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.083000 Kernel 1: 0.023000 Kernel 2: 96.402000 Copyback: 0.017000 Sum: 0.036000 It 3,Best ac:0.000990 1.000000 fi:0.099889. Ave ac:0.005739,0.010628 Initialization: 5.845000 Memcpy Classifiers: 0.467000 Memcpy Instances: 8.115000 Kernel 1: 0.023000 Kernel 2: 95.157997 Copyback: 0.017000 Sum: 0.030000 It 4,Best ac:0.000743 1.000000 fi:0.100000. Ave ac:0.005176,0.008416 Initialization: 5.860000 Memcpy Classifiers: 0.481000 Memcpy Instances: 8.124000 Kernel 1: 0.022000 Kernel 2: 93.617996 Copyback: 0.016000 Sum: 0.032000 It 5,Best ac:0.001237 0.833333 fi:0.266444. Ave ac:0.004634,0.007974 Initialization: 5.801000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.082000 Kernel 1: 0.024000 Kernel 2: 96.666000 Copyback: 0.017000 Sum: 0.032000 It 6,Best ac:0.000990 1.000000 fi:0.099889. Ave ac:0.004608,0.007740 Initialization: 5.767000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.106000 Kernel 1: 0.023000 Kernel 2: 92.696999 Copyback: 0.017000 Sum: 0.034000 It 7,Best ac:0.001485 1.000000 fi:0.099666. Ave ac:0.003838,0.005890 Initialization: 5.843000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.101000 Kernel 1: 0.024000 Kernel 2: 91.643997 Copyback: 0.017000 Sum: 0.032000 It 8,Best ac:0.001238 1.000000 fi:0.099777. Ave ac:0.003901,0.007162 Initialization: 5.854000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.094000 Kernel 1: 0.024000 Kernel 2: 91.654999 Copyback: 0.016000 Sum: 0.031000 It 9,Best ac:0.001485 1.000000 fi:0.099666. Ave ac:0.003400,0.008041 Iteration 10:MDL fitness activated Error 0.099666 TL 0.024446 MDL Theory Length Weight: 1.3590031357 (3) Initialization: 5.807000 Memcpy Classifiers: 0.449000 Memcpy Instances: 8.114000 Kernel 1: 0.024000 Kernel 2: 89.904999 Copyback: 0.018000 Sum: 0.031000 It 10,Best ac:0.000742 1.000000 fi:0.143588. Ave ac:0.003301,0.005726 Initialization: 5.681000 Memcpy Classifiers: 0.444000 Memcpy Instances: 8.099000 Kernel 1: 0.024000 Kernel 2: 91.429001 Copyback: 0.371000 Sum: 0.031000 It 11,Best ac:0.001237 1.000000 fi:0.144327. Ave ac:0.003169,0.005980 Initialization: 5.941000 Memcpy Classifiers: 0.481000 Memcpy Instances: 8.230000 Kernel 1: 0.025000 Kernel 2: 89.640999 Copyback: 0.017000 Sum: 0.039000 It 12,Best ac:0.000742 1.000000 fi:0.135861. Ave ac:0.003022,0.005888 Initialization: 6.164000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.581000 Kernel 1: 0.023000 Kernel 2: 86.598999 Copyback: 0.018000 Sum: 0.038000 It 13,Best ac:0.000743 1.000000 fi:0.149339. Ave ac:0.002800,0.004778 Initialization: 6.633000 Memcpy Classifiers: 0.424000 Memcpy Instances: 8.215000 Kernel 1: 0.023000 Kernel 2: 86.407997 Copyback: 0.017000 Sum: 0.028000 It 14,Best ac:0.000742 1.000000 fi:0.132522. Ave ac:0.002863,0.004909 Initialization: 6.285000 Memcpy Classifiers: 0.398000 Memcpy Instances: 11.535000 Kernel 1: 0.026000 Kernel 2: 88.261002 Copyback: 0.017000 Sum: 0.033000 It 15,Best ac:0.000742 1.000000 fi:0.140403. Ave ac:0.003336,0.006882 Initialization: 5.852000 Memcpy Classifiers: 0.451000 Memcpy Instances: 11.061000 Kernel 1: 0.033000 Kernel 2: 89.323997 Copyback: 0.018000 Sum: 0.036000 It 16,Best ac:0.002227 1.000000 fi:0.148782. Ave ac:0.003430,0.005681 Initialization: 6.844000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.063000 Kernel 1: 0.033000 Kernel 2: 88.730003 Copyback: 0.017000 Sum: 0.029000 It 17,Best ac:0.001237 1.000000 fi:0.133000. Ave ac:0.003388,0.006145 Initialization: 6.613000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.084000 Kernel 1: 0.023000 Kernel 2: 87.138000 Copyback: 0.016000 Sum: 0.033000 It 18,Best ac:0.000990 1.000000 fi:0.134233. Ave ac:0.003422,0.006187 Initialization: 5.845000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.103000 Kernel 1: 0.022000 Kernel 2: 86.556999 Copyback: 0.017000 Sum: 0.033000 It 19,Best ac:0.000742 1.000000 fi:0.140619. Ave ac:0.003568,0.005787 Initialization: 5.842000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.098000 Kernel 1: 0.024000 Kernel 2: 86.004997 Copyback: 0.017000 Sum: 0.027000 It 20,Best ac:0.000742 1.000000 fi:0.131695. Ave ac:0.003307,0.006205 Initialization: 5.795000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.123000 Kernel 1: 0.025000 Kernel 2: 86.154999 Copyback: 0.016000 Sum: 0.027000 It 21,Best ac:0.001485 1.000000 fi:0.132132. Ave ac:0.002842,0.003984 Initialization: 5.828000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.112000 Kernel 1: 0.023000 Kernel 2: 86.358002 Copyback: 0.016000 Sum: 0.026000 It 22,Best ac:0.001237 1.000000 fi:0.137236. Ave ac:0.002840,0.005036 Initialization: 5.819000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.127000 Kernel 1: 0.024000 Kernel 2: 85.040001 Copyback: 0.017000 Sum: 0.031000 It 23,Best ac:0.000990 1.000000 fi:0.135416. Ave ac:0.003211,0.005588 Initialization: 5.823000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.128000 Kernel 1: 0.024000 Kernel 2: 86.180000 Copyback: 0.017000 Sum: 0.029000 It 24,Best ac:0.001732 1.000000 fi:0.124570. Ave ac:0.003472,0.005935 Initialization: 5.846000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.108000 Kernel 1: 0.023000 Kernel 2: 86.292999 Copyback: 0.016000 Sum: 0.029000 It 25,Best ac:0.000742 1.000000 fi:0.116527. Ave ac:0.003174,0.005289 Initialization: 5.817000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.133000 Kernel 1: 0.024000 Kernel 2: 85.706001 Copyback: 0.017000 Sum: 0.028000 It 26,Best ac:0.000742 1.000000 fi:0.133781. Ave ac:0.003442,0.005810 Initialization: 5.838000 Memcpy Classifiers: 0.378000 Memcpy Instances: 8.084000 Kernel 1: 0.024000 Kernel 2: 83.666000 Copyback: 0.016000 Sum: 0.030000 It 27,Best ac:0.001485 1.000000 fi:0.120196. Ave ac:0.002896,0.005682 Initialization: 6.081000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.116000 Kernel 1: 0.024000 Kernel 2: 81.602997 Copyback: 0.017000 Sum: 0.027000 It 28,Best ac:0.000742 1.000000 fi:0.126655. Ave ac:0.002557,0.004844 Initialization: 6.440000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.110000 Kernel 1: 0.023000 Kernel 2: 82.065002 Copyback: 0.017000 Sum: 0.031000 It 29,Best ac:0.000990 1.000000 fi:0.127442. Ave ac:0.002767,0.005723 Initialization: 8.294000 Memcpy Classifiers: 0.540000 Memcpy Instances: 9.890000 Kernel 1: 0.023000 Kernel 2: 82.763000 Copyback: 0.017000 Sum: 0.043000 It 30,Best ac:0.000742 1.000000 fi:0.124260. Ave ac:0.002473,0.005695 Initialization: 6.458000 Memcpy Classifiers: 0.648000 Memcpy Instances: 10.581000 Kernel 1: 0.033000 Kernel 2: 84.010002 Copyback: 0.017000 Sum: 0.030000 It 31,Best ac:0.001485 1.000000 fi:0.124518. Ave ac:0.002878,0.006864 Initialization: 6.821000 Memcpy Classifiers: 0.362000 Memcpy Instances: 11.320000 Kernel 1: 0.023000 Kernel 2: 81.190002 Copyback: 0.017000 Sum: 0.036000 It 32,Best ac:0.000990 1.000000 fi:0.124728. Ave ac:0.003325,0.009469 Initialization: 5.814000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.097000 Kernel 1: 0.023000 Kernel 2: 82.656998 Copyback: 0.017000 Sum: 0.025000 It 33,Best ac:0.000742 1.000000 fi:0.121353. Ave ac:0.002713,0.005653 Initialization: 26.353001 Memcpy Instances: 393.251007 Memcpy Classifiers: 0.073000 Kernel 1: 0.029000 Kernel 2: 523.617981 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.064000 Kernel 1: 0.012000 Kernel 2: 535.291992 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.071000 Kernel 1: 0.013000 Kernel 2: 520.737000 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.011000 Kernel 2: 541.359985 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.012000 Kernel 2: 522.883972 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.069000 Kernel 1: 0.012000 Kernel 2: 523.427002 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.012000 Kernel 2: 525.318970 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.012000 Kernel 2: 516.080017 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.011000 Kernel 2: 544.765991 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.013000 Kernel 2: 518.906982 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.046000 Kernel 1: 0.011000 Kernel 2: 163.192001 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.001084 0.631124 fi:0.501188. Ave ac:0.003127,0.011166 Best acc 0.001084 0.631124 Rule:Att PSSM_-4_7 is [<-0.391765]|Att PSSM_-3_9 is [<9.344611]|Att PSSM_-3_12 is [<0.805174]|Att PSSM_-1_18 is [-0.003919,10.900169]|Att PSSM_0_3 is [<-0.610401]|Att PSSM_0_12 is [<-3.515696]|Att PSSM_1_4 is [-4.186374,7.767153]|Att PSSM_1_15 is [<-1.732005]|Att PSSM_2_20 is [-6.485814,3.904706]|Att PSSM_3_15 is [<4.015625]|Att PSSM_4_2 is [<-1.552069]|1 Accuracy : 0.777952 0 1 156822 7258 44843 25715 Removed 384 instances. 201665 Instances left. Acc of rule 0.001287-0.677083 Initialization: 5.814000 Memcpy Classifiers: 0.576000 Memcpy Instances: 8.088000 Kernel 1: 0.028000 Kernel 2: 101.793999 Copyback: 0.018000 Sum: 0.041000 Initial population average accuracy1:0.005821 accuracy2:0.208672 Initialization: 5.770000 Memcpy Classifiers: 0.504000 Memcpy Instances: 8.082000 Kernel 1: 0.024000 Kernel 2: 116.240997 Copyback: 0.017000 Sum: 0.050000 It 0,Best ac:0.000744 1.000000 fi:0.099998. Ave ac:0.006027,0.011222 Initialization: 5.788000 Memcpy Classifiers: 0.543000 Memcpy Instances: 8.079000 Kernel 1: 0.024000 Kernel 2: 118.101997 Copyback: 0.016000 Sum: 0.030000 It 1,Best ac:0.000744 1.000000 fi:0.099998. Ave ac:0.005615,0.009235 Initialization: 5.839000 Memcpy Classifiers: 0.540000 Memcpy Instances: 8.102000 Kernel 1: 0.023000 Kernel 2: 101.613998 Copyback: 0.016000 Sum: 0.030000 It 2,Best ac:0.001488 0.857143 fi:0.242519. Ave ac:0.004773,0.007123 Initialization: 5.781000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.068000 Kernel 1: 0.024000 Kernel 2: 102.111000 Copyback: 0.016000 Sum: 0.031000 It 3,Best ac:0.001735 0.777778 fi:0.321773. Ave ac:0.004809,0.007657 Initialization: 5.820000 Memcpy Classifiers: 0.544000 Memcpy Instances: 8.075000 Kernel 1: 0.024000 Kernel 2: 100.195000 Copyback: 0.017000 Sum: 0.034000 It 4,Best ac:0.001983 0.800000 fi:0.299439. Ave ac:0.004958,0.010731 Initialization: 5.738000 Memcpy Classifiers: 0.594000 Memcpy Instances: 8.127000 Kernel 1: 0.023000 Kernel 2: 114.413002 Copyback: 0.017000 Sum: 0.035000 It 5,Best ac:0.001488 0.857143 fi:0.242519. Ave ac:0.004979,0.008831 Initialization: 5.722000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.098000 Kernel 1: 0.023000 Kernel 2: 98.887001 Copyback: 0.017000 Sum: 0.032000 It 6,Best ac:0.001239 1.000000 fi:0.099774. Ave ac:0.003709,0.006564 Initialization: 5.776000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.076000 Kernel 1: 0.024000 Kernel 2: 98.242996 Copyback: 0.017000 Sum: 0.033000 It 7,Best ac:0.001736 1.000000 fi:0.099551. Ave ac:0.003423,0.005512 Initialization: 5.806000 Memcpy Classifiers: 0.521000 Memcpy Instances: 8.109000 Kernel 1: 0.024000 Kernel 2: 94.685997 Copyback: 0.017000 Sum: 0.028000 It 8,Best ac:0.001735 1.000000 fi:0.099551. Ave ac:0.002475,0.005137 Initialization: 5.870000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.070000 Kernel 1: 0.024000 Kernel 2: 94.614998 Copyback: 0.017000 Sum: 0.032000 It 9,Best ac:0.001487 1.000000 fi:0.099663. Ave ac:0.002682,0.006247 Iteration 10:MDL fitness activated Error 0.099663 TL 0.045150 MDL Theory Length Weight: 0.7357878962 (3) Initialization: 5.758000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.090000 Kernel 1: 0.024000 Kernel 2: 92.413002 Copyback: 0.017000 Sum: 0.035000 It 10,Best ac:0.001488 1.000000 fi:0.124290. Ave ac:0.002861,0.007743 Initialization: 5.781000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.070000 Kernel 1: 0.024000 Kernel 2: 93.236000 Copyback: 0.016000 Sum: 0.030000 It 11,Best ac:0.001239 1.000000 fi:0.121130. Ave ac:0.002500,0.004488 Initialization: 5.737000 Memcpy Classifiers: 0.486000 Memcpy Instances: 8.072000 Kernel 1: 0.023000 Kernel 2: 93.507004 Copyback: 0.017000 Sum: 0.033000 It 12,Best ac:0.000744 1.000000 fi:0.119225. Ave ac:0.002690,0.005276 Initialization: 5.926000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.090000 Kernel 1: 0.024000 Kernel 2: 92.414001 Copyback: 0.017000 Sum: 0.035000 It 13,Best ac:0.000744 1.000000 fi:0.125218. Ave ac:0.002703,0.004655 Initialization: 5.899000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.073000 Kernel 1: 0.023000 Kernel 2: 92.117996 Copyback: 0.016000 Sum: 0.032000 It 14,Best ac:0.001239 1.000000 fi:0.122488. Ave ac:0.002773,0.005141 Initialization: 5.826000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.090000 Kernel 1: 0.023000 Kernel 2: 90.029999 Copyback: 0.020000 Sum: 0.040000 It 15,Best ac:0.000744 1.000000 fi:0.125342. Ave ac:0.002661,0.006010 Initialization: 5.769000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.093000 Kernel 1: 0.024000 Kernel 2: 88.828003 Copyback: 0.017000 Sum: 0.032000 It 16,Best ac:0.000744 1.000000 fi:0.123772. Ave ac:0.003413,0.006974 Initialization: 5.834000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.062000 Kernel 1: 0.024000 Kernel 2: 103.009003 Copyback: 0.017000 Sum: 0.031000 It 17,Best ac:0.000744 1.000000 fi:0.122786. Ave ac:0.002637,0.004728 Initialization: 5.862000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.068000 Kernel 1: 0.024000 Kernel 2: 86.903999 Copyback: 0.017000 Sum: 0.032000 It 18,Best ac:0.001488 1.000000 fi:0.121686. Ave ac:0.002899,0.005426 Initialization: 5.859000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.077000 Kernel 1: 0.023000 Kernel 2: 87.611000 Copyback: 0.016000 Sum: 0.027000 It 19,Best ac:0.001983 1.000000 fi:0.118359. Ave ac:0.003633,0.008397 Initialization: 5.763000 Memcpy Classifiers: 0.475000 Memcpy Instances: 8.080000 Kernel 1: 0.023000 Kernel 2: 85.458000 Copyback: 0.372000 Sum: 0.028000 It 20,Best ac:0.000744 1.000000 fi:0.116720. Ave ac:0.003344,0.007751 Initialization: 5.666000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.129000 Kernel 1: 0.023000 Kernel 2: 87.852997 Copyback: 0.017000 Sum: 0.026000 It 21,Best ac:0.000744 1.000000 fi:0.121176. Ave ac:0.003228,0.006010 Initialization: 5.893000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.076000 Kernel 1: 0.023000 Kernel 2: 85.788002 Copyback: 0.016000 Sum: 0.029000 It 22,Best ac:0.000992 1.000000 fi:0.116877. Ave ac:0.003612,0.006957 Initialization: 5.826000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.086000 Kernel 1: 0.023000 Kernel 2: 85.888000 Copyback: 0.018000 Sum: 0.037000 It 23,Best ac:0.000744 1.000000 fi:0.119558. Ave ac:0.002815,0.004786 Initialization: 5.754000 Memcpy Classifiers: 0.474000 Memcpy Instances: 8.112000 Kernel 1: 0.023000 Kernel 2: 85.103996 Copyback: 0.017000 Sum: 0.035000 It 24,Best ac:0.000744 1.000000 fi:0.119474. Ave ac:0.003812,0.009316 Initialization: 5.802000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.072000 Kernel 1: 0.023000 Kernel 2: 99.523003 Copyback: 0.017000 Sum: 0.031000 It 25,Best ac:0.000744 1.000000 fi:0.120251. Ave ac:0.003334,0.006381 Initialization: 5.792000 Memcpy Classifiers: 0.430000 Memcpy Instances: 8.078000 Kernel 1: 0.024000 Kernel 2: 83.445999 Copyback: 0.017000 Sum: 0.027000 It 26,Best ac:0.001736 1.000000 fi:0.112740. Ave ac:0.003464,0.011556 Initialization: 5.784000 Memcpy Classifiers: 0.461000 Memcpy Instances: 8.068000 Kernel 1: 0.024000 Kernel 2: 87.225998 Copyback: 0.017000 Sum: 0.027000 It 27,Best ac:0.000744 1.000000 fi:0.117402. Ave ac:0.003509,0.007177 Initialization: 5.818000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.091000 Kernel 1: 0.022000 Kernel 2: 85.129997 Copyback: 0.017000 Sum: 0.027000 It 28,Best ac:0.000992 1.000000 fi:0.119363. Ave ac:0.003205,0.007200 Initialization: 5.843000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.068000 Kernel 1: 0.024000 Kernel 2: 88.870003 Copyback: 0.017000 Sum: 0.027000 It 29,Best ac:0.000744 1.000000 fi:0.115527. Ave ac:0.003342,0.006922 Initialization: 5.785000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.094000 Kernel 1: 0.024000 Kernel 2: 85.251999 Copyback: 0.016000 Sum: 0.029000 It 30,Best ac:0.002232 1.000000 fi:0.114994. Ave ac:0.003051,0.005737 Initialization: 5.833000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.082000 Kernel 1: 0.024000 Kernel 2: 83.751999 Copyback: 0.017000 Sum: 0.029000 It 31,Best ac:0.000744 1.000000 fi:0.116600. Ave ac:0.003304,0.006229 Initialization: 5.735000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.095000 Kernel 1: 0.024000 Kernel 2: 83.504997 Copyback: 0.017000 Sum: 0.028000 It 32,Best ac:0.000992 1.000000 fi:0.118256. Ave ac:0.002863,0.005216 Initialization: 5.862000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.110000 Kernel 1: 0.022000 Kernel 2: 83.294998 Copyback: 0.017000 Sum: 0.027000 It 33,Best ac:0.000992 1.000000 fi:0.115784. Ave ac:0.003289,0.004947 Initialization: 26.400999 Memcpy Instances: 392.447998 Memcpy Classifiers: 0.079000 Kernel 1: 0.027000 Kernel 2: 556.219971 Copyback: 0.015000 Sum: 0.017000 Memcpy Classifiers: 0.076000 Kernel 1: 0.012000 Kernel 2: 532.351013 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.084000 Kernel 1: 0.012000 Kernel 2: 515.612000 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.075000 Kernel 1: 0.011000 Kernel 2: 534.520020 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.075000 Kernel 1: 0.012000 Kernel 2: 533.288025 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.075000 Kernel 1: 0.012000 Kernel 2: 515.158997 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.076000 Kernel 1: 0.013000 Kernel 2: 546.744019 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.075000 Kernel 1: 0.012000 Kernel 2: 532.366028 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.075000 Kernel 1: 0.011000 Kernel 2: 539.612000 Copyback: 0.371000 Sum: 0.001000 Memcpy Classifiers: 0.075000 Kernel 1: 0.012000 Kernel 2: 517.919006 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.011000 Kernel 2: 165.787994 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.001121 0.612466 fi:0.510150. Ave ac:0.002349,0.007984 Best acc 0.001121 0.612466 Initialization: 5.801000 Memcpy Classifiers: 0.522000 Memcpy Instances: 8.070000 Kernel 1: 0.026000 Kernel 2: 117.080002 Copyback: 0.017000 Sum: 0.042000 Initial population average accuracy1:0.005404 accuracy2:0.207462 Initialization: 5.796000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.106000 Kernel 1: 0.024000 Kernel 2: 100.163002 Copyback: 0.016000 Sum: 0.050000 It 0,Best ac:0.001736 0.875000 fi:0.224551. Ave ac:0.006927,0.013800 Initialization: 5.726000 Memcpy Classifiers: 0.492000 Memcpy Instances: 8.086000 Kernel 1: 0.023000 Kernel 2: 101.638000 Copyback: 0.017000 Sum: 0.027000 It 1,Best ac:0.000744 1.000000 fi:0.099998. Ave ac:0.004799,0.008080 Initialization: 5.839000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.099000 Kernel 1: 0.023000 Kernel 2: 101.322998 Copyback: 0.017000 Sum: 0.031000 It 2,Best ac:0.001240 0.833333 fi:0.266441. Ave ac:0.004513,0.009467 Initialization: 5.840000 Memcpy Classifiers: 0.542000 Memcpy Instances: 8.064000 Kernel 1: 0.024000 Kernel 2: 99.643997 Copyback: 0.017000 Sum: 0.028000 It 3,Best ac:0.000744 1.000000 fi:0.099998. Ave ac:0.004090,0.008004 Initialization: 5.810000 Memcpy Classifiers: 0.521000 Memcpy Instances: 8.086000 Kernel 1: 0.024000 Kernel 2: 99.629997 Copyback: 0.017000 Sum: 0.029000 It 4,Best ac:0.001487 1.000000 fi:0.099663. Ave ac:0.003713,0.007066 Initialization: 5.836000 Memcpy Classifiers: 0.504000 Memcpy Instances: 8.091000 Kernel 1: 0.023000 Kernel 2: 100.205002 Copyback: 0.017000 Sum: 0.031000 It 5,Best ac:0.000992 1.000000 fi:0.099886. Ave ac:0.003494,0.006146 Initialization: 5.791000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.087000 Kernel 1: 0.023000 Kernel 2: 98.946999 Copyback: 0.017000 Sum: 0.035000 It 6,Best ac:0.000992 1.000000 fi:0.099886. Ave ac:0.003815,0.006634 Initialization: 5.788000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.089000 Kernel 1: 0.023000 Kernel 2: 100.703003 Copyback: 0.017000 Sum: 0.030000 It 7,Best ac:0.000992 1.000000 fi:0.099886. Ave ac:0.003415,0.005159 Initialization: 5.917000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.094000 Kernel 1: 0.023000 Kernel 2: 100.296997 Copyback: 0.026000 Sum: 0.043000 It 8,Best ac:0.001240 1.000000 fi:0.099774. Ave ac:0.003185,0.005353 Initialization: 5.863000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.066000 Kernel 1: 0.023000 Kernel 2: 99.155998 Copyback: 0.019000 Sum: 0.042000 It 9,Best ac:0.001239 1.000000 fi:0.099774. Ave ac:0.002843,0.005394 Iteration 10:MDL fitness activated Error 0.099774 TL 0.037891 MDL Theory Length Weight: 0.8777287373 (6) Initialization: 5.781000 Memcpy Classifiers: 0.522000 Memcpy Instances: 8.091000 Kernel 1: 0.023000 Kernel 2: 99.374001 Copyback: 0.017000 Sum: 0.030000 It 10,Best ac:0.000992 1.000000 fi:0.130433. Ave ac:0.002578,0.005395 Initialization: 5.748000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.088000 Kernel 1: 0.024000 Kernel 2: 99.652000 Copyback: 0.016000 Sum: 0.031000 It 11,Best ac:0.000992 1.000000 fi:0.125198. Ave ac:0.003071,0.004835 Initialization: 5.902000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.101000 Kernel 1: 0.023000 Kernel 2: 99.155998 Copyback: 0.017000 Sum: 0.032000 It 12,Best ac:0.001240 1.000000 fi:0.128323. Ave ac:0.002981,0.005495 Initialization: 5.831000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.092000 Kernel 1: 0.024000 Kernel 2: 98.662003 Copyback: 0.017000 Sum: 0.030000 It 13,Best ac:0.000744 1.000000 fi:0.128068. Ave ac:0.002383,0.003852 Initialization: 5.877000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.089000 Kernel 1: 0.023000 Kernel 2: 99.407997 Copyback: 0.017000 Sum: 0.031000 It 14,Best ac:0.001488 1.000000 fi:0.125227. Ave ac:0.002079,0.003180 Initialization: 5.824000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.068000 Kernel 1: 0.022000 Kernel 2: 101.603996 Copyback: 0.017000 Sum: 0.032000 It 15,Best ac:0.000744 1.000000 fi:0.124497. Ave ac:0.002606,0.005262 Initialization: 5.855000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.097000 Kernel 1: 0.023000 Kernel 2: 101.251999 Copyback: 0.016000 Sum: 0.032000 It 16,Best ac:0.000744 1.000000 fi:0.125672. Ave ac:0.002466,0.003229 Initialization: 5.835000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.084000 Kernel 1: 0.024000 Kernel 2: 98.045998 Copyback: 0.017000 Sum: 0.034000 It 17,Best ac:0.000992 1.000000 fi:0.127898. Ave ac:0.002306,0.002814 Initialization: 5.818000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.095000 Kernel 1: 0.024000 Kernel 2: 95.377998 Copyback: 0.017000 Sum: 0.029000 It 18,Best ac:0.000992 1.000000 fi:0.126207. Ave ac:0.001693,0.002394 Initialization: 5.897000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.094000 Kernel 1: 0.023000 Kernel 2: 96.606003 Copyback: 0.016000 Sum: 0.030000 It 19,Best ac:0.001736 1.000000 fi:0.130503. Ave ac:0.002034,0.002709 Initialization: 5.827000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.091000 Kernel 1: 0.024000 Kernel 2: 99.467003 Copyback: 0.017000 Sum: 0.030000 It 20,Best ac:0.000744 1.000000 fi:0.133151. Ave ac:0.002134,0.002889 Initialization: 5.786000 Memcpy Classifiers: 0.486000 Memcpy Instances: 8.094000 Kernel 1: 0.023000 Kernel 2: 97.112999 Copyback: 0.016000 Sum: 0.032000 It 21,Best ac:0.001239 1.000000 fi:0.126910. Ave ac:0.001800,0.002666 Initialization: 5.841000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.081000 Kernel 1: 0.023000 Kernel 2: 98.416000 Copyback: 0.017000 Sum: 0.029000 It 22,Best ac:0.000744 1.000000 fi:0.131059. Ave ac:0.002078,0.002716 Initialization: 5.836000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.087000 Kernel 1: 0.023000 Kernel 2: 100.377998 Copyback: 0.016000 Sum: 0.031000 It 23,Best ac:0.000744 1.000000 fi:0.147065. Ave ac:0.002013,0.002703 Initialization: 5.826000 Memcpy Classifiers: 0.467000 Memcpy Instances: 8.110000 Kernel 1: 0.023000 Kernel 2: 97.675003 Copyback: 0.017000 Sum: 0.028000 It 24,Best ac:0.000744 1.000000 fi:0.124974. Ave ac:0.002392,0.003775 MDL Theory Length Weight: 0.7899558636 (10) Initialization: 5.848000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.076000 Kernel 1: 0.023000 Kernel 2: 99.108002 Copyback: 0.017000 Sum: 0.032000 It 25,Best ac:0.002232 1.000000 fi:0.127774. Ave ac:0.002193,0.003902 Initialization: 5.796000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.091000 Kernel 1: 0.024000 Kernel 2: 97.489998 Copyback: 0.017000 Sum: 0.032000 It 26,Best ac:0.001240 1.000000 fi:0.122172. Ave ac:0.002196,0.002647 Initialization: 5.775000 Memcpy Classifiers: 0.486000 Memcpy Instances: 8.093000 Kernel 1: 0.023000 Kernel 2: 97.932999 Copyback: 0.017000 Sum: 0.031000 It 27,Best ac:0.001488 1.000000 fi:0.126070. Ave ac:0.001968,0.002634 Initialization: 5.701000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.105000 Kernel 1: 0.024000 Kernel 2: 97.716003 Copyback: 0.017000 Sum: 0.034000 It 28,Best ac:0.000744 1.000000 fi:0.127873. Ave ac:0.002035,0.002336 Initialization: 5.861000 Memcpy Classifiers: 0.486000 Memcpy Instances: 8.107000 Kernel 1: 0.024000 Kernel 2: 95.414001 Copyback: 0.020000 Sum: 0.035000 It 29,Best ac:0.000992 1.000000 fi:0.125347. Ave ac:0.001727,0.003410 Initialization: 5.844000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.067000 Kernel 1: 0.023000 Kernel 2: 96.667999 Copyback: 0.017000 Sum: 0.036000 It 30,Best ac:0.000992 1.000000 fi:0.124539. Ave ac:0.001953,0.002596 Initialization: 5.824000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.068000 Kernel 1: 0.023000 Kernel 2: 97.446999 Copyback: 0.017000 Sum: 0.032000 It 31,Best ac:0.001240 1.000000 fi:0.119867. Ave ac:0.002042,0.003794 Initialization: 5.827000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.084000 Kernel 1: 0.023000 Kernel 2: 95.679001 Copyback: 0.017000 Sum: 0.028000 It 32,Best ac:0.000744 1.000000 fi:0.120091. Ave ac:0.002314,0.003603 Initialization: 5.803000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.108000 Kernel 1: 0.024000 Kernel 2: 94.488998 Copyback: 0.016000 Sum: 0.028000 It 33,Best ac:0.000744 1.000000 fi:0.125315. Ave ac:0.002224,0.007757 Initialization: 26.740000 Memcpy Instances: 476.126007 Memcpy Classifiers: 0.123000 Kernel 1: 0.034000 Kernel 2: 558.382019 Copyback: 0.017000 Sum: 0.018000 Memcpy Classifiers: 0.118000 Kernel 1: 0.014000 Kernel 2: 554.293030 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.081000 Kernel 1: 0.015000 Kernel 2: 576.193970 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.080000 Kernel 1: 0.013000 Kernel 2: 570.919006 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.102000 Kernel 1: 0.016000 Kernel 2: 565.427979 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.120000 Kernel 1: 0.022000 Kernel 2: 570.377991 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.081000 Kernel 1: 0.012000 Kernel 2: 550.788025 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.080000 Kernel 1: 0.013000 Kernel 2: 565.112976 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.103000 Kernel 1: 0.018000 Kernel 2: 568.008972 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.080000 Kernel 1: 0.012000 Kernel 2: 557.211975 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 171.623993 Copyback: 0.018000 Sum: 0.003000 It 34,Best ac:0.001517 0.655246 fi:0.472850. Ave ac:0.001909,0.006280 Best acc 0.001517 0.655246 Rule:Att PSSM_-4_7 is [<2.466210]|Att PSSM_-3_6 is [-6.240715,-1.759285]|Att PSSM_-1_15 is [<2.233079]|Att PSSM_0_2 is [-6.934356,-3.065644]|Att PSSM_0_13 is [-1.536367,2.939440]|Att PSSM_0_15 is [<4.852596]|Att PSSM_1_3 is [<-0.498775]|Att PSSM_2_3 is [<3.444397]|Att PSSM_2_9 is [<5.685909]|Att PSSM_3_2 is [-5.582868,5.582868]|Att PSSM_3_12 is [-5.994816,1.332268]|Att PSSM_3_19 is [<4.617100]|Att PSSM_4_6 is [-4.509468,-2.872277]|1 Accuracy : 0.778570 0 1 156661 7419 44537 26021 Removed 467 instances. 201198 Instances left. Acc of rule 0.001517-0.655246 Initialization: 5.964000 Memcpy Classifiers: 0.558000 Memcpy Instances: 8.048000 Kernel 1: 0.024000 Kernel 2: 98.344002 Copyback: 0.017000 Sum: 0.037000 Initial population average accuracy1:0.005307 accuracy2:0.212933 Initialization: 5.775000 Memcpy Classifiers: 0.517000 Memcpy Instances: 8.060000 Kernel 1: 0.024000 Kernel 2: 99.852997 Copyback: 0.016000 Sum: 0.031000 It 0,Best ac:0.000746 1.000000 fi:0.099996. Ave ac:0.005345,0.010853 Initialization: 5.770000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.062000 Kernel 1: 0.024000 Kernel 2: 99.387001 Copyback: 0.017000 Sum: 0.030000 It 1,Best ac:0.000994 0.800000 fi:0.299883. Ave ac:0.004333,0.007551 Initialization: 5.782000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.073000 Kernel 1: 0.023000 Kernel 2: 97.231003 Copyback: 0.017000 Sum: 0.028000 It 2,Best ac:0.001243 1.000000 fi:0.099771. Ave ac:0.003652,0.006698 Initialization: 5.842000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.062000 Kernel 1: 0.024000 Kernel 2: 96.508003 Copyback: 0.017000 Sum: 0.029000 It 3,Best ac:0.000746 1.000000 fi:0.099995. Ave ac:0.003788,0.006241 Initialization: 5.762000 Memcpy Classifiers: 0.486000 Memcpy Instances: 8.087000 Kernel 1: 0.024000 Kernel 2: 98.196999 Copyback: 0.016000 Sum: 0.026000 It 4,Best ac:0.001242 1.000000 fi:0.099771. Ave ac:0.003078,0.005104 Initialization: 5.805000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.057000 Kernel 1: 0.024000 Kernel 2: 95.387001 Copyback: 0.017000 Sum: 0.031000 It 5,Best ac:0.001491 1.000000 fi:0.099658. Ave ac:0.003204,0.005807 Initialization: 5.720000 Memcpy Classifiers: 0.459000 Memcpy Instances: 8.088000 Kernel 1: 0.023000 Kernel 2: 96.722000 Copyback: 0.017000 Sum: 0.037000 It 6,Best ac:0.000746 1.000000 fi:0.099996. Ave ac:0.002048,0.003344 Initialization: 5.811000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.058000 Kernel 1: 0.023000 Kernel 2: 97.838997 Copyback: 0.017000 Sum: 0.033000 It 7,Best ac:0.000746 1.000000 fi:0.099996. Ave ac:0.002115,0.003510 Initialization: 5.860000 Memcpy Classifiers: 0.471000 Memcpy Instances: 8.071000 Kernel 1: 0.024000 Kernel 2: 96.468002 Copyback: 0.017000 Sum: 0.027000 It 8,Best ac:0.001243 0.833333 fi:0.266437. Ave ac:0.002292,0.003834 Initialization: 5.785000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.088000 Kernel 1: 0.024000 Kernel 2: 97.220001 Copyback: 0.017000 Sum: 0.036000 It 9,Best ac:0.001740 1.000000 fi:0.099545. Ave ac:0.002885,0.004076 Iteration 10:MDL fitness activated Error 0.099545 TL 0.040025 MDL Theory Length Weight: 0.8290205459 (1) Initialization: 5.801000 Memcpy Classifiers: 0.455000 Memcpy Instances: 8.089000 Kernel 1: 0.024000 Kernel 2: 98.241997 Copyback: 0.017000 Sum: 0.030000 It 10,Best ac:0.001988 0.888889 fi:0.250798. Ave ac:0.001842,0.003367 Initialization: 5.767000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.069000 Kernel 1: 0.024000 Kernel 2: 96.980003 Copyback: 0.016000 Sum: 0.032000 It 11,Best ac:0.000746 1.000000 fi:0.133214. Ave ac:0.002163,0.003317 Initialization: 5.783000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.064000 Kernel 1: 0.024000 Kernel 2: 96.470001 Copyback: 0.017000 Sum: 0.034000 It 12,Best ac:0.000994 1.000000 fi:0.126074. Ave ac:0.002432,0.003730 Initialization: 5.832000 Memcpy Classifiers: 0.467000 Memcpy Instances: 8.099000 Kernel 1: 0.023000 Kernel 2: 97.629997 Copyback: 0.017000 Sum: 0.032000 It 13,Best ac:0.000994 1.000000 fi:0.132726. Ave ac:0.001717,0.002318 Initialization: 5.739000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.079000 Kernel 1: 0.024000 Kernel 2: 95.744003 Copyback: 0.017000 Sum: 0.031000 It 14,Best ac:0.000994 1.000000 fi:0.127949. Ave ac:0.003142,0.004624 Initialization: 5.772000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.076000 Kernel 1: 0.024000 Kernel 2: 95.216003 Copyback: 0.017000 Sum: 0.030000 It 15,Best ac:0.001243 1.000000 fi:0.134285. Ave ac:0.002237,0.003944 Initialization: 5.650000 Memcpy Classifiers: 0.432000 Memcpy Instances: 8.090000 Kernel 1: 0.023000 Kernel 2: 96.330002 Copyback: 0.017000 Sum: 0.032000 It 16,Best ac:0.000746 1.000000 fi:0.126700. Ave ac:0.002175,0.003700 Initialization: 5.786000 Memcpy Classifiers: 0.449000 Memcpy Instances: 8.066000 Kernel 1: 0.024000 Kernel 2: 94.629997 Copyback: 0.017000 Sum: 0.031000 It 17,Best ac:0.001243 1.000000 fi:0.133306. Ave ac:0.002348,0.004665 Initialization: 5.787000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.068000 Kernel 1: 0.023000 Kernel 2: 93.603996 Copyback: 0.017000 Sum: 0.030000 It 18,Best ac:0.000746 1.000000 fi:0.131721. Ave ac:0.002778,0.005736 Initialization: 5.818000 Memcpy Classifiers: 0.441000 Memcpy Instances: 8.073000 Kernel 1: 0.024000 Kernel 2: 95.820000 Copyback: 0.017000 Sum: 0.029000 It 19,Best ac:0.000746 1.000000 fi:0.122825. Ave ac:0.002594,0.003600 Initialization: 5.781000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.048000 Kernel 1: 0.024000 Kernel 2: 95.705002 Copyback: 0.017000 Sum: 0.032000 It 20,Best ac:0.000745 1.000000 fi:0.125437. Ave ac:0.002192,0.003153 Initialization: 5.772000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.081000 Kernel 1: 0.023000 Kernel 2: 94.288002 Copyback: 0.016000 Sum: 0.033000 It 21,Best ac:0.000746 1.000000 fi:0.128027. Ave ac:0.002799,0.004217 Initialization: 5.781000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.051000 Kernel 1: 0.024000 Kernel 2: 92.799004 Copyback: 0.016000 Sum: 0.030000 It 22,Best ac:0.000746 1.000000 fi:0.122890. Ave ac:0.002386,0.004533 Initialization: 5.791000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.064000 Kernel 1: 0.023000 Kernel 2: 95.271004 Copyback: 0.016000 Sum: 0.031000 It 23,Best ac:0.000994 1.000000 fi:0.128364. Ave ac:0.002709,0.004242 Initialization: 5.795000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.056000 Kernel 1: 0.024000 Kernel 2: 92.052002 Copyback: 0.017000 Sum: 0.028000 It 24,Best ac:0.000746 1.000000 fi:0.124769. Ave ac:0.002702,0.005044 Initialization: 5.815000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.068000 Kernel 1: 0.023000 Kernel 2: 91.289001 Copyback: 0.017000 Sum: 0.029000 It 25,Best ac:0.000746 1.000000 fi:0.126229. Ave ac:0.002344,0.003437 Initialization: 5.747000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.066000 Kernel 1: 0.023000 Kernel 2: 89.352997 Copyback: 0.016000 Sum: 0.034000 It 26,Best ac:0.001491 1.000000 fi:0.129651. Ave ac:0.001988,0.003356 Initialization: 5.783000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.065000 Kernel 1: 0.028000 Kernel 2: 92.827003 Copyback: 0.017000 Sum: 0.027000 It 27,Best ac:0.000745 1.000000 fi:0.127713. Ave ac:0.002053,0.002924 Initialization: 5.646000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.057000 Kernel 1: 0.024000 Kernel 2: 92.032997 Copyback: 0.017000 Sum: 0.027000 It 28,Best ac:0.000746 1.000000 fi:0.123070. Ave ac:0.002241,0.003653 MDL Theory Length Weight: 0.7461184913 (10) Initialization: 5.914000 Memcpy Classifiers: 0.477000 Memcpy Instances: 8.078000 Kernel 1: 0.024000 Kernel 2: 90.017998 Copyback: 0.017000 Sum: 0.029000 It 29,Best ac:0.001243 1.000000 fi:0.122618. Ave ac:0.002703,0.004470 Initialization: 5.675000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.061000 Kernel 1: 0.023000 Kernel 2: 91.981003 Copyback: 0.016000 Sum: 0.028000 It 30,Best ac:0.001491 1.000000 fi:0.126814. Ave ac:0.002640,0.005122 Initialization: 5.696000 Memcpy Classifiers: 0.459000 Memcpy Instances: 8.066000 Kernel 1: 0.023000 Kernel 2: 89.384003 Copyback: 0.017000 Sum: 0.030000 It 31,Best ac:0.001243 1.000000 fi:0.118062. Ave ac:0.002271,0.003229 Initialization: 5.734000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.065000 Kernel 1: 0.023000 Kernel 2: 87.789001 Copyback: 0.017000 Sum: 0.034000 It 32,Best ac:0.001491 1.000000 fi:0.122120. Ave ac:0.002280,0.003332 Initialization: 5.752000 Memcpy Classifiers: 0.432000 Memcpy Instances: 8.173000 Kernel 1: 0.022000 Kernel 2: 86.517998 Copyback: 0.016000 Sum: 0.029000 It 33,Best ac:0.000746 1.000000 fi:0.121408. Ave ac:0.002017,0.002989 Initialization: 26.516001 Memcpy Instances: 391.528015 Memcpy Classifiers: 0.083000 Kernel 1: 0.028000 Kernel 2: 537.671997 Copyback: 0.369000 Sum: 0.017000 Memcpy Classifiers: 0.081000 Kernel 1: 0.012000 Kernel 2: 544.633972 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.080000 Kernel 1: 0.012000 Kernel 2: 545.731018 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.080000 Kernel 1: 0.011000 Kernel 2: 540.797974 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.080000 Kernel 1: 0.011000 Kernel 2: 532.968994 Copyback: 0.018000 Sum: 0.003000 Memcpy Classifiers: 0.121000 Kernel 1: 0.023000 Kernel 2: 556.041016 Copyback: 0.018000 Sum: 0.003000 Memcpy Classifiers: 0.082000 Kernel 1: 0.018000 Kernel 2: 565.932983 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.081000 Kernel 1: 0.013000 Kernel 2: 537.955017 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.080000 Kernel 1: 0.012000 Kernel 2: 535.812988 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.080000 Kernel 1: 0.012000 Kernel 2: 542.702026 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.011000 Kernel 2: 163.942001 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.001029 0.640867 fi:0.486156. Ave ac:0.001877,0.006013 Best acc 0.001029 0.640867 Initialization: 5.802000 Memcpy Classifiers: 0.539000 Memcpy Instances: 8.073000 Kernel 1: 0.025000 Kernel 2: 97.237999 Copyback: 0.017000 Sum: 0.039000 Initial population average accuracy1:0.005452 accuracy2:0.221643 Initialization: 5.813000 Memcpy Classifiers: 0.486000 Memcpy Instances: 8.042000 Kernel 1: 0.025000 Kernel 2: 100.586998 Copyback: 0.017000 Sum: 0.031000 It 0,Best ac:0.000746 1.000000 fi:0.099995. Ave ac:0.004868,0.008697 Initialization: 5.843000 Memcpy Classifiers: 0.522000 Memcpy Instances: 8.064000 Kernel 1: 0.023000 Kernel 2: 95.753998 Copyback: 0.016000 Sum: 0.029000 It 1,Best ac:0.000746 1.000000 fi:0.099996. Ave ac:0.004586,0.008700 Initialization: 5.918000 Memcpy Classifiers: 0.542000 Memcpy Instances: 11.332000 Kernel 1: 0.023000 Kernel 2: 97.321999 Copyback: 0.017000 Sum: 0.031000 It 2,Best ac:0.001491 1.000000 fi:0.099657. Ave ac:0.004187,0.007678 Initialization: 5.847000 Memcpy Classifiers: 0.505000 Memcpy Instances: 9.239000 Kernel 1: 0.024000 Kernel 2: 95.682999 Copyback: 0.017000 Sum: 0.029000 It 3,Best ac:0.000994 1.000000 fi:0.099883. Ave ac:0.003388,0.005939 Initialization: 6.553000 Memcpy Classifiers: 0.523000 Memcpy Instances: 11.043000 Kernel 1: 0.027000 Kernel 2: 93.143997 Copyback: 0.372000 Sum: 0.029000 It 4,Best ac:0.000994 1.000000 fi:0.099883. Ave ac:0.003708,0.008859 Initialization: 7.030000 Memcpy Classifiers: 0.715000 Memcpy Instances: 9.508000 Kernel 1: 0.028000 Kernel 2: 90.582001 Copyback: 0.018000 Sum: 0.046000 It 5,Best ac:0.001243 1.000000 fi:0.099770. Ave ac:0.003850,0.006632 Initialization: 6.551000 Memcpy Classifiers: 0.528000 Memcpy Instances: 9.661000 Kernel 1: 0.032000 Kernel 2: 87.541000 Copyback: 0.017000 Sum: 0.038000 It 6,Best ac:0.001491 1.000000 fi:0.099658. Ave ac:0.003616,0.006702 Initialization: 6.329000 Memcpy Classifiers: 0.488000 Memcpy Instances: 11.355000 Kernel 1: 0.035000 Kernel 2: 87.116997 Copyback: 0.017000 Sum: 0.028000 It 7,Best ac:0.000746 1.000000 fi:0.099996. Ave ac:0.003243,0.006462 Initialization: 7.879000 Memcpy Classifiers: 0.872000 Memcpy Instances: 8.386000 Kernel 1: 0.023000 Kernel 2: 87.766998 Copyback: 0.018000 Sum: 0.041000 It 8,Best ac:0.000746 1.000000 fi:0.099995. Ave ac:0.003917,0.008115 Initialization: 6.230000 Memcpy Classifiers: 0.434000 Memcpy Instances: 12.217000 Kernel 1: 0.024000 Kernel 2: 89.450996 Copyback: 0.018000 Sum: 0.040000 It 9,Best ac:0.001491 1.000000 fi:0.099658. Ave ac:0.003553,0.007840 Iteration 10:MDL fitness activated Error 0.099658 TL 0.047257 MDL Theory Length Weight: 0.7029524603 (8) Initialization: 6.956000 Memcpy Classifiers: 0.614000 Memcpy Instances: 8.831000 Kernel 1: 0.024000 Kernel 2: 85.695000 Copyback: 0.017000 Sum: 0.032000 It 10,Best ac:0.000746 1.000000 fi:0.122170. Ave ac:0.003221,0.005434 Initialization: 6.724000 Memcpy Classifiers: 0.398000 Memcpy Instances: 10.181000 Kernel 1: 0.027000 Kernel 2: 84.903999 Copyback: 0.018000 Sum: 0.038000 It 11,Best ac:0.001740 1.000000 fi:0.120336. Ave ac:0.004117,0.007864 Initialization: 6.800000 Memcpy Classifiers: 0.712000 Memcpy Instances: 12.157000 Kernel 1: 0.024000 Kernel 2: 82.894997 Copyback: 0.017000 Sum: 0.029000 It 12,Best ac:0.000746 1.000000 fi:0.121143. Ave ac:0.003570,0.007074 Initialization: 7.247000 Memcpy Classifiers: 0.594000 Memcpy Instances: 11.480000 Kernel 1: 0.027000 Kernel 2: 81.211998 Copyback: 0.017000 Sum: 0.030000 It 13,Best ac:0.000994 1.000000 fi:0.115192. Ave ac:0.003169,0.005772 Initialization: 6.097000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.045000 Kernel 1: 0.024000 Kernel 2: 78.592003 Copyback: 0.017000 Sum: 0.031000 It 14,Best ac:0.002237 1.000000 fi:0.115502. Ave ac:0.002519,0.004623 Initialization: 5.757000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.103000 Kernel 1: 0.024000 Kernel 2: 78.694000 Copyback: 0.017000 Sum: 0.028000 It 15,Best ac:0.000994 1.000000 fi:0.117524. Ave ac:0.002200,0.004028 Initialization: 6.469000 Memcpy Classifiers: 0.351000 Memcpy Instances: 12.388000 Kernel 1: 0.024000 Kernel 2: 79.273003 Copyback: 0.016000 Sum: 0.030000 It 16,Best ac:0.000746 1.000000 fi:0.116177. Ave ac:0.002660,0.003890 Initialization: 5.808000 Memcpy Classifiers: 0.398000 Memcpy Instances: 10.145000 Kernel 1: 0.023000 Kernel 2: 77.838997 Copyback: 0.018000 Sum: 0.036000 It 17,Best ac:0.000746 1.000000 fi:0.115472. Ave ac:0.002333,0.005096 Initialization: 5.873000 Memcpy Classifiers: 0.437000 Memcpy Instances: 8.087000 Kernel 1: 0.024000 Kernel 2: 80.625000 Copyback: 0.017000 Sum: 0.037000 It 18,Best ac:0.000745 1.000000 fi:0.119447. Ave ac:0.001968,0.003911 Initialization: 6.930000 Memcpy Classifiers: 0.679000 Memcpy Instances: 10.229000 Kernel 1: 0.024000 Kernel 2: 74.988998 Copyback: 0.018000 Sum: 0.038000 It 19,Best ac:0.000746 1.000000 fi:0.120089. Ave ac:0.002662,0.005219 Initialization: 7.423000 Memcpy Classifiers: 0.614000 Memcpy Instances: 10.402000 Kernel 1: 0.032000 Kernel 2: 74.724998 Copyback: 0.017000 Sum: 0.027000 It 20,Best ac:0.000746 1.000000 fi:0.122473. Ave ac:0.002720,0.004743 Initialization: 5.877000 Memcpy Classifiers: 0.433000 Memcpy Instances: 9.900000 Kernel 1: 0.022000 Kernel 2: 78.013000 Copyback: 0.019000 Sum: 0.036000 It 21,Best ac:0.001740 1.000000 fi:0.118594. Ave ac:0.003228,0.005238 Initialization: 5.840000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.057000 Kernel 1: 0.024000 Kernel 2: 76.126999 Copyback: 0.017000 Sum: 0.032000 It 22,Best ac:0.001243 1.000000 fi:0.114889. Ave ac:0.002731,0.005801 Initialization: 5.853000 Memcpy Classifiers: 0.411000 Memcpy Instances: 10.745000 Kernel 1: 0.024000 Kernel 2: 76.855003 Copyback: 0.017000 Sum: 0.032000 It 23,Best ac:0.001491 1.000000 fi:0.113323. Ave ac:0.003348,0.005778 Initialization: 6.862000 Memcpy Classifiers: 0.391000 Memcpy Instances: 10.420000 Kernel 1: 0.033000 Kernel 2: 76.549004 Copyback: 0.017000 Sum: 0.026000 It 24,Best ac:0.000746 1.000000 fi:0.119644. Ave ac:0.003284,0.006427 Initialization: 5.828000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.062000 Kernel 1: 0.024000 Kernel 2: 75.959999 Copyback: 0.016000 Sum: 0.024000 It 25,Best ac:0.000994 1.000000 fi:0.119295. Ave ac:0.003602,0.007362 Initialization: 5.837000 Memcpy Classifiers: 0.340000 Memcpy Instances: 11.063000 Kernel 1: 0.023000 Kernel 2: 75.071999 Copyback: 0.016000 Sum: 0.027000 It 26,Best ac:0.000994 1.000000 fi:0.114490. Ave ac:0.002887,0.006722 Initialization: 7.200000 Memcpy Classifiers: 0.593000 Memcpy Instances: 8.259000 Kernel 1: 0.023000 Kernel 2: 76.474998 Copyback: 0.017000 Sum: 0.029000 It 27,Best ac:0.000746 1.000000 fi:0.115893. Ave ac:0.002899,0.005486 Initialization: 5.783000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.053000 Kernel 1: 0.024000 Kernel 2: 74.880997 Copyback: 0.017000 Sum: 0.030000 It 28,Best ac:0.000746 1.000000 fi:0.114731. Ave ac:0.002730,0.007289 Initialization: 5.799000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.071000 Kernel 1: 0.023000 Kernel 2: 74.541000 Copyback: 0.017000 Sum: 0.033000 It 29,Best ac:0.000746 1.000000 fi:0.113184. Ave ac:0.002183,0.004077 Initialization: 6.852000 Memcpy Classifiers: 0.454000 Memcpy Instances: 8.419000 Kernel 1: 0.024000 Kernel 2: 75.128998 Copyback: 0.017000 Sum: 0.030000 It 30,Best ac:0.000994 1.000000 fi:0.113549. Ave ac:0.003776,0.007080 Initialization: 5.842000 Memcpy Classifiers: 0.353000 Memcpy Instances: 10.964000 Kernel 1: 0.025000 Kernel 2: 74.478996 Copyback: 0.017000 Sum: 0.029000 It 31,Best ac:0.000994 1.000000 fi:0.114793. Ave ac:0.003553,0.005658 Initialization: 5.782000 Memcpy Classifiers: 0.366000 Memcpy Instances: 11.233000 Kernel 1: 0.023000 Kernel 2: 74.039001 Copyback: 0.016000 Sum: 0.028000 It 32,Best ac:0.000994 1.000000 fi:0.115192. Ave ac:0.003413,0.009123 Initialization: 7.317000 Memcpy Classifiers: 0.340000 Memcpy Instances: 10.133000 Kernel 1: 0.023000 Kernel 2: 72.061996 Copyback: 0.017000 Sum: 0.027000 It 33,Best ac:0.000746 1.000000 fi:0.111599. Ave ac:0.003299,0.007193 Initialization: 29.181000 Memcpy Instances: 442.987000 Memcpy Classifiers: 0.072000 Kernel 1: 0.023000 Kernel 2: 481.375000 Copyback: 0.015000 Sum: 0.018000 Memcpy Classifiers: 0.065000 Kernel 1: 0.012000 Kernel 2: 452.437012 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.012000 Kernel 2: 490.516998 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.012000 Kernel 2: 473.269012 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.012000 Kernel 2: 478.747009 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.011000 Kernel 2: 476.678009 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.011000 Kernel 2: 473.127014 Copyback: 0.370000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.012000 Kernel 2: 459.612000 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.069000 Kernel 1: 0.011000 Kernel 2: 475.489014 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.012000 Kernel 2: 461.414001 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.047000 Kernel 1: 0.011000 Kernel 2: 152.656006 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.001397 0.599147 fi:0.520241. Ave ac:0.003603,0.014053 Best acc 0.001397 0.599147 Rule:Att PSSM_-4_2 is [-6.979055,-1.020944]|Att PSSM_-4_17 is [-3.569721,3.364565]|Att PSSM_-3_13 is [-6.551889,6.762341]|Att PSSM_-2_12 is [-6.337536,-1.662464]|Att PSSM_-1_7 is [-5.955831,-2.044169]|Att PSSM_0_2 is [-5.970008,-2.029992]|Att PSSM_0_3 is [<8.216352]|Att PSSM_0_8 is [-5.152238,-0.074015]|Att PSSM_0_13 is [-0.193308,10.832335]|Att PSSM_0_14 is [<8.419643]|Att PSSM_0_16 is [<1.599118]|Att PSSM_1_7 is [-6.717082,-0.401444]|Att PSSM_1_8 is [<4.556320]|Att PSSM_1_13 is [-2.819105,3.292994]|1 Accuracy : 0.778957 0 1 156545 7535 44330 26228 Removed 323 instances. 200875 Instances left. Acc of rule 0.001029-0.640867 Initialization: 5.825000 Memcpy Classifiers: 0.538000 Memcpy Instances: 8.035000 Kernel 1: 0.027000 Kernel 2: 98.509003 Copyback: 0.017000 Sum: 0.041000 Initial population average accuracy1:0.005666 accuracy2:0.198801 Initialization: 5.671000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.035000 Kernel 1: 0.023000 Kernel 2: 98.987999 Copyback: 0.017000 Sum: 0.045000 It 0,Best ac:0.000747 1.000000 fi:0.099994. Ave ac:0.005806,0.010534 Initialization: 5.897000 Memcpy Classifiers: 0.495000 Memcpy Instances: 8.030000 Kernel 1: 0.024000 Kernel 2: 100.125000 Copyback: 0.016000 Sum: 0.028000 It 1,Best ac:0.001494 0.857143 fi:0.242511. Ave ac:0.004707,0.008046 Initialization: 5.829000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.069000 Kernel 1: 0.024000 Kernel 2: 100.305000 Copyback: 0.016000 Sum: 0.029000 It 2,Best ac:0.000996 1.000000 fi:0.099881. Ave ac:0.003736,0.006706 Initialization: 5.768000 Memcpy Classifiers: 0.499000 Memcpy Instances: 8.049000 Kernel 1: 0.023000 Kernel 2: 98.782997 Copyback: 0.017000 Sum: 0.029000 It 3,Best ac:0.001244 0.833333 fi:0.266435. Ave ac:0.004028,0.007527 Initialization: 5.806000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.074000 Kernel 1: 0.023000 Kernel 2: 98.759003 Copyback: 0.016000 Sum: 0.029000 It 4,Best ac:0.000747 1.000000 fi:0.099994. Ave ac:0.003203,0.006401 Initialization: 5.688000 Memcpy Classifiers: 0.486000 Memcpy Instances: 8.054000 Kernel 1: 0.023000 Kernel 2: 95.973999 Copyback: 0.016000 Sum: 0.033000 It 5,Best ac:0.000996 1.000000 fi:0.099881. Ave ac:0.002877,0.005125 Initialization: 5.746000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.071000 Kernel 1: 0.023000 Kernel 2: 94.997002 Copyback: 0.017000 Sum: 0.028000 It 6,Best ac:0.000996 1.000000 fi:0.099881. Ave ac:0.002761,0.003666 Initialization: 5.821000 Memcpy Classifiers: 0.504000 Memcpy Instances: 8.062000 Kernel 1: 0.023000 Kernel 2: 95.454002 Copyback: 0.016000 Sum: 0.029000 It 7,Best ac:0.000747 1.000000 fi:0.099994. Ave ac:0.003051,0.004435 Initialization: 5.792000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.052000 Kernel 1: 0.023000 Kernel 2: 95.992996 Copyback: 0.016000 Sum: 0.031000 It 8,Best ac:0.000996 1.000000 fi:0.099881. Ave ac:0.003274,0.005136 Initialization: 5.808000 Memcpy Classifiers: 0.495000 Memcpy Instances: 8.030000 Kernel 1: 0.024000 Kernel 2: 97.224998 Copyback: 0.017000 Sum: 0.031000 It 9,Best ac:0.001494 1.000000 fi:0.099654. Ave ac:0.003160,0.006217 Iteration 10:MDL fitness activated Error 0.099654 TL 0.030245 MDL Theory Length Weight: 1.0983015227 (1) Initialization: 5.644000 Memcpy Classifiers: 0.522000 Memcpy Instances: 8.053000 Kernel 1: 0.024000 Kernel 2: 93.553001 Copyback: 0.017000 Sum: 0.034000 It 10,Best ac:0.000747 1.000000 fi:0.133022. Ave ac:0.002619,0.004619 Initialization: 5.797000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.049000 Kernel 1: 0.023000 Kernel 2: 93.616997 Copyback: 0.017000 Sum: 0.034000 It 11,Best ac:0.001245 1.000000 fi:0.129775. Ave ac:0.002879,0.005676 Initialization: 5.818000 Memcpy Classifiers: 0.504000 Memcpy Instances: 8.070000 Kernel 1: 0.022000 Kernel 2: 92.467003 Copyback: 0.017000 Sum: 0.029000 It 12,Best ac:0.000747 1.000000 fi:0.135299. Ave ac:0.002927,0.004588 Initialization: 5.728000 Memcpy Classifiers: 0.427000 Memcpy Instances: 8.035000 Kernel 1: 0.023000 Kernel 2: 88.556999 Copyback: 0.017000 Sum: 0.036000 It 13,Best ac:0.000996 1.000000 fi:0.130972. Ave ac:0.002242,0.003658 Initialization: 5.780000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.032000 Kernel 1: 0.023000 Kernel 2: 90.438004 Copyback: 0.017000 Sum: 0.032000 It 14,Best ac:0.000747 1.000000 fi:0.142479. Ave ac:0.002578,0.004321 Initialization: 5.875000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.040000 Kernel 1: 0.024000 Kernel 2: 90.146004 Copyback: 0.016000 Sum: 0.031000 It 15,Best ac:0.000747 1.000000 fi:0.134953. Ave ac:0.002339,0.004235 Initialization: 5.745000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.056000 Kernel 1: 0.023000 Kernel 2: 93.363998 Copyback: 0.017000 Sum: 0.030000 It 16,Best ac:0.000996 1.000000 fi:0.131059. Ave ac:0.003266,0.004793 Initialization: 5.779000 Memcpy Classifiers: 0.481000 Memcpy Instances: 8.068000 Kernel 1: 0.023000 Kernel 2: 88.442001 Copyback: 0.017000 Sum: 0.031000 It 17,Best ac:0.000747 1.000000 fi:0.135783. Ave ac:0.002594,0.003915 Initialization: 5.820000 Memcpy Classifiers: 0.378000 Memcpy Instances: 8.049000 Kernel 1: 0.023000 Kernel 2: 87.541000 Copyback: 0.016000 Sum: 0.028000 It 18,Best ac:0.001493 1.000000 fi:0.132241. Ave ac:0.002491,0.003555 Initialization: 5.815000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.032000 Kernel 1: 0.024000 Kernel 2: 87.122002 Copyback: 0.017000 Sum: 0.029000 It 19,Best ac:0.001494 1.000000 fi:0.128563. Ave ac:0.002026,0.003198 Initialization: 5.654000 Memcpy Classifiers: 0.382000 Memcpy Instances: 8.054000 Kernel 1: 0.023000 Kernel 2: 86.492996 Copyback: 0.371000 Sum: 0.033000 It 20,Best ac:0.000747 1.000000 fi:0.122923. Ave ac:0.002261,0.003896 Initialization: 5.757000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.037000 Kernel 1: 0.024000 Kernel 2: 86.487000 Copyback: 0.017000 Sum: 0.030000 It 21,Best ac:0.000996 1.000000 fi:0.134507. Ave ac:0.001787,0.002713 Initialization: 5.751000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.055000 Kernel 1: 0.024000 Kernel 2: 86.625999 Copyback: 0.016000 Sum: 0.031000 It 22,Best ac:0.000996 1.000000 fi:0.122810. Ave ac:0.001935,0.004477 Initialization: 5.867000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.043000 Kernel 1: 0.024000 Kernel 2: 86.754997 Copyback: 0.017000 Sum: 0.030000 It 23,Best ac:0.000996 1.000000 fi:0.128526. Ave ac:0.002598,0.006519 Initialization: 5.770000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.049000 Kernel 1: 0.024000 Kernel 2: 85.317001 Copyback: 0.017000 Sum: 0.030000 It 24,Best ac:0.000747 1.000000 fi:0.129455. Ave ac:0.002334,0.004843 Initialization: 5.730000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.074000 Kernel 1: 0.023000 Kernel 2: 86.508003 Copyback: 0.017000 Sum: 0.029000 It 25,Best ac:0.000747 1.000000 fi:0.113365. Ave ac:0.002490,0.004784 Initialization: 5.781000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.069000 Kernel 1: 0.023000 Kernel 2: 85.392998 Copyback: 0.016000 Sum: 0.032000 It 26,Best ac:0.000747 1.000000 fi:0.121561. Ave ac:0.002274,0.004770 Initialization: 5.783000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.037000 Kernel 1: 0.024000 Kernel 2: 85.934998 Copyback: 0.017000 Sum: 0.031000 It 27,Best ac:0.000747 1.000000 fi:0.128722. Ave ac:0.002658,0.005691 Initialization: 5.820000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.046000 Kernel 1: 0.024000 Kernel 2: 84.814003 Copyback: 0.017000 Sum: 0.028000 It 28,Best ac:0.001742 1.000000 fi:0.122882. Ave ac:0.002626,0.005678 Initialization: 5.794000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.030000 Kernel 1: 0.023000 Kernel 2: 84.780998 Copyback: 0.017000 Sum: 0.031000 It 29,Best ac:0.001245 1.000000 fi:0.123238. Ave ac:0.002605,0.005985 Initialization: 5.807000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.055000 Kernel 1: 0.024000 Kernel 2: 83.660004 Copyback: 0.017000 Sum: 0.029000 It 30,Best ac:0.000747 1.000000 fi:0.123144. Ave ac:0.003396,0.007432 Initialization: 7.788000 Memcpy Classifiers: 0.681000 Memcpy Instances: 8.507000 Kernel 1: 0.024000 Kernel 2: 83.989998 Copyback: 0.017000 Sum: 0.029000 It 31,Best ac:0.000747 1.000000 fi:0.121561. Ave ac:0.002736,0.004682 Initialization: 5.787000 Memcpy Classifiers: 0.432000 Memcpy Instances: 8.071000 Kernel 1: 0.023000 Kernel 2: 85.014000 Copyback: 0.016000 Sum: 0.030000 It 32,Best ac:0.000996 1.000000 fi:0.126484. Ave ac:0.002220,0.004191 Initialization: 5.775000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.068000 Kernel 1: 0.023000 Kernel 2: 83.892998 Copyback: 0.016000 Sum: 0.029000 It 33,Best ac:0.000747 1.000000 fi:0.124758. Ave ac:0.002232,0.005356 Initialization: 26.809999 Memcpy Instances: 391.023987 Memcpy Classifiers: 0.082000 Kernel 1: 0.028000 Kernel 2: 536.093018 Copyback: 0.014000 Sum: 0.017000 Memcpy Classifiers: 0.079000 Kernel 1: 0.012000 Kernel 2: 545.862976 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.078000 Kernel 1: 0.012000 Kernel 2: 540.289978 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.078000 Kernel 1: 0.011000 Kernel 2: 550.263000 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.078000 Kernel 1: 0.012000 Kernel 2: 557.906982 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.078000 Kernel 1: 0.012000 Kernel 2: 547.947998 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.078000 Kernel 1: 0.012000 Kernel 2: 553.812988 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.078000 Kernel 1: 0.011000 Kernel 2: 543.473022 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.078000 Kernel 1: 0.012000 Kernel 2: 574.953003 Copyback: 0.370000 Sum: 0.001000 Memcpy Classifiers: 0.078000 Kernel 1: 0.012000 Kernel 2: 578.013977 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.000886 0.603390 fi:0.525186. Ave ac:0.002929,0.010968 Best acc 0.000886 0.603390 Initialization: 5.795000 Memcpy Classifiers: 0.559000 Memcpy Instances: 8.085000 Kernel 1: 0.025000 Kernel 2: 98.126999 Copyback: 0.017000 Sum: 0.043000 Initial population average accuracy1:0.005219 accuracy2:0.223601 Initialization: 5.846000 Memcpy Classifiers: 0.497000 Memcpy Instances: 8.038000 Kernel 1: 0.023000 Kernel 2: 99.528000 Copyback: 0.017000 Sum: 0.050000 It 0,Best ac:0.000747 1.000000 fi:0.099994. Ave ac:0.005280,0.009490 Initialization: 5.777000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.051000 Kernel 1: 0.023000 Kernel 2: 99.396004 Copyback: 0.017000 Sum: 0.028000 It 1,Best ac:0.000996 1.000000 fi:0.099881. Ave ac:0.005199,0.009670 Initialization: 5.803000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.038000 Kernel 1: 0.023000 Kernel 2: 97.224998 Copyback: 0.017000 Sum: 0.028000 It 2,Best ac:0.001493 1.000000 fi:0.099655. Ave ac:0.004496,0.008857 Initialization: 5.746000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.083000 Kernel 1: 0.022000 Kernel 2: 95.931000 Copyback: 0.017000 Sum: 0.028000 It 3,Best ac:0.000996 1.000000 fi:0.099881. Ave ac:0.004128,0.007064 Initialization: 5.859000 Memcpy Classifiers: 0.504000 Memcpy Instances: 8.031000 Kernel 1: 0.024000 Kernel 2: 94.331001 Copyback: 0.017000 Sum: 0.028000 It 4,Best ac:0.001743 1.000000 fi:0.099541. Ave ac:0.004527,0.009533 Initialization: 5.762000 Memcpy Classifiers: 0.467000 Memcpy Instances: 8.061000 Kernel 1: 0.025000 Kernel 2: 90.010002 Copyback: 0.017000 Sum: 0.029000 It 5,Best ac:0.001245 1.000000 fi:0.099767. Ave ac:0.004384,0.009837 Initialization: 5.775000 Memcpy Classifiers: 0.432000 Memcpy Instances: 8.061000 Kernel 1: 0.024000 Kernel 2: 89.434998 Copyback: 0.016000 Sum: 0.033000 It 6,Best ac:0.000747 1.000000 fi:0.099994. Ave ac:0.003936,0.010714 Initialization: 5.797000 Memcpy Classifiers: 0.495000 Memcpy Instances: 8.049000 Kernel 1: 0.023000 Kernel 2: 88.869003 Copyback: 0.017000 Sum: 0.031000 It 7,Best ac:0.001245 1.000000 fi:0.099767. Ave ac:0.005394,0.012169 Initialization: 5.766000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.077000 Kernel 1: 0.024000 Kernel 2: 87.530998 Copyback: 0.016000 Sum: 0.027000 It 8,Best ac:0.001245 0.833333 fi:0.266434. Ave ac:0.004945,0.010843 Initialization: 5.788000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.053000 Kernel 1: 0.024000 Kernel 2: 89.568001 Copyback: 0.017000 Sum: 0.028000 It 9,Best ac:0.001244 0.833333 fi:0.266435. Ave ac:0.004658,0.009354 Iteration 10:MDL fitness activated Error 0.266435 TL 0.043834 MDL Theory Length Weight: 2.0260777981 (6) Initialization: 5.750000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.049000 Kernel 1: 0.023000 Kernel 2: 85.717003 Copyback: 0.016000 Sum: 0.031000 It 10,Best ac:0.001245 1.000000 fi:0.166494. Ave ac:0.005224,0.008940 Initialization: 5.765000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.071000 Kernel 1: 0.024000 Kernel 2: 87.375999 Copyback: 0.016000 Sum: 0.031000 It 11,Best ac:0.000996 1.000000 fi:0.150752. Ave ac:0.005915,0.011750 Initialization: 5.784000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.052000 Kernel 1: 0.024000 Kernel 2: 85.172997 Copyback: 0.016000 Sum: 0.028000 It 12,Best ac:0.000996 1.000000 fi:0.153837. Ave ac:0.003920,0.006753 Initialization: 5.996000 Memcpy Classifiers: 0.438000 Memcpy Instances: 8.152000 Kernel 1: 0.023000 Kernel 2: 85.886002 Copyback: 0.018000 Sum: 0.033000 It 13,Best ac:0.000747 1.000000 fi:0.163349. Ave ac:0.004073,0.009262 Initialization: 5.834000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.080000 Kernel 1: 0.024000 Kernel 2: 84.640999 Copyback: 0.017000 Sum: 0.027000 It 14,Best ac:0.000996 1.000000 fi:0.166607. Ave ac:0.004706,0.010166 Initialization: 5.801000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.040000 Kernel 1: 0.023000 Kernel 2: 83.650002 Copyback: 0.017000 Sum: 0.031000 It 15,Best ac:0.001244 1.000000 fi:0.158415. Ave ac:0.004867,0.011855 Initialization: 5.768000 Memcpy Classifiers: 0.464000 Memcpy Instances: 8.047000 Kernel 1: 0.023000 Kernel 2: 84.460999 Copyback: 0.017000 Sum: 0.028000 It 16,Best ac:0.000996 1.000000 fi:0.152223. Ave ac:0.004253,0.008682 Initialization: 5.837000 Memcpy Classifiers: 0.471000 Memcpy Instances: 8.049000 Kernel 1: 0.023000 Kernel 2: 82.263000 Copyback: 0.017000 Sum: 0.029000 It 17,Best ac:0.000996 1.000000 fi:0.163954. Ave ac:0.004202,0.010906 Initialization: 5.808000 Memcpy Classifiers: 0.467000 Memcpy Instances: 8.073000 Kernel 1: 0.023000 Kernel 2: 84.206001 Copyback: 0.017000 Sum: 0.027000 It 18,Best ac:0.000747 1.000000 fi:0.158615. Ave ac:0.005037,0.010121 Initialization: 5.764000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.062000 Kernel 1: 0.024000 Kernel 2: 83.978996 Copyback: 0.017000 Sum: 0.028000 It 19,Best ac:0.001245 1.000000 fi:0.150814. Ave ac:0.004301,0.007597 Initialization: 5.782000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.050000 Kernel 1: 0.024000 Kernel 2: 81.750999 Copyback: 0.017000 Sum: 0.027000 It 20,Best ac:0.001244 1.000000 fi:0.150814. Ave ac:0.004941,0.010092 MDL Theory Length Weight: 1.8234700183 (10) Initialization: 5.787000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.041000 Kernel 1: 0.023000 Kernel 2: 83.038002 Copyback: 0.016000 Sum: 0.027000 It 21,Best ac:0.000747 1.000000 fi:0.144606. Ave ac:0.003959,0.007157 Initialization: 5.789000 Memcpy Classifiers: 0.360000 Memcpy Instances: 8.031000 Kernel 1: 0.023000 Kernel 2: 81.958000 Copyback: 0.017000 Sum: 0.028000 It 22,Best ac:0.000747 1.000000 fi:0.142868. Ave ac:0.003655,0.006724 Initialization: 5.869000 Memcpy Classifiers: 0.378000 Memcpy Instances: 11.927000 Kernel 1: 0.023000 Kernel 2: 81.987000 Copyback: 0.017000 Sum: 0.036000 It 23,Best ac:0.000996 1.000000 fi:0.134948. Ave ac:0.003673,0.008726 Initialization: 5.786000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.127000 Kernel 1: 0.025000 Kernel 2: 80.799004 Copyback: 0.018000 Sum: 0.034000 It 24,Best ac:0.000996 1.000000 fi:0.140370. Ave ac:0.004100,0.006374 Initialization: 5.865000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.074000 Kernel 1: 0.023000 Kernel 2: 81.293999 Copyback: 0.017000 Sum: 0.028000 It 25,Best ac:0.000747 1.000000 fi:0.145116. Ave ac:0.003301,0.007060 Initialization: 7.687000 Memcpy Classifiers: 0.680000 Memcpy Instances: 11.423000 Kernel 1: 0.025000 Kernel 2: 81.282997 Copyback: 0.017000 Sum: 0.029000 It 26,Best ac:0.000747 1.000000 fi:0.150075. Ave ac:0.002832,0.005965 Initialization: 5.860000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.034000 Kernel 1: 0.023000 Kernel 2: 81.849998 Copyback: 0.017000 Sum: 0.027000 It 27,Best ac:0.000747 1.000000 fi:0.141187. Ave ac:0.003365,0.005989 Initialization: 7.005000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.071000 Kernel 1: 0.029000 Kernel 2: 80.913002 Copyback: 0.017000 Sum: 0.028000 It 28,Best ac:0.000996 1.000000 fi:0.150223. Ave ac:0.002724,0.004848 Initialization: 8.249000 Memcpy Classifiers: 0.615000 Memcpy Instances: 12.214000 Kernel 1: 0.024000 Kernel 2: 81.775002 Copyback: 0.017000 Sum: 0.025000 It 29,Best ac:0.000996 1.000000 fi:0.134882. Ave ac:0.002453,0.003754 Initialization: 5.767000 Memcpy Classifiers: 0.368000 Memcpy Instances: 8.645000 Kernel 1: 0.031000 Kernel 2: 83.146004 Copyback: 0.017000 Sum: 0.032000 It 30,Best ac:0.000996 1.000000 fi:0.150223. Ave ac:0.002813,0.004887 Initialization: 5.717000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.056000 Kernel 1: 0.024000 Kernel 2: 82.148003 Copyback: 0.017000 Sum: 0.027000 It 31,Best ac:0.000747 1.000000 fi:0.152776. Ave ac:0.002408,0.004719 Initialization: 5.777000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.076000 Kernel 1: 0.024000 Kernel 2: 79.119003 Copyback: 0.017000 Sum: 0.029000 It 32,Best ac:0.000747 1.000000 fi:0.133749. Ave ac:0.003412,0.006831 Initialization: 7.416000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.061000 Kernel 1: 0.023000 Kernel 2: 78.753998 Copyback: 0.016000 Sum: 0.028000 It 33,Best ac:0.000747 1.000000 fi:0.152561. Ave ac:0.002364,0.004748 Initialization: 26.976000 Memcpy Instances: 429.509003 Memcpy Classifiers: 0.071000 Kernel 1: 0.026000 Kernel 2: 520.453979 Copyback: 0.369000 Sum: 0.016000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 555.346985 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.013000 Kernel 2: 518.083008 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.012000 Kernel 2: 533.601013 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.012000 Kernel 2: 531.182007 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.012000 Kernel 2: 531.440979 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.012000 Kernel 2: 523.408997 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.012000 Kernel 2: 509.766998 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.012000 Kernel 2: 524.463013 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.012000 Kernel 2: 516.905029 Copyback: 0.014000 Sum: 0.002000 It 34,Best ac:0.000926 0.628378 fi:0.506601. Ave ac:0.003235,0.010743 Best acc 0.000926 0.628378 Rule:Att PSSM_-1_16 is [-4.992844,-0.673106]|Att PSSM_-1_17 is [-2.688559,7.688330]|Att PSSM_0_12 is [-5.963198,-3.170217]|Att PSSM_0_20 is [1.510680,6.489320]|Att PSSM_4_5 is [-2.954022,9.510810]|Att PSSM_4_7 is [<-2.994033]|1 Accuracy : 0.779281 0 1 156435 7645 44144 26414 Removed 296 instances. 200579 Instances left. Acc of rule 0.000926-0.628378 Initialization: 5.984000 Memcpy Classifiers: 0.682000 Memcpy Instances: 8.050000 Kernel 1: 0.026000 Kernel 2: 98.264000 Copyback: 0.017000 Sum: 0.040000 Initial population average accuracy1:0.005460 accuracy2:0.208102 Initialization: 5.774000 Memcpy Classifiers: 0.486000 Memcpy Instances: 8.030000 Kernel 1: 0.024000 Kernel 2: 98.761002 Copyback: 0.017000 Sum: 0.043000 It 0,Best ac:0.000997 0.800000 fi:0.299879. Ave ac:0.006247,0.011318 Initialization: 5.789000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.026000 Kernel 1: 0.024000 Kernel 2: 96.336998 Copyback: 0.017000 Sum: 0.033000 It 1,Best ac:0.000748 1.000000 fi:0.099993. Ave ac:0.005564,0.010204 Initialization: 5.735000 Memcpy Classifiers: 0.486000 Memcpy Instances: 8.032000 Kernel 1: 0.024000 Kernel 2: 93.477997 Copyback: 0.017000 Sum: 0.031000 It 2,Best ac:0.000748 1.000000 fi:0.099993. Ave ac:0.004935,0.009139 Initialization: 5.823000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.017000 Kernel 1: 0.024000 Kernel 2: 94.860001 Copyback: 0.017000 Sum: 0.030000 It 3,Best ac:0.000748 0.750000 fi:0.349993. Ave ac:0.005392,0.009980 Initialization: 5.778000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.039000 Kernel 1: 0.024000 Kernel 2: 95.422997 Copyback: 0.017000 Sum: 0.033000 It 4,Best ac:0.000748 1.000000 fi:0.099992. Ave ac:0.005977,0.009154 Initialization: 5.802000 Memcpy Classifiers: 0.515000 Memcpy Instances: 8.055000 Kernel 1: 0.024000 Kernel 2: 94.865997 Copyback: 0.017000 Sum: 0.033000 It 5,Best ac:0.000997 1.000000 fi:0.099879. Ave ac:0.006291,0.010247 Initialization: 5.837000 Memcpy Classifiers: 0.499000 Memcpy Instances: 8.026000 Kernel 1: 0.023000 Kernel 2: 97.836998 Copyback: 0.017000 Sum: 0.032000 It 6,Best ac:0.000748 1.000000 fi:0.099992. Ave ac:0.004123,0.006623 Initialization: 5.739000 Memcpy Classifiers: 0.486000 Memcpy Instances: 8.067000 Kernel 1: 0.023000 Kernel 2: 98.665001 Copyback: 0.017000 Sum: 0.034000 It 7,Best ac:0.001496 0.857143 fi:0.242508. Ave ac:0.004328,0.007237 Initialization: 5.800000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.035000 Kernel 1: 0.024000 Kernel 2: 95.641998 Copyback: 0.017000 Sum: 0.027000 It 8,Best ac:0.000997 1.000000 fi:0.099879. Ave ac:0.003563,0.005072 Initialization: 5.774000 Memcpy Classifiers: 0.518000 Memcpy Instances: 8.048000 Kernel 1: 0.023000 Kernel 2: 94.869003 Copyback: 0.017000 Sum: 0.026000 It 9,Best ac:0.000997 1.000000 fi:0.099879. Ave ac:0.003676,0.005554 Iteration 10:MDL fitness activated Error 0.099879 TL 0.042438 MDL Theory Length Weight: 0.7845043868 (5) Initialization: 5.907000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.022000 Kernel 1: 0.023000 Kernel 2: 93.781998 Copyback: 0.018000 Sum: 0.030000 It 10,Best ac:0.000997 1.000000 fi:0.125808. Ave ac:0.003000,0.004389 Initialization: 7.083000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.213000 Kernel 1: 0.032000 Kernel 2: 94.686996 Copyback: 0.017000 Sum: 0.028000 It 11,Best ac:0.000748 1.000000 fi:0.131121. Ave ac:0.003108,0.004687 Initialization: 6.589000 Memcpy Classifiers: 0.558000 Memcpy Instances: 9.088000 Kernel 1: 0.024000 Kernel 2: 94.978996 Copyback: 0.017000 Sum: 0.031000 It 12,Best ac:0.000997 1.000000 fi:0.130529. Ave ac:0.002878,0.004812 Initialization: 5.939000 Memcpy Classifiers: 0.540000 Memcpy Instances: 9.961000 Kernel 1: 0.025000 Kernel 2: 94.459000 Copyback: 0.018000 Sum: 0.037000 It 13,Best ac:0.001496 1.000000 fi:0.126569. Ave ac:0.002910,0.006052 Initialization: 6.338000 Memcpy Classifiers: 0.540000 Memcpy Instances: 10.920000 Kernel 1: 0.032000 Kernel 2: 96.403000 Copyback: 0.018000 Sum: 0.038000 It 14,Best ac:0.001246 1.000000 fi:0.129576. Ave ac:0.002845,0.004776 Initialization: 7.055000 Memcpy Classifiers: 0.540000 Memcpy Instances: 9.062000 Kernel 1: 0.023000 Kernel 2: 95.343002 Copyback: 0.017000 Sum: 0.034000 It 15,Best ac:0.001246 1.000000 fi:0.124088. Ave ac:0.003244,0.004695 Initialization: 7.512000 Memcpy Classifiers: 0.513000 Memcpy Instances: 8.065000 Kernel 1: 0.023000 Kernel 2: 96.050003 Copyback: 0.017000 Sum: 0.032000 It 16,Best ac:0.000748 1.000000 fi:0.131416. Ave ac:0.002668,0.004281 Initialization: 6.889000 Memcpy Classifiers: 0.468000 Memcpy Instances: 11.494000 Kernel 1: 0.026000 Kernel 2: 95.794998 Copyback: 0.017000 Sum: 0.032000 It 17,Best ac:0.000748 1.000000 fi:0.132307. Ave ac:0.002599,0.004058 Initialization: 6.198000 Memcpy Classifiers: 0.903000 Memcpy Instances: 9.085000 Kernel 1: 0.023000 Kernel 2: 96.398003 Copyback: 0.021000 Sum: 0.034000 It 18,Best ac:0.000748 1.000000 fi:0.132743. Ave ac:0.002446,0.004011 Initialization: 6.992000 Memcpy Classifiers: 0.872000 Memcpy Instances: 8.377000 Kernel 1: 0.023000 Kernel 2: 96.532997 Copyback: 0.017000 Sum: 0.028000 It 19,Best ac:0.001496 1.000000 fi:0.132812. Ave ac:0.002945,0.005016 Initialization: 8.190000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.266000 Kernel 1: 0.031000 Kernel 2: 94.751999 Copyback: 0.016000 Sum: 0.031000 It 20,Best ac:0.001496 1.000000 fi:0.122300. Ave ac:0.002815,0.004470 Initialization: 5.850000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.038000 Kernel 1: 0.024000 Kernel 2: 93.027000 Copyback: 0.017000 Sum: 0.030000 It 21,Best ac:0.000748 1.000000 fi:0.123331. Ave ac:0.002825,0.004091 Initialization: 6.611000 Memcpy Classifiers: 0.486000 Memcpy Instances: 8.074000 Kernel 1: 0.024000 Kernel 2: 91.589996 Copyback: 0.017000 Sum: 0.030000 It 22,Best ac:0.000997 1.000000 fi:0.119077. Ave ac:0.002148,0.003025 Initialization: 8.692000 Memcpy Classifiers: 0.700000 Memcpy Instances: 10.324000 Kernel 1: 0.024000 Kernel 2: 90.027000 Copyback: 0.017000 Sum: 0.036000 It 23,Best ac:0.000997 1.000000 fi:0.120413. Ave ac:0.002393,0.003633 Initialization: 8.236000 Memcpy Classifiers: 0.451000 Memcpy Instances: 11.492000 Kernel 1: 0.024000 Kernel 2: 88.419998 Copyback: 0.017000 Sum: 0.032000 It 24,Best ac:0.002244 1.000000 fi:0.119968. Ave ac:0.002956,0.005497 Initialization: 5.762000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.019000 Kernel 1: 0.024000 Kernel 2: 86.664001 Copyback: 0.017000 Sum: 0.031000 It 25,Best ac:0.001994 1.000000 fi:0.119815. Ave ac:0.002462,0.004589 Initialization: 5.768000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.068000 Kernel 1: 0.024000 Kernel 2: 88.089996 Copyback: 0.018000 Sum: 0.041000 It 26,Best ac:0.000997 1.000000 fi:0.131655. Ave ac:0.002475,0.004225 Initialization: 6.571000 Memcpy Classifiers: 0.453000 Memcpy Instances: 8.222000 Kernel 1: 0.023000 Kernel 2: 87.681000 Copyback: 0.017000 Sum: 0.030000 It 27,Best ac:0.000997 1.000000 fi:0.126152. Ave ac:0.003174,0.007459 Initialization: 5.777000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.082000 Kernel 1: 0.023000 Kernel 2: 84.981003 Copyback: 0.017000 Sum: 0.029000 It 28,Best ac:0.001496 1.000000 fi:0.125368. Ave ac:0.002005,0.003232 Initialization: 5.841000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.045000 Kernel 1: 0.024000 Kernel 2: 87.457001 Copyback: 0.017000 Sum: 0.029000 It 29,Best ac:0.000997 1.000000 fi:0.127750. Ave ac:0.002385,0.004050 Initialization: 5.792000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.040000 Kernel 1: 0.024000 Kernel 2: 84.428001 Copyback: 0.017000 Sum: 0.028000 It 30,Best ac:0.001496 1.000000 fi:0.118338. Ave ac:0.002426,0.003004 Initialization: 6.205000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.054000 Kernel 1: 0.023000 Kernel 2: 86.933998 Copyback: 0.017000 Sum: 0.029000 It 31,Best ac:0.000748 1.000000 fi:0.118679. Ave ac:0.002052,0.003047 Initialization: 5.798000 Memcpy Classifiers: 0.398000 Memcpy Instances: 9.215000 Kernel 1: 0.033000 Kernel 2: 85.713997 Copyback: 0.016000 Sum: 0.028000 It 32,Best ac:0.000748 1.000000 fi:0.119143. Ave ac:0.002052,0.005613 Initialization: 5.751000 Memcpy Classifiers: 0.423000 Memcpy Instances: 8.035000 Kernel 1: 0.023000 Kernel 2: 86.332001 Copyback: 0.017000 Sum: 0.025000 It 33,Best ac:0.000748 1.000000 fi:0.124475. Ave ac:0.002636,0.007809 Initialization: 26.861000 Memcpy Instances: 390.670013 Memcpy Classifiers: 0.081000 Kernel 1: 0.032000 Kernel 2: 561.750000 Copyback: 0.014000 Sum: 0.017000 Memcpy Classifiers: 0.079000 Kernel 1: 0.012000 Kernel 2: 586.827026 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.078000 Kernel 1: 0.012000 Kernel 2: 592.515991 Copyback: 0.364000 Sum: 0.002000 Memcpy Classifiers: 0.079000 Kernel 1: 0.012000 Kernel 2: 576.231995 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.079000 Kernel 1: 0.011000 Kernel 2: 573.802002 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.078000 Kernel 1: 0.012000 Kernel 2: 583.711975 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.078000 Kernel 1: 0.013000 Kernel 2: 585.458984 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.077000 Kernel 1: 0.012000 Kernel 2: 574.690002 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.079000 Kernel 1: 0.013000 Kernel 2: 577.135010 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.078000 Kernel 1: 0.012000 Kernel 2: 563.676025 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.000798 0.608365 fi:0.523028. Ave ac:0.002256,0.007552 Best acc 0.000798 0.608365 Initialization: 5.857000 Memcpy Classifiers: 0.558000 Memcpy Instances: 8.023000 Kernel 1: 0.026000 Kernel 2: 97.948997 Copyback: 0.017000 Sum: 0.039000 Initial population average accuracy1:0.005105 accuracy2:0.213168 Initialization: 5.806000 Memcpy Classifiers: 0.539000 Memcpy Instances: 8.044000 Kernel 1: 0.023000 Kernel 2: 96.925003 Copyback: 0.017000 Sum: 0.034000 It 0,Best ac:0.000499 1.000000 fi:0.387001. Ave ac:0.005705,0.009926 Initialization: 5.750000 Memcpy Classifiers: 0.504000 Memcpy Instances: 8.034000 Kernel 1: 0.023000 Kernel 2: 97.177002 Copyback: 0.016000 Sum: 0.026000 It 1,Best ac:0.001994 0.888889 fi:0.210536. Ave ac:0.005107,0.008686 Initialization: 5.756000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.068000 Kernel 1: 0.023000 Kernel 2: 98.513000 Copyback: 0.017000 Sum: 0.029000 It 2,Best ac:0.001246 0.833333 fi:0.266432. Ave ac:0.004614,0.007313 Initialization: 5.807000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.063000 Kernel 1: 0.024000 Kernel 2: 99.176003 Copyback: 0.016000 Sum: 0.030000 It 3,Best ac:0.000748 1.000000 fi:0.099993. Ave ac:0.004370,0.007307 Initialization: 5.817000 Memcpy Classifiers: 0.486000 Memcpy Instances: 8.054000 Kernel 1: 0.024000 Kernel 2: 99.789001 Copyback: 0.017000 Sum: 0.027000 It 4,Best ac:0.001496 1.000000 fi:0.099652. Ave ac:0.004139,0.005784 Initialization: 5.757000 Memcpy Classifiers: 0.539000 Memcpy Instances: 8.035000 Kernel 1: 0.024000 Kernel 2: 97.369003 Copyback: 0.017000 Sum: 0.033000 It 5,Best ac:0.001995 1.000000 fi:0.099425. Ave ac:0.003356,0.005125 Initialization: 5.755000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.068000 Kernel 1: 0.023000 Kernel 2: 99.094002 Copyback: 0.017000 Sum: 0.036000 It 6,Best ac:0.001995 1.000000 fi:0.099425. Ave ac:0.003069,0.005337 Initialization: 5.743000 Memcpy Classifiers: 0.522000 Memcpy Instances: 8.062000 Kernel 1: 0.024000 Kernel 2: 98.432999 Copyback: 0.017000 Sum: 0.030000 It 7,Best ac:0.000997 1.000000 fi:0.099879. Ave ac:0.003807,0.008221 Initialization: 5.805000 Memcpy Classifiers: 0.504000 Memcpy Instances: 8.038000 Kernel 1: 0.024000 Kernel 2: 102.606003 Copyback: 0.016000 Sum: 0.032000 It 8,Best ac:0.000997 1.000000 fi:0.099879. Ave ac:0.003413,0.005154 Initialization: 5.820000 Memcpy Classifiers: 0.486000 Memcpy Instances: 8.035000 Kernel 1: 0.024000 Kernel 2: 98.123001 Copyback: 0.017000 Sum: 0.033000 It 9,Best ac:0.000997 1.000000 fi:0.099879. Ave ac:0.002460,0.003403 Iteration 10:MDL fitness activated Error 0.099879 TL 0.043209 MDL Theory Length Weight: 0.7705110586 (5) Initialization: 5.918000 Memcpy Classifiers: 0.486000 Memcpy Instances: 8.039000 Kernel 1: 0.023000 Kernel 2: 98.158997 Copyback: 0.016000 Sum: 0.034000 It 10,Best ac:0.000748 1.000000 fi:0.130392. Ave ac:0.002805,0.003501 Initialization: 5.777000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.039000 Kernel 1: 0.024000 Kernel 2: 96.332001 Copyback: 0.017000 Sum: 0.033000 It 11,Best ac:0.001247 1.000000 fi:0.131025. Ave ac:0.003068,0.004470 Initialization: 5.722000 Memcpy Classifiers: 0.454000 Memcpy Instances: 8.040000 Kernel 1: 0.024000 Kernel 2: 100.248001 Copyback: 0.016000 Sum: 0.030000 It 12,Best ac:0.000748 1.000000 fi:0.133311. Ave ac:0.002333,0.003424 Initialization: 5.716000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.069000 Kernel 1: 0.022000 Kernel 2: 99.314003 Copyback: 0.371000 Sum: 0.029000 It 13,Best ac:0.000748 1.000000 fi:0.129048. Ave ac:0.002888,0.004152 Initialization: 5.887000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.033000 Kernel 1: 0.024000 Kernel 2: 98.963997 Copyback: 0.016000 Sum: 0.029000 It 14,Best ac:0.000748 1.000000 fi:0.129548. Ave ac:0.002441,0.003546 Initialization: 5.802000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.047000 Kernel 1: 0.024000 Kernel 2: 96.833000 Copyback: 0.017000 Sum: 0.034000 It 15,Best ac:0.000748 1.000000 fi:0.123171. Ave ac:0.002778,0.004117 Initialization: 5.790000 Memcpy Classifiers: 0.467000 Memcpy Instances: 8.024000 Kernel 1: 0.023000 Kernel 2: 98.397003 Copyback: 0.016000 Sum: 0.027000 It 16,Best ac:0.001247 1.000000 fi:0.130074. Ave ac:0.002709,0.003564 Initialization: 5.923000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.033000 Kernel 1: 0.024000 Kernel 2: 96.008003 Copyback: 0.017000 Sum: 0.032000 It 17,Best ac:0.001246 1.000000 fi:0.131431. Ave ac:0.002341,0.003083 Initialization: 5.751000 Memcpy Classifiers: 0.486000 Memcpy Instances: 8.026000 Kernel 1: 0.023000 Kernel 2: 96.713997 Copyback: 0.016000 Sum: 0.032000 It 18,Best ac:0.000748 1.000000 fi:0.131160. Ave ac:0.002952,0.004175 Initialization: 5.778000 Memcpy Classifiers: 0.486000 Memcpy Instances: 8.020000 Kernel 1: 0.024000 Kernel 2: 94.614998 Copyback: 0.017000 Sum: 0.034000 It 19,Best ac:0.000997 1.000000 fi:0.128935. Ave ac:0.002128,0.003036 Initialization: 5.740000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.035000 Kernel 1: 0.023000 Kernel 2: 94.443001 Copyback: 0.017000 Sum: 0.034000 It 20,Best ac:0.000748 1.000000 fi:0.126305. Ave ac:0.002470,0.003595 Initialization: 5.803000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.051000 Kernel 1: 0.023000 Kernel 2: 94.528000 Copyback: 0.017000 Sum: 0.033000 It 21,Best ac:0.000997 1.000000 fi:0.122771. Ave ac:0.002309,0.003405 Initialization: 5.738000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.043000 Kernel 1: 0.023000 Kernel 2: 94.544998 Copyback: 0.017000 Sum: 0.039000 It 22,Best ac:0.000997 1.000000 fi:0.127086. Ave ac:0.002314,0.003024 Initialization: 5.784000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.067000 Kernel 1: 0.024000 Kernel 2: 93.862999 Copyback: 0.017000 Sum: 0.038000 It 23,Best ac:0.000748 1.000000 fi:0.123170. Ave ac:0.002388,0.003295 Initialization: 5.781000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.019000 Kernel 1: 0.023000 Kernel 2: 91.070999 Copyback: 0.016000 Sum: 0.034000 It 24,Best ac:0.000748 1.000000 fi:0.123951. Ave ac:0.001974,0.002830 Initialization: 5.766000 Memcpy Classifiers: 0.432000 Memcpy Instances: 8.048000 Kernel 1: 0.023000 Kernel 2: 91.024002 Copyback: 0.017000 Sum: 0.028000 It 25,Best ac:0.000997 1.000000 fi:0.125542. Ave ac:0.001614,0.002813 Initialization: 5.765000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.042000 Kernel 1: 0.023000 Kernel 2: 87.747002 Copyback: 0.017000 Sum: 0.029000 It 26,Best ac:0.000748 1.000000 fi:0.123651. Ave ac:0.001854,0.002456 Initialization: 5.717000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.059000 Kernel 1: 0.023000 Kernel 2: 87.181999 Copyback: 0.017000 Sum: 0.028000 It 27,Best ac:0.000997 1.000000 fi:0.123886. Ave ac:0.001672,0.002391 Initialization: 5.747000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.040000 Kernel 1: 0.023000 Kernel 2: 87.263000 Copyback: 0.016000 Sum: 0.026000 It 28,Best ac:0.001994 1.000000 fi:0.125059. Ave ac:0.002316,0.003005 Initialization: 5.761000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.051000 Kernel 1: 0.023000 Kernel 2: 88.031998 Copyback: 0.017000 Sum: 0.034000 It 29,Best ac:0.000748 1.000000 fi:0.122006. Ave ac:0.002257,0.002941 Initialization: 5.826000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.031000 Kernel 1: 0.024000 Kernel 2: 88.981003 Copyback: 0.017000 Sum: 0.031000 It 30,Best ac:0.000997 1.000000 fi:0.117799. Ave ac:0.002090,0.002645 Initialization: 5.738000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.049000 Kernel 1: 0.029000 Kernel 2: 87.685997 Copyback: 0.017000 Sum: 0.032000 It 31,Best ac:0.000997 1.000000 fi:0.123256. Ave ac:0.002433,0.002778 Initialization: 5.777000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.054000 Kernel 1: 0.023000 Kernel 2: 86.158997 Copyback: 0.016000 Sum: 0.034000 It 32,Best ac:0.000748 1.000000 fi:0.121185. Ave ac:0.001475,0.002145 Initialization: 5.762000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.037000 Kernel 1: 0.023000 Kernel 2: 87.285004 Copyback: 0.017000 Sum: 0.026000 It 33,Best ac:0.001247 1.000000 fi:0.125856. Ave ac:0.002155,0.002762 Initialization: 26.823000 Memcpy Instances: 390.545013 Memcpy Classifiers: 0.080000 Kernel 1: 0.025000 Kernel 2: 600.190979 Copyback: 0.014000 Sum: 0.017000 Memcpy Classifiers: 0.079000 Kernel 1: 0.011000 Kernel 2: 583.776001 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.079000 Kernel 1: 0.012000 Kernel 2: 605.734009 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.078000 Kernel 1: 0.012000 Kernel 2: 583.703003 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.078000 Kernel 1: 0.012000 Kernel 2: 588.481995 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.078000 Kernel 1: 0.012000 Kernel 2: 585.403015 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.079000 Kernel 1: 0.013000 Kernel 2: 611.690002 Copyback: 0.366000 Sum: 0.004000 Memcpy Classifiers: 0.079000 Kernel 1: 0.016000 Kernel 2: 587.833008 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.078000 Kernel 1: 0.012000 Kernel 2: 581.794983 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.078000 Kernel 1: 0.011000 Kernel 2: 582.658997 Copyback: 0.014000 Sum: 0.002000 It 34,Best ac:0.001092 0.671779 fi:0.453691. Ave ac:0.002412,0.007576 Best acc 0.001092 0.671779 Rule:Att PSSM_-4_10 is [-4.016384,4.016384]|Att PSSM_-2_17 is [-1.035752,3.253029]|Att PSSM_-1_7 is [<-1.785426]|Att PSSM_-1_20 is [-2.851910,6.851910]|Att PSSM_0_6 is [<-1.489468]|Att PSSM_0_10 is [-4.912004,4.347676]|Att PSSM_0_12 is [<-2.054721]|Att PSSM_1_4 is [<-3.722053]|Att PSSM_1_7 is [<1.088086]|Att PSSM_1_14 is [-6.205679,4.808622]|Att PSSM_2_16 is [-4.777502,-0.323906]|1 Accuracy : 0.779759 0 1 156328 7752 43925 26633 Removed 326 instances. 200253 Instances left. Acc of rule 0.001092-0.671779 Initialization: 5.745000 Memcpy Classifiers: 0.558000 Memcpy Instances: 8.032000 Kernel 1: 0.025000 Kernel 2: 98.160004 Copyback: 0.017000 Sum: 0.041000 Initial population average accuracy1:0.004291 accuracy2:0.201757 Initialization: 5.847000 Memcpy Classifiers: 0.522000 Memcpy Instances: 8.029000 Kernel 1: 0.024000 Kernel 2: 96.836998 Copyback: 0.016000 Sum: 0.045000 It 0,Best ac:0.000500 1.000000 fi:0.383510. Ave ac:0.004917,0.008810 Initialization: 5.869000 Memcpy Classifiers: 0.539000 Memcpy Instances: 8.041000 Kernel 1: 0.023000 Kernel 2: 96.004997 Copyback: 0.017000 Sum: 0.026000 It 1,Best ac:0.000749 1.000000 fi:0.099991. Ave ac:0.004183,0.007506 Initialization: 5.750000 Memcpy Classifiers: 0.504000 Memcpy Instances: 10.098000 Kernel 1: 0.023000 Kernel 2: 95.424004 Copyback: 0.018000 Sum: 0.035000 It 2,Best ac:0.000999 0.800000 fi:0.299877. Ave ac:0.004071,0.008587 Initialization: 7.192000 Memcpy Classifiers: 0.848000 Memcpy Instances: 8.156000 Kernel 1: 0.024000 Kernel 2: 95.589996 Copyback: 0.018000 Sum: 0.036000 It 3,Best ac:0.000999 1.000000 fi:0.099877. Ave ac:0.004095,0.006518 Initialization: 5.825000 Memcpy Classifiers: 0.469000 Memcpy Instances: 9.882000 Kernel 1: 0.023000 Kernel 2: 94.820999 Copyback: 0.019000 Sum: 0.042000 It 4,Best ac:0.000749 1.000000 fi:0.099991. Ave ac:0.002849,0.005345 Initialization: 6.085000 Memcpy Classifiers: 0.839000 Memcpy Instances: 12.234000 Kernel 1: 0.025000 Kernel 2: 96.290001 Copyback: 0.017000 Sum: 0.032000 It 5,Best ac:0.001747 0.875000 fi:0.224535. Ave ac:0.003190,0.006100 Initialization: 6.220000 Memcpy Classifiers: 0.468000 Memcpy Instances: 11.547000 Kernel 1: 0.026000 Kernel 2: 96.324997 Copyback: 0.017000 Sum: 0.029000 It 6,Best ac:0.000749 1.000000 fi:0.099991. Ave ac:0.003051,0.004719 Initialization: 6.703000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.061000 Kernel 1: 0.024000 Kernel 2: 96.902000 Copyback: 0.017000 Sum: 0.032000 It 7,Best ac:0.000999 1.000000 fi:0.099877. Ave ac:0.003227,0.005998 Initialization: 7.144000 Memcpy Classifiers: 0.652000 Memcpy Instances: 11.545000 Kernel 1: 0.026000 Kernel 2: 95.250999 Copyback: 0.017000 Sum: 0.033000 It 8,Best ac:0.001248 1.000000 fi:0.099763. Ave ac:0.003283,0.005588 Initialization: 7.234000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.851000 Kernel 1: 0.023000 Kernel 2: 95.161003 Copyback: 0.018000 Sum: 0.037000 It 9,Best ac:0.000999 1.000000 fi:0.099877. Ave ac:0.002779,0.004828 Iteration 10:MDL fitness activated Error 0.099877 TL 0.042851 MDL Theory Length Weight: 0.7769296615 (2) Initialization: 6.035000 Memcpy Classifiers: 0.451000 Memcpy Instances: 12.578000 Kernel 1: 0.028000 Kernel 2: 93.139999 Copyback: 0.017000 Sum: 0.031000 It 10,Best ac:0.000749 1.000000 fi:0.116189. Ave ac:0.002610,0.004835 Initialization: 7.315000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.044000 Kernel 1: 0.024000 Kernel 2: 93.208000 Copyback: 0.017000 Sum: 0.034000 It 11,Best ac:0.000749 1.000000 fi:0.115981. Ave ac:0.002893,0.004691 Initialization: 7.516000 Memcpy Classifiers: 0.655000 Memcpy Instances: 11.397000 Kernel 1: 0.027000 Kernel 2: 91.321999 Copyback: 0.018000 Sum: 0.042000 It 12,Best ac:0.000749 1.000000 fi:0.134311. Ave ac:0.002808,0.004862 Initialization: 8.259000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.936000 Kernel 1: 0.024000 Kernel 2: 93.365997 Copyback: 0.017000 Sum: 0.028000 It 13,Best ac:0.000749 1.000000 fi:0.118322. Ave ac:0.003541,0.004808 Initialization: 8.251000 Memcpy Classifiers: 0.745000 Memcpy Instances: 11.887000 Kernel 1: 0.027000 Kernel 2: 93.025002 Copyback: 0.017000 Sum: 0.035000 It 14,Best ac:0.000999 1.000000 fi:0.119803. Ave ac:0.002940,0.004233 Initialization: 6.320000 Memcpy Classifiers: 0.451000 Memcpy Instances: 11.592000 Kernel 1: 0.032000 Kernel 2: 90.859001 Copyback: 0.017000 Sum: 0.033000 It 15,Best ac:0.000999 1.000000 fi:0.119374. Ave ac:0.002815,0.004231 Initialization: 5.911000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.048000 Kernel 1: 0.024000 Kernel 2: 89.389999 Copyback: 0.370000 Sum: 0.042000 It 16,Best ac:0.000749 1.000000 fi:0.114972. Ave ac:0.002756,0.004129 Initialization: 6.807000 Memcpy Classifiers: 0.434000 Memcpy Instances: 10.436000 Kernel 1: 0.022000 Kernel 2: 90.983002 Copyback: 0.017000 Sum: 0.032000 It 17,Best ac:0.000749 1.000000 fi:0.122550. Ave ac:0.002473,0.003726 Initialization: 5.870000 Memcpy Classifiers: 0.517000 Memcpy Instances: 12.336000 Kernel 1: 0.026000 Kernel 2: 90.117996 Copyback: 0.018000 Sum: 0.040000 It 18,Best ac:0.001498 1.000000 fi:0.122346. Ave ac:0.002936,0.004902 Initialization: 7.466000 Memcpy Classifiers: 0.646000 Memcpy Instances: 9.260000 Kernel 1: 0.031000 Kernel 2: 88.978996 Copyback: 0.017000 Sum: 0.027000 It 19,Best ac:0.000749 1.000000 fi:0.117519. Ave ac:0.002452,0.003782 Initialization: 8.112000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.019000 Kernel 1: 0.024000 Kernel 2: 86.492996 Copyback: 0.018000 Sum: 0.041000 It 20,Best ac:0.000999 1.000000 fi:0.116730. Ave ac:0.002465,0.004408 Initialization: 7.278000 Memcpy Classifiers: 0.361000 Memcpy Instances: 11.256000 Kernel 1: 0.026000 Kernel 2: 86.330002 Copyback: 0.017000 Sum: 0.029000 It 21,Best ac:0.000749 1.000000 fi:0.119375. Ave ac:0.002104,0.003328 Initialization: 6.992000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.077000 Kernel 1: 0.022000 Kernel 2: 87.193001 Copyback: 0.018000 Sum: 0.040000 It 22,Best ac:0.000999 1.000000 fi:0.116640. Ave ac:0.002311,0.004492 Initialization: 5.808000 Memcpy Classifiers: 0.398000 Memcpy Instances: 9.952000 Kernel 1: 0.023000 Kernel 2: 88.240997 Copyback: 0.018000 Sum: 0.036000 It 23,Best ac:0.000749 1.000000 fi:0.135260. Ave ac:0.002578,0.004738 Initialization: 6.041000 Memcpy Classifiers: 0.380000 Memcpy Instances: 12.091000 Kernel 1: 0.026000 Kernel 2: 87.832001 Copyback: 0.018000 Sum: 0.043000 It 24,Best ac:0.000749 1.000000 fi:0.119155. Ave ac:0.003563,0.006175 Initialization: 5.809000 Memcpy Classifiers: 0.384000 Memcpy Instances: 8.002000 Kernel 1: 0.023000 Kernel 2: 88.422997 Copyback: 0.017000 Sum: 0.025000 It 25,Best ac:0.001248 1.000000 fi:0.114744. Ave ac:0.002855,0.005215 Initialization: 5.814000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.027000 Kernel 1: 0.024000 Kernel 2: 85.927002 Copyback: 0.016000 Sum: 0.027000 It 26,Best ac:0.000749 1.000000 fi:0.119155. Ave ac:0.002553,0.004679 Initialization: 5.714000 Memcpy Classifiers: 0.423000 Memcpy Instances: 8.036000 Kernel 1: 0.024000 Kernel 2: 85.744003 Copyback: 0.017000 Sum: 0.030000 It 27,Best ac:0.000749 1.000000 fi:0.115981. Ave ac:0.002930,0.004835 Initialization: 5.716000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.057000 Kernel 1: 0.024000 Kernel 2: 85.509003 Copyback: 0.017000 Sum: 0.030000 It 28,Best ac:0.001248 1.000000 fi:0.117290. Ave ac:0.002357,0.005270 Initialization: 5.765000 Memcpy Classifiers: 0.378000 Memcpy Instances: 8.019000 Kernel 1: 0.023000 Kernel 2: 88.148003 Copyback: 0.017000 Sum: 0.027000 It 29,Best ac:0.000749 1.000000 fi:0.121846. Ave ac:0.002645,0.004405 Initialization: 5.750000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.033000 Kernel 1: 0.024000 Kernel 2: 88.681999 Copyback: 0.016000 Sum: 0.026000 It 30,Best ac:0.000749 1.000000 fi:0.122398. Ave ac:0.002592,0.003688 Initialization: 5.668000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.028000 Kernel 1: 0.023000 Kernel 2: 87.500999 Copyback: 0.017000 Sum: 0.030000 It 31,Best ac:0.000749 1.000000 fi:0.115981. Ave ac:0.002282,0.004401 Initialization: 5.764000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.018000 Kernel 1: 0.023000 Kernel 2: 86.739998 Copyback: 0.017000 Sum: 0.026000 It 32,Best ac:0.000999 1.000000 fi:0.116153. Ave ac:0.002089,0.003567 Initialization: 5.804000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.041000 Kernel 1: 0.023000 Kernel 2: 86.083000 Copyback: 0.016000 Sum: 0.026000 It 33,Best ac:0.001248 1.000000 fi:0.113125. Ave ac:0.002172,0.003651 Initialization: 26.742001 Memcpy Instances: 391.097992 Memcpy Classifiers: 0.079000 Kernel 1: 0.026000 Kernel 2: 588.317017 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.075000 Kernel 1: 0.012000 Kernel 2: 547.291992 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.075000 Kernel 1: 0.012000 Kernel 2: 578.870972 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.075000 Kernel 1: 0.013000 Kernel 2: 545.257019 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.075000 Kernel 1: 0.012000 Kernel 2: 593.767029 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.074000 Kernel 1: 0.012000 Kernel 2: 545.583008 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.075000 Kernel 1: 0.011000 Kernel 2: 553.567017 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.074000 Kernel 1: 0.012000 Kernel 2: 561.893005 Copyback: 0.370000 Sum: 0.001000 Memcpy Classifiers: 0.076000 Kernel 1: 0.013000 Kernel 2: 564.210999 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.074000 Kernel 1: 0.012000 Kernel 2: 587.856995 Copyback: 0.016000 Sum: 0.003000 It 34,Best ac:0.000834 0.634981 fi:0.484135. Ave ac:0.001853,0.006033 Best acc 0.000834 0.634981 Initialization: 6.069000 Memcpy Classifiers: 0.594000 Memcpy Instances: 8.096000 Kernel 1: 0.025000 Kernel 2: 97.553001 Copyback: 0.017000 Sum: 0.041000 Initial population average accuracy1:0.005689 accuracy2:0.207754 Initialization: 5.807000 Memcpy Classifiers: 0.504000 Memcpy Instances: 10.288000 Kernel 1: 0.023000 Kernel 2: 97.440002 Copyback: 0.018000 Sum: 0.064000 It 0,Best ac:0.000749 1.000000 fi:0.099991. Ave ac:0.006335,0.012186 Initialization: 7.185000 Memcpy Classifiers: 0.518000 Memcpy Instances: 9.352000 Kernel 1: 0.031000 Kernel 2: 96.452003 Copyback: 0.017000 Sum: 0.035000 It 1,Best ac:0.001498 0.857143 fi:0.242505. Ave ac:0.005983,0.009610 Initialization: 7.229000 Memcpy Classifiers: 0.903000 Memcpy Instances: 10.009000 Kernel 1: 0.023000 Kernel 2: 95.044998 Copyback: 0.017000 Sum: 0.034000 It 2,Best ac:0.000749 1.000000 fi:0.099991. Ave ac:0.005249,0.008503 Initialization: 6.228000 Memcpy Classifiers: 0.469000 Memcpy Instances: 10.077000 Kernel 1: 0.023000 Kernel 2: 94.716003 Copyback: 0.017000 Sum: 0.029000 It 3,Best ac:0.000749 1.000000 fi:0.099991. Ave ac:0.004917,0.008364 Initialization: 7.785000 Memcpy Classifiers: 0.504000 Memcpy Instances: 8.051000 Kernel 1: 0.024000 Kernel 2: 95.686996 Copyback: 0.017000 Sum: 0.031000 It 4,Best ac:0.000749 1.000000 fi:0.099991. Ave ac:0.005472,0.008938 Initialization: 5.795000 Memcpy Classifiers: 0.504000 Memcpy Instances: 8.017000 Kernel 1: 0.023000 Kernel 2: 95.379997 Copyback: 0.018000 Sum: 0.045000 It 5,Best ac:0.001248 1.000000 fi:0.099763. Ave ac:0.004648,0.008608 Initialization: 5.737000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.028000 Kernel 1: 0.023000 Kernel 2: 95.046997 Copyback: 0.017000 Sum: 0.026000 It 6,Best ac:0.000999 1.000000 fi:0.099877. Ave ac:0.005305,0.010957 Initialization: 5.735000 Memcpy Classifiers: 0.486000 Memcpy Instances: 8.055000 Kernel 1: 0.024000 Kernel 2: 94.516998 Copyback: 0.017000 Sum: 0.030000 It 7,Best ac:0.000999 1.000000 fi:0.099877. Ave ac:0.004518,0.008742 Initialization: 5.813000 Memcpy Classifiers: 0.467000 Memcpy Instances: 8.019000 Kernel 1: 0.024000 Kernel 2: 94.130997 Copyback: 0.016000 Sum: 0.030000 It 8,Best ac:0.001498 1.000000 fi:0.099648. Ave ac:0.004342,0.009804 Initialization: 5.789000 Memcpy Classifiers: 0.522000 Memcpy Instances: 8.034000 Kernel 1: 0.023000 Kernel 2: 92.585999 Copyback: 0.017000 Sum: 0.032000 It 9,Best ac:0.000999 1.000000 fi:0.099877. Ave ac:0.003736,0.008159 Iteration 10:MDL fitness activated Error 0.099877 TL 0.048695 MDL Theory Length Weight: 0.6836913053 (2) Initialization: 5.725000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.029000 Kernel 1: 0.024000 Kernel 2: 92.731003 Copyback: 0.017000 Sum: 0.029000 It 10,Best ac:0.000749 1.000000 fi:0.119797. Ave ac:0.004707,0.008574 Initialization: 5.773000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.011000 Kernel 1: 0.024000 Kernel 2: 92.629997 Copyback: 0.017000 Sum: 0.035000 It 11,Best ac:0.000749 1.000000 fi:0.119475. Ave ac:0.005154,0.009016 Initialization: 5.614000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.043000 Kernel 1: 0.023000 Kernel 2: 90.037003 Copyback: 0.016000 Sum: 0.028000 It 12,Best ac:0.000749 1.000000 fi:0.119475. Ave ac:0.005001,0.008824 Initialization: 5.764000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.065000 Kernel 1: 0.023000 Kernel 2: 89.802002 Copyback: 0.017000 Sum: 0.029000 It 13,Best ac:0.000749 1.000000 fi:0.116622. Ave ac:0.004317,0.008442 Initialization: 5.764000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.026000 Kernel 1: 0.023000 Kernel 2: 86.315002 Copyback: 0.017000 Sum: 0.029000 It 14,Best ac:0.001498 0.857143 fi:0.268348. Ave ac:0.004624,0.010737 Initialization: 5.723000 Memcpy Classifiers: 0.432000 Memcpy Instances: 8.025000 Kernel 1: 0.023000 Kernel 2: 86.352997 Copyback: 0.017000 Sum: 0.030000 It 15,Best ac:0.000749 1.000000 fi:0.112721. Ave ac:0.003415,0.007100 Initialization: 5.838000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.023000 Kernel 1: 0.023000 Kernel 2: 85.947998 Copyback: 0.016000 Sum: 0.031000 It 16,Best ac:0.000749 1.000000 fi:0.119475. Ave ac:0.003452,0.006119 Initialization: 5.711000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.022000 Kernel 1: 0.024000 Kernel 2: 86.254997 Copyback: 0.017000 Sum: 0.035000 It 17,Best ac:0.000749 1.000000 fi:0.119117. Ave ac:0.003107,0.005315 Initialization: 5.876000 Memcpy Classifiers: 0.470000 Memcpy Instances: 11.188000 Kernel 1: 0.023000 Kernel 2: 83.098000 Copyback: 0.017000 Sum: 0.028000 It 18,Best ac:0.001248 1.000000 fi:0.130105. Ave ac:0.002851,0.004528 Initialization: 5.947000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.018000 Kernel 1: 0.023000 Kernel 2: 85.209999 Copyback: 0.018000 Sum: 0.031000 It 19,Best ac:0.000749 1.000000 fi:0.116623. Ave ac:0.003878,0.006551 Initialization: 5.806000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.047000 Kernel 1: 0.023000 Kernel 2: 90.000999 Copyback: 0.017000 Sum: 0.028000 It 20,Best ac:0.001748 1.000000 fi:0.120608. Ave ac:0.002804,0.003967 Initialization: 6.767000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.763000 Kernel 1: 0.024000 Kernel 2: 90.878998 Copyback: 0.018000 Sum: 0.034000 It 21,Best ac:0.000999 1.000000 fi:0.116807. Ave ac:0.002948,0.004619 Initialization: 5.818000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.010000 Kernel 1: 0.024000 Kernel 2: 92.400002 Copyback: 0.017000 Sum: 0.031000 It 22,Best ac:0.002247 1.000000 fi:0.117812. Ave ac:0.002449,0.004480 Initialization: 8.225000 Memcpy Classifiers: 0.421000 Memcpy Instances: 8.047000 Kernel 1: 0.024000 Kernel 2: 87.125999 Copyback: 0.017000 Sum: 0.036000 It 23,Best ac:0.001248 1.000000 fi:0.113145. Ave ac:0.002086,0.004655 Initialization: 5.803000 Memcpy Classifiers: 0.414000 Memcpy Instances: 8.019000 Kernel 1: 0.024000 Kernel 2: 87.811996 Copyback: 0.017000 Sum: 0.028000 It 24,Best ac:0.000749 1.000000 fi:0.116911. Ave ac:0.002034,0.002578 MDL Theory Length Weight: 0.6153221747 (10) Initialization: 5.793000 Memcpy Classifiers: 0.414000 Memcpy Instances: 10.299000 Kernel 1: 0.023000 Kernel 2: 89.096001 Copyback: 0.017000 Sum: 0.028000 It 25,Best ac:0.001748 1.000000 fi:0.112150. Ave ac:0.002178,0.002901 Initialization: 7.657000 Memcpy Classifiers: 0.415000 Memcpy Instances: 9.819000 Kernel 1: 0.033000 Kernel 2: 85.009003 Copyback: 0.017000 Sum: 0.028000 It 26,Best ac:0.000749 1.000000 fi:0.114103. Ave ac:0.002377,0.004174 Initialization: 5.728000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.022000 Kernel 1: 0.023000 Kernel 2: 87.527000 Copyback: 0.017000 Sum: 0.023000 It 27,Best ac:0.001498 1.000000 fi:0.112750. Ave ac:0.002117,0.002773 Initialization: 5.689000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.004000 Kernel 1: 0.023000 Kernel 2: 84.170998 Copyback: 0.018000 Sum: 0.039000 It 28,Best ac:0.000749 1.000000 fi:0.116247. Ave ac:0.001884,0.003141 Initialization: 6.778000 Memcpy Classifiers: 0.443000 Memcpy Instances: 10.453000 Kernel 1: 0.032000 Kernel 2: 85.127998 Copyback: 0.017000 Sum: 0.026000 It 29,Best ac:0.001748 1.000000 fi:0.119022. Ave ac:0.001828,0.002842 Initialization: 5.785000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.061000 Kernel 1: 0.032000 Kernel 2: 82.901001 Copyback: 0.017000 Sum: 0.029000 It 30,Best ac:0.000999 1.000000 fi:0.114220. Ave ac:0.002518,0.004361 Initialization: 5.787000 Memcpy Classifiers: 0.611000 Memcpy Instances: 12.995000 Kernel 1: 0.025000 Kernel 2: 83.274002 Copyback: 0.017000 Sum: 0.030000 It 31,Best ac:0.000999 1.000000 fi:0.113813. Ave ac:0.002124,0.002878 Initialization: 8.246000 Memcpy Classifiers: 0.597000 Memcpy Instances: 10.411000 Kernel 1: 0.023000 Kernel 2: 79.077003 Copyback: 0.017000 Sum: 0.030000 It 32,Best ac:0.001249 1.000000 fi:0.112863. Ave ac:0.001752,0.004300 Initialization: 5.662000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.010000 Kernel 1: 0.023000 Kernel 2: 80.926003 Copyback: 0.019000 Sum: 0.032000 It 33,Best ac:0.000749 1.000000 fi:0.111859. Ave ac:0.002000,0.003491 Initialization: 27.309999 Memcpy Instances: 479.600006 Memcpy Classifiers: 0.082000 Kernel 1: 0.026000 Kernel 2: 524.174988 Copyback: 0.016000 Sum: 0.021000 Memcpy Classifiers: 0.132000 Kernel 1: 0.022000 Kernel 2: 537.146973 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.081000 Kernel 1: 0.013000 Kernel 2: 555.895020 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.103000 Kernel 1: 0.017000 Kernel 2: 518.693970 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.103000 Kernel 1: 0.017000 Kernel 2: 512.651001 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.081000 Kernel 1: 0.013000 Kernel 2: 545.742004 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.082000 Kernel 1: 0.014000 Kernel 2: 552.500977 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.081000 Kernel 1: 0.013000 Kernel 2: 531.896973 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.081000 Kernel 1: 0.014000 Kernel 2: 526.585022 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.102000 Kernel 1: 0.016000 Kernel 2: 522.552979 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.000749 0.697674 fi:0.416660. Ave ac:0.002189,0.009395 Best acc 0.000749 0.697674 Rule:Att PSSM_-3_4 is [<-0.767261]|Att PSSM_-3_8 is [>0.624769]|Att PSSM_-2_4 is [<7.182312]|Att PSSM_-2_12 is [-5.795358,2.058180]|Att PSSM_-1_13 is [-5.600631,9.578534]|Att PSSM_0_12 is [-5.987872,-2.012128]|Att PSSM_0_15 is [<-2.507844]|Att PSSM_1_12 is [<-1.187347]|Att PSSM_3_18 is [>0.160128]|1 Accuracy : 0.780121 0 1 156263 7817 43775 26783 Removed 215 instances. 200038 Instances left. Acc of rule 0.000749-0.697674 Initialization: 5.920000 Memcpy Classifiers: 0.539000 Memcpy Instances: 9.654000 Kernel 1: 0.028000 Kernel 2: 98.183998 Copyback: 0.017000 Sum: 0.039000 Initial population average accuracy1:0.004789 accuracy2:0.210482 Initialization: 7.343000 Memcpy Classifiers: 0.905000 Memcpy Instances: 10.574000 Kernel 1: 0.024000 Kernel 2: 98.245003 Copyback: 0.017000 Sum: 0.053000 It 0,Best ac:0.000500 1.000000 fi:0.381397. Ave ac:0.005649,0.010322 Initialization: 5.755000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.021000 Kernel 1: 0.024000 Kernel 2: 96.712997 Copyback: 0.018000 Sum: 0.040000 It 1,Best ac:0.001000 1.000000 fi:0.099876. Ave ac:0.005586,0.009521 Initialization: 5.743000 Memcpy Classifiers: 0.488000 Memcpy Instances: 9.100000 Kernel 1: 0.032000 Kernel 2: 96.091003 Copyback: 0.017000 Sum: 0.029000 It 2,Best ac:0.001000 1.000000 fi:0.099875. Ave ac:0.005294,0.008604 Initialization: 6.935000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.000000 Kernel 1: 0.024000 Kernel 2: 93.611000 Copyback: 0.019000 Sum: 0.038000 It 3,Best ac:0.002499 0.833333 fi:0.265855. Ave ac:0.004484,0.008165 Initialization: 8.198000 Memcpy Classifiers: 0.644000 Memcpy Instances: 9.628000 Kernel 1: 0.031000 Kernel 2: 94.039001 Copyback: 0.017000 Sum: 0.029000 It 4,Best ac:0.000750 1.000000 fi:0.099990. Ave ac:0.003788,0.007713 Initialization: 5.742000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.997000 Kernel 1: 0.024000 Kernel 2: 90.928001 Copyback: 0.017000 Sum: 0.032000 It 5,Best ac:0.000750 1.000000 fi:0.099990. Ave ac:0.004780,0.008456 Initialization: 5.800000 Memcpy Classifiers: 0.744000 Memcpy Instances: 8.980000 Kernel 1: 0.024000 Kernel 2: 90.304001 Copyback: 0.017000 Sum: 0.032000 It 6,Best ac:0.001250 1.000000 fi:0.099760. Ave ac:0.004129,0.006708 Initialization: 5.841000 Memcpy Classifiers: 0.447000 Memcpy Instances: 12.014000 Kernel 1: 0.026000 Kernel 2: 92.075996 Copyback: 0.018000 Sum: 0.045000 It 7,Best ac:0.001500 1.000000 fi:0.099646. Ave ac:0.004234,0.006418 Initialization: 6.353000 Memcpy Classifiers: 0.446000 Memcpy Instances: 9.936000 Kernel 1: 0.023000 Kernel 2: 91.296997 Copyback: 0.017000 Sum: 0.030000 It 8,Best ac:0.001750 1.000000 fi:0.099531. Ave ac:0.003242,0.004777 Initialization: 6.852000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.111000 Kernel 1: 0.031000 Kernel 2: 90.041000 Copyback: 0.017000 Sum: 0.044000 It 9,Best ac:0.001250 1.000000 fi:0.099761. Ave ac:0.003371,0.005794 Iteration 10:MDL fitness activated Error 0.099761 TL 0.027775 MDL Theory Length Weight: 1.1972526886 (2) Initialization: 5.734000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.039000 Kernel 1: 0.024000 Kernel 2: 93.018997 Copyback: 0.017000 Sum: 0.031000 It 10,Best ac:0.000750 1.000000 fi:0.147900. Ave ac:0.003358,0.005192 Initialization: 5.775000 Memcpy Classifiers: 0.415000 Memcpy Instances: 9.567000 Kernel 1: 0.023000 Kernel 2: 88.581001 Copyback: 0.017000 Sum: 0.031000 It 11,Best ac:0.001250 1.000000 fi:0.139379. Ave ac:0.003409,0.007641 Initialization: 7.547000 Memcpy Classifiers: 0.785000 Memcpy Instances: 8.051000 Kernel 1: 0.023000 Kernel 2: 90.595001 Copyback: 0.017000 Sum: 0.032000 It 12,Best ac:0.001249 1.000000 fi:0.130949. Ave ac:0.003543,0.004726 Initialization: 6.894000 Memcpy Classifiers: 0.565000 Memcpy Instances: 9.635000 Kernel 1: 0.032000 Kernel 2: 87.115997 Copyback: 0.016000 Sum: 0.031000 It 13,Best ac:0.000750 1.000000 fi:0.137331. Ave ac:0.002553,0.003930 Initialization: 5.776000 Memcpy Classifiers: 0.434000 Memcpy Instances: 10.234000 Kernel 1: 0.023000 Kernel 2: 89.749001 Copyback: 0.017000 Sum: 0.029000 It 14,Best ac:0.001000 1.000000 fi:0.135227. Ave ac:0.003839,0.006475 Initialization: 5.720000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.017000 Kernel 1: 0.024000 Kernel 2: 87.628998 Copyback: 0.017000 Sum: 0.034000 It 15,Best ac:0.000750 1.000000 fi:0.130607. Ave ac:0.002991,0.005871 Initialization: 5.746000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.014000 Kernel 1: 0.024000 Kernel 2: 87.040001 Copyback: 0.017000 Sum: 0.038000 It 16,Best ac:0.000750 1.000000 fi:0.136171. Ave ac:0.003896,0.006913 Initialization: 6.085000 Memcpy Classifiers: 0.400000 Memcpy Instances: 7.996000 Kernel 1: 0.023000 Kernel 2: 86.310997 Copyback: 0.017000 Sum: 0.030000 It 17,Best ac:0.001500 1.000000 fi:0.132838. Ave ac:0.003725,0.007806 Initialization: 5.797000 Memcpy Classifiers: 0.470000 Memcpy Instances: 7.993000 Kernel 1: 0.025000 Kernel 2: 86.039001 Copyback: 0.017000 Sum: 0.025000 It 18,Best ac:0.001000 1.000000 fi:0.137217. Ave ac:0.003195,0.004996 Initialization: 5.769000 Memcpy Classifiers: 0.433000 Memcpy Instances: 9.627000 Kernel 1: 0.023000 Kernel 2: 88.884003 Copyback: 0.016000 Sum: 0.024000 It 19,Best ac:0.001000 1.000000 fi:0.139165. Ave ac:0.003553,0.005598 Initialization: 5.598000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.001000 Kernel 1: 0.024000 Kernel 2: 85.820000 Copyback: 0.017000 Sum: 0.030000 It 20,Best ac:0.001250 1.000000 fi:0.130378. Ave ac:0.003525,0.005284 Initialization: 7.962000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.012000 Kernel 1: 0.023000 Kernel 2: 87.640999 Copyback: 0.017000 Sum: 0.033000 It 21,Best ac:0.000750 1.000000 fi:0.137144. Ave ac:0.003460,0.005458 Initialization: 5.821000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.505000 Kernel 1: 0.023000 Kernel 2: 87.342003 Copyback: 0.017000 Sum: 0.027000 It 22,Best ac:0.001000 1.000000 fi:0.125925. Ave ac:0.003323,0.005426 Initialization: 5.716000 Memcpy Classifiers: 0.444000 Memcpy Instances: 8.362000 Kernel 1: 0.033000 Kernel 2: 87.845001 Copyback: 0.017000 Sum: 0.028000 It 23,Best ac:0.001000 1.000000 fi:0.131038. Ave ac:0.003648,0.005514 Initialization: 5.777000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.993000 Kernel 1: 0.024000 Kernel 2: 83.175003 Copyback: 0.018000 Sum: 0.031000 It 24,Best ac:0.000750 1.000000 fi:0.127422. Ave ac:0.003604,0.006087 Initialization: 5.773000 Memcpy Classifiers: 0.415000 Memcpy Instances: 10.012000 Kernel 1: 0.024000 Kernel 2: 82.934998 Copyback: 0.017000 Sum: 0.028000 It 25,Best ac:0.001500 1.000000 fi:0.124770. Ave ac:0.003235,0.005190 Initialization: 5.747000 Memcpy Classifiers: 0.416000 Memcpy Instances: 10.306000 Kernel 1: 0.023000 Kernel 2: 81.828003 Copyback: 0.018000 Sum: 0.042000 It 26,Best ac:0.001000 1.000000 fi:0.131038. Ave ac:0.003385,0.005691 Initialization: 6.922000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.037000 Kernel 1: 0.023000 Kernel 2: 81.431000 Copyback: 0.017000 Sum: 0.029000 It 27,Best ac:0.001000 1.000000 fi:0.124970. Ave ac:0.003425,0.006258 Initialization: 5.707000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.002000 Kernel 1: 0.024000 Kernel 2: 83.246002 Copyback: 0.017000 Sum: 0.024000 It 28,Best ac:0.001000 1.000000 fi:0.133728. Ave ac:0.002915,0.006419 Initialization: 5.734000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.001000 Kernel 1: 0.023000 Kernel 2: 79.700996 Copyback: 0.017000 Sum: 0.029000 It 29,Best ac:0.001000 1.000000 fi:0.132716. Ave ac:0.003113,0.005784 Initialization: 5.782000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.018000 Kernel 1: 0.023000 Kernel 2: 80.794998 Copyback: 0.017000 Sum: 0.031000 It 30,Best ac:0.000750 1.000000 fi:0.125085. Ave ac:0.003245,0.006449 Initialization: 5.788000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.010000 Kernel 1: 0.024000 Kernel 2: 79.594002 Copyback: 0.017000 Sum: 0.034000 It 31,Best ac:0.001000 1.000000 fi:0.124505. Ave ac:0.003601,0.005941 Initialization: 5.702000 Memcpy Classifiers: 0.396000 Memcpy Instances: 8.030000 Kernel 1: 0.023000 Kernel 2: 80.452003 Copyback: 0.017000 Sum: 0.027000 It 32,Best ac:0.001250 1.000000 fi:0.123987. Ave ac:0.002693,0.004837 Initialization: 5.690000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.023000 Kernel 1: 0.024000 Kernel 2: 80.077003 Copyback: 0.016000 Sum: 0.029000 It 33,Best ac:0.001000 1.000000 fi:0.135975. Ave ac:0.002238,0.003811 Initialization: 28.559999 Memcpy Instances: 391.080994 Memcpy Classifiers: 0.076000 Kernel 1: 0.027000 Kernel 2: 515.379028 Copyback: 0.370000 Sum: 0.017000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 524.356018 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.072000 Kernel 1: 0.012000 Kernel 2: 539.932007 Copyback: 0.019000 Sum: 0.005000 Memcpy Classifiers: 0.108000 Kernel 1: 0.024000 Kernel 2: 520.698975 Copyback: 0.018000 Sum: 0.004000 Memcpy Classifiers: 0.108000 Kernel 1: 0.023000 Kernel 2: 545.390015 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.106000 Kernel 1: 0.021000 Kernel 2: 534.778992 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.073000 Kernel 1: 0.014000 Kernel 2: 534.101013 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.012000 Kernel 2: 533.874023 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.012000 Kernel 2: 536.973022 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 529.965027 Copyback: 0.014000 Sum: 0.002000 It 34,Best ac:0.001200 0.623377 fi:0.509600. Ave ac:0.002319,0.007876 Best acc 0.001200 0.623377 Initialization: 5.813000 Memcpy Classifiers: 0.557000 Memcpy Instances: 8.020000 Kernel 1: 0.025000 Kernel 2: 100.223999 Copyback: 0.020000 Sum: 0.053000 Initial population average accuracy1:0.005633 accuracy2:0.218211 Initialization: 6.170000 Memcpy Classifiers: 0.967000 Memcpy Instances: 12.017000 Kernel 1: 0.024000 Kernel 2: 100.559998 Copyback: 0.017000 Sum: 0.054000 It 0,Best ac:0.000500 1.000000 fi:0.381397. Ave ac:0.005008,0.008989 Initialization: 5.799000 Memcpy Classifiers: 0.574000 Memcpy Instances: 8.008000 Kernel 1: 0.023000 Kernel 2: 102.848000 Copyback: 0.017000 Sum: 0.031000 It 1,Best ac:0.000750 1.000000 fi:0.099990. Ave ac:0.005024,0.008166 Initialization: 5.769000 Memcpy Classifiers: 0.576000 Memcpy Instances: 8.013000 Kernel 1: 0.024000 Kernel 2: 101.490997 Copyback: 0.016000 Sum: 0.026000 It 2,Best ac:0.000750 1.000000 fi:0.099990. Ave ac:0.004476,0.007690 Initialization: 5.681000 Memcpy Classifiers: 0.530000 Memcpy Instances: 8.012000 Kernel 1: 0.024000 Kernel 2: 101.005997 Copyback: 0.017000 Sum: 0.029000 It 3,Best ac:0.000750 1.000000 fi:0.099990. Ave ac:0.004536,0.007474 Initialization: 5.641000 Memcpy Classifiers: 0.522000 Memcpy Instances: 8.019000 Kernel 1: 0.023000 Kernel 2: 99.582001 Copyback: 0.021000 Sum: 0.035000 It 4,Best ac:0.002000 0.888889 fi:0.210527. Ave ac:0.004426,0.008323 Initialization: 5.672000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.014000 Kernel 1: 0.024000 Kernel 2: 98.952003 Copyback: 0.017000 Sum: 0.029000 It 5,Best ac:0.001249 1.000000 fi:0.099761. Ave ac:0.004343,0.007295 Initialization: 5.742000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.018000 Kernel 1: 0.023000 Kernel 2: 98.346001 Copyback: 0.372000 Sum: 0.034000 It 6,Best ac:0.001000 1.000000 fi:0.099875. Ave ac:0.003008,0.005552 Initialization: 6.793000 Memcpy Classifiers: 0.936000 Memcpy Instances: 12.026000 Kernel 1: 0.023000 Kernel 2: 98.422997 Copyback: 0.017000 Sum: 0.031000 It 7,Best ac:0.001500 1.000000 fi:0.099646. Ave ac:0.002802,0.003880 Initialization: 5.795000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.999000 Kernel 1: 0.024000 Kernel 2: 99.388000 Copyback: 0.017000 Sum: 0.027000 It 8,Best ac:0.001000 1.000000 fi:0.099875. Ave ac:0.002843,0.004601 Initialization: 5.737000 Memcpy Classifiers: 0.504000 Memcpy Instances: 8.014000 Kernel 1: 0.024000 Kernel 2: 99.653000 Copyback: 0.018000 Sum: 0.040000 It 9,Best ac:0.002250 1.000000 fi:0.099302. Ave ac:0.002416,0.003517 Iteration 10:MDL fitness activated Error 0.099302 TL 0.050944 MDL Theory Length Weight: 0.6497497003 (1) Initialization: 5.718000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.024000 Kernel 1: 0.024000 Kernel 2: 100.152000 Copyback: 0.017000 Sum: 0.033000 It 10,Best ac:0.000750 1.000000 fi:0.122803. Ave ac:0.001965,0.003354 Initialization: 6.811000 Memcpy Classifiers: 0.512000 Memcpy Instances: 8.674000 Kernel 1: 0.023000 Kernel 2: 98.636002 Copyback: 0.017000 Sum: 0.032000 It 11,Best ac:0.001250 1.000000 fi:0.121301. Ave ac:0.002029,0.003379 Initialization: 6.850000 Memcpy Classifiers: 0.636000 Memcpy Instances: 9.795000 Kernel 1: 0.033000 Kernel 2: 99.150002 Copyback: 0.017000 Sum: 0.030000 It 12,Best ac:0.001750 1.000000 fi:0.117342. Ave ac:0.002061,0.003437 Initialization: 5.762000 Memcpy Classifiers: 0.506000 Memcpy Instances: 8.071000 Kernel 1: 0.024000 Kernel 2: 96.704002 Copyback: 0.017000 Sum: 0.034000 It 13,Best ac:0.001000 1.000000 fi:0.124123. Ave ac:0.002652,0.004186 Initialization: 7.547000 Memcpy Classifiers: 0.468000 Memcpy Instances: 11.481000 Kernel 1: 0.023000 Kernel 2: 94.870003 Copyback: 0.017000 Sum: 0.032000 It 14,Best ac:0.001250 1.000000 fi:0.120272. Ave ac:0.002675,0.004718 Initialization: 5.822000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.998000 Kernel 1: 0.023000 Kernel 2: 97.853996 Copyback: 0.017000 Sum: 0.032000 It 15,Best ac:0.001000 1.000000 fi:0.117778. Ave ac:0.002231,0.003853 Initialization: 5.768000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.054000 Kernel 1: 0.024000 Kernel 2: 95.935997 Copyback: 0.018000 Sum: 0.046000 It 16,Best ac:0.000750 1.000000 fi:0.117549. Ave ac:0.001397,0.002407 Initialization: 5.748000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.013000 Kernel 1: 0.023000 Kernel 2: 96.431999 Copyback: 0.018000 Sum: 0.041000 It 17,Best ac:0.001000 1.000000 fi:0.115274. Ave ac:0.001959,0.004893 Initialization: 7.826000 Memcpy Classifiers: 0.807000 Memcpy Instances: 8.348000 Kernel 1: 0.023000 Kernel 2: 92.268997 Copyback: 0.017000 Sum: 0.037000 It 18,Best ac:0.000750 1.000000 fi:0.115389. Ave ac:0.001789,0.003100 Initialization: 5.784000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.999000 Kernel 1: 0.024000 Kernel 2: 91.586998 Copyback: 0.017000 Sum: 0.034000 It 19,Best ac:0.002000 1.000000 fi:0.117985. Ave ac:0.001880,0.003217 Initialization: 5.768000 Memcpy Classifiers: 0.468000 Memcpy Instances: 11.121000 Kernel 1: 0.027000 Kernel 2: 92.842003 Copyback: 0.017000 Sum: 0.030000 It 20,Best ac:0.001250 1.000000 fi:0.120502. Ave ac:0.001772,0.002723 Initialization: 7.022000 Memcpy Classifiers: 0.593000 Memcpy Instances: 11.384000 Kernel 1: 0.025000 Kernel 2: 96.502998 Copyback: 0.018000 Sum: 0.041000 It 21,Best ac:0.000750 1.000000 fi:0.117893. Ave ac:0.001454,0.003351 Initialization: 5.719000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.014000 Kernel 1: 0.023000 Kernel 2: 96.055000 Copyback: 0.016000 Sum: 0.033000 It 22,Best ac:0.000750 1.000000 fi:0.115604. Ave ac:0.002235,0.003693 Initialization: 5.795000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.024000 Kernel 1: 0.024000 Kernel 2: 97.947998 Copyback: 0.017000 Sum: 0.029000 It 23,Best ac:0.000750 1.000000 fi:0.115389. Ave ac:0.001776,0.003855 Initialization: 7.566000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.045000 Kernel 1: 0.023000 Kernel 2: 95.289001 Copyback: 0.017000 Sum: 0.036000 It 24,Best ac:0.001750 1.000000 fi:0.117577. Ave ac:0.001998,0.004091 Initialization: 5.797000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.037000 Kernel 1: 0.023000 Kernel 2: 93.818001 Copyback: 0.018000 Sum: 0.034000 It 25,Best ac:0.001000 1.000000 fi:0.117228. Ave ac:0.002051,0.002921 Initialization: 5.746000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.038000 Kernel 1: 0.023000 Kernel 2: 92.056999 Copyback: 0.017000 Sum: 0.033000 It 26,Best ac:0.001250 1.000000 fi:0.117180. Ave ac:0.001747,0.003283 MDL Theory Length Weight: 0.5847747303 (10) Initialization: 5.737000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.017000 Kernel 1: 0.023000 Kernel 2: 95.495003 Copyback: 0.017000 Sum: 0.037000 It 27,Best ac:0.000750 1.000000 fi:0.115450. Ave ac:0.001493,0.005689 Initialization: 7.491000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.185000 Kernel 1: 0.023000 Kernel 2: 92.900002 Copyback: 0.017000 Sum: 0.033000 It 28,Best ac:0.000750 1.000000 fi:0.111881. Ave ac:0.001603,0.002500 Initialization: 5.731000 Memcpy Classifiers: 0.488000 Memcpy Instances: 9.861000 Kernel 1: 0.032000 Kernel 2: 93.889999 Copyback: 0.019000 Sum: 0.035000 It 29,Best ac:0.000750 1.000000 fi:0.112875. Ave ac:0.001870,0.003067 Initialization: 5.794000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.039000 Kernel 1: 0.023000 Kernel 2: 93.135002 Copyback: 0.017000 Sum: 0.034000 It 30,Best ac:0.001500 1.000000 fi:0.111953. Ave ac:0.001470,0.002129 Initialization: 5.691000 Memcpy Classifiers: 0.432000 Memcpy Instances: 8.024000 Kernel 1: 0.025000 Kernel 2: 95.250999 Copyback: 0.017000 Sum: 0.029000 It 31,Best ac:0.001000 1.000000 fi:0.115907. Ave ac:0.001740,0.002617 Initialization: 5.787000 Memcpy Classifiers: 0.449000 Memcpy Instances: 7.998000 Kernel 1: 0.024000 Kernel 2: 93.809998 Copyback: 0.017000 Sum: 0.028000 It 32,Best ac:0.000750 1.000000 fi:0.113849. Ave ac:0.001819,0.002088 Initialization: 7.270000 Memcpy Classifiers: 0.696000 Memcpy Instances: 10.310000 Kernel 1: 0.023000 Kernel 2: 90.607002 Copyback: 0.017000 Sum: 0.034000 It 33,Best ac:0.001500 1.000000 fi:0.108875. Ave ac:0.001552,0.002843 Initialization: 26.700001 Memcpy Instances: 462.128998 Memcpy Classifiers: 0.082000 Kernel 1: 0.025000 Kernel 2: 596.715027 Copyback: 0.015000 Sum: 0.018000 Memcpy Classifiers: 0.081000 Kernel 1: 0.015000 Kernel 2: 587.760010 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.121000 Kernel 1: 0.022000 Kernel 2: 597.070984 Copyback: 0.017000 Sum: 0.001000 Memcpy Classifiers: 0.080000 Kernel 1: 0.013000 Kernel 2: 582.788025 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.081000 Kernel 1: 0.013000 Kernel 2: 581.429016 Copyback: 0.365000 Sum: 0.005000 Memcpy Classifiers: 0.105000 Kernel 1: 0.020000 Kernel 2: 575.075012 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.080000 Kernel 1: 0.014000 Kernel 2: 583.244019 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.106000 Kernel 1: 0.019000 Kernel 2: 559.270996 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.103000 Kernel 1: 0.017000 Kernel 2: 575.966980 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.081000 Kernel 1: 0.013000 Kernel 2: 576.737000 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.008518 0.615162 fi:0.498153. Ave ac:0.001107,0.003626 Best acc 0.008518 0.615162 Rule:Att PSSM_-4_6 is [<3.604061]|Att PSSM_-4_7 is [-4.895898,-1.551666]|Att PSSM_-2_11 is [-3.528444,-2.312190]|Att PSSM_-1_6 is [-4.166773,8.899608]|Att PSSM_0_10 is [-1.936150,6.765795]|Att PSSM_0_12 is [-5.959518,-3.340682]|Att PSSM_1_4 is [<3.618940]|Att PSSM_1_8 is [-5.324244,3.189912]|Att PSSM_1_12 is [<0.732346]|Att PSSM_3_14 is [<8.911402]|Att PSSM_3_18 is [-7.519197,6.382305]|1 Accuracy : 0.780526 0 1 156118 7962 43535 27023 Removed 385 instances. 199653 Instances left. Acc of rule 0.001200-0.623377 Initialization: 6.538000 Memcpy Classifiers: 0.594000 Memcpy Instances: 10.641000 Kernel 1: 0.026000 Kernel 2: 98.502998 Copyback: 0.017000 Sum: 0.044000 Initial population average accuracy1:0.005302 accuracy2:0.203567 Initialization: 6.425000 Memcpy Classifiers: 0.485000 Memcpy Instances: 8.060000 Kernel 1: 0.035000 Kernel 2: 98.802002 Copyback: 0.016000 Sum: 0.044000 It 0,Best ac:0.000501 1.000000 fi:0.378556. Ave ac:0.005664,0.010897 Initialization: 5.777000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.988000 Kernel 1: 0.023000 Kernel 2: 98.420998 Copyback: 0.017000 Sum: 0.030000 It 1,Best ac:0.000501 1.000000 fi:0.378556. Ave ac:0.005041,0.009338 Initialization: 5.790000 Memcpy Classifiers: 0.486000 Memcpy Instances: 10.556000 Kernel 1: 0.024000 Kernel 2: 95.010002 Copyback: 0.017000 Sum: 0.033000 It 2,Best ac:0.000751 1.000000 fi:0.099988. Ave ac:0.004698,0.008458 Initialization: 6.649000 Memcpy Classifiers: 0.506000 Memcpy Instances: 9.973000 Kernel 1: 0.027000 Kernel 2: 94.383003 Copyback: 0.017000 Sum: 0.035000 It 3,Best ac:0.000752 1.000000 fi:0.099988. Ave ac:0.003933,0.006292 Initialization: 5.793000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.068000 Kernel 1: 0.031000 Kernel 2: 96.003998 Copyback: 0.017000 Sum: 0.025000 It 4,Best ac:0.000751 1.000000 fi:0.099988. Ave ac:0.004156,0.008221 Initialization: 6.095000 Memcpy Classifiers: 0.470000 Memcpy Instances: 10.916000 Kernel 1: 0.022000 Kernel 2: 93.643997 Copyback: 0.370000 Sum: 0.035000 It 5,Best ac:0.000752 1.000000 fi:0.099988. Ave ac:0.004681,0.007997 Initialization: 5.764000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.976000 Kernel 1: 0.023000 Kernel 2: 93.758003 Copyback: 0.017000 Sum: 0.030000 It 6,Best ac:0.001002 1.000000 fi:0.099872. Ave ac:0.003900,0.006426 Initialization: 5.769000 Memcpy Classifiers: 0.506000 Memcpy Instances: 8.813000 Kernel 1: 0.024000 Kernel 2: 94.124001 Copyback: 0.017000 Sum: 0.029000 It 7,Best ac:0.001252 1.000000 fi:0.099758. Ave ac:0.003404,0.004928 Initialization: 7.507000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.173000 Kernel 1: 0.022000 Kernel 2: 91.014000 Copyback: 0.017000 Sum: 0.039000 It 8,Best ac:0.001252 1.000000 fi:0.099757. Ave ac:0.003407,0.006605 Initialization: 5.966000 Memcpy Classifiers: 0.433000 Memcpy Instances: 9.183000 Kernel 1: 0.032000 Kernel 2: 94.222000 Copyback: 0.016000 Sum: 0.027000 It 9,Best ac:0.001502 1.000000 fi:0.099642. Ave ac:0.003296,0.004777 Iteration 10:MDL fitness activated Error 0.099642 TL 0.033433 MDL Theory Length Weight: 0.9934406843 (1) Initialization: 7.446000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.994000 Kernel 1: 0.024000 Kernel 2: 92.507004 Copyback: 0.018000 Sum: 0.040000 It 10,Best ac:0.000751 1.000000 fi:0.137259. Ave ac:0.002890,0.004270 Initialization: 7.659000 Memcpy Classifiers: 0.711000 Memcpy Instances: 11.493000 Kernel 1: 0.024000 Kernel 2: 90.681000 Copyback: 0.016000 Sum: 0.029000 It 11,Best ac:0.001002 1.000000 fi:0.133851. Ave ac:0.003004,0.003953 Initialization: 6.293000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.021000 Kernel 1: 0.024000 Kernel 2: 92.222000 Copyback: 0.017000 Sum: 0.026000 It 12,Best ac:0.001002 1.000000 fi:0.132127. Ave ac:0.003036,0.004628 Initialization: 5.777000 Memcpy Classifiers: 0.398000 Memcpy Instances: 10.452000 Kernel 1: 0.021000 Kernel 2: 90.015999 Copyback: 0.017000 Sum: 0.027000 It 13,Best ac:0.000751 1.000000 fi:0.134069. Ave ac:0.002861,0.004894 Initialization: 7.246000 Memcpy Classifiers: 0.712000 Memcpy Instances: 12.882000 Kernel 1: 0.026000 Kernel 2: 88.695999 Copyback: 0.017000 Sum: 0.030000 It 14,Best ac:0.000752 1.000000 fi:0.130758. Ave ac:0.002496,0.004296 Initialization: 5.836000 Memcpy Classifiers: 0.450000 Memcpy Instances: 9.446000 Kernel 1: 0.024000 Kernel 2: 90.069000 Copyback: 0.018000 Sum: 0.038000 It 15,Best ac:0.001753 1.000000 fi:0.129942. Ave ac:0.002617,0.003887 Initialization: 6.206000 Memcpy Classifiers: 0.469000 Memcpy Instances: 11.831000 Kernel 1: 0.026000 Kernel 2: 90.596001 Copyback: 0.017000 Sum: 0.030000 It 16,Best ac:0.001002 1.000000 fi:0.127733. Ave ac:0.002633,0.006579 Initialization: 8.355000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.060000 Kernel 1: 0.033000 Kernel 2: 91.806999 Copyback: 0.017000 Sum: 0.032000 It 17,Best ac:0.000751 1.000000 fi:0.133966. Ave ac:0.002419,0.003911 Initialization: 5.869000 Memcpy Classifiers: 0.397000 Memcpy Instances: 10.675000 Kernel 1: 0.023000 Kernel 2: 92.408997 Copyback: 0.017000 Sum: 0.029000 It 18,Best ac:0.001253 1.000000 fi:0.137247. Ave ac:0.002618,0.004695 Initialization: 6.639000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.303000 Kernel 1: 0.032000 Kernel 2: 95.472000 Copyback: 0.017000 Sum: 0.036000 It 19,Best ac:0.000751 1.000000 fi:0.127008. Ave ac:0.002706,0.005061 Initialization: 5.651000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.070000 Kernel 1: 0.022000 Kernel 2: 93.239998 Copyback: 0.017000 Sum: 0.034000 It 20,Best ac:0.000751 1.000000 fi:0.125563. Ave ac:0.003583,0.006150 Initialization: 7.872000 Memcpy Classifiers: 0.692000 Memcpy Instances: 8.017000 Kernel 1: 0.023000 Kernel 2: 89.981003 Copyback: 0.018000 Sum: 0.038000 It 21,Best ac:0.001002 1.000000 fi:0.132230. Ave ac:0.002841,0.005518 Initialization: 8.049000 Memcpy Classifiers: 0.621000 Memcpy Instances: 10.428000 Kernel 1: 0.025000 Kernel 2: 89.361000 Copyback: 0.017000 Sum: 0.032000 It 22,Best ac:0.001002 1.000000 fi:0.125805. Ave ac:0.002608,0.005205 Initialization: 6.221000 Memcpy Classifiers: 0.416000 Memcpy Instances: 10.672000 Kernel 1: 0.031000 Kernel 2: 92.361000 Copyback: 0.018000 Sum: 0.031000 It 23,Best ac:0.001753 1.000000 fi:0.125391. Ave ac:0.002236,0.004036 Initialization: 6.429000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.696000 Kernel 1: 0.033000 Kernel 2: 91.264999 Copyback: 0.016000 Sum: 0.030000 It 24,Best ac:0.001753 1.000000 fi:0.125238. Ave ac:0.002184,0.004625 Initialization: 6.900000 Memcpy Classifiers: 0.565000 Memcpy Instances: 9.843000 Kernel 1: 0.033000 Kernel 2: 91.001999 Copyback: 0.016000 Sum: 0.030000 It 25,Best ac:0.000752 1.000000 fi:0.124806. Ave ac:0.002899,0.004018 Initialization: 6.353000 Memcpy Classifiers: 0.434000 Memcpy Instances: 11.251000 Kernel 1: 0.023000 Kernel 2: 95.096001 Copyback: 0.016000 Sum: 0.026000 It 26,Best ac:0.000751 1.000000 fi:0.127920. Ave ac:0.001525,0.002878 Initialization: 8.205000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.998000 Kernel 1: 0.023000 Kernel 2: 91.287003 Copyback: 0.017000 Sum: 0.032000 It 27,Best ac:0.001002 1.000000 fi:0.121054. Ave ac:0.002016,0.002737 Initialization: 5.730000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.995000 Kernel 1: 0.022000 Kernel 2: 89.044998 Copyback: 0.017000 Sum: 0.029000 It 28,Best ac:0.001002 1.000000 fi:0.122686. Ave ac:0.001697,0.002516 Initialization: 7.169000 Memcpy Classifiers: 0.660000 Memcpy Instances: 11.380000 Kernel 1: 0.026000 Kernel 2: 92.901001 Copyback: 0.017000 Sum: 0.029000 It 29,Best ac:0.002003 1.000000 fi:0.118745. Ave ac:0.001707,0.002984 Initialization: 5.754000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.993000 Kernel 1: 0.023000 Kernel 2: 93.099998 Copyback: 0.017000 Sum: 0.028000 It 30,Best ac:0.001002 1.000000 fi:0.124892. Ave ac:0.002123,0.003554 Initialization: 5.893000 Memcpy Classifiers: 0.455000 Memcpy Instances: 8.033000 Kernel 1: 0.023000 Kernel 2: 91.388000 Copyback: 0.017000 Sum: 0.036000 It 31,Best ac:0.000751 1.000000 fi:0.127790. Ave ac:0.001938,0.002591 Initialization: 5.605000 Memcpy Classifiers: 0.414000 Memcpy Instances: 7.993000 Kernel 1: 0.024000 Kernel 2: 87.837997 Copyback: 0.017000 Sum: 0.032000 It 32,Best ac:0.001252 1.000000 fi:0.120121. Ave ac:0.001436,0.002871 Initialization: 5.641000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.999000 Kernel 1: 0.023000 Kernel 2: 90.739998 Copyback: 0.017000 Sum: 0.030000 It 33,Best ac:0.000751 1.000000 fi:0.124664. Ave ac:0.002214,0.003600 Initialization: 26.683001 Memcpy Instances: 475.368011 Memcpy Classifiers: 0.079000 Kernel 1: 0.021000 Kernel 2: 582.814026 Copyback: 0.018000 Sum: 0.021000 Memcpy Classifiers: 0.117000 Kernel 1: 0.023000 Kernel 2: 563.671021 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.113000 Kernel 1: 0.025000 Kernel 2: 587.364014 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.097000 Kernel 1: 0.016000 Kernel 2: 543.526001 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.121000 Kernel 1: 0.021000 Kernel 2: 551.900024 Copyback: 0.368000 Sum: 0.002000 Memcpy Classifiers: 0.076000 Kernel 1: 0.013000 Kernel 2: 569.950012 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.075000 Kernel 1: 0.012000 Kernel 2: 563.364990 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.077000 Kernel 1: 0.014000 Kernel 2: 564.400024 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.076000 Kernel 1: 0.013000 Kernel 2: 586.104980 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.101000 Kernel 1: 0.018000 Kernel 2: 563.969971 Copyback: 0.015000 Sum: 0.002000 It 34,Best ac:0.001057 0.615160 fi:0.509362. Ave ac:0.002715,0.009265 Best acc 0.001057 0.615160 Initialization: 5.820000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.999000 Kernel 1: 0.024000 Kernel 2: 97.635002 Copyback: 0.018000 Sum: 0.055000 Initial population average accuracy1:0.005361 accuracy2:0.212025 Initialization: 6.033000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.005000 Kernel 1: 0.024000 Kernel 2: 96.551003 Copyback: 0.017000 Sum: 0.055000 It 0,Best ac:0.000751 1.000000 fi:0.099988. Ave ac:0.005477,0.011840 Initialization: 5.758000 Memcpy Classifiers: 0.480000 Memcpy Instances: 8.012000 Kernel 1: 0.023000 Kernel 2: 93.939003 Copyback: 0.017000 Sum: 0.030000 It 1,Best ac:0.000752 1.000000 fi:0.099988. Ave ac:0.004823,0.010470 Initialization: 5.754000 Memcpy Classifiers: 0.486000 Memcpy Instances: 8.016000 Kernel 1: 0.024000 Kernel 2: 94.959000 Copyback: 0.017000 Sum: 0.030000 It 2,Best ac:0.001002 1.000000 fi:0.099873. Ave ac:0.004470,0.009560 Initialization: 5.722000 Memcpy Classifiers: 0.467000 Memcpy Instances: 7.994000 Kernel 1: 0.024000 Kernel 2: 90.647003 Copyback: 0.017000 Sum: 0.037000 It 3,Best ac:0.001253 1.000000 fi:0.099757. Ave ac:0.003247,0.006127 Initialization: 5.778000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.994000 Kernel 1: 0.023000 Kernel 2: 92.583000 Copyback: 0.017000 Sum: 0.030000 It 4,Best ac:0.001753 0.875000 fi:0.224527. Ave ac:0.003543,0.006543 Initialization: 5.794000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.963000 Kernel 1: 0.023000 Kernel 2: 93.412003 Copyback: 0.017000 Sum: 0.032000 It 5,Best ac:0.001252 1.000000 fi:0.099758. Ave ac:0.002845,0.005059 Initialization: 5.728000 Memcpy Classifiers: 0.453000 Memcpy Instances: 8.009000 Kernel 1: 0.024000 Kernel 2: 94.542999 Copyback: 0.017000 Sum: 0.034000 It 6,Best ac:0.001253 1.000000 fi:0.099757. Ave ac:0.003007,0.006781 Initialization: 5.763000 Memcpy Classifiers: 0.414000 Memcpy Instances: 8.024000 Kernel 1: 0.025000 Kernel 2: 90.725998 Copyback: 0.016000 Sum: 0.030000 It 7,Best ac:0.001002 1.000000 fi:0.099873. Ave ac:0.002896,0.004471 Initialization: 5.748000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.980000 Kernel 1: 0.023000 Kernel 2: 93.602997 Copyback: 0.017000 Sum: 0.033000 It 8,Best ac:0.000751 1.000000 fi:0.099988. Ave ac:0.002499,0.004126 Initialization: 5.764000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.987000 Kernel 1: 0.023000 Kernel 2: 91.558998 Copyback: 0.016000 Sum: 0.031000 It 9,Best ac:0.001252 1.000000 fi:0.099758. Ave ac:0.002389,0.003206 Iteration 10:MDL fitness activated Error 0.099758 TL 0.032431 MDL Theory Length Weight: 1.0253464538 (7) Initialization: 6.074000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.408000 Kernel 1: 0.023000 Kernel 2: 95.776001 Copyback: 0.017000 Sum: 0.029000 It 10,Best ac:0.000751 1.000000 fi:0.133343. Ave ac:0.002465,0.003521 Initialization: 5.674000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.999000 Kernel 1: 0.024000 Kernel 2: 92.986000 Copyback: 0.016000 Sum: 0.031000 It 11,Best ac:0.001002 1.000000 fi:0.137722. Ave ac:0.002243,0.003338 Initialization: 5.751000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.997000 Kernel 1: 0.023000 Kernel 2: 97.115997 Copyback: 0.017000 Sum: 0.028000 It 12,Best ac:0.001002 1.000000 fi:0.128343. Ave ac:0.003000,0.004407 Initialization: 5.615000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.982000 Kernel 1: 0.022000 Kernel 2: 96.070999 Copyback: 0.017000 Sum: 0.030000 It 13,Best ac:0.000752 1.000000 fi:0.125649. Ave ac:0.002695,0.004276 Initialization: 5.725000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.033000 Kernel 1: 0.023000 Kernel 2: 95.955002 Copyback: 0.017000 Sum: 0.029000 It 14,Best ac:0.001002 1.000000 fi:0.136080. Ave ac:0.002392,0.004495 Initialization: 5.725000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.027000 Kernel 1: 0.023000 Kernel 2: 93.087997 Copyback: 0.017000 Sum: 0.030000 It 15,Best ac:0.001502 1.000000 fi:0.134089. Ave ac:0.002344,0.003676 Initialization: 5.682000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.039000 Kernel 1: 0.023000 Kernel 2: 97.126999 Copyback: 0.017000 Sum: 0.030000 It 16,Best ac:0.000751 1.000000 fi:0.128994. Ave ac:0.002388,0.004648 Initialization: 5.686000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.021000 Kernel 1: 0.024000 Kernel 2: 92.253998 Copyback: 0.017000 Sum: 0.026000 It 17,Best ac:0.000751 1.000000 fi:0.136696. Ave ac:0.001927,0.002996 Initialization: 5.750000 Memcpy Classifiers: 0.485000 Memcpy Instances: 8.002000 Kernel 1: 0.023000 Kernel 2: 95.908997 Copyback: 0.017000 Sum: 0.030000 It 18,Best ac:0.001002 1.000000 fi:0.131565. Ave ac:0.001603,0.002447 Initialization: 5.726000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.020000 Kernel 1: 0.023000 Kernel 2: 95.044998 Copyback: 0.017000 Sum: 0.026000 It 19,Best ac:0.001753 1.000000 fi:0.133426. Ave ac:0.002373,0.003171 Initialization: 5.829000 Memcpy Classifiers: 0.442000 Memcpy Instances: 11.342000 Kernel 1: 0.023000 Kernel 2: 96.022003 Copyback: 0.017000 Sum: 0.034000 It 20,Best ac:0.000751 1.000000 fi:0.121775. Ave ac:0.002456,0.004872 Initialization: 5.736000 Memcpy Classifiers: 0.489000 Memcpy Instances: 8.000000 Kernel 1: 0.022000 Kernel 2: 92.623001 Copyback: 0.373000 Sum: 0.029000 It 21,Best ac:0.001252 1.000000 fi:0.129535. Ave ac:0.002428,0.003315 Initialization: 5.809000 Memcpy Classifiers: 0.488000 Memcpy Instances: 11.874000 Kernel 1: 0.026000 Kernel 2: 91.811996 Copyback: 0.017000 Sum: 0.029000 It 22,Best ac:0.001002 1.000000 fi:0.129651. Ave ac:0.002615,0.003205 Initialization: 5.758000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.990000 Kernel 1: 0.024000 Kernel 2: 90.107002 Copyback: 0.017000 Sum: 0.028000 It 23,Best ac:0.000751 1.000000 fi:0.124250. Ave ac:0.001924,0.002768 Initialization: 5.772000 Memcpy Classifiers: 0.486000 Memcpy Instances: 8.017000 Kernel 1: 0.024000 Kernel 2: 92.698997 Copyback: 0.018000 Sum: 0.029000 It 24,Best ac:0.001002 1.000000 fi:0.128795. Ave ac:0.001789,0.002554 Initialization: 5.743000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.992000 Kernel 1: 0.024000 Kernel 2: 95.344002 Copyback: 0.017000 Sum: 0.027000 It 25,Best ac:0.001252 1.000000 fi:0.131290. Ave ac:0.002559,0.003504 Initialization: 5.763000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.994000 Kernel 1: 0.024000 Kernel 2: 94.251999 Copyback: 0.017000 Sum: 0.028000 It 26,Best ac:0.001002 1.000000 fi:0.121660. Ave ac:0.001721,0.002208 Initialization: 7.245000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.013000 Kernel 1: 0.023000 Kernel 2: 91.052002 Copyback: 0.017000 Sum: 0.037000 It 27,Best ac:0.001252 1.000000 fi:0.128692. Ave ac:0.002152,0.003571 Initialization: 5.734000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.988000 Kernel 1: 0.024000 Kernel 2: 91.566002 Copyback: 0.016000 Sum: 0.028000 It 28,Best ac:0.001002 1.000000 fi:0.126530. Ave ac:0.002509,0.003880 Initialization: 5.770000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.025000 Kernel 1: 0.023000 Kernel 2: 88.963997 Copyback: 0.017000 Sum: 0.030000 It 29,Best ac:0.000751 1.000000 fi:0.117394. Ave ac:0.002634,0.004878 Initialization: 5.725000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.994000 Kernel 1: 0.025000 Kernel 2: 86.815002 Copyback: 0.017000 Sum: 0.028000 It 30,Best ac:0.000752 1.000000 fi:0.122585. Ave ac:0.001946,0.002475 Initialization: 7.260000 Memcpy Classifiers: 0.667000 Memcpy Instances: 12.181000 Kernel 1: 0.024000 Kernel 2: 87.109001 Copyback: 0.017000 Sum: 0.030000 It 31,Best ac:0.000751 1.000000 fi:0.124250. Ave ac:0.001745,0.002329 Initialization: 5.751000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.016000 Kernel 1: 0.023000 Kernel 2: 90.039001 Copyback: 0.016000 Sum: 0.027000 It 32,Best ac:0.001002 1.000000 fi:0.122469. Ave ac:0.001780,0.002533 Initialization: 5.748000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.021000 Kernel 1: 0.023000 Kernel 2: 86.772003 Copyback: 0.017000 Sum: 0.030000 It 33,Best ac:0.001503 1.000000 fi:0.126674. Ave ac:0.001706,0.002453 Initialization: 26.783001 Memcpy Instances: 494.829987 Memcpy Classifiers: 0.123000 Kernel 1: 0.034000 Kernel 2: 583.992004 Copyback: 0.016000 Sum: 0.021000 Memcpy Classifiers: 0.121000 Kernel 1: 0.022000 Kernel 2: 585.184998 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.079000 Kernel 1: 0.013000 Kernel 2: 586.679993 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.080000 Kernel 1: 0.013000 Kernel 2: 597.530029 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.081000 Kernel 1: 0.013000 Kernel 2: 586.341980 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.080000 Kernel 1: 0.013000 Kernel 2: 591.281006 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.081000 Kernel 1: 0.013000 Kernel 2: 586.051025 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.107000 Kernel 1: 0.018000 Kernel 2: 579.768982 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.079000 Kernel 1: 0.012000 Kernel 2: 548.716003 Copyback: 0.369000 Sum: 0.002000 Memcpy Classifiers: 0.081000 Kernel 1: 0.013000 Kernel 2: 578.021973 Copyback: 0.016000 Sum: 0.002000 It 34,Best ac:0.000917 0.622449 fi:0.506397. Ave ac:0.001961,0.006404 Best acc 0.000917 0.622449 Rule:Att PSSM_-3_2 is [-5.178174,0.984700]|Att PSSM_-3_12 is [-4.299265,6.720738]|Att PSSM_-3_13 is [-3.483914,5.483914]|Att PSSM_-2_14 is [0.678431,4.891393]|Att PSSM_-1_3 is [-4.398120,6.245630]|Att PSSM_-1_13 is [-6.454121,1.236610]|Att PSSM_0_12 is [<-2.619343]|Att PSSM_1_5 is [<7.746427]|Att PSSM_2_12 is [<-1.920065]|Att PSSM_3_10 is [>0.286100]|1 Accuracy : 0.780833 0 1 156007 8073 43352 27206 Removed 294 instances. 199359 Instances left. Acc of rule 0.000917-0.622449 Initialization: 5.717000 Memcpy Classifiers: 0.540000 Memcpy Instances: 7.987000 Kernel 1: 0.026000 Kernel 2: 99.186996 Copyback: 0.017000 Sum: 0.041000 Initial population average accuracy1:0.004560 accuracy2:0.199244 Initialization: 5.756000 Memcpy Classifiers: 0.521000 Memcpy Instances: 7.973000 Kernel 1: 0.023000 Kernel 2: 98.769997 Copyback: 0.017000 Sum: 0.052000 It 0,Best ac:0.001254 0.714286 fi:0.385469. Ave ac:0.005328,0.009352 Initialization: 5.816000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.005000 Kernel 1: 0.024000 Kernel 2: 98.199997 Copyback: 0.017000 Sum: 0.028000 It 1,Best ac:0.000502 1.000000 fi:0.375689. Ave ac:0.005114,0.008250 Initialization: 7.072000 Memcpy Classifiers: 0.488000 Memcpy Instances: 11.427000 Kernel 1: 0.024000 Kernel 2: 97.996002 Copyback: 0.017000 Sum: 0.029000 It 2,Best ac:0.002508 0.625000 fi:0.474176. Ave ac:0.005424,0.009586 Initialization: 5.704000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.998000 Kernel 1: 0.024000 Kernel 2: 95.344002 Copyback: 0.016000 Sum: 0.030000 It 3,Best ac:0.000752 1.000000 fi:0.099986. Ave ac:0.004525,0.007465 Initialization: 5.741000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.999000 Kernel 1: 0.023000 Kernel 2: 95.294998 Copyback: 0.017000 Sum: 0.031000 It 4,Best ac:0.001003 1.000000 fi:0.099871. Ave ac:0.005271,0.008797 Initialization: 5.808000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.995000 Kernel 1: 0.024000 Kernel 2: 94.130997 Copyback: 0.016000 Sum: 0.030000 It 5,Best ac:0.000752 1.000000 fi:0.099986. Ave ac:0.003708,0.006360 Initialization: 5.760000 Memcpy Classifiers: 0.489000 Memcpy Instances: 7.983000 Kernel 1: 0.023000 Kernel 2: 94.586998 Copyback: 0.016000 Sum: 0.030000 It 6,Best ac:0.001003 1.000000 fi:0.099871. Ave ac:0.004162,0.007415 Initialization: 6.706000 Memcpy Classifiers: 0.488000 Memcpy Instances: 7.985000 Kernel 1: 0.023000 Kernel 2: 96.958000 Copyback: 0.017000 Sum: 0.026000 It 7,Best ac:0.001003 1.000000 fi:0.099871. Ave ac:0.004163,0.007131 Initialization: 5.733000 Memcpy Classifiers: 0.523000 Memcpy Instances: 7.969000 Kernel 1: 0.024000 Kernel 2: 97.301003 Copyback: 0.017000 Sum: 0.031000 It 8,Best ac:0.001003 1.000000 fi:0.099871. Ave ac:0.003961,0.007566 Initialization: 5.765000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.990000 Kernel 1: 0.023000 Kernel 2: 98.750999 Copyback: 0.017000 Sum: 0.028000 It 9,Best ac:0.000752 1.000000 fi:0.099986. Ave ac:0.003319,0.005653 Iteration 10:MDL fitness activated Error 0.099986 TL 0.036885 MDL Theory Length Weight: 0.9035963408 (6) Initialization: 5.693000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.987000 Kernel 1: 0.023000 Kernel 2: 96.666000 Copyback: 0.017000 Sum: 0.028000 It 10,Best ac:0.000752 1.000000 fi:0.126298. Ave ac:0.003606,0.005835 Initialization: 5.716000 Memcpy Classifiers: 0.540000 Memcpy Instances: 7.992000 Kernel 1: 0.024000 Kernel 2: 95.686996 Copyback: 0.017000 Sum: 0.030000 It 11,Best ac:0.001003 1.000000 fi:0.125418. Ave ac:0.003297,0.005514 Initialization: 5.742000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.989000 Kernel 1: 0.024000 Kernel 2: 91.355003 Copyback: 0.017000 Sum: 0.031000 It 12,Best ac:0.000752 1.000000 fi:0.135092. Ave ac:0.003198,0.006443 Initialization: 5.818000 Memcpy Classifiers: 0.514000 Memcpy Instances: 7.979000 Kernel 1: 0.024000 Kernel 2: 91.515999 Copyback: 0.017000 Sum: 0.028000 It 13,Best ac:0.001003 1.000000 fi:0.125418. Ave ac:0.002701,0.004154 Initialization: 5.775000 Memcpy Classifiers: 0.488000 Memcpy Instances: 7.994000 Kernel 1: 0.022000 Kernel 2: 89.016998 Copyback: 0.017000 Sum: 0.036000 It 14,Best ac:0.000752 1.000000 fi:0.135330. Ave ac:0.003097,0.004872 Initialization: 5.771000 Memcpy Classifiers: 0.540000 Memcpy Instances: 7.966000 Kernel 1: 0.024000 Kernel 2: 88.252998 Copyback: 0.016000 Sum: 0.031000 It 15,Best ac:0.000752 1.000000 fi:0.127691. Ave ac:0.002711,0.004399 Initialization: 5.630000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.964000 Kernel 1: 0.023000 Kernel 2: 89.839996 Copyback: 0.020000 Sum: 0.038000 It 16,Best ac:0.000752 1.000000 fi:0.121503. Ave ac:0.002620,0.003684 Initialization: 5.835000 Memcpy Classifiers: 0.486000 Memcpy Instances: 8.008000 Kernel 1: 0.023000 Kernel 2: 88.898003 Copyback: 0.017000 Sum: 0.030000 It 17,Best ac:0.001003 1.000000 fi:0.123801. Ave ac:0.002603,0.005047 Initialization: 5.759000 Memcpy Classifiers: 0.488000 Memcpy Instances: 7.992000 Kernel 1: 0.023000 Kernel 2: 86.657997 Copyback: 0.017000 Sum: 0.029000 It 18,Best ac:0.001003 1.000000 fi:0.128181. Ave ac:0.002701,0.003460 Initialization: 5.729000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.143000 Kernel 1: 0.023000 Kernel 2: 87.570999 Copyback: 0.017000 Sum: 0.030000 It 19,Best ac:0.000752 1.000000 fi:0.125903. Ave ac:0.002339,0.002506 Initialization: 5.729000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.966000 Kernel 1: 0.023000 Kernel 2: 87.456001 Copyback: 0.017000 Sum: 0.028000 It 20,Best ac:0.000752 1.000000 fi:0.125857. Ave ac:0.001990,0.002419 Initialization: 5.794000 Memcpy Classifiers: 0.441000 Memcpy Instances: 7.969000 Kernel 1: 0.023000 Kernel 2: 87.785004 Copyback: 0.017000 Sum: 0.030000 It 21,Best ac:0.001003 1.000000 fi:0.123307. Ave ac:0.002131,0.002958 Initialization: 5.713000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.993000 Kernel 1: 0.023000 Kernel 2: 85.736000 Copyback: 0.017000 Sum: 0.032000 It 22,Best ac:0.000752 1.000000 fi:0.127532. Ave ac:0.002367,0.003035 Initialization: 5.696000 Memcpy Classifiers: 0.486000 Memcpy Instances: 8.064000 Kernel 1: 0.023000 Kernel 2: 85.726997 Copyback: 0.017000 Sum: 0.028000 It 23,Best ac:0.001756 1.000000 fi:0.121541. Ave ac:0.001812,0.002688 Initialization: 5.765000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.969000 Kernel 1: 0.023000 Kernel 2: 84.994003 Copyback: 0.017000 Sum: 0.034000 It 24,Best ac:0.001756 1.000000 fi:0.119536. Ave ac:0.002562,0.003539 Initialization: 5.647000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.023000 Kernel 1: 0.022000 Kernel 2: 80.522003 Copyback: 0.018000 Sum: 0.031000 It 25,Best ac:0.000752 1.000000 fi:0.121503. Ave ac:0.002017,0.003390 Initialization: 5.738000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.966000 Kernel 1: 0.023000 Kernel 2: 84.902000 Copyback: 0.017000 Sum: 0.028000 It 26,Best ac:0.000752 1.000000 fi:0.119269. Ave ac:0.001857,0.002946 Initialization: 5.810000 Memcpy Classifiers: 0.469000 Memcpy Instances: 11.432000 Kernel 1: 0.023000 Kernel 2: 84.095001 Copyback: 0.017000 Sum: 0.030000 It 27,Best ac:0.000752 1.000000 fi:0.122172. Ave ac:0.002161,0.003204 Initialization: 5.739000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.986000 Kernel 1: 0.024000 Kernel 2: 86.143997 Copyback: 0.016000 Sum: 0.029000 It 28,Best ac:0.001003 1.000000 fi:0.123309. Ave ac:0.002585,0.004045 Initialization: 5.767000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.001000 Kernel 1: 0.024000 Kernel 2: 82.927002 Copyback: 0.017000 Sum: 0.035000 It 29,Best ac:0.001756 1.000000 fi:0.119706. Ave ac:0.002334,0.003999 Initialization: 5.700000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.989000 Kernel 1: 0.024000 Kernel 2: 82.257004 Copyback: 0.018000 Sum: 0.028000 It 30,Best ac:0.000752 1.000000 fi:0.121730. Ave ac:0.002136,0.002868 Initialization: 5.752000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.995000 Kernel 1: 0.024000 Kernel 2: 83.382004 Copyback: 0.017000 Sum: 0.030000 It 31,Best ac:0.001505 1.000000 fi:0.124795. Ave ac:0.001930,0.002754 Initialization: 5.774000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.020000 Kernel 1: 0.023000 Kernel 2: 86.303001 Copyback: 0.017000 Sum: 0.027000 It 32,Best ac:0.001254 1.000000 fi:0.115062. Ave ac:0.001905,0.003321 Initialization: 5.745000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.990000 Kernel 1: 0.024000 Kernel 2: 81.146004 Copyback: 0.016000 Sum: 0.034000 It 33,Best ac:0.001254 1.000000 fi:0.119242. Ave ac:0.001632,0.003022 Initialization: 26.792000 Memcpy Instances: 496.372009 Memcpy Classifiers: 0.094000 Kernel 1: 0.023000 Kernel 2: 509.601013 Copyback: 0.015000 Sum: 0.020000 Memcpy Classifiers: 0.132000 Kernel 1: 0.022000 Kernel 2: 543.762024 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.131000 Kernel 1: 0.022000 Kernel 2: 513.169983 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.091000 Kernel 1: 0.013000 Kernel 2: 516.051025 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.092000 Kernel 1: 0.013000 Kernel 2: 528.299011 Copyback: 0.020000 Sum: 0.005000 Memcpy Classifiers: 0.114000 Kernel 1: 0.020000 Kernel 2: 511.717010 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.117000 Kernel 1: 0.021000 Kernel 2: 508.821991 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.130000 Kernel 1: 0.021000 Kernel 2: 529.677979 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.111000 Kernel 1: 0.017000 Kernel 2: 530.479004 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.133000 Kernel 1: 0.024000 Kernel 2: 497.229004 Copyback: 0.368000 Sum: 0.001000 It 34,Best ac:0.000973 0.648829 fi:0.471238. Ave ac:0.002421,0.007938 Best acc 0.000973 0.648829 Initialization: 5.785000 Memcpy Classifiers: 0.540000 Memcpy Instances: 7.968000 Kernel 1: 0.025000 Kernel 2: 97.377998 Copyback: 0.017000 Sum: 0.042000 Initial population average accuracy1:0.004564 accuracy2:0.220942 Initialization: 5.778000 Memcpy Classifiers: 0.522000 Memcpy Instances: 8.017000 Kernel 1: 0.024000 Kernel 2: 97.712997 Copyback: 0.017000 Sum: 0.043000 It 0,Best ac:0.001755 0.875000 fi:0.224525. Ave ac:0.005065,0.012172 Initialization: 5.723000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.983000 Kernel 1: 0.024000 Kernel 2: 94.758003 Copyback: 0.017000 Sum: 0.033000 It 1,Best ac:0.001003 1.000000 fi:0.099871. Ave ac:0.005213,0.008632 Initialization: 8.236000 Memcpy Classifiers: 0.541000 Memcpy Instances: 7.994000 Kernel 1: 0.023000 Kernel 2: 94.630997 Copyback: 0.017000 Sum: 0.029000 It 2,Best ac:0.001003 1.000000 fi:0.099871. Ave ac:0.004686,0.008463 Initialization: 5.700000 Memcpy Classifiers: 0.557000 Memcpy Instances: 7.983000 Kernel 1: 0.023000 Kernel 2: 95.379997 Copyback: 0.018000 Sum: 0.030000 It 3,Best ac:0.002007 0.888889 fi:0.210519. Ave ac:0.004040,0.007299 Initialization: 5.795000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.995000 Kernel 1: 0.024000 Kernel 2: 91.544998 Copyback: 0.017000 Sum: 0.032000 It 4,Best ac:0.001003 1.000000 fi:0.099871. Ave ac:0.004499,0.007253 Initialization: 5.726000 Memcpy Classifiers: 0.467000 Memcpy Instances: 7.989000 Kernel 1: 0.022000 Kernel 2: 90.320999 Copyback: 0.017000 Sum: 0.034000 It 5,Best ac:0.000752 1.000000 fi:0.099986. Ave ac:0.003510,0.005157 Initialization: 5.725000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.992000 Kernel 1: 0.024000 Kernel 2: 89.297997 Copyback: 0.017000 Sum: 0.044000 It 6,Best ac:0.001254 1.000000 fi:0.099755. Ave ac:0.003514,0.005538 Initialization: 5.702000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.995000 Kernel 1: 0.024000 Kernel 2: 87.477997 Copyback: 0.017000 Sum: 0.029000 It 7,Best ac:0.001254 1.000000 fi:0.099755. Ave ac:0.003605,0.005987 Initialization: 5.762000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.997000 Kernel 1: 0.024000 Kernel 2: 87.389000 Copyback: 0.017000 Sum: 0.031000 It 8,Best ac:0.001756 1.000000 fi:0.099524. Ave ac:0.003059,0.005089 Initialization: 5.761000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.994000 Kernel 1: 0.024000 Kernel 2: 88.764000 Copyback: 0.017000 Sum: 0.032000 It 9,Best ac:0.001003 1.000000 fi:0.099871. Ave ac:0.003549,0.008014 Iteration 10:MDL fitness activated Error 0.099871 TL 0.046041 MDL Theory Length Weight: 0.7230551040 (2) Initialization: 5.816000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.980000 Kernel 1: 0.023000 Kernel 2: 88.697998 Copyback: 0.016000 Sum: 0.031000 It 10,Best ac:0.000752 1.000000 fi:0.119898. Ave ac:0.003169,0.005571 Initialization: 5.709000 Memcpy Classifiers: 0.486000 Memcpy Instances: 7.990000 Kernel 1: 0.024000 Kernel 2: 87.110001 Copyback: 0.017000 Sum: 0.034000 It 11,Best ac:0.001003 1.000000 fi:0.122178. Ave ac:0.003201,0.007054 Initialization: 6.503000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.564000 Kernel 1: 0.024000 Kernel 2: 89.070000 Copyback: 0.017000 Sum: 0.025000 It 12,Best ac:0.001003 1.000000 fi:0.123576. Ave ac:0.003315,0.006924 Initialization: 5.843000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.020000 Kernel 1: 0.023000 Kernel 2: 86.875999 Copyback: 0.017000 Sum: 0.044000 It 13,Best ac:0.000752 0.750000 fi:0.372085. Ave ac:0.002874,0.005250 Initialization: 6.488000 Memcpy Classifiers: 0.432000 Memcpy Instances: 7.973000 Kernel 1: 0.024000 Kernel 2: 87.759003 Copyback: 0.017000 Sum: 0.026000 It 14,Best ac:0.000752 1.000000 fi:0.131098. Ave ac:0.003904,0.005948 Initialization: 5.940000 Memcpy Classifiers: 0.680000 Memcpy Instances: 13.284000 Kernel 1: 0.026000 Kernel 2: 88.845001 Copyback: 0.017000 Sum: 0.032000 It 15,Best ac:0.001003 1.000000 fi:0.120146. Ave ac:0.003693,0.005717 Initialization: 5.804000 Memcpy Classifiers: 0.398000 Memcpy Instances: 10.417000 Kernel 1: 0.024000 Kernel 2: 88.225998 Copyback: 0.017000 Sum: 0.029000 It 16,Best ac:0.000752 1.000000 fi:0.116970. Ave ac:0.003384,0.005611 Initialization: 6.465000 Memcpy Classifiers: 0.693000 Memcpy Instances: 10.957000 Kernel 1: 0.024000 Kernel 2: 87.189003 Copyback: 0.017000 Sum: 0.028000 It 17,Best ac:0.001003 1.000000 fi:0.121249. Ave ac:0.004059,0.005451 Initialization: 5.780000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.017000 Kernel 1: 0.024000 Kernel 2: 85.001999 Copyback: 0.017000 Sum: 0.028000 It 18,Best ac:0.000752 1.000000 fi:0.120082. Ave ac:0.003114,0.004950 Initialization: 5.753000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.968000 Kernel 1: 0.024000 Kernel 2: 83.940002 Copyback: 0.017000 Sum: 0.026000 It 19,Best ac:0.001003 1.000000 fi:0.122027. Ave ac:0.003319,0.004605 Initialization: 5.745000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.003000 Kernel 1: 0.023000 Kernel 2: 82.734001 Copyback: 0.017000 Sum: 0.027000 It 20,Best ac:0.001756 1.000000 fi:0.116907. Ave ac:0.002571,0.003486 Initialization: 5.749000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.986000 Kernel 1: 0.024000 Kernel 2: 80.232002 Copyback: 0.017000 Sum: 0.032000 It 21,Best ac:0.000752 1.000000 fi:0.121125. Ave ac:0.002675,0.003941 Initialization: 5.814000 Memcpy Classifiers: 0.397000 Memcpy Instances: 10.906000 Kernel 1: 0.024000 Kernel 2: 80.865997 Copyback: 0.017000 Sum: 0.035000 It 22,Best ac:0.000752 1.000000 fi:0.123950. Ave ac:0.002689,0.003767 Initialization: 5.643000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.970000 Kernel 1: 0.024000 Kernel 2: 80.045998 Copyback: 0.017000 Sum: 0.031000 It 23,Best ac:0.001756 1.000000 fi:0.117944. Ave ac:0.002668,0.003727 Initialization: 5.760000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.977000 Kernel 1: 0.024000 Kernel 2: 80.141998 Copyback: 0.018000 Sum: 0.040000 It 24,Best ac:0.000752 1.000000 fi:0.121299. Ave ac:0.003173,0.004505 Initialization: 5.704000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.998000 Kernel 1: 0.024000 Kernel 2: 78.186996 Copyback: 0.017000 Sum: 0.026000 It 25,Best ac:0.001003 1.000000 fi:0.120832. Ave ac:0.002677,0.004690 Initialization: 5.759000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.989000 Kernel 1: 0.024000 Kernel 2: 79.018997 Copyback: 0.017000 Sum: 0.031000 It 26,Best ac:0.002007 1.000000 fi:0.117621. Ave ac:0.002701,0.004759 Initialization: 5.784000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.964000 Kernel 1: 0.024000 Kernel 2: 79.098000 Copyback: 0.018000 Sum: 0.029000 It 27,Best ac:0.001003 1.000000 fi:0.118409. Ave ac:0.002426,0.003875 Initialization: 5.743000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.014000 Kernel 1: 0.024000 Kernel 2: 78.416000 Copyback: 0.017000 Sum: 0.031000 It 28,Best ac:0.000752 1.000000 fi:0.118923. Ave ac:0.003002,0.005368 Initialization: 5.759000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.984000 Kernel 1: 0.023000 Kernel 2: 78.272003 Copyback: 0.017000 Sum: 0.030000 It 29,Best ac:0.001254 1.000000 fi:0.117997. Ave ac:0.003371,0.006676 MDL Theory Length Weight: 0.6507495936 (10) Initialization: 5.634000 Memcpy Classifiers: 0.379000 Memcpy Instances: 10.316000 Kernel 1: 0.023000 Kernel 2: 79.516998 Copyback: 0.016000 Sum: 0.030000 It 30,Best ac:0.001003 1.000000 fi:0.112749. Ave ac:0.002985,0.005440 Initialization: 5.756000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.963000 Kernel 1: 0.024000 Kernel 2: 79.735001 Copyback: 0.019000 Sum: 0.035000 It 31,Best ac:0.000752 1.000000 fi:0.115248. Ave ac:0.002401,0.004347 Initialization: 5.745000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.973000 Kernel 1: 0.024000 Kernel 2: 78.109001 Copyback: 0.017000 Sum: 0.028000 It 32,Best ac:0.002007 1.000000 fi:0.115487. Ave ac:0.002325,0.004940 Initialization: 5.766000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.018000 Kernel 1: 0.023000 Kernel 2: 78.028000 Copyback: 0.017000 Sum: 0.027000 It 33,Best ac:0.001254 1.000000 fi:0.116173. Ave ac:0.003349,0.006020 Initialization: 26.740999 Memcpy Instances: 477.145996 Memcpy Classifiers: 0.075000 Kernel 1: 0.025000 Kernel 2: 516.767029 Copyback: 0.016000 Sum: 0.021000 Memcpy Classifiers: 0.109000 Kernel 1: 0.023000 Kernel 2: 513.911011 Copyback: 0.368000 Sum: 0.002000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 495.875000 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.106000 Kernel 1: 0.021000 Kernel 2: 514.939026 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 524.760986 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 520.127991 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.012000 Kernel 2: 505.177002 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 509.817993 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.108000 Kernel 1: 0.022000 Kernel 2: 510.792999 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.071000 Kernel 1: 0.013000 Kernel 2: 507.705994 Copyback: 0.020000 Sum: 0.005000 It 34,Best ac:0.000958 0.634551 fi:0.482024. Ave ac:0.002761,0.009041 Best acc 0.000958 0.634551 Rule:Att PSSM_-4_6 is [<-0.931463]|Att PSSM_-4_11 is [<4.793236]|Att PSSM_-3_5 is [-3.799044,5.799044]|Att PSSM_0_1 is [>0.596569]|Att PSSM_0_3 is [<1.188810]|Att PSSM_0_7 is [<-3.738616]|Att PSSM_0_16 is [-0.973725,2.851160]|Att PSSM_1_5 is [<6.997633]|1 Accuracy : 0.781212 0 1 155902 8178 43158 27400 Removed 299 instances. 199060 Instances left. Acc of rule 0.000973-0.648829 Initialization: 5.951000 Memcpy Classifiers: 0.559000 Memcpy Instances: 11.372000 Kernel 1: 0.026000 Kernel 2: 99.722000 Copyback: 0.018000 Sum: 0.046000 Initial population average accuracy1:0.005084 accuracy2:0.221345 Initialization: 6.360000 Memcpy Classifiers: 0.904000 Memcpy Instances: 10.503000 Kernel 1: 0.024000 Kernel 2: 98.988998 Copyback: 0.017000 Sum: 0.053000 It 0,Best ac:0.000754 0.750000 fi:0.349985. Ave ac:0.004951,0.010133 Initialization: 6.446000 Memcpy Classifiers: 0.872000 Memcpy Instances: 11.915000 Kernel 1: 0.027000 Kernel 2: 96.883003 Copyback: 0.017000 Sum: 0.037000 It 1,Best ac:0.000753 0.750000 fi:0.349985. Ave ac:0.004809,0.008571 Initialization: 8.047000 Memcpy Classifiers: 0.506000 Memcpy Instances: 9.775000 Kernel 1: 0.023000 Kernel 2: 95.190002 Copyback: 0.017000 Sum: 0.030000 It 2,Best ac:0.000754 1.000000 fi:0.099985. Ave ac:0.004774,0.007448 Initialization: 7.404000 Memcpy Classifiers: 0.487000 Memcpy Instances: 10.414000 Kernel 1: 0.028000 Kernel 2: 96.057999 Copyback: 0.017000 Sum: 0.032000 It 3,Best ac:0.000754 1.000000 fi:0.099985. Ave ac:0.005068,0.009423 Initialization: 8.172000 Memcpy Classifiers: 0.591000 Memcpy Instances: 9.891000 Kernel 1: 0.024000 Kernel 2: 94.317001 Copyback: 0.054000 Sum: 0.043000 It 4,Best ac:0.002010 0.888889 fi:0.210515. Ave ac:0.004222,0.005795 Initialization: 6.619000 Memcpy Classifiers: 0.454000 Memcpy Instances: 10.758000 Kernel 1: 0.023000 Kernel 2: 92.592003 Copyback: 0.017000 Sum: 0.035000 It 5,Best ac:0.000754 1.000000 fi:0.099985. Ave ac:0.004810,0.007859 Initialization: 7.135000 Memcpy Classifiers: 0.786000 Memcpy Instances: 8.134000 Kernel 1: 0.024000 Kernel 2: 92.174004 Copyback: 0.017000 Sum: 0.030000 It 6,Best ac:0.000754 1.000000 fi:0.099985. Ave ac:0.003846,0.007311 Initialization: 6.005000 Memcpy Classifiers: 0.607000 Memcpy Instances: 11.609000 Kernel 1: 0.023000 Kernel 2: 91.646004 Copyback: 0.017000 Sum: 0.033000 It 7,Best ac:0.001256 1.000000 fi:0.099752. Ave ac:0.003240,0.005076 Initialization: 7.273000 Memcpy Classifiers: 0.776000 Memcpy Instances: 11.205000 Kernel 1: 0.026000 Kernel 2: 93.281998 Copyback: 0.017000 Sum: 0.028000 It 8,Best ac:0.000754 1.000000 fi:0.099985. Ave ac:0.002757,0.003884 Initialization: 8.335000 Memcpy Classifiers: 0.470000 Memcpy Instances: 7.969000 Kernel 1: 0.024000 Kernel 2: 89.189003 Copyback: 0.017000 Sum: 0.029000 It 9,Best ac:0.001256 1.000000 fi:0.099753. Ave ac:0.002383,0.005243 Iteration 10:MDL fitness activated Error 0.099753 TL 0.043497 MDL Theory Length Weight: 0.7644451104 (3) Initialization: 5.728000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.973000 Kernel 1: 0.024000 Kernel 2: 89.032997 Copyback: 0.017000 Sum: 0.031000 It 10,Best ac:0.000754 1.000000 fi:0.134517. Ave ac:0.003656,0.005811 Initialization: 5.682000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.971000 Kernel 1: 0.024000 Kernel 2: 92.277000 Copyback: 0.017000 Sum: 0.027000 It 11,Best ac:0.001005 1.000000 fi:0.113913. Ave ac:0.003269,0.007776 Initialization: 5.698000 Memcpy Classifiers: 0.423000 Memcpy Instances: 7.962000 Kernel 1: 0.024000 Kernel 2: 88.695000 Copyback: 0.016000 Sum: 0.031000 It 12,Best ac:0.001005 1.000000 fi:0.116527. Ave ac:0.002995,0.005151 Initialization: 5.753000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.966000 Kernel 1: 0.024000 Kernel 2: 91.348999 Copyback: 0.019000 Sum: 0.038000 It 13,Best ac:0.001758 0.777778 fi:0.348160. Ave ac:0.003135,0.005972 Initialization: 5.718000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.989000 Kernel 1: 0.024000 Kernel 2: 89.116997 Copyback: 0.017000 Sum: 0.030000 It 14,Best ac:0.000754 1.000000 fi:0.129443. Ave ac:0.003556,0.007072 Initialization: 6.360000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.772000 Kernel 1: 0.024000 Kernel 2: 89.780998 Copyback: 0.017000 Sum: 0.030000 It 15,Best ac:0.000754 1.000000 fi:0.123400. Ave ac:0.003525,0.008666 Initialization: 6.414000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.009000 Kernel 1: 0.023000 Kernel 2: 84.958000 Copyback: 0.017000 Sum: 0.033000 It 16,Best ac:0.000754 1.000000 fi:0.123424. Ave ac:0.004396,0.008513 Initialization: 5.672000 Memcpy Classifiers: 0.416000 Memcpy Instances: 10.841000 Kernel 1: 0.033000 Kernel 2: 86.367996 Copyback: 0.018000 Sum: 0.035000 It 17,Best ac:0.001005 1.000000 fi:0.127499. Ave ac:0.003738,0.007204 Initialization: 5.801000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.013000 Kernel 1: 0.024000 Kernel 2: 87.514000 Copyback: 0.017000 Sum: 0.028000 It 18,Best ac:0.000754 1.000000 fi:0.123400. Ave ac:0.003564,0.006736 Initialization: 6.231000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.980000 Kernel 1: 0.024000 Kernel 2: 88.593002 Copyback: 0.017000 Sum: 0.030000 It 19,Best ac:0.001005 1.000000 fi:0.114649. Ave ac:0.004096,0.007633 Initialization: 5.758000 Memcpy Classifiers: 0.437000 Memcpy Instances: 7.973000 Kernel 1: 0.024000 Kernel 2: 90.130997 Copyback: 0.017000 Sum: 0.029000 It 20,Best ac:0.000754 1.000000 fi:0.116218. Ave ac:0.003410,0.006781 MDL Theory Length Weight: 0.6880005993 (10) Initialization: 5.714000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.001000 Kernel 1: 0.024000 Kernel 2: 90.248001 Copyback: 0.017000 Sum: 0.027000 It 21,Best ac:0.002512 1.000000 fi:0.115013. Ave ac:0.004137,0.007676 Initialization: 5.723000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.966000 Kernel 1: 0.023000 Kernel 2: 91.765999 Copyback: 0.017000 Sum: 0.025000 It 22,Best ac:0.000754 1.000000 fi:0.114475. Ave ac:0.003820,0.007394 Initialization: 5.763000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.979000 Kernel 1: 0.024000 Kernel 2: 86.727997 Copyback: 0.017000 Sum: 0.026000 It 23,Best ac:0.001005 1.000000 fi:0.120301. Ave ac:0.003162,0.007003 Initialization: 5.733000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.992000 Kernel 1: 0.024000 Kernel 2: 83.754997 Copyback: 0.016000 Sum: 0.032000 It 24,Best ac:0.001758 1.000000 fi:0.113899. Ave ac:0.003791,0.009409 Initialization: 5.724000 Memcpy Classifiers: 0.432000 Memcpy Instances: 7.973000 Kernel 1: 0.023000 Kernel 2: 85.040001 Copyback: 0.016000 Sum: 0.034000 It 25,Best ac:0.000754 1.000000 fi:0.112985. Ave ac:0.003405,0.008717 Initialization: 5.692000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.007000 Kernel 1: 0.024000 Kernel 2: 86.617996 Copyback: 0.017000 Sum: 0.028000 It 26,Best ac:0.000754 1.000000 fi:0.118880. Ave ac:0.003841,0.011522 Initialization: 5.771000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.967000 Kernel 1: 0.023000 Kernel 2: 86.153000 Copyback: 0.017000 Sum: 0.029000 It 27,Best ac:0.001507 1.000000 fi:0.113134. Ave ac:0.004324,0.009877 Initialization: 5.709000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.965000 Kernel 1: 0.024000 Kernel 2: 85.146004 Copyback: 0.016000 Sum: 0.028000 It 28,Best ac:0.000754 1.000000 fi:0.112950. Ave ac:0.002864,0.005020 Initialization: 5.686000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.966000 Kernel 1: 0.024000 Kernel 2: 81.455002 Copyback: 0.016000 Sum: 0.027000 It 29,Best ac:0.001507 1.000000 fi:0.111478. Ave ac:0.003174,0.007227 Initialization: 5.704000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.000000 Kernel 1: 0.023000 Kernel 2: 80.162003 Copyback: 0.017000 Sum: 0.027000 It 30,Best ac:0.000754 1.000000 fi:0.115944. Ave ac:0.002361,0.003703 Initialization: 5.705000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.978000 Kernel 1: 0.024000 Kernel 2: 78.853996 Copyback: 0.016000 Sum: 0.028000 It 31,Best ac:0.001005 1.000000 fi:0.114531. Ave ac:0.002457,0.003878 Initialization: 5.719000 Memcpy Classifiers: 0.378000 Memcpy Instances: 7.954000 Kernel 1: 0.023000 Kernel 2: 80.278000 Copyback: 0.017000 Sum: 0.036000 It 32,Best ac:0.000754 1.000000 fi:0.112143. Ave ac:0.003886,0.011782 Initialization: 5.788000 Memcpy Classifiers: 0.399000 Memcpy Instances: 7.978000 Kernel 1: 0.023000 Kernel 2: 78.291000 Copyback: 0.017000 Sum: 0.027000 It 33,Best ac:0.001005 1.000000 fi:0.114031. Ave ac:0.002381,0.004651 Initialization: 27.136999 Memcpy Instances: 488.937988 Memcpy Classifiers: 0.076000 Kernel 1: 0.025000 Kernel 2: 523.767029 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.074000 Kernel 1: 0.013000 Kernel 2: 499.613007 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.072000 Kernel 1: 0.013000 Kernel 2: 501.428009 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.012000 Kernel 2: 497.332001 Copyback: 0.370000 Sum: 0.002000 Memcpy Classifiers: 0.074000 Kernel 1: 0.012000 Kernel 2: 513.901001 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.108000 Kernel 1: 0.022000 Kernel 2: 513.000000 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.072000 Kernel 1: 0.014000 Kernel 2: 493.037994 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.109000 Kernel 1: 0.022000 Kernel 2: 509.415985 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.109000 Kernel 1: 0.021000 Kernel 2: 520.280029 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.120000 Kernel 1: 0.016000 Kernel 2: 447.747009 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.000789 0.682609 fi:0.431970. Ave ac:0.003500,0.012088 Best acc 0.000789 0.682609 Initialization: 7.911000 Memcpy Classifiers: 0.539000 Memcpy Instances: 11.177000 Kernel 1: 0.035000 Kernel 2: 98.491997 Copyback: 0.017000 Sum: 0.041000 Initial population average accuracy1:0.005359 accuracy2:0.211863 Initialization: 7.110000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.006000 Kernel 1: 0.023000 Kernel 2: 99.328003 Copyback: 0.017000 Sum: 0.050000 It 0,Best ac:0.000754 1.000000 fi:0.099985. Ave ac:0.006410,0.013024 Initialization: 7.605000 Memcpy Classifiers: 0.904000 Memcpy Instances: 10.946000 Kernel 1: 0.024000 Kernel 2: 99.150002 Copyback: 0.018000 Sum: 0.036000 It 1,Best ac:0.000754 1.000000 fi:0.099985. Ave ac:0.006016,0.010969 Initialization: 5.761000 Memcpy Classifiers: 0.523000 Memcpy Instances: 7.953000 Kernel 1: 0.024000 Kernel 2: 97.521004 Copyback: 0.017000 Sum: 0.034000 It 2,Best ac:0.000754 1.000000 fi:0.099985. Ave ac:0.005005,0.008834 Initialization: 7.433000 Memcpy Classifiers: 0.880000 Memcpy Instances: 12.126000 Kernel 1: 0.026000 Kernel 2: 94.154999 Copyback: 0.017000 Sum: 0.030000 It 3,Best ac:0.001256 1.000000 fi:0.099752. Ave ac:0.004838,0.008265 Initialization: 6.841000 Memcpy Classifiers: 0.523000 Memcpy Instances: 9.058000 Kernel 1: 0.023000 Kernel 2: 90.859001 Copyback: 0.017000 Sum: 0.033000 It 4,Best ac:0.001005 0.800000 fi:0.299869. Ave ac:0.003404,0.005627 Initialization: 6.866000 Memcpy Classifiers: 0.673000 Memcpy Instances: 10.222000 Kernel 1: 0.024000 Kernel 2: 89.889999 Copyback: 0.018000 Sum: 0.040000 It 5,Best ac:0.000754 1.000000 fi:0.099985. Ave ac:0.003224,0.004927 Initialization: 8.053000 Memcpy Classifiers: 0.487000 Memcpy Instances: 11.325000 Kernel 1: 0.023000 Kernel 2: 92.433998 Copyback: 0.017000 Sum: 0.027000 It 6,Best ac:0.001256 1.000000 fi:0.099752. Ave ac:0.003408,0.005436 Initialization: 6.813000 Memcpy Classifiers: 0.557000 Memcpy Instances: 10.509000 Kernel 1: 0.033000 Kernel 2: 90.063004 Copyback: 0.018000 Sum: 0.037000 It 7,Best ac:0.002010 1.000000 fi:0.099404. Ave ac:0.003010,0.005135 Initialization: 7.318000 Memcpy Classifiers: 0.715000 Memcpy Instances: 9.340000 Kernel 1: 0.032000 Kernel 2: 87.336998 Copyback: 0.017000 Sum: 0.035000 It 8,Best ac:0.001005 1.000000 fi:0.099869. Ave ac:0.003387,0.006936 Initialization: 6.043000 Memcpy Classifiers: 0.469000 Memcpy Instances: 12.938000 Kernel 1: 0.026000 Kernel 2: 87.318001 Copyback: 0.018000 Sum: 0.035000 It 9,Best ac:0.000754 1.000000 fi:0.099985. Ave ac:0.003252,0.005224 Iteration 10:MDL fitness activated Error 0.099985 TL 0.032344 MDL Theory Length Weight: 1.0304309672 (3) Initialization: 5.836000 Memcpy Classifiers: 0.433000 Memcpy Instances: 10.148000 Kernel 1: 0.022000 Kernel 2: 90.336998 Copyback: 0.017000 Sum: 0.028000 It 10,Best ac:0.002260 0.818182 fi:0.323347. Ave ac:0.002936,0.004698 Initialization: 7.099000 Memcpy Classifiers: 0.523000 Memcpy Instances: 7.970000 Kernel 1: 0.024000 Kernel 2: 87.132004 Copyback: 0.017000 Sum: 0.035000 It 11,Best ac:0.001256 1.000000 fi:0.141861. Ave ac:0.003317,0.006654 Initialization: 6.769000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.501000 Kernel 1: 0.024000 Kernel 2: 88.521004 Copyback: 0.019000 Sum: 0.039000 It 12,Best ac:0.001256 1.000000 fi:0.128015. Ave ac:0.003603,0.006486 Initialization: 7.811000 Memcpy Classifiers: 0.468000 Memcpy Instances: 9.468000 Kernel 1: 0.027000 Kernel 2: 87.571999 Copyback: 0.017000 Sum: 0.028000 It 13,Best ac:0.000754 1.000000 fi:0.134919. Ave ac:0.003195,0.005877 Initialization: 5.794000 Memcpy Classifiers: 0.525000 Memcpy Instances: 7.953000 Kernel 1: 0.024000 Kernel 2: 87.337997 Copyback: 0.017000 Sum: 0.028000 It 14,Best ac:0.000754 1.000000 fi:0.139058. Ave ac:0.002052,0.003315 Initialization: 6.030000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.062000 Kernel 1: 0.023000 Kernel 2: 88.035004 Copyback: 0.018000 Sum: 0.038000 It 15,Best ac:0.000754 1.000000 fi:0.122825. Ave ac:0.003026,0.005272 Initialization: 6.473000 Memcpy Classifiers: 0.491000 Memcpy Instances: 11.423000 Kernel 1: 0.024000 Kernel 2: 90.565002 Copyback: 0.016000 Sum: 0.031000 It 16,Best ac:0.000754 1.000000 fi:0.127148. Ave ac:0.003470,0.006319 Initialization: 5.746000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.960000 Kernel 1: 0.023000 Kernel 2: 90.538002 Copyback: 0.018000 Sum: 0.039000 It 17,Best ac:0.001005 1.000000 fi:0.123306. Ave ac:0.002964,0.004447 Initialization: 6.799000 Memcpy Classifiers: 0.528000 Memcpy Instances: 7.965000 Kernel 1: 0.023000 Kernel 2: 89.728996 Copyback: 0.018000 Sum: 0.041000 It 18,Best ac:0.000754 1.000000 fi:0.128480. Ave ac:0.003109,0.004430 Initialization: 7.937000 Memcpy Classifiers: 0.839000 Memcpy Instances: 11.159000 Kernel 1: 0.024000 Kernel 2: 88.523003 Copyback: 0.017000 Sum: 0.036000 It 19,Best ac:0.000754 1.000000 fi:0.129297. Ave ac:0.002831,0.004338 Initialization: 7.403000 Memcpy Classifiers: 0.614000 Memcpy Instances: 9.068000 Kernel 1: 0.033000 Kernel 2: 88.605003 Copyback: 0.018000 Sum: 0.040000 It 20,Best ac:0.001005 1.000000 fi:0.127028. Ave ac:0.003187,0.006729 Initialization: 5.780000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.006000 Kernel 1: 0.024000 Kernel 2: 87.689003 Copyback: 0.370000 Sum: 0.038000 It 21,Best ac:0.001758 1.000000 fi:0.132682. Ave ac:0.002638,0.004306 Initialization: 7.546000 Memcpy Classifiers: 0.904000 Memcpy Instances: 12.010000 Kernel 1: 0.023000 Kernel 2: 86.591003 Copyback: 0.017000 Sum: 0.029000 It 22,Best ac:0.000753 1.000000 fi:0.123422. Ave ac:0.003208,0.005847 Initialization: 5.727000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.122000 Kernel 1: 0.032000 Kernel 2: 85.306000 Copyback: 0.017000 Sum: 0.034000 It 23,Best ac:0.000753 1.000000 fi:0.124051. Ave ac:0.002453,0.003723 Initialization: 5.801000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.972000 Kernel 1: 0.025000 Kernel 2: 86.884003 Copyback: 0.017000 Sum: 0.030000 It 24,Best ac:0.000754 1.000000 fi:0.125179. Ave ac:0.002426,0.004564 MDL Theory Length Weight: 0.9273878705 (10) Initialization: 6.705000 Memcpy Classifiers: 0.525000 Memcpy Instances: 7.957000 Kernel 1: 0.024000 Kernel 2: 84.235001 Copyback: 0.017000 Sum: 0.040000 It 25,Best ac:0.000754 1.000000 fi:0.125730. Ave ac:0.002734,0.004285 Initialization: 5.755000 Memcpy Classifiers: 0.487000 Memcpy Instances: 11.330000 Kernel 1: 0.024000 Kernel 2: 85.871002 Copyback: 0.018000 Sum: 0.038000 It 26,Best ac:0.000753 1.000000 fi:0.124429. Ave ac:0.003064,0.005392 Initialization: 7.110000 Memcpy Classifiers: 0.739000 Memcpy Instances: 9.482000 Kernel 1: 0.033000 Kernel 2: 84.762001 Copyback: 0.017000 Sum: 0.035000 It 27,Best ac:0.001507 1.000000 fi:0.125086. Ave ac:0.003626,0.006200 Initialization: 5.741000 Memcpy Classifiers: 0.539000 Memcpy Instances: 8.006000 Kernel 1: 0.023000 Kernel 2: 86.107002 Copyback: 0.017000 Sum: 0.030000 It 28,Best ac:0.000754 1.000000 fi:0.132521. Ave ac:0.002855,0.004917 Initialization: 5.740000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.956000 Kernel 1: 0.024000 Kernel 2: 87.274002 Copyback: 0.018000 Sum: 0.039000 It 29,Best ac:0.001507 1.000000 fi:0.129707. Ave ac:0.002661,0.003912 Initialization: 5.700000 Memcpy Classifiers: 0.467000 Memcpy Instances: 7.964000 Kernel 1: 0.024000 Kernel 2: 86.279999 Copyback: 0.017000 Sum: 0.026000 It 30,Best ac:0.000754 1.000000 fi:0.130554. Ave ac:0.003111,0.004562 Initialization: 5.763000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.978000 Kernel 1: 0.023000 Kernel 2: 84.625000 Copyback: 0.016000 Sum: 0.027000 It 31,Best ac:0.001005 1.000000 fi:0.124893. Ave ac:0.002635,0.005394 Initialization: 5.732000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.986000 Kernel 1: 0.024000 Kernel 2: 85.518997 Copyback: 0.017000 Sum: 0.025000 It 32,Best ac:0.001005 1.000000 fi:0.120105. Ave ac:0.002970,0.004357 Initialization: 5.733000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.999000 Kernel 1: 0.023000 Kernel 2: 87.281998 Copyback: 0.017000 Sum: 0.028000 It 33,Best ac:0.001005 1.000000 fi:0.121043. Ave ac:0.003208,0.004202 Initialization: 27.131001 Memcpy Instances: 387.712006 Memcpy Classifiers: 0.080000 Kernel 1: 0.027000 Kernel 2: 555.215027 Copyback: 0.014000 Sum: 0.017000 Memcpy Classifiers: 0.079000 Kernel 1: 0.012000 Kernel 2: 557.361023 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.078000 Kernel 1: 0.012000 Kernel 2: 568.742004 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.078000 Kernel 1: 0.012000 Kernel 2: 562.681030 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.078000 Kernel 1: 0.011000 Kernel 2: 566.366028 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.078000 Kernel 1: 0.012000 Kernel 2: 573.179016 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.078000 Kernel 1: 0.013000 Kernel 2: 562.260010 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.079000 Kernel 1: 0.012000 Kernel 2: 570.913025 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.078000 Kernel 1: 0.012000 Kernel 2: 561.539001 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.082000 Kernel 1: 0.011000 Kernel 2: 482.842010 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.000794 0.629482 fi:0.490721. Ave ac:0.003349,0.010863 Best acc 0.000794 0.629482 Rule:Att PSSM_0_4 is [<-0.011513]|Att PSSM_0_6 is [-5.826083,-4.561357]|Att PSSM_0_8 is [<0.962419]|Att PSSM_0_11 is [>5.018725]|Att PSSM_1_12 is [<4.181579]|Att PSSM_1_15 is [-6.987385,-1.012615]|Att PSSM_2_2 is [<5.122237]|1 Accuracy : 0.781570 0 1 155829 8251 43001 27557 Removed 230 instances. 198830 Instances left. Acc of rule 0.000789-0.682609 Initialization: 5.763000 Memcpy Classifiers: 0.626000 Memcpy Instances: 7.958000 Kernel 1: 0.026000 Kernel 2: 97.991997 Copyback: 0.017000 Sum: 0.040000 Initial population average accuracy1:0.005267 accuracy2:0.219709 Initialization: 5.802000 Memcpy Classifiers: 0.525000 Memcpy Instances: 7.955000 Kernel 1: 0.024000 Kernel 2: 97.744003 Copyback: 0.017000 Sum: 0.042000 It 0,Best ac:0.001006 0.800000 fi:0.299867. Ave ac:0.005497,0.010409 Initialization: 5.799000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.975000 Kernel 1: 0.023000 Kernel 2: 98.424004 Copyback: 0.016000 Sum: 0.031000 It 1,Best ac:0.000755 1.000000 fi:0.099984. Ave ac:0.005469,0.008562 Initialization: 5.700000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.952000 Kernel 1: 0.023000 Kernel 2: 97.363998 Copyback: 0.017000 Sum: 0.029000 It 2,Best ac:0.000755 1.000000 fi:0.099984. Ave ac:0.004613,0.007450 Initialization: 5.780000 Memcpy Classifiers: 0.524000 Memcpy Instances: 7.976000 Kernel 1: 0.023000 Kernel 2: 99.652000 Copyback: 0.017000 Sum: 0.032000 It 3,Best ac:0.001257 1.000000 fi:0.099750. Ave ac:0.004505,0.006605 Initialization: 5.701000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.042000 Kernel 1: 0.023000 Kernel 2: 100.696999 Copyback: 0.017000 Sum: 0.026000 It 4,Best ac:0.002263 0.818182 fi:0.281102. Ave ac:0.004050,0.006024 Initialization: 5.840000 Memcpy Classifiers: 0.541000 Memcpy Instances: 7.962000 Kernel 1: 0.024000 Kernel 2: 99.185997 Copyback: 0.018000 Sum: 0.037000 It 5,Best ac:0.001257 1.000000 fi:0.099750. Ave ac:0.003542,0.006908 Initialization: 5.723000 Memcpy Classifiers: 0.504000 Memcpy Instances: 8.817000 Kernel 1: 0.031000 Kernel 2: 97.376999 Copyback: 0.017000 Sum: 0.028000 It 6,Best ac:0.001257 1.000000 fi:0.099750. Ave ac:0.003957,0.006775 Initialization: 5.714000 Memcpy Classifiers: 0.558000 Memcpy Instances: 8.011000 Kernel 1: 0.032000 Kernel 2: 96.407997 Copyback: 0.017000 Sum: 0.035000 It 7,Best ac:0.001006 1.000000 fi:0.099867. Ave ac:0.003178,0.006920 Initialization: 6.280000 Memcpy Classifiers: 0.505000 Memcpy Instances: 9.726000 Kernel 1: 0.032000 Kernel 2: 96.775002 Copyback: 0.017000 Sum: 0.029000 It 8,Best ac:0.001760 1.000000 fi:0.099517. Ave ac:0.003310,0.005675 Initialization: 5.679000 Memcpy Classifiers: 0.504000 Memcpy Instances: 7.973000 Kernel 1: 0.024000 Kernel 2: 99.222000 Copyback: 0.017000 Sum: 0.032000 It 9,Best ac:0.001258 1.000000 fi:0.099750. Ave ac:0.003204,0.006147 Iteration 10:MDL fitness activated Error 0.099750 TL 0.034627 MDL Theory Length Weight: 0.9602361138 (2) Initialization: 5.751000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.978000 Kernel 1: 0.023000 Kernel 2: 98.455002 Copyback: 0.018000 Sum: 0.039000 It 10,Best ac:0.001006 1.000000 fi:0.135068. Ave ac:0.003556,0.007679 Initialization: 7.802000 Memcpy Classifiers: 0.471000 Memcpy Instances: 8.529000 Kernel 1: 0.023000 Kernel 2: 97.847000 Copyback: 0.018000 Sum: 0.038000 It 11,Best ac:0.001006 1.000000 fi:0.143307. Ave ac:0.003339,0.007173 Initialization: 5.817000 Memcpy Classifiers: 0.488000 Memcpy Instances: 7.947000 Kernel 1: 0.025000 Kernel 2: 100.860001 Copyback: 0.017000 Sum: 0.029000 It 12,Best ac:0.001257 1.000000 fi:0.126723. Ave ac:0.002876,0.004852 Initialization: 6.825000 Memcpy Classifiers: 0.850000 Memcpy Instances: 12.022000 Kernel 1: 0.023000 Kernel 2: 97.527000 Copyback: 0.017000 Sum: 0.033000 It 13,Best ac:0.000754 1.000000 fi:0.128061. Ave ac:0.003313,0.005240 Initialization: 5.743000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.970000 Kernel 1: 0.023000 Kernel 2: 95.808998 Copyback: 0.018000 Sum: 0.037000 It 14,Best ac:0.001509 1.000000 fi:0.125550. Ave ac:0.003431,0.005184 Initialization: 6.840000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.207000 Kernel 1: 0.023000 Kernel 2: 93.399002 Copyback: 0.017000 Sum: 0.032000 It 15,Best ac:0.001258 1.000000 fi:0.127157. Ave ac:0.002374,0.003386 Initialization: 6.869000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.041000 Kernel 1: 0.022000 Kernel 2: 98.111000 Copyback: 0.017000 Sum: 0.028000 It 16,Best ac:0.000755 1.000000 fi:0.129761. Ave ac:0.002085,0.003351 Initialization: 7.778000 Memcpy Classifiers: 0.640000 Memcpy Instances: 9.058000 Kernel 1: 0.204000 Kernel 2: 96.867996 Copyback: 0.017000 Sum: 0.033000 It 17,Best ac:0.001006 1.000000 fi:0.126388. Ave ac:0.001871,0.003383 Initialization: 5.772000 Memcpy Classifiers: 0.471000 Memcpy Instances: 7.955000 Kernel 1: 0.024000 Kernel 2: 99.634003 Copyback: 0.017000 Sum: 0.032000 It 18,Best ac:0.001006 1.000000 fi:0.124487. Ave ac:0.002166,0.003420 Initialization: 6.569000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.280000 Kernel 1: 0.023000 Kernel 2: 99.666000 Copyback: 0.017000 Sum: 0.027000 It 19,Best ac:0.001006 1.000000 fi:0.124294. Ave ac:0.001888,0.003595 Initialization: 5.883000 Memcpy Classifiers: 0.447000 Memcpy Instances: 10.575000 Kernel 1: 0.023000 Kernel 2: 97.852997 Copyback: 0.017000 Sum: 0.031000 It 20,Best ac:0.001509 1.000000 fi:0.129301. Ave ac:0.002268,0.003041 Initialization: 6.117000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.977000 Kernel 1: 0.023000 Kernel 2: 91.472000 Copyback: 0.017000 Sum: 0.035000 It 21,Best ac:0.001006 1.000000 fi:0.124409. Ave ac:0.001535,0.002826 Initialization: 7.521000 Memcpy Classifiers: 0.681000 Memcpy Instances: 10.524000 Kernel 1: 0.022000 Kernel 2: 90.434998 Copyback: 0.017000 Sum: 0.033000 It 22,Best ac:0.001006 1.000000 fi:0.128778. Ave ac:0.001915,0.002816 Initialization: 7.589000 Memcpy Classifiers: 0.680000 Memcpy Instances: 9.522000 Kernel 1: 0.032000 Kernel 2: 87.750999 Copyback: 0.017000 Sum: 0.027000 It 23,Best ac:0.000755 1.000000 fi:0.121565. Ave ac:0.002998,0.004702 Initialization: 5.716000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.992000 Kernel 1: 0.023000 Kernel 2: 90.433998 Copyback: 0.017000 Sum: 0.028000 It 24,Best ac:0.001257 1.000000 fi:0.130030. Ave ac:0.001992,0.002677 Initialization: 6.100000 Memcpy Classifiers: 0.416000 Memcpy Instances: 12.293000 Kernel 1: 0.026000 Kernel 2: 86.918999 Copyback: 0.018000 Sum: 0.030000 It 25,Best ac:0.001006 1.000000 fi:0.127523. Ave ac:0.002184,0.003569 Initialization: 7.134000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.056000 Kernel 1: 0.033000 Kernel 2: 87.910004 Copyback: 0.017000 Sum: 0.040000 It 26,Best ac:0.000754 1.000000 fi:0.125228. Ave ac:0.002101,0.002692 Initialization: 7.727000 Memcpy Classifiers: 0.616000 Memcpy Instances: 11.923000 Kernel 1: 0.026000 Kernel 2: 85.831001 Copyback: 0.370000 Sum: 0.034000 It 27,Best ac:0.001006 1.000000 fi:0.121847. Ave ac:0.001931,0.003061 Initialization: 6.797000 Memcpy Classifiers: 0.489000 Memcpy Instances: 8.264000 Kernel 1: 0.032000 Kernel 2: 84.357002 Copyback: 0.018000 Sum: 0.045000 It 28,Best ac:0.000754 1.000000 fi:0.124526. Ave ac:0.002911,0.004692 Initialization: 6.040000 Memcpy Classifiers: 0.616000 Memcpy Instances: 10.849000 Kernel 1: 0.024000 Kernel 2: 83.429001 Copyback: 0.017000 Sum: 0.031000 It 29,Best ac:0.001006 1.000000 fi:0.121865. Ave ac:0.002420,0.003654 Initialization: 5.804000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.962000 Kernel 1: 0.022000 Kernel 2: 82.573997 Copyback: 0.017000 Sum: 0.031000 It 30,Best ac:0.000755 1.000000 fi:0.124526. Ave ac:0.002258,0.004281 Initialization: 5.778000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.952000 Kernel 1: 0.024000 Kernel 2: 83.203003 Copyback: 0.017000 Sum: 0.027000 It 31,Best ac:0.001257 1.000000 fi:0.120179. Ave ac:0.002581,0.004668 Initialization: 7.432000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.962000 Kernel 1: 0.023000 Kernel 2: 82.163002 Copyback: 0.017000 Sum: 0.030000 It 32,Best ac:0.001509 1.000000 fi:0.120889. Ave ac:0.002256,0.004749 Initialization: 5.922000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.227000 Kernel 1: 0.023000 Kernel 2: 84.863998 Copyback: 0.018000 Sum: 0.035000 It 33,Best ac:0.001509 1.000000 fi:0.120280. Ave ac:0.001746,0.002759 Initialization: 27.436001 Memcpy Instances: 470.179993 Memcpy Classifiers: 0.098000 Kernel 1: 0.024000 Kernel 2: 541.237000 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.077000 Kernel 1: 0.015000 Kernel 2: 550.599976 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.076000 Kernel 1: 0.013000 Kernel 2: 551.793030 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.076000 Kernel 1: 0.012000 Kernel 2: 552.898987 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.075000 Kernel 1: 0.013000 Kernel 2: 547.776001 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.076000 Kernel 1: 0.013000 Kernel 2: 553.346985 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.078000 Kernel 1: 0.014000 Kernel 2: 545.939026 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.075000 Kernel 1: 0.012000 Kernel 2: 545.549011 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.075000 Kernel 1: 0.012000 Kernel 2: 541.867004 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.077000 Kernel 1: 0.014000 Kernel 2: 471.433014 Copyback: 0.014000 Sum: 0.002000 It 34,Best ac:0.001016 0.629283 fi:0.498235. Ave ac:0.002103,0.007083 Best acc 0.001016 0.629283 Initialization: 6.028000 Memcpy Classifiers: 0.539000 Memcpy Instances: 7.961000 Kernel 1: 0.025000 Kernel 2: 98.939003 Copyback: 0.017000 Sum: 0.041000 Initial population average accuracy1:0.004769 accuracy2:0.217347 Initialization: 5.823000 Memcpy Classifiers: 0.540000 Memcpy Instances: 7.962000 Kernel 1: 0.025000 Kernel 2: 96.820999 Copyback: 0.017000 Sum: 0.049000 It 0,Best ac:0.000754 1.000000 fi:0.099984. Ave ac:0.004659,0.008345 Initialization: 5.686000 Memcpy Classifiers: 0.486000 Memcpy Instances: 7.988000 Kernel 1: 0.024000 Kernel 2: 99.642998 Copyback: 0.017000 Sum: 0.028000 It 1,Best ac:0.001509 0.750000 fi:0.349634. Ave ac:0.005498,0.008915 Initialization: 5.691000 Memcpy Classifiers: 0.504000 Memcpy Instances: 7.953000 Kernel 1: 0.024000 Kernel 2: 96.911003 Copyback: 0.017000 Sum: 0.029000 It 2,Best ac:0.001509 0.750000 fi:0.349634. Ave ac:0.004907,0.008781 Initialization: 5.623000 Memcpy Classifiers: 0.506000 Memcpy Instances: 7.980000 Kernel 1: 0.024000 Kernel 2: 98.114998 Copyback: 0.017000 Sum: 0.026000 It 3,Best ac:0.000754 1.000000 fi:0.099984. Ave ac:0.004851,0.007998 Initialization: 5.818000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.950000 Kernel 1: 0.023000 Kernel 2: 97.300003 Copyback: 0.016000 Sum: 0.030000 It 4,Best ac:0.001006 1.000000 fi:0.099867. Ave ac:0.004657,0.007277 Initialization: 5.726000 Memcpy Classifiers: 0.486000 Memcpy Instances: 7.978000 Kernel 1: 0.024000 Kernel 2: 98.257004 Copyback: 0.017000 Sum: 0.027000 It 5,Best ac:0.001006 0.800000 fi:0.299867. Ave ac:0.004292,0.006561 Initialization: 5.701000 Memcpy Classifiers: 0.523000 Memcpy Instances: 7.972000 Kernel 1: 0.024000 Kernel 2: 97.800003 Copyback: 0.017000 Sum: 0.032000 It 6,Best ac:0.000755 1.000000 fi:0.099984. Ave ac:0.004251,0.006339 Initialization: 6.882000 Memcpy Classifiers: 0.777000 Memcpy Instances: 10.319000 Kernel 1: 0.024000 Kernel 2: 96.971001 Copyback: 0.017000 Sum: 0.031000 It 7,Best ac:0.001006 1.000000 fi:0.099867. Ave ac:0.005081,0.006803 Initialization: 5.752000 Memcpy Classifiers: 0.538000 Memcpy Instances: 10.893000 Kernel 1: 0.024000 Kernel 2: 98.221001 Copyback: 0.017000 Sum: 0.030000 It 8,Best ac:0.001006 1.000000 fi:0.099867. Ave ac:0.004255,0.005623 Initialization: 7.449000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.961000 Kernel 1: 0.023000 Kernel 2: 94.702003 Copyback: 0.017000 Sum: 0.030000 It 9,Best ac:0.001509 1.000000 fi:0.099634. Ave ac:0.003514,0.004635 Iteration 10:MDL fitness activated Error 0.099634 TL 0.034831 MDL Theory Length Weight: 0.9534869101 (1) Initialization: 5.808000 Memcpy Classifiers: 0.476000 Memcpy Instances: 7.951000 Kernel 1: 0.023000 Kernel 2: 93.414001 Copyback: 0.018000 Sum: 0.034000 It 10,Best ac:0.001006 1.000000 fi:0.127820. Ave ac:0.002869,0.004168 Initialization: 5.671000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.992000 Kernel 1: 0.023000 Kernel 2: 90.946999 Copyback: 0.017000 Sum: 0.033000 It 11,Best ac:0.001006 1.000000 fi:0.134434. Ave ac:0.002897,0.004366 Initialization: 5.722000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.956000 Kernel 1: 0.023000 Kernel 2: 93.061996 Copyback: 0.017000 Sum: 0.032000 It 12,Best ac:0.001006 1.000000 fi:0.136845. Ave ac:0.003109,0.004769 Initialization: 6.429000 Memcpy Classifiers: 0.646000 Memcpy Instances: 10.255000 Kernel 1: 0.023000 Kernel 2: 92.598999 Copyback: 0.017000 Sum: 0.034000 It 13,Best ac:0.001006 1.000000 fi:0.132439. Ave ac:0.002717,0.004633 Initialization: 6.099000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.050000 Kernel 1: 0.023000 Kernel 2: 92.663002 Copyback: 0.017000 Sum: 0.026000 It 14,Best ac:0.000754 1.000000 fi:0.136962. Ave ac:0.004028,0.006075 Initialization: 7.104000 Memcpy Classifiers: 0.486000 Memcpy Instances: 7.939000 Kernel 1: 0.023000 Kernel 2: 92.597000 Copyback: 0.017000 Sum: 0.028000 It 15,Best ac:0.000755 1.000000 fi:0.131660. Ave ac:0.002893,0.004620 Initialization: 8.112000 Memcpy Classifiers: 0.693000 Memcpy Instances: 9.930000 Kernel 1: 0.032000 Kernel 2: 92.625999 Copyback: 0.017000 Sum: 0.033000 It 16,Best ac:0.000755 1.000000 fi:0.135452. Ave ac:0.003435,0.006611 Initialization: 8.204000 Memcpy Classifiers: 0.647000 Memcpy Instances: 10.389000 Kernel 1: 0.025000 Kernel 2: 93.130997 Copyback: 0.017000 Sum: 0.030000 It 17,Best ac:0.001006 1.000000 fi:0.134457. Ave ac:0.003050,0.006314 Initialization: 5.745000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.987000 Kernel 1: 0.023000 Kernel 2: 93.472000 Copyback: 0.017000 Sum: 0.028000 It 18,Best ac:0.001760 1.000000 fi:0.127038. Ave ac:0.002805,0.005935 Initialization: 5.709000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.976000 Kernel 1: 0.023000 Kernel 2: 93.475998 Copyback: 0.017000 Sum: 0.034000 It 19,Best ac:0.001257 1.000000 fi:0.127633. Ave ac:0.002640,0.004228 Initialization: 5.693000 Memcpy Classifiers: 0.440000 Memcpy Instances: 11.649000 Kernel 1: 0.026000 Kernel 2: 90.986000 Copyback: 0.017000 Sum: 0.032000 It 20,Best ac:0.000754 1.000000 fi:0.124909. Ave ac:0.002835,0.005144 Initialization: 5.760000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.966000 Kernel 1: 0.023000 Kernel 2: 91.496002 Copyback: 0.017000 Sum: 0.030000 It 21,Best ac:0.000754 1.000000 fi:0.122161. Ave ac:0.002725,0.004863 Initialization: 6.102000 Memcpy Classifiers: 0.470000 Memcpy Instances: 10.808000 Kernel 1: 0.026000 Kernel 2: 91.983002 Copyback: 0.017000 Sum: 0.029000 It 22,Best ac:0.000755 1.000000 fi:0.122161. Ave ac:0.002480,0.004337 Initialization: 5.995000 Memcpy Classifiers: 0.450000 Memcpy Instances: 10.776000 Kernel 1: 0.024000 Kernel 2: 91.260002 Copyback: 0.017000 Sum: 0.031000 It 23,Best ac:0.000754 1.000000 fi:0.125171. Ave ac:0.002806,0.008157 Initialization: 8.652000 Memcpy Classifiers: 0.627000 Memcpy Instances: 10.100000 Kernel 1: 0.024000 Kernel 2: 95.000999 Copyback: 0.018000 Sum: 0.036000 It 24,Best ac:0.001006 1.000000 fi:0.130319. Ave ac:0.002892,0.004380 Initialization: 6.127000 Memcpy Classifiers: 0.451000 Memcpy Instances: 12.255000 Kernel 1: 0.026000 Kernel 2: 93.435997 Copyback: 0.018000 Sum: 0.038000 It 25,Best ac:0.000755 1.000000 fi:0.130747. Ave ac:0.002408,0.003400 Initialization: 6.423000 Memcpy Classifiers: 0.468000 Memcpy Instances: 9.647000 Kernel 1: 0.032000 Kernel 2: 92.403999 Copyback: 0.017000 Sum: 0.028000 It 26,Best ac:0.000755 1.000000 fi:0.125171. Ave ac:0.002420,0.003690 Initialization: 7.794000 Memcpy Classifiers: 0.433000 Memcpy Instances: 12.396000 Kernel 1: 0.026000 Kernel 2: 94.602997 Copyback: 0.018000 Sum: 0.036000 It 27,Best ac:0.001258 1.000000 fi:0.127839. Ave ac:0.003278,0.005460 Initialization: 6.495000 Memcpy Classifiers: 0.415000 Memcpy Instances: 9.584000 Kernel 1: 0.032000 Kernel 2: 94.043999 Copyback: 0.019000 Sum: 0.033000 It 28,Best ac:0.000754 1.000000 fi:0.134242. Ave ac:0.002840,0.004373 Initialization: 5.880000 Memcpy Classifiers: 0.440000 Memcpy Instances: 8.057000 Kernel 1: 0.023000 Kernel 2: 96.639999 Copyback: 0.016000 Sum: 0.029000 It 29,Best ac:0.001509 1.000000 fi:0.125721. Ave ac:0.002533,0.003617 Initialization: 6.857000 Memcpy Classifiers: 0.744000 Memcpy Instances: 10.684000 Kernel 1: 0.028000 Kernel 2: 94.919998 Copyback: 0.017000 Sum: 0.030000 It 30,Best ac:0.000755 1.000000 fi:0.129511. Ave ac:0.002797,0.005189 MDL Theory Length Weight: 0.8581382191 (10) Initialization: 7.706000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.021000 Kernel 1: 0.023000 Kernel 2: 95.209000 Copyback: 0.018000 Sum: 0.041000 It 31,Best ac:0.000755 1.000000 fi:0.120655. Ave ac:0.002239,0.004111 Initialization: 6.694000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.961000 Kernel 1: 0.024000 Kernel 2: 98.862999 Copyback: 0.019000 Sum: 0.037000 It 32,Best ac:0.001006 1.000000 fi:0.120994. Ave ac:0.002769,0.006472 Initialization: 5.745000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.985000 Kernel 1: 0.023000 Kernel 2: 95.722000 Copyback: 0.016000 Sum: 0.031000 It 33,Best ac:0.000755 1.000000 fi:0.125549. Ave ac:0.002368,0.004673 Initialization: 29.746000 Memcpy Instances: 395.315002 Memcpy Classifiers: 0.083000 Kernel 1: 0.027000 Kernel 2: 575.526978 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.078000 Kernel 1: 0.012000 Kernel 2: 589.945984 Copyback: 0.369000 Sum: 0.002000 Memcpy Classifiers: 0.078000 Kernel 1: 0.012000 Kernel 2: 590.304016 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.077000 Kernel 1: 0.012000 Kernel 2: 574.711975 Copyback: 0.019000 Sum: 0.005000 Memcpy Classifiers: 0.080000 Kernel 1: 0.017000 Kernel 2: 576.622009 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.078000 Kernel 1: 0.013000 Kernel 2: 573.434998 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.079000 Kernel 1: 0.012000 Kernel 2: 561.044983 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.078000 Kernel 1: 0.012000 Kernel 2: 588.434021 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.078000 Kernel 1: 0.012000 Kernel 2: 592.112976 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.080000 Kernel 1: 0.015000 Kernel 2: 495.988007 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.000810 0.659836 fi:0.461249. Ave ac:0.002427,0.008052 Best acc 0.000810 0.659836 Rule:Att PSSM_-1_5 is [-3.494150,6.480575]|Att PSSM_0_5 is [0.451871,7.634414]|Att PSSM_0_6 is [<-2.987110]|Att PSSM_0_12 is [<-1.946195]|Att PSSM_3_6 is [<-1.143534]|Att PSSM_4_6 is [-6.264673,-1.735327]|Att PSSM_4_15 is [-4.687136,2.170441]|1 Accuracy : 0.781902 0 1 155746 8334 42840 27718 Removed 244 instances. 198586 Instances left. Acc of rule 0.000810-0.659836 Initialization: 5.880000 Memcpy Classifiers: 0.540000 Memcpy Instances: 7.959000 Kernel 1: 0.024000 Kernel 2: 97.855003 Copyback: 0.016000 Sum: 0.039000 Initial population average accuracy1:0.004511 accuracy2:0.195554 Initialization: 5.670000 Memcpy Classifiers: 0.557000 Memcpy Instances: 7.966000 Kernel 1: 0.024000 Kernel 2: 97.763000 Copyback: 0.017000 Sum: 0.041000 It 0,Best ac:0.000755 0.600000 fi:0.499982. Ave ac:0.005597,0.010668 Initialization: 5.707000 Memcpy Classifiers: 0.558000 Memcpy Instances: 7.946000 Kernel 1: 0.024000 Kernel 2: 99.250999 Copyback: 0.016000 Sum: 0.030000 It 1,Best ac:0.001007 0.800000 fi:0.299865. Ave ac:0.005425,0.011148 Initialization: 5.709000 Memcpy Classifiers: 0.565000 Memcpy Instances: 7.961000 Kernel 1: 0.024000 Kernel 2: 99.639000 Copyback: 0.016000 Sum: 0.029000 It 2,Best ac:0.002266 0.750000 fi:0.349280. Ave ac:0.004781,0.009023 Initialization: 5.702000 Memcpy Classifiers: 0.504000 Memcpy Instances: 7.967000 Kernel 1: 0.024000 Kernel 2: 98.182999 Copyback: 0.017000 Sum: 0.036000 It 3,Best ac:0.001511 1.000000 fi:0.099631. Ave ac:0.004198,0.007105 Initialization: 5.802000 Memcpy Classifiers: 0.488000 Memcpy Instances: 7.988000 Kernel 1: 0.022000 Kernel 2: 95.518997 Copyback: 0.017000 Sum: 0.029000 It 4,Best ac:0.000755 1.000000 fi:0.099982. Ave ac:0.003138,0.005764 Initialization: 7.217000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.948000 Kernel 1: 0.023000 Kernel 2: 96.593002 Copyback: 0.017000 Sum: 0.032000 It 5,Best ac:0.000755 1.000000 fi:0.099982. Ave ac:0.003159,0.004818 Initialization: 5.747000 Memcpy Classifiers: 0.505000 Memcpy Instances: 10.269000 Kernel 1: 0.023000 Kernel 2: 93.672997 Copyback: 0.018000 Sum: 0.044000 It 6,Best ac:0.001259 1.000000 fi:0.099748. Ave ac:0.003247,0.006054 Initialization: 5.757000 Memcpy Classifiers: 0.422000 Memcpy Instances: 7.981000 Kernel 1: 0.024000 Kernel 2: 91.921997 Copyback: 0.017000 Sum: 0.028000 It 7,Best ac:0.001259 1.000000 fi:0.099748. Ave ac:0.002564,0.005477 Initialization: 5.693000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.832000 Kernel 1: 0.023000 Kernel 2: 92.587997 Copyback: 0.018000 Sum: 0.039000 It 8,Best ac:0.000504 1.000000 fi:0.368404. Ave ac:0.002057,0.004831 Initialization: 5.771000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.932000 Kernel 1: 0.024000 Kernel 2: 92.357002 Copyback: 0.019000 Sum: 0.035000 It 9,Best ac:0.000755 1.000000 fi:0.099982. Ave ac:0.003328,0.006572 Iteration 10:MDL fitness activated Error 0.099982 TL 0.034656 MDL Theory Length Weight: 0.9616534395 (7) Initialization: 6.231000 Memcpy Classifiers: 0.711000 Memcpy Instances: 12.222000 Kernel 1: 0.026000 Kernel 2: 88.498001 Copyback: 0.017000 Sum: 0.029000 It 10,Best ac:0.000755 1.000000 fi:0.132750. Ave ac:0.002526,0.003473 Initialization: 5.745000 Memcpy Classifiers: 0.450000 Memcpy Instances: 10.656000 Kernel 1: 0.032000 Kernel 2: 93.749001 Copyback: 0.018000 Sum: 0.038000 It 11,Best ac:0.000755 1.000000 fi:0.131725. Ave ac:0.003063,0.004494 Initialization: 5.681000 Memcpy Classifiers: 0.435000 Memcpy Instances: 9.769000 Kernel 1: 0.023000 Kernel 2: 92.420998 Copyback: 0.018000 Sum: 0.039000 It 12,Best ac:0.001259 1.000000 fi:0.128779. Ave ac:0.002724,0.005530 Initialization: 7.847000 Memcpy Classifiers: 0.775000 Memcpy Instances: 8.126000 Kernel 1: 0.025000 Kernel 2: 93.636002 Copyback: 0.017000 Sum: 0.030000 It 13,Best ac:0.000755 1.000000 fi:0.124963. Ave ac:0.003154,0.006577 Initialization: 6.252000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.931000 Kernel 1: 0.025000 Kernel 2: 92.825996 Copyback: 0.017000 Sum: 0.029000 It 14,Best ac:0.001007 1.000000 fi:0.123696. Ave ac:0.002431,0.005691 Initialization: 5.734000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.950000 Kernel 1: 0.023000 Kernel 2: 90.628998 Copyback: 0.016000 Sum: 0.031000 It 15,Best ac:0.002015 1.000000 fi:0.123227. Ave ac:0.003156,0.009725 Initialization: 5.733000 Memcpy Classifiers: 0.422000 Memcpy Instances: 7.978000 Kernel 1: 0.023000 Kernel 2: 89.260002 Copyback: 0.017000 Sum: 0.028000 It 16,Best ac:0.001007 1.000000 fi:0.134424. Ave ac:0.002844,0.007009 Initialization: 5.737000 Memcpy Classifiers: 0.440000 Memcpy Instances: 7.949000 Kernel 1: 0.023000 Kernel 2: 93.017998 Copyback: 0.017000 Sum: 0.035000 It 17,Best ac:0.000755 1.000000 fi:0.123814. Ave ac:0.002318,0.003988 Initialization: 5.742000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.989000 Kernel 1: 0.023000 Kernel 2: 87.223999 Copyback: 0.017000 Sum: 0.036000 It 18,Best ac:0.000755 1.000000 fi:0.127948. Ave ac:0.003078,0.007907 Initialization: 5.720000 Memcpy Classifiers: 0.504000 Memcpy Instances: 7.946000 Kernel 1: 0.024000 Kernel 2: 88.535004 Copyback: 0.017000 Sum: 0.028000 It 19,Best ac:0.001007 1.000000 fi:0.125620. Ave ac:0.003661,0.007284 Initialization: 5.694000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.947000 Kernel 1: 0.024000 Kernel 2: 88.599998 Copyback: 0.017000 Sum: 0.029000 It 20,Best ac:0.001007 1.000000 fi:0.143384. Ave ac:0.003370,0.006680 Initialization: 5.663000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.964000 Kernel 1: 0.023000 Kernel 2: 90.788002 Copyback: 0.017000 Sum: 0.029000 It 21,Best ac:0.000755 1.000000 fi:0.129287. Ave ac:0.002416,0.006257 Initialization: 7.536000 Memcpy Classifiers: 0.433000 Memcpy Instances: 10.244000 Kernel 1: 0.023000 Kernel 2: 97.498001 Copyback: 0.017000 Sum: 0.029000 It 22,Best ac:0.001259 1.000000 fi:0.121854. Ave ac:0.003416,0.007089 Initialization: 6.601000 Memcpy Classifiers: 0.487000 Memcpy Instances: 9.119000 Kernel 1: 0.023000 Kernel 2: 96.355003 Copyback: 0.020000 Sum: 0.030000 It 23,Best ac:0.001007 1.000000 fi:0.120338. Ave ac:0.003091,0.007344 Initialization: 5.780000 Memcpy Classifiers: 0.452000 Memcpy Instances: 11.170000 Kernel 1: 0.024000 Kernel 2: 96.208000 Copyback: 0.017000 Sum: 0.029000 It 24,Best ac:0.000755 1.000000 fi:0.117418. Ave ac:0.002465,0.006038 Initialization: 5.758000 Memcpy Classifiers: 0.576000 Memcpy Instances: 10.103000 Kernel 1: 0.023000 Kernel 2: 97.648003 Copyback: 0.017000 Sum: 0.030000 It 25,Best ac:0.001007 1.000000 fi:0.117914. Ave ac:0.002350,0.005461 Initialization: 5.748000 Memcpy Classifiers: 0.434000 Memcpy Instances: 10.976000 Kernel 1: 0.031000 Kernel 2: 99.214996 Copyback: 0.017000 Sum: 0.027000 It 26,Best ac:0.000755 1.000000 fi:0.124497. Ave ac:0.003441,0.006669 Initialization: 5.686000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.965000 Kernel 1: 0.024000 Kernel 2: 96.502998 Copyback: 0.016000 Sum: 0.027000 It 27,Best ac:0.000755 1.000000 fi:0.117926. Ave ac:0.002209,0.004283 Initialization: 5.739000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.943000 Kernel 1: 0.024000 Kernel 2: 96.491997 Copyback: 0.017000 Sum: 0.031000 It 28,Best ac:0.000755 1.000000 fi:0.117925. Ave ac:0.001949,0.005006 Initialization: 5.700000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.970000 Kernel 1: 0.024000 Kernel 2: 100.861000 Copyback: 0.017000 Sum: 0.030000 It 29,Best ac:0.000755 1.000000 fi:0.119762. Ave ac:0.001905,0.005927 Initialization: 5.696000 Memcpy Classifiers: 0.467000 Memcpy Instances: 7.949000 Kernel 1: 0.024000 Kernel 2: 100.431999 Copyback: 0.017000 Sum: 0.026000 It 30,Best ac:0.001007 1.000000 fi:0.119980. Ave ac:0.001403,0.003005 Initialization: 5.682000 Memcpy Classifiers: 0.389000 Memcpy Instances: 7.945000 Kernel 1: 0.023000 Kernel 2: 97.906998 Copyback: 0.017000 Sum: 0.028000 It 31,Best ac:0.000755 1.000000 fi:0.123052. Ave ac:0.001704,0.002145 Initialization: 5.733000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.941000 Kernel 1: 0.024000 Kernel 2: 94.844002 Copyback: 0.017000 Sum: 0.032000 It 32,Best ac:0.000755 1.000000 fi:0.118239. Ave ac:0.001459,0.004749 Initialization: 5.689000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.948000 Kernel 1: 0.023000 Kernel 2: 98.273003 Copyback: 0.017000 Sum: 0.026000 It 33,Best ac:0.000755 1.000000 fi:0.122858. Ave ac:0.001437,0.005174 MDL Theory Length Weight: 0.8654880956 (10) Initialization: 27.132999 Memcpy Instances: 386.326996 Memcpy Classifiers: 0.081000 Kernel 1: 0.028000 Kernel 2: 628.674988 Copyback: 0.015000 Sum: 0.017000 Memcpy Classifiers: 0.079000 Kernel 1: 0.012000 Kernel 2: 614.780029 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.078000 Kernel 1: 0.012000 Kernel 2: 615.580994 Copyback: 0.370000 Sum: 0.002000 Memcpy Classifiers: 0.078000 Kernel 1: 0.011000 Kernel 2: 601.294006 Copyback: 0.017000 Sum: 0.005000 Memcpy Classifiers: 0.079000 Kernel 1: 0.017000 Kernel 2: 602.346985 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.077000 Kernel 1: 0.012000 Kernel 2: 641.564026 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.077000 Kernel 1: 0.012000 Kernel 2: 627.265991 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.077000 Kernel 1: 0.012000 Kernel 2: 616.146973 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.078000 Kernel 1: 0.013000 Kernel 2: 628.742981 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.080000 Kernel 1: 0.011000 Kernel 2: 505.765015 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.001057 0.580110 fi:0.542214. Ave ac:0.002307,0.008084 Best acc 0.001057 0.580110 Initialization: 5.622000 Memcpy Classifiers: 0.576000 Memcpy Instances: 7.941000 Kernel 1: 0.027000 Kernel 2: 97.712997 Copyback: 0.017000 Sum: 0.044000 Initial population average accuracy1:0.005631 accuracy2:0.213080 Initialization: 5.716000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.954000 Kernel 1: 0.024000 Kernel 2: 96.372002 Copyback: 0.016000 Sum: 0.049000 It 0,Best ac:0.000755 0.750000 fi:0.349982. Ave ac:0.005783,0.010533 Initialization: 5.832000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.621000 Kernel 1: 0.032000 Kernel 2: 98.522003 Copyback: 0.017000 Sum: 0.037000 It 1,Best ac:0.000756 0.750000 fi:0.349982. Ave ac:0.005496,0.010075 Initialization: 6.772000 Memcpy Classifiers: 0.872000 Memcpy Instances: 9.579000 Kernel 1: 0.023000 Kernel 2: 97.880997 Copyback: 0.017000 Sum: 0.031000 It 2,Best ac:0.000755 1.000000 fi:0.099982. Ave ac:0.004576,0.008020 Initialization: 5.584000 Memcpy Classifiers: 0.504000 Memcpy Instances: 7.961000 Kernel 1: 0.024000 Kernel 2: 99.515999 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.001007 1.000000 fi:0.099865. Ave ac:0.005259,0.009332 Initialization: 5.730000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.932000 Kernel 1: 0.024000 Kernel 2: 98.119003 Copyback: 0.016000 Sum: 0.025000 It 4,Best ac:0.002014 0.888889 fi:0.210508. Ave ac:0.004893,0.008842 Initialization: 7.306000 Memcpy Classifiers: 0.449000 Memcpy Instances: 7.955000 Kernel 1: 0.024000 Kernel 2: 96.778000 Copyback: 0.017000 Sum: 0.030000 It 5,Best ac:0.001511 1.000000 fi:0.099631. Ave ac:0.005256,0.010420 Initialization: 7.190000 Memcpy Classifiers: 0.690000 Memcpy Instances: 8.751000 Kernel 1: 0.023000 Kernel 2: 94.569000 Copyback: 0.018000 Sum: 0.037000 It 6,Best ac:0.001259 1.000000 fi:0.099748. Ave ac:0.004713,0.007496 Initialization: 6.188000 Memcpy Classifiers: 0.505000 Memcpy Instances: 12.511000 Kernel 1: 0.023000 Kernel 2: 93.481003 Copyback: 0.371000 Sum: 0.033000 It 7,Best ac:0.001511 1.000000 fi:0.099630. Ave ac:0.004344,0.007673 Initialization: 8.215000 Memcpy Classifiers: 0.434000 Memcpy Instances: 10.142000 Kernel 1: 0.031000 Kernel 2: 94.482002 Copyback: 0.017000 Sum: 0.039000 It 8,Best ac:0.001007 1.000000 fi:0.099865. Ave ac:0.003911,0.006032 Initialization: 8.108000 Memcpy Classifiers: 0.415000 Memcpy Instances: 11.237000 Kernel 1: 0.023000 Kernel 2: 90.285004 Copyback: 0.016000 Sum: 0.029000 It 9,Best ac:0.000755 1.000000 fi:0.099982. Ave ac:0.003491,0.006230 Iteration 10:MDL fitness activated Error 0.099982 TL 0.046167 MDL Theory Length Weight: 0.7218824503 (3) Initialization: 7.648000 Memcpy Classifiers: 0.432000 Memcpy Instances: 7.947000 Kernel 1: 0.023000 Kernel 2: 93.151001 Copyback: 0.018000 Sum: 0.035000 It 10,Best ac:0.000755 1.000000 fi:0.123566. Ave ac:0.003676,0.006418 Initialization: 5.772000 Memcpy Classifiers: 0.470000 Memcpy Instances: 7.930000 Kernel 1: 0.023000 Kernel 2: 90.440002 Copyback: 0.017000 Sum: 0.033000 It 11,Best ac:0.000755 1.000000 fi:0.128931. Ave ac:0.003871,0.007053 Initialization: 5.677000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.008000 Kernel 1: 0.023000 Kernel 2: 92.386002 Copyback: 0.017000 Sum: 0.028000 It 12,Best ac:0.001007 1.000000 fi:0.131721. Ave ac:0.003612,0.007657 Initialization: 5.752000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.757000 Kernel 1: 0.032000 Kernel 2: 93.433998 Copyback: 0.017000 Sum: 0.029000 It 13,Best ac:0.000755 1.000000 fi:0.127987. Ave ac:0.003919,0.007982 Initialization: 5.837000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.934000 Kernel 1: 0.024000 Kernel 2: 93.964996 Copyback: 0.018000 Sum: 0.038000 It 14,Best ac:0.001259 1.000000 fi:0.131221. Ave ac:0.002889,0.004689 Initialization: 7.327000 Memcpy Classifiers: 0.624000 Memcpy Instances: 9.618000 Kernel 1: 0.020000 Kernel 2: 91.801003 Copyback: 0.016000 Sum: 0.030000 It 15,Best ac:0.001007 1.000000 fi:0.119924. Ave ac:0.003088,0.006099 Initialization: 5.693000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.977000 Kernel 1: 0.023000 Kernel 2: 89.031998 Copyback: 0.018000 Sum: 0.041000 It 16,Best ac:0.000755 1.000000 fi:0.120509. Ave ac:0.002358,0.003769 Initialization: 5.929000 Memcpy Classifiers: 0.519000 Memcpy Instances: 11.156000 Kernel 1: 0.024000 Kernel 2: 87.445000 Copyback: 0.017000 Sum: 0.029000 It 17,Best ac:0.001259 1.000000 fi:0.126706. Ave ac:0.002698,0.004039 Initialization: 7.486000 Memcpy Classifiers: 0.590000 Memcpy Instances: 9.619000 Kernel 1: 0.024000 Kernel 2: 91.625000 Copyback: 0.017000 Sum: 0.029000 It 18,Best ac:0.001259 1.000000 fi:0.116884. Ave ac:0.002600,0.003739 Initialization: 7.039000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.962000 Kernel 1: 0.024000 Kernel 2: 88.390999 Copyback: 0.017000 Sum: 0.031000 It 19,Best ac:0.001259 1.000000 fi:0.119469. Ave ac:0.002470,0.003258 Initialization: 5.783000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.961000 Kernel 1: 0.025000 Kernel 2: 89.551003 Copyback: 0.017000 Sum: 0.028000 It 20,Best ac:0.001007 1.000000 fi:0.119924. Ave ac:0.002113,0.003428 Initialization: 5.785000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.955000 Kernel 1: 0.023000 Kernel 2: 89.191002 Copyback: 0.017000 Sum: 0.028000 It 21,Best ac:0.000755 1.000000 fi:0.122809. Ave ac:0.002093,0.003457 Initialization: 5.741000 Memcpy Classifiers: 0.502000 Memcpy Instances: 7.984000 Kernel 1: 0.024000 Kernel 2: 89.213997 Copyback: 0.017000 Sum: 0.030000 It 22,Best ac:0.000755 1.000000 fi:0.120301. Ave ac:0.001549,0.002894 Initialization: 7.473000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.935000 Kernel 1: 0.023000 Kernel 2: 88.320999 Copyback: 0.016000 Sum: 0.026000 It 23,Best ac:0.000755 1.000000 fi:0.119317. Ave ac:0.002241,0.004650 Initialization: 5.690000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.959000 Kernel 1: 0.024000 Kernel 2: 89.338997 Copyback: 0.017000 Sum: 0.028000 It 24,Best ac:0.000755 1.000000 fi:0.118672. Ave ac:0.001553,0.002223 Initialization: 7.374000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.936000 Kernel 1: 0.023000 Kernel 2: 90.143997 Copyback: 0.018000 Sum: 0.038000 It 25,Best ac:0.000755 1.000000 fi:0.114130. Ave ac:0.001865,0.002838 Initialization: 5.740000 Memcpy Classifiers: 0.451000 Memcpy Instances: 11.157000 Kernel 1: 0.027000 Kernel 2: 90.954002 Copyback: 0.017000 Sum: 0.029000 It 26,Best ac:0.001259 1.000000 fi:0.127258. Ave ac:0.001770,0.002798 Initialization: 5.764000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.935000 Kernel 1: 0.025000 Kernel 2: 88.914001 Copyback: 0.017000 Sum: 0.026000 It 27,Best ac:0.001007 1.000000 fi:0.119958. Ave ac:0.001841,0.003231 Initialization: 6.580000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.879000 Kernel 1: 0.023000 Kernel 2: 89.738998 Copyback: 0.017000 Sum: 0.030000 It 28,Best ac:0.000755 1.000000 fi:0.126218. Ave ac:0.001734,0.003155 Initialization: 6.303000 Memcpy Classifiers: 0.775000 Memcpy Instances: 9.085000 Kernel 1: 0.024000 Kernel 2: 90.987999 Copyback: 0.017000 Sum: 0.029000 It 29,Best ac:0.000755 1.000000 fi:0.125153. Ave ac:0.001796,0.002888 Initialization: 6.351000 Memcpy Classifiers: 0.416000 Memcpy Instances: 11.187000 Kernel 1: 0.023000 Kernel 2: 91.299004 Copyback: 0.018000 Sum: 0.033000 It 30,Best ac:0.001763 1.000000 fi:0.122870. Ave ac:0.001783,0.002911 Initialization: 7.002000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.934000 Kernel 1: 0.024000 Kernel 2: 92.633003 Copyback: 0.017000 Sum: 0.028000 It 31,Best ac:0.000755 1.000000 fi:0.121485. Ave ac:0.002046,0.003269 Initialization: 5.741000 Memcpy Classifiers: 0.416000 Memcpy Instances: 10.416000 Kernel 1: 0.033000 Kernel 2: 90.190002 Copyback: 0.017000 Sum: 0.037000 It 32,Best ac:0.001007 1.000000 fi:0.119958. Ave ac:0.002400,0.004442 Initialization: 6.666000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.985000 Kernel 1: 0.023000 Kernel 2: 91.550003 Copyback: 0.018000 Sum: 0.034000 It 33,Best ac:0.000755 1.000000 fi:0.117037. Ave ac:0.002552,0.003661 Initialization: 31.660000 Memcpy Instances: 392.437988 Memcpy Classifiers: 0.084000 Kernel 1: 0.028000 Kernel 2: 571.224976 Copyback: 0.015000 Sum: 0.017000 Memcpy Classifiers: 0.081000 Kernel 1: 0.012000 Kernel 2: 578.672974 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.081000 Kernel 1: 0.013000 Kernel 2: 565.093018 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.080000 Kernel 1: 0.012000 Kernel 2: 580.905029 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.081000 Kernel 1: 0.014000 Kernel 2: 581.286011 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.080000 Kernel 1: 0.012000 Kernel 2: 583.958984 Copyback: 0.370000 Sum: 0.001000 Memcpy Classifiers: 0.081000 Kernel 1: 0.011000 Kernel 2: 580.429016 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.080000 Kernel 1: 0.013000 Kernel 2: 598.065979 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.081000 Kernel 1: 0.013000 Kernel 2: 571.101013 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.082000 Kernel 1: 0.011000 Kernel 2: 504.079987 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.001012 0.616564 fi:0.506655. Ave ac:0.002023,0.006641 Best acc 0.001012 0.616564 Rule:Att PSSM_-1_7 is [<-0.058061]|Att PSSM_-1_11 is [-4.071775,4.344302]|Att PSSM_0_7 is [<-2.665430]|Att PSSM_0_9 is [-6.357138,6.504893]|Att PSSM_0_13 is [-3.617894,1.617894]|Att PSSM_1_9 is [<-1.670137]|Att PSSM_1_11 is [-1.415017,5.836279]|Att PSSM_1_12 is [-6.764006,-1.235995]|Att PSSM_1_14 is [<3.744360]|Att PSSM_2_13 is [0.761104,5.296141]|Att PSSM_2_19 is [<5.098991]|1 Accuracy : 0.782226 0 1 155621 8459 42639 27919 Removed 326 instances. 198260 Instances left. Acc of rule 0.001012-0.616564 Initialization: 5.688000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.941000 Kernel 1: 0.025000 Kernel 2: 97.000000 Copyback: 0.017000 Sum: 0.039000 Initial population average accuracy1:0.005535 accuracy2:0.213321 Initialization: 5.707000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.937000 Kernel 1: 0.024000 Kernel 2: 100.435997 Copyback: 0.017000 Sum: 0.039000 It 0,Best ac:0.000756 1.000000 fi:0.099981. Ave ac:0.006024,0.011068 Initialization: 5.671000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.941000 Kernel 1: 0.024000 Kernel 2: 96.602997 Copyback: 0.017000 Sum: 0.027000 It 1,Best ac:0.000504 1.000000 fi:0.365442. Ave ac:0.005745,0.009529 Initialization: 5.761000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.949000 Kernel 1: 0.023000 Kernel 2: 95.348000 Copyback: 0.017000 Sum: 0.027000 It 2,Best ac:0.001009 1.000000 fi:0.099863. Ave ac:0.004978,0.009613 Initialization: 5.728000 Memcpy Classifiers: 0.509000 Memcpy Instances: 7.955000 Kernel 1: 0.022000 Kernel 2: 95.342003 Copyback: 0.018000 Sum: 0.036000 It 3,Best ac:0.001513 1.000000 fi:0.099628. Ave ac:0.003862,0.007742 Initialization: 5.740000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.945000 Kernel 1: 0.024000 Kernel 2: 96.375000 Copyback: 0.017000 Sum: 0.032000 It 4,Best ac:0.001009 1.000000 fi:0.099863. Ave ac:0.003918,0.007185 Initialization: 5.728000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.916000 Kernel 1: 0.025000 Kernel 2: 90.850998 Copyback: 0.017000 Sum: 0.030000 It 5,Best ac:0.001261 0.833333 fi:0.266412. Ave ac:0.003570,0.006679 Initialization: 5.738000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.922000 Kernel 1: 0.023000 Kernel 2: 88.518997 Copyback: 0.017000 Sum: 0.027000 It 6,Best ac:0.001261 0.833333 fi:0.266412. Ave ac:0.003806,0.007288 Initialization: 5.739000 Memcpy Classifiers: 0.524000 Memcpy Instances: 7.916000 Kernel 1: 0.024000 Kernel 2: 88.339996 Copyback: 0.017000 Sum: 0.030000 It 7,Best ac:0.001261 1.000000 fi:0.099745. Ave ac:0.004730,0.008220 Initialization: 5.771000 Memcpy Classifiers: 0.486000 Memcpy Instances: 7.945000 Kernel 1: 0.023000 Kernel 2: 86.342003 Copyback: 0.017000 Sum: 0.028000 It 8,Best ac:0.001513 0.857143 fi:0.242485. Ave ac:0.003831,0.006800 Initialization: 5.693000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.927000 Kernel 1: 0.024000 Kernel 2: 89.109001 Copyback: 0.017000 Sum: 0.032000 It 9,Best ac:0.001009 1.000000 fi:0.099863. Ave ac:0.004363,0.008311 Iteration 10:MDL fitness activated Error 0.099863 TL 0.051939 MDL Theory Length Weight: 0.6408989664 (7) Initialization: 5.768000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.930000 Kernel 1: 0.024000 Kernel 2: 85.389999 Copyback: 0.017000 Sum: 0.036000 It 10,Best ac:0.000757 1.000000 fi:0.117278. Ave ac:0.004763,0.008955 Initialization: 5.731000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.920000 Kernel 1: 0.025000 Kernel 2: 87.893997 Copyback: 0.017000 Sum: 0.028000 It 11,Best ac:0.000756 1.000000 fi:0.117374. Ave ac:0.003672,0.006383 Initialization: 5.703000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.913000 Kernel 1: 0.024000 Kernel 2: 86.925003 Copyback: 0.371000 Sum: 0.031000 It 12,Best ac:0.001009 1.000000 fi:0.133587. Ave ac:0.003097,0.005287 Initialization: 5.769000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.918000 Kernel 1: 0.024000 Kernel 2: 86.348999 Copyback: 0.017000 Sum: 0.030000 It 13,Best ac:0.001261 1.000000 fi:0.113384. Ave ac:0.003820,0.006622 Initialization: 5.734000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.914000 Kernel 1: 0.024000 Kernel 2: 83.377998 Copyback: 0.017000 Sum: 0.031000 It 14,Best ac:0.000757 1.000000 fi:0.120422. Ave ac:0.002968,0.005319 Initialization: 5.715000 Memcpy Classifiers: 0.470000 Memcpy Instances: 7.933000 Kernel 1: 0.024000 Kernel 2: 84.772003 Copyback: 0.017000 Sum: 0.030000 It 15,Best ac:0.001009 1.000000 fi:0.119919. Ave ac:0.003309,0.006148 Initialization: 5.683000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.963000 Kernel 1: 0.024000 Kernel 2: 84.591003 Copyback: 0.017000 Sum: 0.029000 It 16,Best ac:0.001009 1.000000 fi:0.117731. Ave ac:0.002808,0.003775 Initialization: 5.719000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.942000 Kernel 1: 0.024000 Kernel 2: 86.019997 Copyback: 0.017000 Sum: 0.028000 It 17,Best ac:0.000756 1.000000 fi:0.113620. Ave ac:0.003257,0.004559 Initialization: 5.722000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.945000 Kernel 1: 0.023000 Kernel 2: 85.004997 Copyback: 0.017000 Sum: 0.028000 It 18,Best ac:0.000757 1.000000 fi:0.120935. Ave ac:0.002056,0.003025 Initialization: 5.732000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.965000 Kernel 1: 0.023000 Kernel 2: 86.081001 Copyback: 0.017000 Sum: 0.027000 It 19,Best ac:0.001009 1.000000 fi:0.119844. Ave ac:0.002701,0.004903 Initialization: 5.693000 Memcpy Classifiers: 0.435000 Memcpy Instances: 7.941000 Kernel 1: 0.022000 Kernel 2: 85.350998 Copyback: 0.017000 Sum: 0.034000 It 20,Best ac:0.000757 1.000000 fi:0.124443. Ave ac:0.002932,0.004085 Initialization: 5.738000 Memcpy Classifiers: 0.486000 Memcpy Instances: 7.955000 Kernel 1: 0.025000 Kernel 2: 86.130997 Copyback: 0.017000 Sum: 0.030000 It 21,Best ac:0.000756 1.000000 fi:0.121969. Ave ac:0.002880,0.006325 Initialization: 5.672000 Memcpy Classifiers: 0.414000 Memcpy Instances: 7.944000 Kernel 1: 0.024000 Kernel 2: 83.580002 Copyback: 0.017000 Sum: 0.027000 It 22,Best ac:0.000757 1.000000 fi:0.117492. Ave ac:0.002737,0.003780 MDL Theory Length Weight: 0.5768090698 (10) Initialization: 5.693000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.929000 Kernel 1: 0.023000 Kernel 2: 85.682999 Copyback: 0.017000 Sum: 0.028000 It 23,Best ac:0.000756 1.000000 fi:0.121392. Ave ac:0.002183,0.003312 Initialization: 5.711000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.938000 Kernel 1: 0.024000 Kernel 2: 85.926003 Copyback: 0.017000 Sum: 0.027000 It 24,Best ac:0.001009 1.000000 fi:0.120896. Ave ac:0.002288,0.003287 Initialization: 5.756000 Memcpy Classifiers: 0.417000 Memcpy Instances: 7.940000 Kernel 1: 0.023000 Kernel 2: 81.438004 Copyback: 0.017000 Sum: 0.026000 It 25,Best ac:0.000757 1.000000 fi:0.111196. Ave ac:0.002091,0.003204 Initialization: 5.738000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.931000 Kernel 1: 0.024000 Kernel 2: 83.682999 Copyback: 0.017000 Sum: 0.029000 It 26,Best ac:0.001261 1.000000 fi:0.117095. Ave ac:0.001924,0.003292 Initialization: 5.754000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.933000 Kernel 1: 0.024000 Kernel 2: 80.820000 Copyback: 0.016000 Sum: 0.030000 It 27,Best ac:0.000757 1.000000 fi:0.115635. Ave ac:0.001925,0.002772 Initialization: 5.668000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.919000 Kernel 1: 0.023000 Kernel 2: 81.042000 Copyback: 0.017000 Sum: 0.029000 It 28,Best ac:0.001009 1.000000 fi:0.113695. Ave ac:0.002383,0.003529 Initialization: 5.687000 Memcpy Classifiers: 0.403000 Memcpy Instances: 7.946000 Kernel 1: 0.023000 Kernel 2: 82.257004 Copyback: 0.016000 Sum: 0.029000 It 29,Best ac:0.000756 1.000000 fi:0.112342. Ave ac:0.001927,0.002539 Initialization: 5.714000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.937000 Kernel 1: 0.024000 Kernel 2: 79.969002 Copyback: 0.017000 Sum: 0.028000 It 30,Best ac:0.001261 1.000000 fi:0.110961. Ave ac:0.001801,0.002543 Initialization: 5.627000 Memcpy Classifiers: 0.403000 Memcpy Instances: 7.928000 Kernel 1: 0.024000 Kernel 2: 81.302002 Copyback: 0.017000 Sum: 0.032000 It 31,Best ac:0.000756 1.000000 fi:0.115741. Ave ac:0.002121,0.003445 Initialization: 5.900000 Memcpy Classifiers: 0.431000 Memcpy Instances: 7.944000 Kernel 1: 0.023000 Kernel 2: 79.816002 Copyback: 0.017000 Sum: 0.033000 It 32,Best ac:0.000757 1.000000 fi:0.111533. Ave ac:0.001785,0.002850 Initialization: 5.757000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.917000 Kernel 1: 0.025000 Kernel 2: 78.144997 Copyback: 0.017000 Sum: 0.025000 It 33,Best ac:0.000757 1.000000 fi:0.113060. Ave ac:0.001606,0.002443 Initialization: 26.995001 Memcpy Instances: 385.701996 Memcpy Classifiers: 0.091000 Kernel 1: 0.028000 Kernel 2: 517.258972 Copyback: 0.015000 Sum: 0.017000 Memcpy Classifiers: 0.089000 Kernel 1: 0.013000 Kernel 2: 503.816010 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.088000 Kernel 1: 0.012000 Kernel 2: 499.778992 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.089000 Kernel 1: 0.011000 Kernel 2: 506.139008 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.088000 Kernel 1: 0.012000 Kernel 2: 516.715027 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.089000 Kernel 1: 0.012000 Kernel 2: 513.447998 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.088000 Kernel 1: 0.012000 Kernel 2: 514.700989 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.089000 Kernel 1: 0.012000 Kernel 2: 529.328003 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.088000 Kernel 1: 0.012000 Kernel 2: 504.716003 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.084000 Kernel 1: 0.012000 Kernel 2: 452.545013 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.002038 0.628305 fi:0.484158. Ave ac:0.002448,0.009007 Best acc 0.002038 0.628305 Initialization: 5.700000 Memcpy Classifiers: 0.540000 Memcpy Instances: 7.937000 Kernel 1: 0.026000 Kernel 2: 98.866997 Copyback: 0.017000 Sum: 0.041000 Initial population average accuracy1:0.004734 accuracy2:0.204861 Initialization: 5.744000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.932000 Kernel 1: 0.024000 Kernel 2: 100.473999 Copyback: 0.017000 Sum: 0.041000 It 0,Best ac:0.001009 1.000000 fi:0.099863. Ave ac:0.005689,0.010017 Initialization: 5.708000 Memcpy Classifiers: 0.504000 Memcpy Instances: 7.940000 Kernel 1: 0.024000 Kernel 2: 95.636002 Copyback: 0.017000 Sum: 0.028000 It 1,Best ac:0.000757 1.000000 fi:0.099980. Ave ac:0.005380,0.009597 Initialization: 5.715000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.929000 Kernel 1: 0.023000 Kernel 2: 96.017998 Copyback: 0.017000 Sum: 0.032000 It 2,Best ac:0.001513 1.000000 fi:0.099628. Ave ac:0.004781,0.008680 Initialization: 5.681000 Memcpy Classifiers: 0.485000 Memcpy Instances: 7.921000 Kernel 1: 0.024000 Kernel 2: 92.849998 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.000757 1.000000 fi:0.099981. Ave ac:0.003903,0.008005 Initialization: 5.694000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.935000 Kernel 1: 0.023000 Kernel 2: 90.929001 Copyback: 0.016000 Sum: 0.033000 It 4,Best ac:0.001261 1.000000 fi:0.099745. Ave ac:0.004264,0.008594 Initialization: 5.810000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.918000 Kernel 1: 0.023000 Kernel 2: 95.514999 Copyback: 0.017000 Sum: 0.031000 It 5,Best ac:0.001261 1.000000 fi:0.099746. Ave ac:0.003968,0.008314 Initialization: 5.759000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.946000 Kernel 1: 0.022000 Kernel 2: 93.632004 Copyback: 0.017000 Sum: 0.028000 It 6,Best ac:0.001513 0.857143 fi:0.242485. Ave ac:0.003499,0.006582 Initialization: 5.649000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.949000 Kernel 1: 0.023000 Kernel 2: 92.998001 Copyback: 0.017000 Sum: 0.030000 It 7,Best ac:0.001514 1.000000 fi:0.099627. Ave ac:0.003533,0.005777 Initialization: 5.679000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.972000 Kernel 1: 0.023000 Kernel 2: 94.105003 Copyback: 0.017000 Sum: 0.031000 It 8,Best ac:0.000757 1.000000 fi:0.099980. Ave ac:0.003876,0.006305 Initialization: 5.700000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.940000 Kernel 1: 0.023000 Kernel 2: 90.933998 Copyback: 0.017000 Sum: 0.032000 It 9,Best ac:0.001261 1.000000 fi:0.099746. Ave ac:0.003339,0.005528 Iteration 10:MDL fitness activated Error 0.099746 TL 0.035912 MDL Theory Length Weight: 0.9258273670 (3) Initialization: 5.750000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.938000 Kernel 1: 0.024000 Kernel 2: 94.036003 Copyback: 0.017000 Sum: 0.026000 It 10,Best ac:0.000757 1.000000 fi:0.128481. Ave ac:0.002748,0.005559 Initialization: 5.682000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.934000 Kernel 1: 0.024000 Kernel 2: 90.686996 Copyback: 0.017000 Sum: 0.030000 It 11,Best ac:0.001009 1.000000 fi:0.128364. Ave ac:0.002282,0.003447 Initialization: 5.745000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.941000 Kernel 1: 0.023000 Kernel 2: 91.501999 Copyback: 0.016000 Sum: 0.031000 It 12,Best ac:0.000757 1.000000 fi:0.126565. Ave ac:0.002252,0.004044 Initialization: 5.674000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.917000 Kernel 1: 0.024000 Kernel 2: 92.352997 Copyback: 0.017000 Sum: 0.032000 It 13,Best ac:0.001765 1.000000 fi:0.128380. Ave ac:0.002739,0.004603 Initialization: 5.687000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.963000 Kernel 1: 0.023000 Kernel 2: 91.639999 Copyback: 0.017000 Sum: 0.026000 It 14,Best ac:0.000757 1.000000 fi:0.126051. Ave ac:0.002282,0.003339 Initialization: 5.695000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.947000 Kernel 1: 0.024000 Kernel 2: 90.190002 Copyback: 0.017000 Sum: 0.028000 It 15,Best ac:0.001513 0.857143 fi:0.272799. Ave ac:0.002507,0.004105 Initialization: 5.646000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.954000 Kernel 1: 0.024000 Kernel 2: 90.393997 Copyback: 0.017000 Sum: 0.028000 It 16,Best ac:0.001513 1.000000 fi:0.126486. Ave ac:0.003113,0.004643 Initialization: 5.696000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.916000 Kernel 1: 0.024000 Kernel 2: 85.889999 Copyback: 0.017000 Sum: 0.030000 It 17,Best ac:0.000757 1.000000 fi:0.129202. Ave ac:0.002970,0.005535 Initialization: 5.727000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.918000 Kernel 1: 0.024000 Kernel 2: 89.875999 Copyback: 0.017000 Sum: 0.030000 It 18,Best ac:0.001009 1.000000 fi:0.125299. Ave ac:0.002432,0.003416 Initialization: 5.745000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.941000 Kernel 1: 0.023000 Kernel 2: 89.292000 Copyback: 0.016000 Sum: 0.027000 It 19,Best ac:0.001009 1.000000 fi:0.125933. Ave ac:0.002468,0.003526 Initialization: 5.704000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.933000 Kernel 1: 0.024000 Kernel 2: 84.880997 Copyback: 0.016000 Sum: 0.032000 It 20,Best ac:0.000757 1.000000 fi:0.128905. Ave ac:0.002243,0.004132 Initialization: 5.697000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.947000 Kernel 1: 0.023000 Kernel 2: 82.686996 Copyback: 0.017000 Sum: 0.026000 It 21,Best ac:0.001009 1.000000 fi:0.131550. Ave ac:0.002089,0.004230 Initialization: 5.712000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.932000 Kernel 1: 0.024000 Kernel 2: 84.512001 Copyback: 0.017000 Sum: 0.030000 It 22,Best ac:0.000756 1.000000 fi:0.128780. Ave ac:0.002450,0.003643 Initialization: 5.706000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.919000 Kernel 1: 0.025000 Kernel 2: 80.236000 Copyback: 0.017000 Sum: 0.031000 It 23,Best ac:0.000757 1.000000 fi:0.122938. Ave ac:0.001944,0.003522 Initialization: 5.705000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.931000 Kernel 1: 0.024000 Kernel 2: 78.567001 Copyback: 0.016000 Sum: 0.037000 It 24,Best ac:0.001009 1.000000 fi:0.120369. Ave ac:0.002032,0.002963 Initialization: 5.672000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.119000 Kernel 1: 0.024000 Kernel 2: 79.436996 Copyback: 0.017000 Sum: 0.035000 It 25,Best ac:0.001009 1.000000 fi:0.125933. Ave ac:0.001684,0.002345 Initialization: 5.771000 Memcpy Classifiers: 0.399000 Memcpy Instances: 7.930000 Kernel 1: 0.023000 Kernel 2: 75.257004 Copyback: 0.017000 Sum: 0.027000 It 26,Best ac:0.001261 1.000000 fi:0.122094. Ave ac:0.001537,0.002035 Initialization: 5.752000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.918000 Kernel 1: 0.024000 Kernel 2: 71.898003 Copyback: 0.017000 Sum: 0.029000 It 27,Best ac:0.000757 1.000000 fi:0.121670. Ave ac:0.001203,0.002141 Initialization: 5.793000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.932000 Kernel 1: 0.025000 Kernel 2: 72.412003 Copyback: 0.017000 Sum: 0.029000 It 28,Best ac:0.001009 1.000000 fi:0.124277. Ave ac:0.002125,0.002940 Initialization: 5.783000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.952000 Kernel 1: 0.023000 Kernel 2: 70.781998 Copyback: 0.016000 Sum: 0.030000 It 29,Best ac:0.000757 1.000000 fi:0.125791. Ave ac:0.001323,0.002336 Initialization: 5.796000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.319000 Kernel 1: 0.033000 Kernel 2: 72.111000 Copyback: 0.017000 Sum: 0.029000 It 30,Best ac:0.001009 1.000000 fi:0.123433. Ave ac:0.002297,0.003478 Initialization: 7.180000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.325000 Kernel 1: 0.025000 Kernel 2: 72.318001 Copyback: 0.019000 Sum: 0.034000 It 31,Best ac:0.001009 1.000000 fi:0.124772. Ave ac:0.002471,0.005100 Initialization: 5.701000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.941000 Kernel 1: 0.024000 Kernel 2: 73.440002 Copyback: 0.017000 Sum: 0.030000 It 32,Best ac:0.001261 1.000000 fi:0.125519. Ave ac:0.003103,0.008136 Initialization: 5.750000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.918000 Kernel 1: 0.023000 Kernel 2: 71.813004 Copyback: 0.017000 Sum: 0.030000 It 33,Best ac:0.001261 1.000000 fi:0.118431. Ave ac:0.002567,0.004178 Initialization: 26.513000 Memcpy Instances: 385.681000 Memcpy Classifiers: 0.077000 Kernel 1: 0.026000 Kernel 2: 477.755005 Copyback: 0.369000 Sum: 0.016000 Memcpy Classifiers: 0.074000 Kernel 1: 0.013000 Kernel 2: 475.105011 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.072000 Kernel 1: 0.012000 Kernel 2: 475.881012 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.012000 Kernel 2: 468.329010 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.012000 Kernel 2: 461.368011 Copyback: 0.013000 Sum: 0.002000 Memcpy Classifiers: 0.074000 Kernel 1: 0.011000 Kernel 2: 481.734009 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.012000 Kernel 2: 471.657990 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.012000 Kernel 2: 459.812012 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.074000 Kernel 1: 0.013000 Kernel 2: 485.199005 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.076000 Kernel 1: 0.012000 Kernel 2: 421.214996 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.000706 0.669856 fi:0.468392. Ave ac:0.002369,0.007961 Best acc 0.000706 0.669856 Rule:Att PSSM_-3_7 is [-4.715893,-3.837400]|Att PSSM_-2_8 is [<1.918079]|Att PSSM_-2_12 is [-6.034720,-1.965280]|Att PSSM_-2_17 is [<1.859726]|Att PSSM_-1_10 is [>-0.252574]|Att PSSM_0_2 is [<-2.964510]|Att PSSM_0_7 is [<-0.655213]|Att PSSM_1_11 is [<2.917131]|Att PSSM_3_12 is [-6.562143,-1.437857]|1 Accuracy : 0.782529 0 1 155552 8528 42499 28059 Removed 209 instances. 198051 Instances left. Acc of rule 0.000706-0.669856 Initialization: 5.982000 Memcpy Classifiers: 0.523000 Memcpy Instances: 10.386000 Kernel 1: 0.024000 Kernel 2: 97.526001 Copyback: 0.017000 Sum: 0.042000 Initial population average accuracy1:0.005452 accuracy2:0.205133 Initialization: 6.078000 Memcpy Classifiers: 0.539000 Memcpy Instances: 10.593000 Kernel 1: 0.032000 Kernel 2: 97.106003 Copyback: 0.017000 Sum: 0.052000 It 0,Best ac:0.001767 1.000000 fi:0.099507. Ave ac:0.006392,0.011018 Initialization: 6.590000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.953000 Kernel 1: 0.023000 Kernel 2: 98.334000 Copyback: 0.017000 Sum: 0.029000 It 1,Best ac:0.001010 0.800000 fi:0.299861. Ave ac:0.005272,0.008311 Initialization: 6.624000 Memcpy Classifiers: 0.707000 Memcpy Instances: 10.209000 Kernel 1: 0.023000 Kernel 2: 94.959999 Copyback: 0.018000 Sum: 0.044000 It 2,Best ac:0.001767 0.777778 fi:0.321730. Ave ac:0.004970,0.009159 Initialization: 6.133000 Memcpy Classifiers: 0.433000 Memcpy Instances: 11.447000 Kernel 1: 0.031000 Kernel 2: 93.271004 Copyback: 0.017000 Sum: 0.034000 It 3,Best ac:0.001010 1.000000 fi:0.099861. Ave ac:0.003786,0.008005 Initialization: 6.531000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.931000 Kernel 1: 0.057000 Kernel 2: 89.917000 Copyback: 0.017000 Sum: 0.031000 It 4,Best ac:0.000757 1.000000 fi:0.099980. Ave ac:0.003353,0.005855 Initialization: 7.850000 Memcpy Classifiers: 0.450000 Memcpy Instances: 9.688000 Kernel 1: 0.032000 Kernel 2: 88.810997 Copyback: 0.018000 Sum: 0.039000 It 5,Best ac:0.001262 0.833333 fi:0.266410. Ave ac:0.003341,0.005940 Initialization: 7.709000 Memcpy Classifiers: 0.694000 Memcpy Instances: 10.396000 Kernel 1: 0.024000 Kernel 2: 90.643997 Copyback: 0.018000 Sum: 0.043000 It 6,Best ac:0.000757 1.000000 fi:0.099980. Ave ac:0.004164,0.007407 Initialization: 8.311000 Memcpy Classifiers: 0.712000 Memcpy Instances: 8.464000 Kernel 1: 0.032000 Kernel 2: 87.697998 Copyback: 0.018000 Sum: 0.033000 It 7,Best ac:0.001515 1.000000 fi:0.099625. Ave ac:0.003904,0.008976 Initialization: 6.153000 Memcpy Classifiers: 0.430000 Memcpy Instances: 11.590000 Kernel 1: 0.032000 Kernel 2: 87.167000 Copyback: 0.017000 Sum: 0.029000 It 8,Best ac:0.001010 1.000000 fi:0.099861. Ave ac:0.003459,0.006519 Initialization: 5.761000 Memcpy Classifiers: 0.415000 Memcpy Instances: 11.139000 Kernel 1: 0.026000 Kernel 2: 86.807999 Copyback: 0.017000 Sum: 0.031000 It 9,Best ac:0.000757 1.000000 fi:0.099980. Ave ac:0.004213,0.007070 Iteration 10:MDL fitness activated Error 0.099980 TL 0.025222 MDL Theory Length Weight: 1.1892085367 (10) Initialization: 8.365000 Memcpy Classifiers: 0.621000 Memcpy Instances: 11.297000 Kernel 1: 0.025000 Kernel 2: 86.980003 Copyback: 0.017000 Sum: 0.037000 It 10,Best ac:0.001767 0.875000 fi:0.271185. Ave ac:0.004357,0.006908 Initialization: 7.431000 Memcpy Classifiers: 0.680000 Memcpy Instances: 12.225000 Kernel 1: 0.027000 Kernel 2: 85.898003 Copyback: 0.017000 Sum: 0.035000 It 11,Best ac:0.000757 1.000000 fi:0.134851. Ave ac:0.004155,0.007429 Initialization: 6.598000 Memcpy Classifiers: 0.451000 Memcpy Instances: 11.154000 Kernel 1: 0.022000 Kernel 2: 86.930000 Copyback: 0.017000 Sum: 0.031000 It 12,Best ac:0.000757 1.000000 fi:0.132751. Ave ac:0.004355,0.008075 Initialization: 5.727000 Memcpy Classifiers: 0.395000 Memcpy Instances: 8.341000 Kernel 1: 0.032000 Kernel 2: 84.681000 Copyback: 0.017000 Sum: 0.030000 It 13,Best ac:0.000757 1.000000 fi:0.132339. Ave ac:0.004366,0.010887 Initialization: 6.769000 Memcpy Classifiers: 0.435000 Memcpy Instances: 10.126000 Kernel 1: 0.026000 Kernel 2: 86.653000 Copyback: 0.018000 Sum: 0.042000 It 14,Best ac:0.001010 1.000000 fi:0.132633. Ave ac:0.004116,0.007989 Initialization: 7.396000 Memcpy Classifiers: 0.416000 Memcpy Instances: 10.590000 Kernel 1: 0.031000 Kernel 2: 83.112000 Copyback: 0.017000 Sum: 0.028000 It 15,Best ac:0.001262 1.000000 fi:0.138734. Ave ac:0.004268,0.008406 Initialization: 6.169000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.232000 Kernel 1: 0.033000 Kernel 2: 83.598000 Copyback: 0.017000 Sum: 0.030000 It 16,Best ac:0.001010 1.000000 fi:0.129989. Ave ac:0.004100,0.008502 Initialization: 5.731000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.943000 Kernel 1: 0.024000 Kernel 2: 84.446999 Copyback: 0.018000 Sum: 0.030000 It 17,Best ac:0.001010 1.000000 fi:0.129227. Ave ac:0.003438,0.007166 Initialization: 5.719000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.908000 Kernel 1: 0.024000 Kernel 2: 87.422997 Copyback: 0.017000 Sum: 0.024000 It 18,Best ac:0.000757 1.000000 fi:0.138111. Ave ac:0.002520,0.004212 Initialization: 5.718000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.907000 Kernel 1: 0.025000 Kernel 2: 87.357002 Copyback: 0.018000 Sum: 0.036000 It 19,Best ac:0.001262 1.000000 fi:0.128940. Ave ac:0.003069,0.005398 Initialization: 6.955000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.929000 Kernel 1: 0.024000 Kernel 2: 87.862999 Copyback: 0.017000 Sum: 0.026000 It 20,Best ac:0.000757 1.000000 fi:0.133607. Ave ac:0.002748,0.004555 Initialization: 7.741000 Memcpy Classifiers: 0.380000 Memcpy Instances: 11.623000 Kernel 1: 0.023000 Kernel 2: 89.831001 Copyback: 0.017000 Sum: 0.028000 It 21,Best ac:0.000757 1.000000 fi:0.131202. Ave ac:0.003031,0.005810 Initialization: 5.684000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.924000 Kernel 1: 0.023000 Kernel 2: 91.969002 Copyback: 0.017000 Sum: 0.030000 It 22,Best ac:0.000757 1.000000 fi:0.127063. Ave ac:0.001896,0.004076 Initialization: 5.695000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.933000 Kernel 1: 0.024000 Kernel 2: 91.651001 Copyback: 0.017000 Sum: 0.030000 It 23,Best ac:0.000757 1.000000 fi:0.134413. Ave ac:0.002877,0.004780 Initialization: 5.802000 Memcpy Classifiers: 0.398000 Memcpy Instances: 10.755000 Kernel 1: 0.024000 Kernel 2: 90.080002 Copyback: 0.019000 Sum: 0.036000 It 24,Best ac:0.001010 1.000000 fi:0.132633. Ave ac:0.002367,0.004686 Initialization: 5.801000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.908000 Kernel 1: 0.024000 Kernel 2: 88.373001 Copyback: 0.017000 Sum: 0.037000 It 25,Best ac:0.001010 1.000000 fi:0.146252. Ave ac:0.003272,0.006198 Initialization: 5.730000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.915000 Kernel 1: 0.024000 Kernel 2: 87.488998 Copyback: 0.017000 Sum: 0.028000 It 26,Best ac:0.001010 1.000000 fi:0.129623. Ave ac:0.004299,0.010907 Initialization: 8.346000 Memcpy Classifiers: 0.379000 Memcpy Instances: 9.827000 Kernel 1: 0.032000 Kernel 2: 86.856003 Copyback: 0.017000 Sum: 0.026000 It 27,Best ac:0.001262 1.000000 fi:0.128134. Ave ac:0.003258,0.007573 Initialization: 5.769000 Memcpy Classifiers: 0.399000 Memcpy Instances: 10.868000 Kernel 1: 0.023000 Kernel 2: 86.700996 Copyback: 0.018000 Sum: 0.035000 It 28,Best ac:0.001515 1.000000 fi:0.123872. Ave ac:0.002981,0.006494 Initialization: 6.403000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.976000 Kernel 1: 0.024000 Kernel 2: 88.622002 Copyback: 0.018000 Sum: 0.035000 It 29,Best ac:0.000757 1.000000 fi:0.130769. Ave ac:0.004054,0.007752 Initialization: 7.403000 Memcpy Classifiers: 0.416000 Memcpy Instances: 12.046000 Kernel 1: 0.023000 Kernel 2: 86.793999 Copyback: 0.018000 Sum: 0.035000 It 30,Best ac:0.000757 1.000000 fi:0.123882. Ave ac:0.002794,0.005496 Initialization: 5.763000 Memcpy Classifiers: 0.400000 Memcpy Instances: 7.917000 Kernel 1: 0.024000 Kernel 2: 84.665001 Copyback: 0.018000 Sum: 0.038000 It 31,Best ac:0.000757 1.000000 fi:0.130769. Ave ac:0.003715,0.007608 Initialization: 5.755000 Memcpy Classifiers: 0.399000 Memcpy Instances: 7.931000 Kernel 1: 0.023000 Kernel 2: 85.560997 Copyback: 0.017000 Sum: 0.027000 It 32,Best ac:0.002020 1.000000 fi:0.124592. Ave ac:0.003764,0.006784 Initialization: 7.792000 Memcpy Classifiers: 0.398000 Memcpy Instances: 11.198000 Kernel 1: 0.024000 Kernel 2: 84.915001 Copyback: 0.017000 Sum: 0.043000 It 33,Best ac:0.000757 1.000000 fi:0.125918. Ave ac:0.003456,0.008862 Initialization: 29.549000 Memcpy Instances: 459.459015 Memcpy Classifiers: 0.119000 Kernel 1: 0.033000 Kernel 2: 539.624023 Copyback: 0.019000 Sum: 0.016000 Memcpy Classifiers: 0.081000 Kernel 1: 0.018000 Kernel 2: 544.869995 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.079000 Kernel 1: 0.013000 Kernel 2: 533.723999 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.079000 Kernel 1: 0.013000 Kernel 2: 564.283997 Copyback: 0.368000 Sum: 0.002000 Memcpy Classifiers: 0.078000 Kernel 1: 0.014000 Kernel 2: 530.401001 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.078000 Kernel 1: 0.012000 Kernel 2: 539.864014 Copyback: 0.019000 Sum: 0.005000 Memcpy Classifiers: 0.118000 Kernel 1: 0.024000 Kernel 2: 528.823975 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.079000 Kernel 1: 0.013000 Kernel 2: 535.437012 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.079000 Kernel 1: 0.015000 Kernel 2: 544.211975 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.087000 Kernel 1: 0.013000 Kernel 2: 465.054993 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.000843 0.600719 fi:0.545611. Ave ac:0.003744,0.013706 Best acc 0.000843 0.600719 Initialization: 5.855000 Memcpy Classifiers: 0.557000 Memcpy Instances: 7.912000 Kernel 1: 0.026000 Kernel 2: 97.621002 Copyback: 0.018000 Sum: 0.052000 Initial population average accuracy1:0.005395 accuracy2:0.207015 Initialization: 5.753000 Memcpy Classifiers: 0.523000 Memcpy Instances: 11.322000 Kernel 1: 0.026000 Kernel 2: 96.878998 Copyback: 0.017000 Sum: 0.051000 It 0,Best ac:0.000757 0.750000 fi:0.349980. Ave ac:0.006339,0.011030 Initialization: 5.666000 Memcpy Classifiers: 0.522000 Memcpy Instances: 8.045000 Kernel 1: 0.033000 Kernel 2: 96.711998 Copyback: 0.018000 Sum: 0.040000 It 1,Best ac:0.000757 1.000000 fi:0.099980. Ave ac:0.004471,0.007923 Initialization: 7.021000 Memcpy Classifiers: 0.740000 Memcpy Instances: 10.391000 Kernel 1: 0.026000 Kernel 2: 97.171997 Copyback: 0.017000 Sum: 0.032000 It 2,Best ac:0.001010 1.000000 fi:0.099861. Ave ac:0.004348,0.007276 Initialization: 5.688000 Memcpy Classifiers: 0.540000 Memcpy Instances: 8.213000 Kernel 1: 0.032000 Kernel 2: 95.261002 Copyback: 0.017000 Sum: 0.025000 It 3,Best ac:0.001010 1.000000 fi:0.099861. Ave ac:0.004022,0.006974 Initialization: 5.714000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.953000 Kernel 1: 0.024000 Kernel 2: 93.042999 Copyback: 0.017000 Sum: 0.027000 It 4,Best ac:0.001010 1.000000 fi:0.099861. Ave ac:0.003087,0.005025 Initialization: 5.705000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.926000 Kernel 1: 0.022000 Kernel 2: 90.168999 Copyback: 0.017000 Sum: 0.029000 It 5,Best ac:0.001010 1.000000 fi:0.099861. Ave ac:0.003403,0.006748 Initialization: 5.704000 Memcpy Classifiers: 0.486000 Memcpy Instances: 7.954000 Kernel 1: 0.024000 Kernel 2: 89.254997 Copyback: 0.018000 Sum: 0.042000 It 6,Best ac:0.001010 1.000000 fi:0.099861. Ave ac:0.003423,0.006336 Initialization: 5.662000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.936000 Kernel 1: 0.023000 Kernel 2: 86.499001 Copyback: 0.017000 Sum: 0.029000 It 7,Best ac:0.001515 1.000000 fi:0.099625. Ave ac:0.003483,0.006776 Initialization: 5.688000 Memcpy Classifiers: 0.467000 Memcpy Instances: 7.969000 Kernel 1: 0.023000 Kernel 2: 83.401001 Copyback: 0.017000 Sum: 0.031000 It 8,Best ac:0.001515 1.000000 fi:0.099625. Ave ac:0.002287,0.004024 Initialization: 5.733000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.911000 Kernel 1: 0.024000 Kernel 2: 82.982002 Copyback: 0.017000 Sum: 0.032000 It 9,Best ac:0.001010 1.000000 fi:0.099861. Ave ac:0.002427,0.004085 Iteration 10:MDL fitness activated Error 0.099861 TL 0.042976 MDL Theory Length Weight: 0.7745441617 (3) Initialization: 5.742000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.919000 Kernel 1: 0.024000 Kernel 2: 86.049004 Copyback: 0.017000 Sum: 0.029000 It 10,Best ac:0.001010 1.000000 fi:0.119093. Ave ac:0.002966,0.008545 Initialization: 5.682000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.922000 Kernel 1: 0.023000 Kernel 2: 84.752998 Copyback: 0.017000 Sum: 0.025000 It 11,Best ac:0.002525 1.000000 fi:0.116263. Ave ac:0.002846,0.006790 Initialization: 5.670000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.975000 Kernel 1: 0.022000 Kernel 2: 85.188004 Copyback: 0.017000 Sum: 0.029000 It 12,Best ac:0.001767 1.000000 fi:0.116342. Ave ac:0.003503,0.007144 Initialization: 7.045000 Memcpy Classifiers: 0.744000 Memcpy Instances: 8.052000 Kernel 1: 0.024000 Kernel 2: 86.192001 Copyback: 0.017000 Sum: 0.039000 It 13,Best ac:0.002525 1.000000 fi:0.112584. Ave ac:0.004175,0.009474 Initialization: 5.679000 Memcpy Classifiers: 0.433000 Memcpy Instances: 9.891000 Kernel 1: 0.026000 Kernel 2: 84.927002 Copyback: 0.017000 Sum: 0.032000 It 14,Best ac:0.000757 1.000000 fi:0.119676. Ave ac:0.003579,0.006733 Initialization: 6.165000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.542000 Kernel 1: 0.023000 Kernel 2: 85.958000 Copyback: 0.018000 Sum: 0.041000 It 15,Best ac:0.000757 1.000000 fi:0.115881. Ave ac:0.002976,0.005774 Initialization: 5.698000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.939000 Kernel 1: 0.022000 Kernel 2: 85.195000 Copyback: 0.017000 Sum: 0.027000 It 16,Best ac:0.000757 1.000000 fi:0.118150. Ave ac:0.003035,0.005857 Initialization: 5.664000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.943000 Kernel 1: 0.024000 Kernel 2: 81.963997 Copyback: 0.017000 Sum: 0.032000 It 17,Best ac:0.000757 1.000000 fi:0.115881. Ave ac:0.003466,0.006201 Initialization: 5.856000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.282000 Kernel 1: 0.022000 Kernel 2: 84.039001 Copyback: 0.016000 Sum: 0.030000 It 18,Best ac:0.001767 1.000000 fi:0.117357. Ave ac:0.003809,0.007800 Initialization: 5.867000 Memcpy Classifiers: 0.468000 Memcpy Instances: 9.540000 Kernel 1: 0.031000 Kernel 2: 80.808998 Copyback: 0.017000 Sum: 0.030000 It 19,Best ac:0.001010 1.000000 fi:0.119829. Ave ac:0.004379,0.014013 Initialization: 6.959000 Memcpy Classifiers: 0.385000 Memcpy Instances: 7.925000 Kernel 1: 0.024000 Kernel 2: 80.167000 Copyback: 0.017000 Sum: 0.028000 It 20,Best ac:0.001515 1.000000 fi:0.120505. Ave ac:0.004246,0.010831 Initialization: 7.384000 Memcpy Classifiers: 0.541000 Memcpy Instances: 10.404000 Kernel 1: 0.025000 Kernel 2: 79.955002 Copyback: 0.017000 Sum: 0.030000 It 21,Best ac:0.000757 1.000000 fi:0.115584. Ave ac:0.002909,0.005753 Initialization: 5.767000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.924000 Kernel 1: 0.024000 Kernel 2: 78.570999 Copyback: 0.017000 Sum: 0.030000 It 22,Best ac:0.000757 1.000000 fi:0.114436. Ave ac:0.002871,0.005295 MDL Theory Length Weight: 0.6970897455 (10) Initialization: 5.686000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.926000 Kernel 1: 0.024000 Kernel 2: 79.643997 Copyback: 0.017000 Sum: 0.029000 It 23,Best ac:0.001262 1.000000 fi:0.109812. Ave ac:0.002899,0.004976 Initialization: 8.168000 Memcpy Classifiers: 0.403000 Memcpy Instances: 7.995000 Kernel 1: 0.023000 Kernel 2: 79.181000 Copyback: 0.017000 Sum: 0.026000 It 24,Best ac:0.000757 1.000000 fi:0.111580. Ave ac:0.002642,0.005420 Initialization: 8.176000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.948000 Kernel 1: 0.023000 Kernel 2: 77.788002 Copyback: 0.017000 Sum: 0.033000 It 25,Best ac:0.001515 1.000000 fi:0.108839. Ave ac:0.002540,0.005562 Initialization: 8.510000 Memcpy Classifiers: 0.380000 Memcpy Instances: 10.187000 Kernel 1: 0.026000 Kernel 2: 78.155998 Copyback: 0.018000 Sum: 0.039000 It 26,Best ac:0.001767 1.000000 fi:0.113623. Ave ac:0.002978,0.005929 Initialization: 5.916000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.935000 Kernel 1: 0.022000 Kernel 2: 78.018997 Copyback: 0.017000 Sum: 0.028000 It 27,Best ac:0.001010 1.000000 fi:0.113463. Ave ac:0.003101,0.008780 Initialization: 5.699000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.924000 Kernel 1: 0.024000 Kernel 2: 77.589996 Copyback: 0.017000 Sum: 0.028000 It 28,Best ac:0.001010 1.000000 fi:0.109623. Ave ac:0.002922,0.005002 Initialization: 6.390000 Memcpy Classifiers: 0.648000 Memcpy Instances: 11.495000 Kernel 1: 0.025000 Kernel 2: 79.135002 Copyback: 0.017000 Sum: 0.030000 It 29,Best ac:0.000757 1.000000 fi:0.112177. Ave ac:0.003379,0.009760 Initialization: 6.515000 Memcpy Classifiers: 0.361000 Memcpy Instances: 11.109000 Kernel 1: 0.023000 Kernel 2: 76.941002 Copyback: 0.018000 Sum: 0.037000 It 30,Best ac:0.001515 1.000000 fi:0.112441. Ave ac:0.002582,0.004069 Initialization: 5.707000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.955000 Kernel 1: 0.023000 Kernel 2: 76.149002 Copyback: 0.017000 Sum: 0.026000 It 31,Best ac:0.000758 1.000000 fi:0.111085. Ave ac:0.002485,0.003997 Initialization: 5.719000 Memcpy Classifiers: 0.492000 Memcpy Instances: 9.835000 Kernel 1: 0.023000 Kernel 2: 80.779999 Copyback: 0.016000 Sum: 0.028000 It 32,Best ac:0.000757 1.000000 fi:0.110907. Ave ac:0.002295,0.004356 Initialization: 5.713000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.925000 Kernel 1: 0.023000 Kernel 2: 79.045998 Copyback: 0.018000 Sum: 0.035000 It 33,Best ac:0.000757 1.000000 fi:0.112232. Ave ac:0.002391,0.003645 Initialization: 28.896000 Memcpy Instances: 421.720001 Memcpy Classifiers: 0.077000 Kernel 1: 0.026000 Kernel 2: 491.040985 Copyback: 0.016000 Sum: 0.018000 Memcpy Classifiers: 0.076000 Kernel 1: 0.014000 Kernel 2: 522.494995 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.104000 Kernel 1: 0.021000 Kernel 2: 513.041016 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.110000 Kernel 1: 0.021000 Kernel 2: 496.480988 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 516.241028 Copyback: 0.017000 Sum: 0.004000 Memcpy Classifiers: 0.075000 Kernel 1: 0.016000 Kernel 2: 503.360992 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.073000 Kernel 1: 0.014000 Kernel 2: 517.203979 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.094000 Kernel 1: 0.017000 Kernel 2: 501.139008 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.074000 Kernel 1: 0.013000 Kernel 2: 516.434998 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.076000 Kernel 1: 0.013000 Kernel 2: 467.152008 Copyback: 0.367000 Sum: 0.001000 It 34,Best ac:0.000757 0.609756 fi:0.503039. Ave ac:0.002950,0.009921 Best acc 0.000757 0.609756 Rule:Att PSSM_-4_12 is [<4.422592]|Att PSSM_-1_14 is [-4.742754,5.704527]|Att PSSM_0_6 is [-6.005502,-3.836962]|Att PSSM_0_10 is [-2.148592,4.138740]|Att PSSM_1_15 is [<0.908776]|Att PSSM_1_20 is [>3.816045]|1 Accuracy : 0.782759 0 1 155456 8624 42349 28209 Removed 246 instances. 197805 Instances left. Acc of rule 0.000757-0.609756 Initialization: 6.064000 Memcpy Classifiers: 0.558000 Memcpy Instances: 7.958000 Kernel 1: 0.025000 Kernel 2: 98.110001 Copyback: 0.018000 Sum: 0.052000 Initial population average accuracy1:0.004971 accuracy2:0.215695 Initialization: 6.534000 Memcpy Classifiers: 0.534000 Memcpy Instances: 9.144000 Kernel 1: 0.024000 Kernel 2: 97.115997 Copyback: 0.017000 Sum: 0.043000 It 0,Best ac:0.000758 1.000000 fi:0.099978. Ave ac:0.004526,0.007925 Initialization: 5.757000 Memcpy Classifiers: 0.505000 Memcpy Instances: 10.870000 Kernel 1: 0.024000 Kernel 2: 97.906998 Copyback: 0.017000 Sum: 0.037000 It 1,Best ac:0.001264 1.000000 fi:0.099741. Ave ac:0.004057,0.007683 Initialization: 6.225000 Memcpy Classifiers: 0.577000 Memcpy Instances: 8.965000 Kernel 1: 0.024000 Kernel 2: 98.146004 Copyback: 0.018000 Sum: 0.038000 It 2,Best ac:0.001517 0.857143 fi:0.242480. Ave ac:0.003909,0.006635 Initialization: 6.565000 Memcpy Classifiers: 0.541000 Memcpy Instances: 7.956000 Kernel 1: 0.023000 Kernel 2: 98.927002 Copyback: 0.018000 Sum: 0.031000 It 3,Best ac:0.001011 1.000000 fi:0.099860. Ave ac:0.003353,0.005647 Initialization: 5.691000 Memcpy Classifiers: 0.576000 Memcpy Instances: 7.945000 Kernel 1: 0.024000 Kernel 2: 100.160004 Copyback: 0.017000 Sum: 0.029000 It 4,Best ac:0.000758 1.000000 fi:0.099978. Ave ac:0.004074,0.007913 Initialization: 5.826000 Memcpy Classifiers: 0.541000 Memcpy Instances: 9.240000 Kernel 1: 0.023000 Kernel 2: 97.169998 Copyback: 0.017000 Sum: 0.034000 It 5,Best ac:0.001264 1.000000 fi:0.099741. Ave ac:0.003352,0.006401 Initialization: 6.532000 Memcpy Classifiers: 0.523000 Memcpy Instances: 11.252000 Kernel 1: 0.023000 Kernel 2: 95.650002 Copyback: 0.018000 Sum: 0.041000 It 6,Best ac:0.001011 1.000000 fi:0.099860. Ave ac:0.004513,0.007608 Initialization: 5.694000 Memcpy Classifiers: 0.534000 Memcpy Instances: 11.345000 Kernel 1: 0.026000 Kernel 2: 93.481003 Copyback: 0.017000 Sum: 0.034000 It 7,Best ac:0.001517 1.000000 fi:0.099623. Ave ac:0.003781,0.006242 Initialization: 5.695000 Memcpy Classifiers: 0.541000 Memcpy Instances: 10.536000 Kernel 1: 0.024000 Kernel 2: 91.718002 Copyback: 0.017000 Sum: 0.030000 It 8,Best ac:0.001011 1.000000 fi:0.099860. Ave ac:0.003204,0.005800 Initialization: 6.873000 Memcpy Classifiers: 0.523000 Memcpy Instances: 7.931000 Kernel 1: 0.023000 Kernel 2: 91.629997 Copyback: 0.018000 Sum: 0.033000 It 9,Best ac:0.001264 1.000000 fi:0.099741. Ave ac:0.002861,0.005561 Iteration 10:MDL fitness activated Error 0.099741 TL 0.028041 MDL Theory Length Weight: 1.1856739872 (3) Initialization: 7.079000 Memcpy Classifiers: 0.887000 Memcpy Instances: 11.578000 Kernel 1: 0.033000 Kernel 2: 90.436996 Copyback: 0.017000 Sum: 0.030000 It 10,Best ac:0.000758 1.000000 fi:0.136217. Ave ac:0.002322,0.003902 Initialization: 7.768000 Memcpy Classifiers: 0.491000 Memcpy Instances: 12.378000 Kernel 1: 0.025000 Kernel 2: 90.155998 Copyback: 0.018000 Sum: 0.041000 It 11,Best ac:0.001264 1.000000 fi:0.132949. Ave ac:0.002134,0.003453 Initialization: 5.755000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.899000 Kernel 1: 0.024000 Kernel 2: 84.602997 Copyback: 0.017000 Sum: 0.034000 It 12,Best ac:0.000758 1.000000 fi:0.151235. Ave ac:0.002442,0.003863 Initialization: 6.226000 Memcpy Classifiers: 0.451000 Memcpy Instances: 10.787000 Kernel 1: 0.025000 Kernel 2: 85.996002 Copyback: 0.020000 Sum: 0.045000 It 13,Best ac:0.000759 1.000000 fi:0.141769. Ave ac:0.002319,0.003850 Initialization: 7.124000 Memcpy Classifiers: 0.652000 Memcpy Instances: 7.898000 Kernel 1: 0.023000 Kernel 2: 85.047997 Copyback: 0.017000 Sum: 0.032000 It 14,Best ac:0.000758 1.000000 fi:0.133367. Ave ac:0.002599,0.003575 Initialization: 5.948000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.923000 Kernel 1: 0.023000 Kernel 2: 84.295998 Copyback: 0.018000 Sum: 0.039000 It 15,Best ac:0.001264 1.000000 fi:0.137066. Ave ac:0.001974,0.002559 Initialization: 6.775000 Memcpy Classifiers: 0.451000 Memcpy Instances: 9.208000 Kernel 1: 0.023000 Kernel 2: 84.944000 Copyback: 0.017000 Sum: 0.026000 It 16,Best ac:0.000758 1.000000 fi:0.136217. Ave ac:0.002309,0.004241 Initialization: 6.376000 Memcpy Classifiers: 0.456000 Memcpy Instances: 7.902000 Kernel 1: 0.024000 Kernel 2: 85.228996 Copyback: 0.017000 Sum: 0.031000 It 17,Best ac:0.001264 1.000000 fi:0.127108. Ave ac:0.002798,0.004246 Initialization: 6.892000 Memcpy Classifiers: 0.564000 Memcpy Instances: 9.519000 Kernel 1: 0.022000 Kernel 2: 80.363998 Copyback: 0.018000 Sum: 0.032000 It 18,Best ac:0.001011 1.000000 fi:0.132616. Ave ac:0.002149,0.003344 Initialization: 6.809000 Memcpy Classifiers: 0.712000 Memcpy Instances: 10.931000 Kernel 1: 0.026000 Kernel 2: 80.029999 Copyback: 0.017000 Sum: 0.030000 It 19,Best ac:0.000758 1.000000 fi:0.133367. Ave ac:0.002686,0.004232 Initialization: 6.829000 Memcpy Classifiers: 0.564000 Memcpy Instances: 9.699000 Kernel 1: 0.023000 Kernel 2: 78.086998 Copyback: 0.017000 Sum: 0.026000 It 20,Best ac:0.001011 1.000000 fi:0.133107. Ave ac:0.002063,0.002976 Initialization: 7.162000 Memcpy Classifiers: 0.594000 Memcpy Instances: 8.310000 Kernel 1: 0.024000 Kernel 2: 76.317001 Copyback: 0.017000 Sum: 0.031000 It 21,Best ac:0.001264 1.000000 fi:0.127406. Ave ac:0.001946,0.003549 Initialization: 6.261000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.986000 Kernel 1: 0.031000 Kernel 2: 75.776001 Copyback: 0.017000 Sum: 0.029000 It 22,Best ac:0.001264 1.000000 fi:0.134205. Ave ac:0.001646,0.002446 Initialization: 7.584000 Memcpy Classifiers: 0.681000 Memcpy Instances: 8.623000 Kernel 1: 0.023000 Kernel 2: 74.626999 Copyback: 0.017000 Sum: 0.029000 It 23,Best ac:0.000758 1.000000 fi:0.135245. Ave ac:0.001902,0.003030 Initialization: 5.692000 Memcpy Classifiers: 0.469000 Memcpy Instances: 10.239000 Kernel 1: 0.024000 Kernel 2: 74.777000 Copyback: 0.017000 Sum: 0.028000 It 24,Best ac:0.001264 1.000000 fi:0.127406. Ave ac:0.001842,0.002953 Initialization: 7.369000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.915000 Kernel 1: 0.024000 Kernel 2: 75.474998 Copyback: 0.017000 Sum: 0.029000 It 25,Best ac:0.001264 1.000000 fi:0.126602. Ave ac:0.001940,0.002838 Initialization: 6.287000 Memcpy Classifiers: 0.457000 Memcpy Instances: 10.084000 Kernel 1: 0.023000 Kernel 2: 77.400002 Copyback: 0.017000 Sum: 0.026000 It 26,Best ac:0.001517 1.000000 fi:0.128979. Ave ac:0.002086,0.003490 Initialization: 5.849000 Memcpy Classifiers: 0.381000 Memcpy Instances: 11.053000 Kernel 1: 0.026000 Kernel 2: 76.430000 Copyback: 0.017000 Sum: 0.028000 It 27,Best ac:0.001264 1.000000 fi:0.123305. Ave ac:0.001916,0.003657 Initialization: 5.921000 Memcpy Classifiers: 0.381000 Memcpy Instances: 11.232000 Kernel 1: 0.023000 Kernel 2: 74.830002 Copyback: 0.370000 Sum: 0.035000 It 28,Best ac:0.001011 1.000000 fi:0.125985. Ave ac:0.001569,0.002216 Initialization: 6.989000 Memcpy Classifiers: 0.542000 Memcpy Instances: 10.560000 Kernel 1: 0.024000 Kernel 2: 72.879997 Copyback: 0.017000 Sum: 0.033000 It 29,Best ac:0.000758 1.000000 fi:0.124197. Ave ac:0.002019,0.002703 Initialization: 7.008000 Memcpy Classifiers: 0.380000 Memcpy Instances: 10.317000 Kernel 1: 0.026000 Kernel 2: 70.445000 Copyback: 0.017000 Sum: 0.029000 It 30,Best ac:0.000758 1.000000 fi:0.121457. Ave ac:0.001583,0.002414 Initialization: 5.789000 Memcpy Classifiers: 0.353000 Memcpy Instances: 10.964000 Kernel 1: 0.023000 Kernel 2: 68.888000 Copyback: 0.016000 Sum: 0.029000 It 31,Best ac:0.000758 1.000000 fi:0.125893. Ave ac:0.001563,0.001950 Initialization: 5.722000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.921000 Kernel 1: 0.023000 Kernel 2: 67.439003 Copyback: 0.017000 Sum: 0.028000 It 32,Best ac:0.000758 1.000000 fi:0.131423. Ave ac:0.001675,0.001994 Initialization: 7.985000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.912000 Kernel 1: 0.024000 Kernel 2: 66.598000 Copyback: 0.017000 Sum: 0.028000 It 33,Best ac:0.001769 0.875000 fi:0.256938. Ave ac:0.001139,0.001688 Initialization: 33.875000 Memcpy Instances: 464.906006 Memcpy Classifiers: 0.133000 Kernel 1: 0.033000 Kernel 2: 472.460999 Copyback: 0.016000 Sum: 0.018000 Memcpy Classifiers: 0.129000 Kernel 1: 0.022000 Kernel 2: 479.837006 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.130000 Kernel 1: 0.022000 Kernel 2: 475.992004 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.091000 Kernel 1: 0.013000 Kernel 2: 464.763000 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.114000 Kernel 1: 0.019000 Kernel 2: 487.141998 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.128000 Kernel 1: 0.022000 Kernel 2: 485.309998 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.090000 Kernel 1: 0.013000 Kernel 2: 487.648987 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.109000 Kernel 1: 0.016000 Kernel 2: 480.041992 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.130000 Kernel 1: 0.021000 Kernel 2: 470.725006 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.085000 Kernel 1: 0.013000 Kernel 2: 415.287994 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.000753 0.645022 fi:0.489423. Ave ac:0.002285,0.007463 Best acc 0.000753 0.645022 Initialization: 6.989000 Memcpy Classifiers: 0.557000 Memcpy Instances: 11.954000 Kernel 1: 0.029000 Kernel 2: 96.411003 Copyback: 0.018000 Sum: 0.051000 Initial population average accuracy1:0.005703 accuracy2:0.213471 Initialization: 5.796000 Memcpy Classifiers: 0.504000 Memcpy Instances: 11.365000 Kernel 1: 0.022000 Kernel 2: 96.398003 Copyback: 0.018000 Sum: 0.065000 It 0,Best ac:0.001517 0.750000 fi:0.349623. Ave ac:0.004851,0.008331 Initialization: 6.273000 Memcpy Classifiers: 0.523000 Memcpy Instances: 11.269000 Kernel 1: 0.024000 Kernel 2: 96.644997 Copyback: 0.018000 Sum: 0.040000 It 1,Best ac:0.001517 0.750000 fi:0.349623. Ave ac:0.005023,0.009343 Initialization: 6.035000 Memcpy Classifiers: 0.505000 Memcpy Instances: 10.124000 Kernel 1: 0.023000 Kernel 2: 94.007004 Copyback: 0.018000 Sum: 0.029000 It 2,Best ac:0.001011 1.000000 fi:0.099860. Ave ac:0.005143,0.009260 Initialization: 5.716000 Memcpy Classifiers: 0.504000 Memcpy Instances: 8.728000 Kernel 1: 0.023000 Kernel 2: 94.723999 Copyback: 0.017000 Sum: 0.029000 It 3,Best ac:0.000758 1.000000 fi:0.099978. Ave ac:0.005353,0.010223 Initialization: 6.278000 Memcpy Classifiers: 0.756000 Memcpy Instances: 8.705000 Kernel 1: 0.023000 Kernel 2: 90.771004 Copyback: 0.017000 Sum: 0.037000 It 4,Best ac:0.002022 1.000000 fi:0.099386. Ave ac:0.004184,0.007963 Initialization: 8.385000 Memcpy Classifiers: 0.712000 Memcpy Instances: 12.401000 Kernel 1: 0.027000 Kernel 2: 89.679001 Copyback: 0.017000 Sum: 0.037000 It 5,Best ac:0.000758 1.000000 fi:0.099978. Ave ac:0.003696,0.007659 Initialization: 5.808000 Memcpy Classifiers: 0.450000 Memcpy Instances: 9.509000 Kernel 1: 0.025000 Kernel 2: 92.817001 Copyback: 0.018000 Sum: 0.047000 It 6,Best ac:0.001011 1.000000 fi:0.099860. Ave ac:0.003974,0.007123 Initialization: 5.712000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.929000 Kernel 1: 0.024000 Kernel 2: 91.514000 Copyback: 0.018000 Sum: 0.041000 It 7,Best ac:0.001769 1.000000 fi:0.099504. Ave ac:0.003144,0.004731 Initialization: 6.433000 Memcpy Classifiers: 0.451000 Memcpy Instances: 9.099000 Kernel 1: 0.023000 Kernel 2: 91.894997 Copyback: 0.018000 Sum: 0.037000 It 8,Best ac:0.001517 1.000000 fi:0.099623. Ave ac:0.002507,0.003780 Initialization: 5.771000 Memcpy Classifiers: 0.451000 Memcpy Instances: 11.139000 Kernel 1: 0.023000 Kernel 2: 93.622002 Copyback: 0.016000 Sum: 0.030000 It 9,Best ac:0.001011 1.000000 fi:0.099860. Ave ac:0.002219,0.004003 Iteration 10:MDL fitness activated Error 0.099860 TL 0.040898 MDL Theory Length Weight: 0.8139018691 (6) Initialization: 6.216000 Memcpy Classifiers: 0.452000 Memcpy Instances: 11.153000 Kernel 1: 0.024000 Kernel 2: 93.313004 Copyback: 0.018000 Sum: 0.042000 It 10,Best ac:0.000758 1.000000 fi:0.130241. Ave ac:0.002355,0.003964 Initialization: 6.007000 Memcpy Classifiers: 0.486000 Memcpy Instances: 7.911000 Kernel 1: 0.024000 Kernel 2: 91.678001 Copyback: 0.016000 Sum: 0.031000 It 11,Best ac:0.001011 1.000000 fi:0.131121. Ave ac:0.002527,0.004185 Initialization: 6.130000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.908000 Kernel 1: 0.024000 Kernel 2: 94.013000 Copyback: 0.018000 Sum: 0.039000 It 12,Best ac:0.001264 1.000000 fi:0.125616. Ave ac:0.002670,0.004991 Initialization: 8.271000 Memcpy Classifiers: 0.841000 Memcpy Instances: 10.498000 Kernel 1: 0.025000 Kernel 2: 92.016998 Copyback: 0.018000 Sum: 0.038000 It 13,Best ac:0.000758 1.000000 fi:0.133631. Ave ac:0.002716,0.005562 Initialization: 6.367000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.016000 Kernel 1: 0.031000 Kernel 2: 90.848999 Copyback: 0.017000 Sum: 0.034000 It 14,Best ac:0.000758 1.000000 fi:0.126000. Ave ac:0.002462,0.004307 Initialization: 5.733000 Memcpy Classifiers: 0.623000 Memcpy Instances: 10.557000 Kernel 1: 0.023000 Kernel 2: 92.496002 Copyback: 0.017000 Sum: 0.029000 It 15,Best ac:0.000758 1.000000 fi:0.126450. Ave ac:0.002438,0.004689 Initialization: 7.184000 Memcpy Classifiers: 0.570000 Memcpy Instances: 7.895000 Kernel 1: 0.025000 Kernel 2: 92.570999 Copyback: 0.018000 Sum: 0.041000 It 16,Best ac:0.000758 1.000000 fi:0.127111. Ave ac:0.002303,0.005089 Initialization: 7.774000 Memcpy Classifiers: 0.552000 Memcpy Instances: 10.838000 Kernel 1: 0.027000 Kernel 2: 90.331001 Copyback: 0.017000 Sum: 0.028000 It 17,Best ac:0.000758 1.000000 fi:0.124819. Ave ac:0.002083,0.004239 Initialization: 7.214000 Memcpy Classifiers: 0.744000 Memcpy Instances: 9.024000 Kernel 1: 0.026000 Kernel 2: 91.253998 Copyback: 0.018000 Sum: 0.036000 It 18,Best ac:0.000758 1.000000 fi:0.119899. Ave ac:0.002686,0.006042 Initialization: 6.440000 Memcpy Classifiers: 0.434000 Memcpy Instances: 11.270000 Kernel 1: 0.023000 Kernel 2: 90.543999 Copyback: 0.018000 Sum: 0.038000 It 19,Best ac:0.000758 1.000000 fi:0.123440. Ave ac:0.002990,0.005791 Initialization: 6.199000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.963000 Kernel 1: 0.023000 Kernel 2: 86.986000 Copyback: 0.016000 Sum: 0.031000 It 20,Best ac:0.001011 1.000000 fi:0.116922. Ave ac:0.002456,0.004539 Initialization: 5.750000 Memcpy Classifiers: 0.398000 Memcpy Instances: 12.296000 Kernel 1: 0.026000 Kernel 2: 87.894997 Copyback: 0.017000 Sum: 0.039000 It 21,Best ac:0.001264 1.000000 fi:0.120620. Ave ac:0.002179,0.004151 Initialization: 6.812000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.967000 Kernel 1: 0.022000 Kernel 2: 89.074997 Copyback: 0.017000 Sum: 0.028000 It 22,Best ac:0.000758 1.000000 fi:0.118929. Ave ac:0.002768,0.005440 Initialization: 7.736000 Memcpy Classifiers: 0.679000 Memcpy Instances: 10.286000 Kernel 1: 0.025000 Kernel 2: 88.251999 Copyback: 0.017000 Sum: 0.032000 It 23,Best ac:0.001264 1.000000 fi:0.120581. Ave ac:0.002917,0.006447 Initialization: 6.236000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.913000 Kernel 1: 0.023000 Kernel 2: 91.638000 Copyback: 0.019000 Sum: 0.033000 It 24,Best ac:0.001516 1.000000 fi:0.121185. Ave ac:0.003964,0.008213 Initialization: 7.718000 Memcpy Classifiers: 0.807000 Memcpy Instances: 8.383000 Kernel 1: 0.023000 Kernel 2: 89.746002 Copyback: 0.017000 Sum: 0.028000 It 25,Best ac:0.001011 1.000000 fi:0.118810. Ave ac:0.003420,0.006419 Initialization: 6.555000 Memcpy Classifiers: 0.661000 Memcpy Instances: 10.269000 Kernel 1: 0.024000 Kernel 2: 88.412003 Copyback: 0.019000 Sum: 0.043000 It 26,Best ac:0.001264 1.000000 fi:0.118926. Ave ac:0.003650,0.005799 Initialization: 7.047000 Memcpy Classifiers: 0.672000 Memcpy Instances: 10.240000 Kernel 1: 0.032000 Kernel 2: 86.342003 Copyback: 0.017000 Sum: 0.032000 It 27,Best ac:0.000758 1.000000 fi:0.119099. Ave ac:0.003254,0.005489 Initialization: 7.391000 Memcpy Classifiers: 0.621000 Memcpy Instances: 10.587000 Kernel 1: 0.024000 Kernel 2: 88.247002 Copyback: 0.018000 Sum: 0.037000 It 28,Best ac:0.001011 1.000000 fi:0.115866. Ave ac:0.003551,0.007121 Initialization: 7.642000 Memcpy Classifiers: 0.439000 Memcpy Instances: 10.035000 Kernel 1: 0.022000 Kernel 2: 88.945000 Copyback: 0.022000 Sum: 0.029000 It 29,Best ac:0.000758 1.000000 fi:0.120997. Ave ac:0.003816,0.009578 Initialization: 7.210000 Memcpy Classifiers: 0.614000 Memcpy Instances: 9.991000 Kernel 1: 0.025000 Kernel 2: 87.665001 Copyback: 0.018000 Sum: 0.031000 It 30,Best ac:0.001264 1.000000 fi:0.117274. Ave ac:0.003188,0.004986 Initialization: 5.755000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.949000 Kernel 1: 0.023000 Kernel 2: 88.487999 Copyback: 0.018000 Sum: 0.038000 It 31,Best ac:0.001264 1.000000 fi:0.120202. Ave ac:0.002774,0.003980 Initialization: 8.126000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.316000 Kernel 1: 0.032000 Kernel 2: 87.350998 Copyback: 0.018000 Sum: 0.028000 It 32,Best ac:0.000758 1.000000 fi:0.121013. Ave ac:0.002497,0.004099 Initialization: 7.059000 Memcpy Classifiers: 0.736000 Memcpy Instances: 9.693000 Kernel 1: 0.022000 Kernel 2: 86.411003 Copyback: 0.018000 Sum: 0.032000 It 33,Best ac:0.001769 1.000000 fi:0.114518. Ave ac:0.002978,0.004117 Initialization: 28.857000 Memcpy Instances: 394.740997 Memcpy Classifiers: 0.080000 Kernel 1: 0.027000 Kernel 2: 579.510010 Copyback: 0.014000 Sum: 0.017000 Memcpy Classifiers: 0.078000 Kernel 1: 0.012000 Kernel 2: 556.198975 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.078000 Kernel 1: 0.015000 Kernel 2: 575.888977 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.077000 Kernel 1: 0.012000 Kernel 2: 569.755981 Copyback: 0.370000 Sum: 0.001000 Memcpy Classifiers: 0.078000 Kernel 1: 0.012000 Kernel 2: 567.528015 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.106000 Kernel 1: 0.022000 Kernel 2: 564.187012 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.078000 Kernel 1: 0.012000 Kernel 2: 566.075989 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.115000 Kernel 1: 0.020000 Kernel 2: 552.372009 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.077000 Kernel 1: 0.012000 Kernel 2: 545.885986 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.079000 Kernel 1: 0.012000 Kernel 2: 481.722992 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.000905 0.606780 fi:0.514009. Ave ac:0.002463,0.008640 Best acc 0.000905 0.606780 Rule:Att PSSM_-4_17 is [-5.214167,5.416877]|Att PSSM_-2_20 is [>0.057186]|Att PSSM_0_2 is [-6.991460,-3.874238]|Att PSSM_0_11 is [-2.432195,2.754393]|Att PSSM_0_12 is [-6.654523,-2.209344]|Att PSSM_0_15 is [<0.411159]|Att PSSM_1_10 is [>-2.795061]|Att PSSM_1_12 is [-3.651308,3.651308]|Att PSSM_2_6 is [-6.863649,-1.136350]|Att PSSM_4_6 is [<2.765796]|1 Accuracy : 0.783045 0 1 155374 8706 42200 28358 Removed 231 instances. 197574 Instances left. Acc of rule 0.000753-0.645022 Initialization: 5.740000 Memcpy Classifiers: 0.558000 Memcpy Instances: 7.899000 Kernel 1: 0.025000 Kernel 2: 96.185997 Copyback: 0.017000 Sum: 0.039000 Initial population average accuracy1:0.005624 accuracy2:0.216897 Initialization: 5.731000 Memcpy Classifiers: 0.596000 Memcpy Instances: 7.902000 Kernel 1: 0.024000 Kernel 2: 96.014000 Copyback: 0.017000 Sum: 0.044000 It 0,Best ac:0.001012 1.000000 fi:0.099858. Ave ac:0.004824,0.009942 Initialization: 5.740000 Memcpy Classifiers: 0.513000 Memcpy Instances: 7.899000 Kernel 1: 0.024000 Kernel 2: 97.668999 Copyback: 0.017000 Sum: 0.029000 It 1,Best ac:0.000759 1.000000 fi:0.099977. Ave ac:0.005458,0.011626 Initialization: 5.790000 Memcpy Classifiers: 0.524000 Memcpy Instances: 7.933000 Kernel 1: 0.023000 Kernel 2: 97.180000 Copyback: 0.017000 Sum: 0.029000 It 2,Best ac:0.000759 1.000000 fi:0.099977. Ave ac:0.004522,0.007519 Initialization: 5.786000 Memcpy Classifiers: 0.617000 Memcpy Instances: 10.605000 Kernel 1: 0.024000 Kernel 2: 94.190002 Copyback: 0.017000 Sum: 0.027000 It 3,Best ac:0.001519 0.857143 fi:0.242478. Ave ac:0.004577,0.007902 Initialization: 5.705000 Memcpy Classifiers: 0.557000 Memcpy Instances: 7.890000 Kernel 1: 0.024000 Kernel 2: 94.970001 Copyback: 0.017000 Sum: 0.029000 It 4,Best ac:0.000759 1.000000 fi:0.099977. Ave ac:0.003554,0.006708 Initialization: 5.702000 Memcpy Classifiers: 0.488000 Memcpy Instances: 7.902000 Kernel 1: 0.024000 Kernel 2: 93.016998 Copyback: 0.017000 Sum: 0.029000 It 5,Best ac:0.001265 1.000000 fi:0.099739. Ave ac:0.004414,0.008258 Initialization: 5.717000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.909000 Kernel 1: 0.025000 Kernel 2: 92.603996 Copyback: 0.017000 Sum: 0.035000 It 6,Best ac:0.001265 1.000000 fi:0.099739. Ave ac:0.003974,0.008001 Initialization: 5.738000 Memcpy Classifiers: 0.520000 Memcpy Instances: 7.895000 Kernel 1: 0.023000 Kernel 2: 92.480003 Copyback: 0.017000 Sum: 0.027000 It 7,Best ac:0.001771 1.000000 fi:0.099502. Ave ac:0.003687,0.006294 Initialization: 5.694000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.899000 Kernel 1: 0.024000 Kernel 2: 92.692001 Copyback: 0.017000 Sum: 0.029000 It 8,Best ac:0.001518 1.000000 fi:0.099620. Ave ac:0.003897,0.006504 Initialization: 5.719000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.911000 Kernel 1: 0.023000 Kernel 2: 91.512001 Copyback: 0.017000 Sum: 0.029000 It 9,Best ac:0.001012 1.000000 fi:0.099858. Ave ac:0.003204,0.005463 Iteration 10:MDL fitness activated Error 0.099858 TL 0.042455 MDL Theory Length Weight: 0.7840274181 (3) Initialization: 5.708000 Memcpy Classifiers: 0.493000 Memcpy Instances: 7.894000 Kernel 1: 0.024000 Kernel 2: 91.543999 Copyback: 0.018000 Sum: 0.030000 It 10,Best ac:0.001012 1.000000 fi:0.124082. Ave ac:0.002912,0.005723 Initialization: 5.773000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.889000 Kernel 1: 0.023000 Kernel 2: 92.361000 Copyback: 0.017000 Sum: 0.030000 It 11,Best ac:0.001519 1.000000 fi:0.132906. Ave ac:0.003182,0.005580 Initialization: 5.710000 Memcpy Classifiers: 0.506000 Memcpy Instances: 7.916000 Kernel 1: 0.023000 Kernel 2: 91.199997 Copyback: 0.017000 Sum: 0.032000 It 12,Best ac:0.001265 1.000000 fi:0.120458. Ave ac:0.003579,0.006054 Initialization: 5.718000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.906000 Kernel 1: 0.024000 Kernel 2: 93.598999 Copyback: 0.017000 Sum: 0.031000 It 13,Best ac:0.001012 1.000000 fi:0.131525. Ave ac:0.002512,0.004808 Initialization: 5.752000 Memcpy Classifiers: 0.487000 Memcpy Instances: 11.186000 Kernel 1: 0.024000 Kernel 2: 93.878998 Copyback: 0.017000 Sum: 0.028000 It 14,Best ac:0.000759 1.000000 fi:0.126611. Ave ac:0.002579,0.004282 Initialization: 8.478000 Memcpy Classifiers: 0.876000 Memcpy Instances: 11.278000 Kernel 1: 0.026000 Kernel 2: 91.987000 Copyback: 0.018000 Sum: 0.035000 It 15,Best ac:0.000759 1.000000 fi:0.123380. Ave ac:0.002643,0.004156 Initialization: 5.718000 Memcpy Classifiers: 0.504000 Memcpy Instances: 8.665000 Kernel 1: 0.033000 Kernel 2: 93.484001 Copyback: 0.018000 Sum: 0.042000 It 16,Best ac:0.000759 1.000000 fi:0.124619. Ave ac:0.002288,0.003941 Initialization: 5.734000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.908000 Kernel 1: 0.024000 Kernel 2: 94.458000 Copyback: 0.016000 Sum: 0.031000 It 17,Best ac:0.000759 1.000000 fi:0.130947. Ave ac:0.002943,0.004931 Initialization: 5.733000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.909000 Kernel 1: 0.025000 Kernel 2: 93.804001 Copyback: 0.017000 Sum: 0.027000 It 18,Best ac:0.000759 1.000000 fi:0.131705. Ave ac:0.002351,0.003376 Initialization: 5.774000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.907000 Kernel 1: 0.024000 Kernel 2: 98.112999 Copyback: 0.017000 Sum: 0.032000 It 19,Best ac:0.001266 1.000000 fi:0.126330. Ave ac:0.002861,0.004681 Initialization: 5.719000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.893000 Kernel 1: 0.024000 Kernel 2: 96.501999 Copyback: 0.017000 Sum: 0.031000 It 20,Best ac:0.001012 1.000000 fi:0.129605. Ave ac:0.003141,0.005465 Initialization: 5.714000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.901000 Kernel 1: 0.023000 Kernel 2: 96.498001 Copyback: 0.017000 Sum: 0.029000 It 21,Best ac:0.000759 1.000000 fi:0.128316. Ave ac:0.002788,0.005244 MDL Theory Length Weight: 0.7056246763 (10) Initialization: 5.707000 Memcpy Classifiers: 0.486000 Memcpy Instances: 7.895000 Kernel 1: 0.024000 Kernel 2: 100.101997 Copyback: 0.017000 Sum: 0.035000 It 22,Best ac:0.001012 1.000000 fi:0.125383. Ave ac:0.002735,0.005709 Initialization: 5.734000 Memcpy Classifiers: 0.488000 Memcpy Instances: 7.892000 Kernel 1: 0.023000 Kernel 2: 98.213997 Copyback: 0.017000 Sum: 0.033000 It 23,Best ac:0.001519 1.000000 fi:0.121799. Ave ac:0.002004,0.003138 Initialization: 5.758000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.906000 Kernel 1: 0.023000 Kernel 2: 95.675003 Copyback: 0.017000 Sum: 0.036000 It 24,Best ac:0.000759 1.000000 fi:0.123972. Ave ac:0.002678,0.006058 Initialization: 5.698000 Memcpy Classifiers: 0.488000 Memcpy Instances: 7.897000 Kernel 1: 0.023000 Kernel 2: 94.513000 Copyback: 0.017000 Sum: 0.034000 It 25,Best ac:0.001012 1.000000 fi:0.123460. Ave ac:0.002096,0.003187 Initialization: 5.817000 Memcpy Classifiers: 0.454000 Memcpy Instances: 8.081000 Kernel 1: 0.022000 Kernel 2: 95.949997 Copyback: 0.018000 Sum: 0.033000 It 26,Best ac:0.000759 1.000000 fi:0.123046. Ave ac:0.001518,0.002644 Initialization: 5.776000 Memcpy Classifiers: 0.497000 Memcpy Instances: 10.773000 Kernel 1: 0.022000 Kernel 2: 94.210999 Copyback: 0.018000 Sum: 0.035000 It 27,Best ac:0.001012 1.000000 fi:0.123625. Ave ac:0.001922,0.003296 Initialization: 7.263000 Memcpy Classifiers: 0.774000 Memcpy Instances: 10.856000 Kernel 1: 0.023000 Kernel 2: 95.669998 Copyback: 0.017000 Sum: 0.032000 It 28,Best ac:0.000759 1.000000 fi:0.118621. Ave ac:0.002406,0.003334 Initialization: 5.797000 Memcpy Classifiers: 0.433000 Memcpy Instances: 11.060000 Kernel 1: 0.023000 Kernel 2: 95.394997 Copyback: 0.017000 Sum: 0.029000 It 29,Best ac:0.000759 1.000000 fi:0.120484. Ave ac:0.003041,0.004261 Initialization: 8.327000 Memcpy Classifiers: 0.590000 Memcpy Instances: 10.306000 Kernel 1: 0.025000 Kernel 2: 92.759003 Copyback: 0.018000 Sum: 0.033000 It 30,Best ac:0.001012 1.000000 fi:0.123828. Ave ac:0.002536,0.003398 Initialization: 6.806000 Memcpy Classifiers: 0.466000 Memcpy Instances: 9.888000 Kernel 1: 0.023000 Kernel 2: 93.042999 Copyback: 0.017000 Sum: 0.030000 It 31,Best ac:0.002025 1.000000 fi:0.117177. Ave ac:0.001936,0.003287 Initialization: 5.748000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.904000 Kernel 1: 0.023000 Kernel 2: 93.384003 Copyback: 0.017000 Sum: 0.031000 It 32,Best ac:0.001012 1.000000 fi:0.122756. Ave ac:0.002052,0.003388 Initialization: 5.725000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.921000 Kernel 1: 0.023000 Kernel 2: 89.922997 Copyback: 0.017000 Sum: 0.033000 It 33,Best ac:0.000759 1.000000 fi:0.130806. Ave ac:0.003118,0.004363 Initialization: 29.549999 Memcpy Instances: 402.166992 Memcpy Classifiers: 0.095000 Kernel 1: 0.027000 Kernel 2: 570.687988 Copyback: 0.015000 Sum: 0.017000 Memcpy Classifiers: 0.092000 Kernel 1: 0.013000 Kernel 2: 592.359985 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.091000 Kernel 1: 0.013000 Kernel 2: 571.976990 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.092000 Kernel 1: 0.012000 Kernel 2: 572.750977 Copyback: 0.368000 Sum: 0.003000 Memcpy Classifiers: 0.129000 Kernel 1: 0.021000 Kernel 2: 566.310974 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.090000 Kernel 1: 0.012000 Kernel 2: 581.093018 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.092000 Kernel 1: 0.013000 Kernel 2: 564.810974 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.091000 Kernel 1: 0.012000 Kernel 2: 600.721008 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.090000 Kernel 1: 0.012000 Kernel 2: 587.685974 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.121000 Kernel 1: 0.021000 Kernel 2: 503.532013 Copyback: 0.015000 Sum: 0.002000 It 34,Best ac:0.000759 0.684932 fi:0.439040. Ave ac:0.002449,0.007543 Best acc 0.000759 0.684932 Initialization: 5.758000 Memcpy Classifiers: 0.558000 Memcpy Instances: 9.741000 Kernel 1: 0.024000 Kernel 2: 97.140999 Copyback: 0.017000 Sum: 0.039000 Initial population average accuracy1:0.005168 accuracy2:0.200215 Initialization: 5.743000 Memcpy Classifiers: 0.522000 Memcpy Instances: 9.403000 Kernel 1: 0.032000 Kernel 2: 98.342003 Copyback: 0.017000 Sum: 0.041000 It 0,Best ac:0.001012 0.800000 fi:0.299858. Ave ac:0.005186,0.010040 Initialization: 5.719000 Memcpy Classifiers: 0.468000 Memcpy Instances: 11.343000 Kernel 1: 0.023000 Kernel 2: 98.352997 Copyback: 0.018000 Sum: 0.028000 It 1,Best ac:0.002025 0.888889 fi:0.210494. Ave ac:0.005060,0.009166 Initialization: 5.995000 Memcpy Classifiers: 0.468000 Memcpy Instances: 11.926000 Kernel 1: 0.023000 Kernel 2: 98.273003 Copyback: 0.017000 Sum: 0.028000 It 2,Best ac:0.000759 0.750000 fi:0.349977. Ave ac:0.004299,0.007911 Initialization: 7.981000 Memcpy Classifiers: 0.468000 Memcpy Instances: 11.146000 Kernel 1: 0.024000 Kernel 2: 97.931000 Copyback: 0.017000 Sum: 0.028000 It 3,Best ac:0.001012 1.000000 fi:0.099858. Ave ac:0.003886,0.007162 Initialization: 6.141000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.564000 Kernel 1: 0.025000 Kernel 2: 96.069000 Copyback: 0.017000 Sum: 0.030000 It 4,Best ac:0.000759 1.000000 fi:0.099977. Ave ac:0.002817,0.004347 Initialization: 8.123000 Memcpy Classifiers: 0.498000 Memcpy Instances: 7.930000 Kernel 1: 0.023000 Kernel 2: 95.982002 Copyback: 0.017000 Sum: 0.033000 It 5,Best ac:0.001265 1.000000 fi:0.099739. Ave ac:0.002808,0.004452 Initialization: 5.749000 Memcpy Classifiers: 0.466000 Memcpy Instances: 7.895000 Kernel 1: 0.023000 Kernel 2: 97.149002 Copyback: 0.018000 Sum: 0.039000 It 6,Best ac:0.001266 1.000000 fi:0.099739. Ave ac:0.002728,0.003691 Initialization: 5.998000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.928000 Kernel 1: 0.023000 Kernel 2: 98.204002 Copyback: 0.017000 Sum: 0.030000 It 7,Best ac:0.000759 1.000000 fi:0.099977. Ave ac:0.002633,0.003810 Initialization: 5.718000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.896000 Kernel 1: 0.025000 Kernel 2: 96.272003 Copyback: 0.017000 Sum: 0.035000 It 8,Best ac:0.001012 1.000000 fi:0.099858. Ave ac:0.002331,0.003757 Initialization: 5.708000 Memcpy Classifiers: 0.532000 Memcpy Instances: 7.900000 Kernel 1: 0.023000 Kernel 2: 95.594002 Copyback: 0.016000 Sum: 0.039000 It 9,Best ac:0.002530 1.000000 fi:0.099145. Ave ac:0.002506,0.003983 Iteration 10:MDL fitness activated Error 0.099145 TL 0.028061 MDL Theory Length Weight: 1.1777328193 (1) Initialization: 5.731000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.903000 Kernel 1: 0.024000 Kernel 2: 95.308998 Copyback: 0.017000 Sum: 0.036000 It 10,Best ac:0.000759 1.000000 fi:0.145200. Ave ac:0.001953,0.003600 Initialization: 5.769000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.899000 Kernel 1: 0.023000 Kernel 2: 94.072998 Copyback: 0.017000 Sum: 0.027000 It 11,Best ac:0.000759 1.000000 fi:0.137815. Ave ac:0.002697,0.004414 Initialization: 5.748000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.897000 Kernel 1: 0.024000 Kernel 2: 96.580002 Copyback: 0.016000 Sum: 0.034000 It 12,Best ac:0.000759 1.000000 fi:0.140875. Ave ac:0.002433,0.003495 Initialization: 5.736000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.905000 Kernel 1: 0.024000 Kernel 2: 96.218002 Copyback: 0.016000 Sum: 0.028000 It 13,Best ac:0.001266 1.000000 fi:0.142191. Ave ac:0.002119,0.003859 Initialization: 5.718000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.901000 Kernel 1: 0.024000 Kernel 2: 99.962997 Copyback: 0.017000 Sum: 0.028000 It 14,Best ac:0.001265 1.000000 fi:0.137578. Ave ac:0.002231,0.003640 Initialization: 5.710000 Memcpy Classifiers: 0.467000 Memcpy Instances: 7.904000 Kernel 1: 0.025000 Kernel 2: 97.944000 Copyback: 0.017000 Sum: 0.028000 It 15,Best ac:0.000759 1.000000 fi:0.140502. Ave ac:0.002062,0.003530 Initialization: 5.775000 Memcpy Classifiers: 0.451000 Memcpy Instances: 9.906000 Kernel 1: 0.023000 Kernel 2: 97.348999 Copyback: 0.017000 Sum: 0.031000 It 16,Best ac:0.001518 1.000000 fi:0.129914. Ave ac:0.002755,0.004850 Initialization: 5.778000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.891000 Kernel 1: 0.023000 Kernel 2: 97.320000 Copyback: 0.017000 Sum: 0.029000 It 17,Best ac:0.001012 1.000000 fi:0.129465. Ave ac:0.002647,0.004123 Initialization: 5.725000 Memcpy Classifiers: 0.504000 Memcpy Instances: 7.912000 Kernel 1: 0.023000 Kernel 2: 96.801003 Copyback: 0.372000 Sum: 0.035000 It 18,Best ac:0.001519 0.857143 fi:0.286043. Ave ac:0.002287,0.003098 Initialization: 5.718000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.901000 Kernel 1: 0.025000 Kernel 2: 99.194000 Copyback: 0.017000 Sum: 0.029000 It 19,Best ac:0.001012 1.000000 fi:0.145604. Ave ac:0.001784,0.002458 Initialization: 5.765000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.903000 Kernel 1: 0.023000 Kernel 2: 94.328003 Copyback: 0.017000 Sum: 0.030000 It 20,Best ac:0.000759 1.000000 fi:0.131885. Ave ac:0.002117,0.003176 Initialization: 5.727000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.908000 Kernel 1: 0.024000 Kernel 2: 93.661003 Copyback: 0.017000 Sum: 0.033000 It 21,Best ac:0.000759 1.000000 fi:0.138119. Ave ac:0.001987,0.003339 Initialization: 5.776000 Memcpy Classifiers: 0.416000 Memcpy Instances: 10.762000 Kernel 1: 0.032000 Kernel 2: 92.739998 Copyback: 0.017000 Sum: 0.027000 It 22,Best ac:0.001265 1.000000 fi:0.131173. Ave ac:0.002289,0.003633 Initialization: 5.759000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.902000 Kernel 1: 0.025000 Kernel 2: 92.223000 Copyback: 0.017000 Sum: 0.028000 It 23,Best ac:0.001265 1.000000 fi:0.129346. Ave ac:0.002129,0.003199 Initialization: 5.722000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.896000 Kernel 1: 0.024000 Kernel 2: 91.804001 Copyback: 0.016000 Sum: 0.032000 It 24,Best ac:0.001518 1.000000 fi:0.125678. Ave ac:0.002440,0.003736 Initialization: 5.737000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.900000 Kernel 1: 0.024000 Kernel 2: 88.197998 Copyback: 0.017000 Sum: 0.030000 It 25,Best ac:0.000759 1.000000 fi:0.144245. Ave ac:0.001528,0.002356 Initialization: 5.716000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.904000 Kernel 1: 0.024000 Kernel 2: 88.990997 Copyback: 0.017000 Sum: 0.029000 It 26,Best ac:0.001265 1.000000 fi:0.134457. Ave ac:0.002132,0.003240 Initialization: 5.702000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.930000 Kernel 1: 0.024000 Kernel 2: 92.550003 Copyback: 0.017000 Sum: 0.028000 It 27,Best ac:0.001265 1.000000 fi:0.141076. Ave ac:0.002365,0.003660 Initialization: 5.770000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.905000 Kernel 1: 0.024000 Kernel 2: 90.856003 Copyback: 0.017000 Sum: 0.032000 It 28,Best ac:0.001012 1.000000 fi:0.136922. Ave ac:0.001915,0.003320 Initialization: 5.734000 Memcpy Classifiers: 0.422000 Memcpy Instances: 7.896000 Kernel 1: 0.024000 Kernel 2: 87.668999 Copyback: 0.017000 Sum: 0.026000 It 29,Best ac:0.001265 1.000000 fi:0.126293. Ave ac:0.002465,0.003607 Initialization: 5.730000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.906000 Kernel 1: 0.024000 Kernel 2: 84.722000 Copyback: 0.018000 Sum: 0.035000 It 30,Best ac:0.001012 1.000000 fi:0.128597. Ave ac:0.002023,0.002964 Initialization: 5.728000 Memcpy Classifiers: 0.457000 Memcpy Instances: 7.893000 Kernel 1: 0.024000 Kernel 2: 87.510002 Copyback: 0.017000 Sum: 0.026000 It 31,Best ac:0.001519 1.000000 fi:0.126028. Ave ac:0.002759,0.004081 Initialization: 5.743000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.892000 Kernel 1: 0.025000 Kernel 2: 84.125999 Copyback: 0.016000 Sum: 0.028000 It 32,Best ac:0.000759 1.000000 fi:0.128014. Ave ac:0.002197,0.004062 Initialization: 7.095000 Memcpy Classifiers: 0.540000 Memcpy Instances: 8.931000 Kernel 1: 0.023000 Kernel 2: 85.529999 Copyback: 0.016000 Sum: 0.034000 It 33,Best ac:0.001266 1.000000 fi:0.129146. Ave ac:0.001852,0.003176 MDL Theory Length Weight: 1.0599595374 (10) Initialization: 27.455999 Memcpy Instances: 458.501007 Memcpy Classifiers: 0.081000 Kernel 1: 0.025000 Kernel 2: 578.841003 Copyback: 0.017000 Sum: 0.020000 Memcpy Classifiers: 0.118000 Kernel 1: 0.022000 Kernel 2: 570.091003 Copyback: 0.017000 Sum: 0.003000 Memcpy Classifiers: 0.118000 Kernel 1: 0.022000 Kernel 2: 571.581970 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.116000 Kernel 1: 0.021000 Kernel 2: 552.869019 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.079000 Kernel 1: 0.013000 Kernel 2: 584.627991 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.079000 Kernel 1: 0.013000 Kernel 2: 560.664978 Copyback: 0.019000 Sum: 0.005000 Memcpy Classifiers: 0.106000 Kernel 1: 0.022000 Kernel 2: 554.229004 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.116000 Kernel 1: 0.021000 Kernel 2: 565.085999 Copyback: 0.366000 Sum: 0.003000 Memcpy Classifiers: 0.118000 Kernel 1: 0.021000 Kernel 2: 563.010010 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.081000 Kernel 1: 0.013000 Kernel 2: 491.738007 Copyback: 0.015000 Sum: 0.002000 It 34,Best ac:0.000688 0.657005 fi:0.497439. Ave ac:0.002039,0.007001 Best acc 0.000688 0.657005 Rule:Att PSSM_-1_16 is [-5.342867,2.617006]|Att PSSM_0_2 is [<-2.566611]|Att PSSM_0_4 is [-7.519192,-2.480808]|Att PSSM_0_20 is [>-1.242313]|Att PSSM_1_13 is [<4.693802]|Att PSSM_3_12 is [<-2.441840]|Att PSSM_3_15 is [<4.016167]|Att PSSM_4_6 is [-5.665180,1.665180]|Att PSSM_4_7 is [-6.332277,0.332277]|Att PSSM_4_11 is [2.044580,5.955420]|Att PSSM_4_20 is [-2.991947,0.420993]|1 Accuracy : 0.783390 0 1 155305 8775 42050 28508 Removed 219 instances. 197355 Instances left. Acc of rule 0.000759-0.684932 Initialization: 5.718000 Memcpy Classifiers: 0.548000 Memcpy Instances: 7.888000 Kernel 1: 0.025000 Kernel 2: 95.924004 Copyback: 0.017000 Sum: 0.043000 Initial population average accuracy1:0.004829 accuracy2:0.207317 Initialization: 5.740000 Memcpy Classifiers: 0.540000 Memcpy Instances: 7.887000 Kernel 1: 0.024000 Kernel 2: 96.386002 Copyback: 0.017000 Sum: 0.054000 It 0,Best ac:0.001013 1.000000 fi:0.099856. Ave ac:0.004301,0.007906 Initialization: 5.711000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.901000 Kernel 1: 0.024000 Kernel 2: 96.941002 Copyback: 0.017000 Sum: 0.030000 It 1,Best ac:0.001013 1.000000 fi:0.099856. Ave ac:0.004753,0.009146 Initialization: 5.742000 Memcpy Classifiers: 0.540000 Memcpy Instances: 7.880000 Kernel 1: 0.024000 Kernel 2: 96.573997 Copyback: 0.019000 Sum: 0.037000 It 2,Best ac:0.001013 0.800000 fi:0.299856. Ave ac:0.004393,0.008420 Initialization: 5.916000 Memcpy Classifiers: 0.512000 Memcpy Instances: 7.910000 Kernel 1: 0.022000 Kernel 2: 96.897003 Copyback: 0.017000 Sum: 0.032000 It 3,Best ac:0.001013 1.000000 fi:0.099856. Ave ac:0.003519,0.005922 Initialization: 5.723000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.877000 Kernel 1: 0.024000 Kernel 2: 98.138000 Copyback: 0.017000 Sum: 0.029000 It 4,Best ac:0.000760 1.000000 fi:0.099976. Ave ac:0.003644,0.007998 Initialization: 5.712000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.906000 Kernel 1: 0.023000 Kernel 2: 98.234001 Copyback: 0.017000 Sum: 0.031000 It 5,Best ac:0.001013 1.000000 fi:0.099856. Ave ac:0.003270,0.006205 Initialization: 5.740000 Memcpy Classifiers: 0.504000 Memcpy Instances: 7.880000 Kernel 1: 0.025000 Kernel 2: 101.026001 Copyback: 0.016000 Sum: 0.029000 It 6,Best ac:0.001013 1.000000 fi:0.099856. Ave ac:0.003215,0.006910 Initialization: 5.745000 Memcpy Classifiers: 0.506000 Memcpy Instances: 7.901000 Kernel 1: 0.024000 Kernel 2: 101.574997 Copyback: 0.017000 Sum: 0.028000 It 7,Best ac:0.000760 1.000000 fi:0.099976. Ave ac:0.002454,0.004713 Initialization: 5.715000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.921000 Kernel 1: 0.023000 Kernel 2: 101.067001 Copyback: 0.017000 Sum: 0.030000 It 8,Best ac:0.001267 1.000000 fi:0.099737. Ave ac:0.003006,0.004361 Initialization: 5.689000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.896000 Kernel 1: 0.023000 Kernel 2: 100.570999 Copyback: 0.017000 Sum: 0.032000 It 9,Best ac:0.001013 1.000000 fi:0.099856. Ave ac:0.003433,0.004649 Iteration 10:MDL fitness activated Error 0.099856 TL 0.038838 MDL Theory Length Weight: 0.8570276064 (2) Initialization: 7.500000 Memcpy Classifiers: 0.697000 Memcpy Instances: 10.301000 Kernel 1: 0.025000 Kernel 2: 98.850998 Copyback: 0.017000 Sum: 0.032000 It 10,Best ac:0.001013 1.000000 fi:0.124583. Ave ac:0.003253,0.004528 Initialization: 5.705000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.895000 Kernel 1: 0.024000 Kernel 2: 96.648003 Copyback: 0.016000 Sum: 0.032000 It 11,Best ac:0.001267 1.000000 fi:0.126069. Ave ac:0.002771,0.004568 Initialization: 5.719000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.893000 Kernel 1: 0.024000 Kernel 2: 98.275002 Copyback: 0.017000 Sum: 0.030000 It 12,Best ac:0.000760 1.000000 fi:0.128502. Ave ac:0.002586,0.004436 Initialization: 5.769000 Memcpy Classifiers: 0.505000 Memcpy Instances: 10.079000 Kernel 1: 0.023000 Kernel 2: 97.728996 Copyback: 0.017000 Sum: 0.037000 It 13,Best ac:0.000760 1.000000 fi:0.125288. Ave ac:0.002145,0.002963 Initialization: 6.847000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.544000 Kernel 1: 0.023000 Kernel 2: 97.544998 Copyback: 0.017000 Sum: 0.032000 It 14,Best ac:0.000760 1.000000 fi:0.131344. Ave ac:0.001760,0.003447 Initialization: 5.745000 Memcpy Classifiers: 0.450000 Memcpy Instances: 10.095000 Kernel 1: 0.023000 Kernel 2: 95.788002 Copyback: 0.017000 Sum: 0.027000 It 15,Best ac:0.001773 1.000000 fi:0.129035. Ave ac:0.002350,0.004849 Initialization: 5.893000 Memcpy Classifiers: 0.507000 Memcpy Instances: 10.789000 Kernel 1: 0.023000 Kernel 2: 89.785004 Copyback: 0.017000 Sum: 0.029000 It 16,Best ac:0.000760 1.000000 fi:0.122344. Ave ac:0.002156,0.003343 Initialization: 5.770000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.941000 Kernel 1: 0.024000 Kernel 2: 88.634003 Copyback: 0.017000 Sum: 0.034000 It 17,Best ac:0.000760 1.000000 fi:0.123840. Ave ac:0.001613,0.002885 Initialization: 7.393000 Memcpy Classifiers: 0.488000 Memcpy Instances: 7.904000 Kernel 1: 0.025000 Kernel 2: 88.824997 Copyback: 0.017000 Sum: 0.042000 It 18,Best ac:0.000760 1.000000 fi:0.122053. Ave ac:0.002059,0.004298 Initialization: 5.725000 Memcpy Classifiers: 0.487000 Memcpy Instances: 9.095000 Kernel 1: 0.032000 Kernel 2: 89.518997 Copyback: 0.018000 Sum: 0.042000 It 19,Best ac:0.000760 1.000000 fi:0.123305. Ave ac:0.001834,0.002721 Initialization: 5.770000 Memcpy Classifiers: 0.508000 Memcpy Instances: 10.538000 Kernel 1: 0.022000 Kernel 2: 87.349998 Copyback: 0.016000 Sum: 0.031000 It 20,Best ac:0.000760 1.000000 fi:0.120925. Ave ac:0.002534,0.003609 Initialization: 5.944000 Memcpy Classifiers: 0.652000 Memcpy Instances: 7.923000 Kernel 1: 0.023000 Kernel 2: 83.307999 Copyback: 0.017000 Sum: 0.036000 It 21,Best ac:0.000760 1.000000 fi:0.120079. Ave ac:0.002635,0.006004 Initialization: 6.016000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.950000 Kernel 1: 0.022000 Kernel 2: 84.318001 Copyback: 0.017000 Sum: 0.033000 It 22,Best ac:0.001267 1.000000 fi:0.121052. Ave ac:0.001584,0.002587 Initialization: 6.285000 Memcpy Classifiers: 0.433000 Memcpy Instances: 9.914000 Kernel 1: 0.024000 Kernel 2: 84.696999 Copyback: 0.017000 Sum: 0.030000 It 23,Best ac:0.000760 1.000000 fi:0.124502. Ave ac:0.002122,0.003369 Initialization: 5.733000 Memcpy Classifiers: 0.435000 Memcpy Instances: 7.904000 Kernel 1: 0.023000 Kernel 2: 84.850998 Copyback: 0.018000 Sum: 0.041000 It 24,Best ac:0.000760 1.000000 fi:0.117959. Ave ac:0.002474,0.004060 Initialization: 5.791000 Memcpy Classifiers: 0.416000 Memcpy Instances: 11.979000 Kernel 1: 0.024000 Kernel 2: 81.108002 Copyback: 0.016000 Sum: 0.027000 It 25,Best ac:0.001520 1.000000 fi:0.118820. Ave ac:0.001977,0.003754 Initialization: 5.721000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.906000 Kernel 1: 0.023000 Kernel 2: 79.806999 Copyback: 0.017000 Sum: 0.031000 It 26,Best ac:0.000760 1.000000 fi:0.126916. Ave ac:0.001857,0.003965 Initialization: 7.302000 Memcpy Classifiers: 0.452000 Memcpy Instances: 7.879000 Kernel 1: 0.024000 Kernel 2: 80.857002 Copyback: 0.017000 Sum: 0.028000 It 27,Best ac:0.001267 1.000000 fi:0.122105. Ave ac:0.001526,0.001811 Initialization: 5.730000 Memcpy Classifiers: 0.452000 Memcpy Instances: 10.920000 Kernel 1: 0.023000 Kernel 2: 79.791000 Copyback: 0.017000 Sum: 0.029000 It 28,Best ac:0.000760 1.000000 fi:0.119565. Ave ac:0.001759,0.001837 Initialization: 5.686000 Memcpy Classifiers: 0.421000 Memcpy Instances: 7.888000 Kernel 1: 0.023000 Kernel 2: 79.417000 Copyback: 0.017000 Sum: 0.031000 It 29,Best ac:0.000760 1.000000 fi:0.118797. Ave ac:0.001435,0.002170 Initialization: 5.766000 Memcpy Classifiers: 0.415000 Memcpy Instances: 10.955000 Kernel 1: 0.028000 Kernel 2: 76.810997 Copyback: 0.017000 Sum: 0.032000 It 30,Best ac:0.000760 1.000000 fi:0.117959. Ave ac:0.001762,0.002881 Initialization: 5.712000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.917000 Kernel 1: 0.022000 Kernel 2: 77.505997 Copyback: 0.017000 Sum: 0.029000 It 31,Best ac:0.000760 1.000000 fi:0.118670. Ave ac:0.002011,0.002914 Initialization: 6.907000 Memcpy Classifiers: 0.565000 Memcpy Instances: 9.432000 Kernel 1: 0.033000 Kernel 2: 77.655998 Copyback: 0.017000 Sum: 0.033000 It 32,Best ac:0.002027 1.000000 fi:0.120309. Ave ac:0.002744,0.003949 Initialization: 5.792000 Memcpy Classifiers: 0.415000 Memcpy Instances: 9.734000 Kernel 1: 0.024000 Kernel 2: 78.676003 Copyback: 0.018000 Sum: 0.041000 It 33,Best ac:0.001267 1.000000 fi:0.120343. Ave ac:0.002606,0.003986 MDL Theory Length Weight: 0.7713248457 (10) Initialization: 27.056999 Memcpy Instances: 483.975006 Memcpy Classifiers: 0.080000 Kernel 1: 0.025000 Kernel 2: 500.954010 Copyback: 0.015000 Sum: 0.017000 Memcpy Classifiers: 0.079000 Kernel 1: 0.012000 Kernel 2: 526.002014 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.115000 Kernel 1: 0.022000 Kernel 2: 520.843994 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.116000 Kernel 1: 0.022000 Kernel 2: 511.545990 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.078000 Kernel 1: 0.013000 Kernel 2: 514.310974 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.078000 Kernel 1: 0.013000 Kernel 2: 518.197998 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.078000 Kernel 1: 0.014000 Kernel 2: 510.541992 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.116000 Kernel 1: 0.021000 Kernel 2: 514.596985 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.077000 Kernel 1: 0.013000 Kernel 2: 504.829987 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.080000 Kernel 1: 0.013000 Kernel 2: 456.371002 Copyback: 0.367000 Sum: 0.002000 It 34,Best ac:0.000866 0.635688 fi:0.485234. Ave ac:0.002463,0.007947 Best acc 0.000866 0.635688 Initialization: 5.709000 Memcpy Classifiers: 0.549000 Memcpy Instances: 8.173000 Kernel 1: 0.033000 Kernel 2: 97.839996 Copyback: 0.017000 Sum: 0.040000 Initial population average accuracy1:0.004950 accuracy2:0.209417 Initialization: 5.732000 Memcpy Classifiers: 0.540000 Memcpy Instances: 7.924000 Kernel 1: 0.024000 Kernel 2: 95.228996 Copyback: 0.018000 Sum: 0.050000 It 0,Best ac:0.000760 0.750000 fi:0.349976. Ave ac:0.004262,0.006437 Initialization: 5.705000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.900000 Kernel 1: 0.024000 Kernel 2: 94.163002 Copyback: 0.018000 Sum: 0.035000 It 1,Best ac:0.000760 1.000000 fi:0.099976. Ave ac:0.004266,0.006704 Initialization: 6.696000 Memcpy Classifiers: 0.904000 Memcpy Instances: 12.135000 Kernel 1: 0.031000 Kernel 2: 95.303001 Copyback: 0.017000 Sum: 0.036000 It 2,Best ac:0.001013 1.000000 fi:0.099856. Ave ac:0.004077,0.006812 Initialization: 5.738000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.957000 Kernel 1: 0.023000 Kernel 2: 97.486000 Copyback: 0.017000 Sum: 0.037000 It 3,Best ac:0.001013 1.000000 fi:0.099856. Ave ac:0.004147,0.005695 Initialization: 5.738000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.066000 Kernel 1: 0.032000 Kernel 2: 94.782997 Copyback: 0.017000 Sum: 0.030000 It 4,Best ac:0.000760 1.000000 fi:0.099976. Ave ac:0.004338,0.006337 Initialization: 5.710000 Memcpy Classifiers: 0.486000 Memcpy Instances: 7.925000 Kernel 1: 0.023000 Kernel 2: 94.078003 Copyback: 0.017000 Sum: 0.028000 It 5,Best ac:0.001267 1.000000 fi:0.099737. Ave ac:0.004127,0.006311 Initialization: 5.708000 Memcpy Classifiers: 0.494000 Memcpy Instances: 7.923000 Kernel 1: 0.022000 Kernel 2: 93.108002 Copyback: 0.018000 Sum: 0.033000 It 6,Best ac:0.001267 1.000000 fi:0.099737. Ave ac:0.003722,0.006054 Initialization: 5.686000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.885000 Kernel 1: 0.023000 Kernel 2: 92.334999 Copyback: 0.017000 Sum: 0.028000 It 7,Best ac:0.001267 1.000000 fi:0.099737. Ave ac:0.003608,0.005515 Initialization: 5.786000 Memcpy Classifiers: 0.486000 Memcpy Instances: 7.885000 Kernel 1: 0.023000 Kernel 2: 91.024002 Copyback: 0.017000 Sum: 0.033000 It 8,Best ac:0.001266 1.000000 fi:0.099737. Ave ac:0.003183,0.004580 Initialization: 5.730000 Memcpy Classifiers: 0.454000 Memcpy Instances: 7.894000 Kernel 1: 0.024000 Kernel 2: 90.514000 Copyback: 0.016000 Sum: 0.035000 It 9,Best ac:0.001773 1.000000 fi:0.099499. Ave ac:0.003418,0.004814 Iteration 10:MDL fitness activated Error 0.099499 TL 0.054488 MDL Theory Length Weight: 0.6086832417 (1) Initialization: 5.708000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.895000 Kernel 1: 0.023000 Kernel 2: 89.362000 Copyback: 0.017000 Sum: 0.032000 It 10,Best ac:0.001013 1.000000 fi:0.121322. Ave ac:0.003441,0.004485 Initialization: 5.707000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.895000 Kernel 1: 0.024000 Kernel 2: 88.815002 Copyback: 0.016000 Sum: 0.033000 It 11,Best ac:0.001013 1.000000 fi:0.116941. Ave ac:0.003745,0.005236 Initialization: 5.742000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.882000 Kernel 1: 0.024000 Kernel 2: 88.264000 Copyback: 0.017000 Sum: 0.032000 It 12,Best ac:0.000760 1.000000 fi:0.119388. Ave ac:0.003241,0.005275 Initialization: 5.727000 Memcpy Classifiers: 0.473000 Memcpy Instances: 7.879000 Kernel 1: 0.024000 Kernel 2: 88.764000 Copyback: 0.016000 Sum: 0.027000 It 13,Best ac:0.000760 1.000000 fi:0.124956. Ave ac:0.002537,0.003563 Initialization: 5.758000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.899000 Kernel 1: 0.024000 Kernel 2: 86.869003 Copyback: 0.017000 Sum: 0.032000 It 14,Best ac:0.002027 1.000000 fi:0.114509. Ave ac:0.002873,0.004545 Initialization: 5.737000 Memcpy Classifiers: 0.504000 Memcpy Instances: 7.897000 Kernel 1: 0.025000 Kernel 2: 85.189003 Copyback: 0.017000 Sum: 0.030000 It 15,Best ac:0.001013 1.000000 fi:0.122847. Ave ac:0.002518,0.003865 Initialization: 5.751000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.877000 Kernel 1: 0.024000 Kernel 2: 85.588997 Copyback: 0.017000 Sum: 0.032000 It 16,Best ac:0.001267 1.000000 fi:0.115980. Ave ac:0.002685,0.005641 Initialization: 5.729000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.896000 Kernel 1: 0.023000 Kernel 2: 83.139000 Copyback: 0.017000 Sum: 0.035000 It 17,Best ac:0.001013 1.000000 fi:0.120821. Ave ac:0.002475,0.005536 Initialization: 5.699000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.909000 Kernel 1: 0.024000 Kernel 2: 84.782997 Copyback: 0.019000 Sum: 0.040000 It 18,Best ac:0.000760 1.000000 fi:0.122085. Ave ac:0.003058,0.005802 Initialization: 5.715000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.879000 Kernel 1: 0.024000 Kernel 2: 82.160004 Copyback: 0.017000 Sum: 0.032000 It 19,Best ac:0.001013 1.000000 fi:0.114986. Ave ac:0.002892,0.004938 Initialization: 5.737000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.900000 Kernel 1: 0.022000 Kernel 2: 80.995003 Copyback: 0.017000 Sum: 0.030000 It 20,Best ac:0.001267 1.000000 fi:0.124497. Ave ac:0.002411,0.003725 Initialization: 6.895000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.887000 Kernel 1: 0.024000 Kernel 2: 80.582001 Copyback: 0.017000 Sum: 0.030000 It 21,Best ac:0.001013 1.000000 fi:0.117220. Ave ac:0.002662,0.003734 Initialization: 5.708000 Memcpy Classifiers: 0.380000 Memcpy Instances: 10.385000 Kernel 1: 0.036000 Kernel 2: 79.643997 Copyback: 0.017000 Sum: 0.027000 It 22,Best ac:0.001013 1.000000 fi:0.120895. Ave ac:0.001856,0.002955 Initialization: 5.733000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.906000 Kernel 1: 0.024000 Kernel 2: 82.234001 Copyback: 0.017000 Sum: 0.026000 It 23,Best ac:0.001267 1.000000 fi:0.116365. Ave ac:0.002872,0.005014 MDL Theory Length Weight: 0.5478149175 (10) Initialization: 5.775000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.884000 Kernel 1: 0.024000 Kernel 2: 82.404999 Copyback: 0.016000 Sum: 0.029000 It 24,Best ac:0.001013 1.000000 fi:0.114822. Ave ac:0.002893,0.004119 Initialization: 5.707000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.903000 Kernel 1: 0.024000 Kernel 2: 79.435997 Copyback: 0.017000 Sum: 0.029000 It 25,Best ac:0.001013 1.000000 fi:0.116921. Ave ac:0.002824,0.004789 Initialization: 5.713000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.891000 Kernel 1: 0.024000 Kernel 2: 78.676003 Copyback: 0.017000 Sum: 0.028000 It 26,Best ac:0.000760 1.000000 fi:0.115341. Ave ac:0.003142,0.005046 Initialization: 5.749000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.879000 Kernel 1: 0.024000 Kernel 2: 79.246002 Copyback: 0.016000 Sum: 0.029000 It 27,Best ac:0.001013 1.000000 fi:0.113791. Ave ac:0.002592,0.004101 Initialization: 5.716000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.908000 Kernel 1: 0.023000 Kernel 2: 79.989998 Copyback: 0.017000 Sum: 0.028000 It 28,Best ac:0.001013 1.000000 fi:0.117130. Ave ac:0.003291,0.004482 Initialization: 5.736000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.883000 Kernel 1: 0.023000 Kernel 2: 79.945999 Copyback: 0.017000 Sum: 0.025000 It 29,Best ac:0.000760 1.000000 fi:0.120705. Ave ac:0.003200,0.003851 Initialization: 5.846000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.881000 Kernel 1: 0.024000 Kernel 2: 79.675003 Copyback: 0.016000 Sum: 0.032000 It 30,Best ac:0.000760 1.000000 fi:0.117008. Ave ac:0.002522,0.004218 Initialization: 5.991000 Memcpy Classifiers: 0.433000 Memcpy Instances: 11.184000 Kernel 1: 0.024000 Kernel 2: 82.981003 Copyback: 0.017000 Sum: 0.032000 It 31,Best ac:0.001013 1.000000 fi:0.115703. Ave ac:0.001869,0.002666 Initialization: 5.746000 Memcpy Classifiers: 0.414000 Memcpy Instances: 7.880000 Kernel 1: 0.024000 Kernel 2: 80.754997 Copyback: 0.017000 Sum: 0.028000 It 32,Best ac:0.001013 1.000000 fi:0.115232. Ave ac:0.002084,0.002828 Initialization: 5.743000 Memcpy Classifiers: 0.415000 Memcpy Instances: 10.259000 Kernel 1: 0.023000 Kernel 2: 81.079002 Copyback: 0.017000 Sum: 0.026000 It 33,Best ac:0.001520 1.000000 fi:0.111802. Ave ac:0.002181,0.003298 Initialization: 27.160999 Memcpy Instances: 390.657990 Memcpy Classifiers: 0.082000 Kernel 1: 0.026000 Kernel 2: 540.158997 Copyback: 0.015000 Sum: 0.017000 Memcpy Classifiers: 0.079000 Kernel 1: 0.014000 Kernel 2: 527.744019 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.078000 Kernel 1: 0.013000 Kernel 2: 531.687988 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.078000 Kernel 1: 0.012000 Kernel 2: 531.728027 Copyback: 0.018000 Sum: 0.002000 Memcpy Classifiers: 0.078000 Kernel 1: 0.011000 Kernel 2: 518.030029 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.079000 Kernel 1: 0.012000 Kernel 2: 522.411011 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.078000 Kernel 1: 0.013000 Kernel 2: 518.530029 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.078000 Kernel 1: 0.012000 Kernel 2: 530.758972 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.077000 Kernel 1: 0.012000 Kernel 2: 524.525024 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.082000 Kernel 1: 0.012000 Kernel 2: 449.003998 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.000846 0.613971 fi:0.499899. Ave ac:0.002088,0.007029 Best acc 0.000846 0.613971 Rule:Att PSSM_-2_10 is [>-2.657532]|Att PSSM_0_5 is [>-0.378258]|Att PSSM_0_6 is [<1.920504]|Att PSSM_0_12 is [<-2.976961]|Att PSSM_0_20 is [-0.767496,4.767496]|Att PSSM_1_2 is [<3.710433]|Att PSSM_1_12 is [<-1.270310]|Att PSSM_1_14 is [>-1.929426]|Att PSSM_2_2 is [>-3.208652]|Att PSSM_2_18 is [<4.991581]|Att PSSM_3_5 is [-4.533594,4.533594]|Att PSSM_3_12 is [<6.423457]|1 Accuracy : 0.783701 0 1 155207 8873 41879 28679 Removed 269 instances. 197086 Instances left. Acc of rule 0.000866-0.635688 Initialization: 5.906000 Memcpy Classifiers: 0.577000 Memcpy Instances: 7.884000 Kernel 1: 0.026000 Kernel 2: 97.170998 Copyback: 0.016000 Sum: 0.040000 Initial population average accuracy1:0.004933 accuracy2:0.200055 Initialization: 5.721000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.896000 Kernel 1: 0.024000 Kernel 2: 97.711998 Copyback: 0.017000 Sum: 0.035000 It 0,Best ac:0.001522 0.857143 fi:0.242472. Ave ac:0.005569,0.010257 Initialization: 5.721000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.874000 Kernel 1: 0.024000 Kernel 2: 97.816002 Copyback: 0.017000 Sum: 0.028000 It 1,Best ac:0.000761 0.750000 fi:0.349974. Ave ac:0.006175,0.011285 Initialization: 5.700000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.883000 Kernel 1: 0.024000 Kernel 2: 96.563004 Copyback: 0.016000 Sum: 0.029000 It 2,Best ac:0.000761 1.000000 fi:0.099974. Ave ac:0.005698,0.010025 Initialization: 5.719000 Memcpy Classifiers: 0.504000 Memcpy Instances: 7.885000 Kernel 1: 0.024000 Kernel 2: 94.926003 Copyback: 0.017000 Sum: 0.030000 It 3,Best ac:0.001268 0.833333 fi:0.266402. Ave ac:0.004572,0.008417 Initialization: 5.684000 Memcpy Classifiers: 0.486000 Memcpy Instances: 7.889000 Kernel 1: 0.024000 Kernel 2: 94.543999 Copyback: 0.018000 Sum: 0.039000 It 4,Best ac:0.001015 0.800000 fi:0.299855. Ave ac:0.003776,0.006006 Initialization: 5.693000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.882000 Kernel 1: 0.023000 Kernel 2: 93.931000 Copyback: 0.017000 Sum: 0.039000 It 5,Best ac:0.000761 1.000000 fi:0.099974. Ave ac:0.003159,0.005755 Initialization: 5.670000 Memcpy Classifiers: 0.488000 Memcpy Instances: 7.895000 Kernel 1: 0.023000 Kernel 2: 95.836998 Copyback: 0.017000 Sum: 0.028000 It 6,Best ac:0.001269 1.000000 fi:0.099734. Ave ac:0.003182,0.005227 Initialization: 5.723000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.885000 Kernel 1: 0.023000 Kernel 2: 93.837997 Copyback: 0.018000 Sum: 0.037000 It 7,Best ac:0.001776 0.875000 fi:0.224496. Ave ac:0.003597,0.005412 Initialization: 5.728000 Memcpy Classifiers: 0.486000 Memcpy Instances: 7.879000 Kernel 1: 0.024000 Kernel 2: 94.959999 Copyback: 0.017000 Sum: 0.026000 It 8,Best ac:0.001268 1.000000 fi:0.099735. Ave ac:0.003227,0.004493 Initialization: 5.697000 Memcpy Classifiers: 0.506000 Memcpy Instances: 7.890000 Kernel 1: 0.024000 Kernel 2: 94.614998 Copyback: 0.016000 Sum: 0.030000 It 9,Best ac:0.001522 1.000000 fi:0.099615. Ave ac:0.003421,0.005540 Iteration 10:MDL fitness activated Error 0.099615 TL 0.038335 MDL Theory Length Weight: 0.8661817773 (1) Initialization: 5.770000 Memcpy Classifiers: 0.504000 Memcpy Instances: 7.875000 Kernel 1: 0.024000 Kernel 2: 93.222000 Copyback: 0.017000 Sum: 0.031000 It 10,Best ac:0.000761 1.000000 fi:0.138205. Ave ac:0.002398,0.004532 Initialization: 5.699000 Memcpy Classifiers: 0.470000 Memcpy Instances: 7.881000 Kernel 1: 0.023000 Kernel 2: 92.740997 Copyback: 0.018000 Sum: 0.032000 It 11,Best ac:0.000761 1.000000 fi:0.138562. Ave ac:0.002295,0.003630 Initialization: 5.713000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.883000 Kernel 1: 0.024000 Kernel 2: 92.385002 Copyback: 0.017000 Sum: 0.028000 It 12,Best ac:0.000761 1.000000 fi:0.146081. Ave ac:0.002333,0.003842 Initialization: 5.735000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.867000 Kernel 1: 0.023000 Kernel 2: 93.189003 Copyback: 0.017000 Sum: 0.031000 It 13,Best ac:0.001776 1.000000 fi:0.131490. Ave ac:0.002966,0.004775 Initialization: 5.708000 Memcpy Classifiers: 0.470000 Memcpy Instances: 7.882000 Kernel 1: 0.024000 Kernel 2: 94.543999 Copyback: 0.017000 Sum: 0.030000 It 14,Best ac:0.000761 1.000000 fi:0.141444. Ave ac:0.002698,0.003670 Initialization: 5.716000 Memcpy Classifiers: 0.506000 Memcpy Instances: 7.869000 Kernel 1: 0.024000 Kernel 2: 95.636002 Copyback: 0.017000 Sum: 0.030000 It 15,Best ac:0.001015 1.000000 fi:0.131661. Ave ac:0.002428,0.003584 Initialization: 5.736000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.873000 Kernel 1: 0.025000 Kernel 2: 93.070000 Copyback: 0.017000 Sum: 0.028000 It 16,Best ac:0.000761 1.000000 fi:0.129529. Ave ac:0.001956,0.003314 Initialization: 5.736000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.876000 Kernel 1: 0.024000 Kernel 2: 93.931000 Copyback: 0.018000 Sum: 0.040000 It 17,Best ac:0.000761 1.000000 fi:0.135465. Ave ac:0.002417,0.004942 Initialization: 5.700000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.881000 Kernel 1: 0.024000 Kernel 2: 92.000000 Copyback: 0.017000 Sum: 0.026000 It 18,Best ac:0.001522 1.000000 fi:0.135185. Ave ac:0.001851,0.003780 Initialization: 5.732000 Memcpy Classifiers: 0.504000 Memcpy Instances: 7.886000 Kernel 1: 0.024000 Kernel 2: 94.526001 Copyback: 0.018000 Sum: 0.035000 It 19,Best ac:0.002283 1.000000 fi:0.128852. Ave ac:0.002401,0.003387 Initialization: 5.692000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.883000 Kernel 1: 0.024000 Kernel 2: 93.473999 Copyback: 0.018000 Sum: 0.042000 It 20,Best ac:0.000761 1.000000 fi:0.128599. Ave ac:0.002305,0.003767 Initialization: 5.732000 Memcpy Classifiers: 0.540000 Memcpy Instances: 7.890000 Kernel 1: 0.023000 Kernel 2: 94.156998 Copyback: 0.017000 Sum: 0.027000 It 21,Best ac:0.000761 1.000000 fi:0.136386. Ave ac:0.001897,0.002954 Initialization: 5.709000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.869000 Kernel 1: 0.024000 Kernel 2: 93.628998 Copyback: 0.018000 Sum: 0.036000 It 22,Best ac:0.000761 1.000000 fi:0.137404. Ave ac:0.002032,0.002793 Initialization: 5.709000 Memcpy Classifiers: 0.506000 Memcpy Instances: 7.880000 Kernel 1: 0.024000 Kernel 2: 95.644997 Copyback: 0.016000 Sum: 0.033000 It 23,Best ac:0.000761 1.000000 fi:0.136848. Ave ac:0.001586,0.002027 Initialization: 5.733000 Memcpy Classifiers: 0.540000 Memcpy Instances: 7.873000 Kernel 1: 0.024000 Kernel 2: 97.294998 Copyback: 0.017000 Sum: 0.032000 It 24,Best ac:0.002536 1.000000 fi:0.129053. Ave ac:0.001877,0.002757 Initialization: 5.718000 Memcpy Classifiers: 0.510000 Memcpy Instances: 7.893000 Kernel 1: 0.022000 Kernel 2: 96.497002 Copyback: 0.016000 Sum: 0.029000 It 25,Best ac:0.000761 1.000000 fi:0.132308. Ave ac:0.002135,0.003067 Initialization: 5.771000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.894000 Kernel 1: 0.024000 Kernel 2: 94.142998 Copyback: 0.017000 Sum: 0.029000 It 26,Best ac:0.001015 1.000000 fi:0.128019. Ave ac:0.001959,0.002835 Initialization: 5.699000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.886000 Kernel 1: 0.024000 Kernel 2: 92.061996 Copyback: 0.017000 Sum: 0.032000 It 27,Best ac:0.000761 1.000000 fi:0.139576. Ave ac:0.001520,0.002598 Initialization: 5.719000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.878000 Kernel 1: 0.024000 Kernel 2: 91.995003 Copyback: 0.016000 Sum: 0.030000 It 28,Best ac:0.000761 1.000000 fi:0.129530. Ave ac:0.001633,0.001865 Initialization: 5.700000 Memcpy Classifiers: 0.470000 Memcpy Instances: 7.874000 Kernel 1: 0.023000 Kernel 2: 90.434998 Copyback: 0.017000 Sum: 0.033000 It 29,Best ac:0.001269 1.000000 fi:0.132013. Ave ac:0.002080,0.002498 Initialization: 5.695000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.891000 Kernel 1: 0.024000 Kernel 2: 91.311996 Copyback: 0.017000 Sum: 0.030000 It 30,Best ac:0.001015 1.000000 fi:0.129771. Ave ac:0.002095,0.002721 Initialization: 5.760000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.866000 Kernel 1: 0.030000 Kernel 2: 92.693001 Copyback: 0.016000 Sum: 0.037000 It 31,Best ac:0.000761 1.000000 fi:0.125210. Ave ac:0.002351,0.003540 Initialization: 5.719000 Memcpy Classifiers: 0.488000 Memcpy Instances: 7.879000 Kernel 1: 0.023000 Kernel 2: 90.945000 Copyback: 0.017000 Sum: 0.027000 It 32,Best ac:0.000761 1.000000 fi:0.131535. Ave ac:0.001737,0.002311 Initialization: 5.676000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.881000 Kernel 1: 0.023000 Kernel 2: 92.413002 Copyback: 0.017000 Sum: 0.027000 It 33,Best ac:0.001269 1.000000 fi:0.131586. Ave ac:0.001896,0.002374 Initialization: 27.743999 Memcpy Instances: 480.238007 Memcpy Classifiers: 0.095000 Kernel 1: 0.024000 Kernel 2: 581.843994 Copyback: 0.015000 Sum: 0.017000 Memcpy Classifiers: 0.092000 Kernel 1: 0.014000 Kernel 2: 591.729004 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.092000 Kernel 1: 0.012000 Kernel 2: 602.226013 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.091000 Kernel 1: 0.013000 Kernel 2: 562.325989 Copyback: 0.366000 Sum: 0.002000 Memcpy Classifiers: 0.131000 Kernel 1: 0.022000 Kernel 2: 593.862000 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.091000 Kernel 1: 0.012000 Kernel 2: 573.848999 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.091000 Kernel 1: 0.012000 Kernel 2: 571.320984 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.091000 Kernel 1: 0.012000 Kernel 2: 564.216980 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.092000 Kernel 1: 0.013000 Kernel 2: 572.028992 Copyback: 0.018000 Sum: 0.004000 Memcpy Classifiers: 0.075000 Kernel 1: 0.016000 Kernel 2: 434.408997 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.000863 0.607143 fi:0.524635. Ave ac:0.001683,0.005301 Best acc 0.000863 0.607143 Initialization: 5.706000 Memcpy Classifiers: 0.540000 Memcpy Instances: 7.878000 Kernel 1: 0.023000 Kernel 2: 96.584000 Copyback: 0.021000 Sum: 0.049000 Initial population average accuracy1:0.004940 accuracy2:0.227106 Initialization: 5.683000 Memcpy Classifiers: 0.556000 Memcpy Instances: 7.895000 Kernel 1: 0.024000 Kernel 2: 95.689003 Copyback: 0.017000 Sum: 0.031000 It 0,Best ac:0.000507 1.000000 fi:0.354083. Ave ac:0.004106,0.008112 Initialization: 5.722000 Memcpy Classifiers: 0.576000 Memcpy Instances: 7.871000 Kernel 1: 0.024000 Kernel 2: 96.987000 Copyback: 0.017000 Sum: 0.032000 It 1,Best ac:0.001015 0.800000 fi:0.299854. Ave ac:0.004727,0.008886 Initialization: 5.723000 Memcpy Classifiers: 0.540000 Memcpy Instances: 7.892000 Kernel 1: 0.023000 Kernel 2: 96.799004 Copyback: 0.018000 Sum: 0.037000 It 2,Best ac:0.000761 1.000000 fi:0.099974. Ave ac:0.004307,0.007669 Initialization: 5.750000 Memcpy Classifiers: 0.611000 Memcpy Instances: 7.877000 Kernel 1: 0.023000 Kernel 2: 95.865997 Copyback: 0.017000 Sum: 0.028000 It 3,Best ac:0.000761 1.000000 fi:0.099974. Ave ac:0.003467,0.005323 Initialization: 5.889000 Memcpy Classifiers: 0.593000 Memcpy Instances: 7.881000 Kernel 1: 0.024000 Kernel 2: 97.792999 Copyback: 0.017000 Sum: 0.033000 It 4,Best ac:0.001015 1.000000 fi:0.099854. Ave ac:0.003240,0.005253 Initialization: 5.730000 Memcpy Classifiers: 0.595000 Memcpy Instances: 7.882000 Kernel 1: 0.024000 Kernel 2: 95.630997 Copyback: 0.018000 Sum: 0.031000 It 5,Best ac:0.001522 0.750000 fi:0.349614. Ave ac:0.002976,0.004972 Initialization: 5.700000 Memcpy Classifiers: 0.504000 Memcpy Instances: 7.884000 Kernel 1: 0.024000 Kernel 2: 95.929001 Copyback: 0.017000 Sum: 0.033000 It 6,Best ac:0.001015 1.000000 fi:0.099854. Ave ac:0.003342,0.004900 Initialization: 5.734000 Memcpy Classifiers: 0.470000 Memcpy Instances: 7.873000 Kernel 1: 0.024000 Kernel 2: 94.497002 Copyback: 0.017000 Sum: 0.029000 It 7,Best ac:0.000761 1.000000 fi:0.099974. Ave ac:0.002720,0.004850 Initialization: 5.708000 Memcpy Classifiers: 0.541000 Memcpy Instances: 7.882000 Kernel 1: 0.025000 Kernel 2: 96.195000 Copyback: 0.017000 Sum: 0.029000 It 8,Best ac:0.001268 1.000000 fi:0.099735. Ave ac:0.002869,0.004842 Initialization: 5.719000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.894000 Kernel 1: 0.024000 Kernel 2: 97.808998 Copyback: 0.017000 Sum: 0.029000 It 9,Best ac:0.001776 1.000000 fi:0.099496. Ave ac:0.003084,0.005952 Iteration 10:MDL fitness activated Error 0.099496 TL 0.038979 MDL Theory Length Weight: 0.8508475324 (1) Initialization: 5.997000 Memcpy Classifiers: 0.806000 Memcpy Instances: 11.412000 Kernel 1: 0.023000 Kernel 2: 95.035004 Copyback: 0.016000 Sum: 0.033000 It 10,Best ac:0.000761 1.000000 fi:0.133189. Ave ac:0.002840,0.004768 Initialization: 5.717000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.868000 Kernel 1: 0.024000 Kernel 2: 96.751999 Copyback: 0.017000 Sum: 0.029000 It 11,Best ac:0.001015 1.000000 fi:0.139891. Ave ac:0.002841,0.005097 Initialization: 5.727000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.898000 Kernel 1: 0.024000 Kernel 2: 95.946999 Copyback: 0.017000 Sum: 0.031000 It 12,Best ac:0.001268 1.000000 fi:0.127248. Ave ac:0.003037,0.005572 Initialization: 5.717000 Memcpy Classifiers: 0.486000 Memcpy Instances: 7.892000 Kernel 1: 0.023000 Kernel 2: 95.549004 Copyback: 0.017000 Sum: 0.031000 It 13,Best ac:0.001015 1.000000 fi:0.125108. Ave ac:0.002472,0.003363 Initialization: 5.719000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.880000 Kernel 1: 0.024000 Kernel 2: 99.239998 Copyback: 0.018000 Sum: 0.030000 It 14,Best ac:0.000761 1.000000 fi:0.130260. Ave ac:0.002672,0.005379 Initialization: 5.724000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.886000 Kernel 1: 0.024000 Kernel 2: 96.755997 Copyback: 0.371000 Sum: 0.038000 It 15,Best ac:0.000761 1.000000 fi:0.130813. Ave ac:0.002472,0.005180 Initialization: 5.747000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.866000 Kernel 1: 0.023000 Kernel 2: 97.853996 Copyback: 0.017000 Sum: 0.029000 It 16,Best ac:0.000761 1.000000 fi:0.125799. Ave ac:0.003285,0.005034 Initialization: 5.805000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.956000 Kernel 1: 0.024000 Kernel 2: 96.041000 Copyback: 0.017000 Sum: 0.037000 It 17,Best ac:0.001015 1.000000 fi:0.126652. Ave ac:0.002765,0.004124 Initialization: 6.375000 Memcpy Classifiers: 0.415000 Memcpy Instances: 11.285000 Kernel 1: 0.023000 Kernel 2: 95.212997 Copyback: 0.019000 Sum: 0.042000 It 18,Best ac:0.001268 1.000000 fi:0.128404. Ave ac:0.003337,0.005060 Initialization: 6.224000 Memcpy Classifiers: 0.468000 Memcpy Instances: 10.151000 Kernel 1: 0.023000 Kernel 2: 95.110001 Copyback: 0.018000 Sum: 0.036000 It 19,Best ac:0.001015 1.000000 fi:0.123779. Ave ac:0.002571,0.003597 Initialization: 5.930000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.908000 Kernel 1: 0.023000 Kernel 2: 94.207001 Copyback: 0.018000 Sum: 0.039000 It 20,Best ac:0.000761 1.000000 fi:0.129225. Ave ac:0.002739,0.004546 Initialization: 7.104000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.885000 Kernel 1: 0.023000 Kernel 2: 97.266998 Copyback: 0.017000 Sum: 0.031000 It 21,Best ac:0.001269 1.000000 fi:0.121968. Ave ac:0.001736,0.002272 Initialization: 6.353000 Memcpy Classifiers: 0.747000 Memcpy Instances: 11.022000 Kernel 1: 0.030000 Kernel 2: 95.349998 Copyback: 0.016000 Sum: 0.030000 It 22,Best ac:0.001015 1.000000 fi:0.127312. Ave ac:0.001832,0.003415 Initialization: 6.528000 Memcpy Classifiers: 0.433000 Memcpy Instances: 10.434000 Kernel 1: 0.025000 Kernel 2: 93.250999 Copyback: 0.017000 Sum: 0.033000 It 23,Best ac:0.000761 1.000000 fi:0.123811. Ave ac:0.002285,0.004014 Initialization: 6.786000 Memcpy Classifiers: 0.540000 Memcpy Instances: 10.028000 Kernel 1: 0.032000 Kernel 2: 91.436996 Copyback: 0.017000 Sum: 0.036000 It 24,Best ac:0.000761 1.000000 fi:0.124438. Ave ac:0.002027,0.003261 Initialization: 5.808000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.878000 Kernel 1: 0.023000 Kernel 2: 91.092003 Copyback: 0.017000 Sum: 0.032000 It 25,Best ac:0.001014 1.000000 fi:0.122880. Ave ac:0.001580,0.003198 Initialization: 5.729000 Memcpy Classifiers: 0.450000 Memcpy Instances: 10.941000 Kernel 1: 0.027000 Kernel 2: 91.042000 Copyback: 0.017000 Sum: 0.030000 It 26,Best ac:0.000761 1.000000 fi:0.122864. Ave ac:0.002203,0.003853 Initialization: 5.783000 Memcpy Classifiers: 0.414000 Memcpy Instances: 10.569000 Kernel 1: 0.024000 Kernel 2: 85.994003 Copyback: 0.017000 Sum: 0.031000 It 27,Best ac:0.001268 1.000000 fi:0.121969. Ave ac:0.001978,0.003099 Initialization: 5.711000 Memcpy Classifiers: 0.415000 Memcpy Instances: 11.106000 Kernel 1: 0.026000 Kernel 2: 87.563004 Copyback: 0.017000 Sum: 0.030000 It 28,Best ac:0.000761 1.000000 fi:0.125840. Ave ac:0.002463,0.005693 Initialization: 5.765000 Memcpy Classifiers: 0.449000 Memcpy Instances: 9.323000 Kernel 1: 0.038000 Kernel 2: 90.561996 Copyback: 0.017000 Sum: 0.033000 It 29,Best ac:0.000761 1.000000 fi:0.123482. Ave ac:0.001853,0.003469 Initialization: 5.720000 Memcpy Classifiers: 0.490000 Memcpy Instances: 11.602000 Kernel 1: 0.026000 Kernel 2: 88.666000 Copyback: 0.017000 Sum: 0.029000 It 30,Best ac:0.001015 1.000000 fi:0.131007. Ave ac:0.001913,0.004155 MDL Theory Length Weight: 0.7657627792 (10) Initialization: 5.790000 Memcpy Classifiers: 0.397000 Memcpy Instances: 10.577000 Kernel 1: 0.023000 Kernel 2: 88.568001 Copyback: 0.017000 Sum: 0.027000 It 31,Best ac:0.001015 1.000000 fi:0.115758. Ave ac:0.002100,0.003824 Initialization: 5.786000 Memcpy Classifiers: 0.744000 Memcpy Instances: 9.688000 Kernel 1: 0.023000 Kernel 2: 92.718002 Copyback: 0.017000 Sum: 0.028000 It 32,Best ac:0.000761 1.000000 fi:0.119993. Ave ac:0.002076,0.003112 Initialization: 7.768000 Memcpy Classifiers: 0.740000 Memcpy Instances: 7.879000 Kernel 1: 0.024000 Kernel 2: 93.402000 Copyback: 0.017000 Sum: 0.030000 It 33,Best ac:0.001776 1.000000 fi:0.113506. Ave ac:0.002501,0.005624 Initialization: 27.555000 Memcpy Instances: 393.302002 Memcpy Classifiers: 0.090000 Kernel 1: 0.026000 Kernel 2: 592.760986 Copyback: 0.015000 Sum: 0.017000 Memcpy Classifiers: 0.090000 Kernel 1: 0.012000 Kernel 2: 570.687988 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.089000 Kernel 1: 0.013000 Kernel 2: 600.745972 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.089000 Kernel 1: 0.012000 Kernel 2: 581.458984 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.088000 Kernel 1: 0.012000 Kernel 2: 577.775024 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.088000 Kernel 1: 0.012000 Kernel 2: 601.929993 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.088000 Kernel 1: 0.012000 Kernel 2: 597.005981 Copyback: 0.368000 Sum: 0.002000 Memcpy Classifiers: 0.088000 Kernel 1: 0.012000 Kernel 2: 608.668030 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.088000 Kernel 1: 0.012000 Kernel 2: 584.744019 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.071000 Kernel 1: 0.012000 Kernel 2: 443.841003 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.000883 0.656604 fi:0.463324. Ave ac:0.001706,0.006004 Best acc 0.000883 0.656604 Rule:Att PSSM_-4_6 is [-4.552483,8.096260]|Att PSSM_-3_3 is [-6.952054,-0.809303]|Att PSSM_-2_1 is [<3.160342]|Att PSSM_-1_7 is [<3.929529]|Att PSSM_-1_9 is [<8.555687]|Att PSSM_-1_19 is [-2.984658,7.075071]|Att PSSM_0_7 is [<-4.916016]|Att PSSM_0_8 is [<3.587069]|Att PSSM_0_10 is [>0.321831]|Att PSSM_0_19 is [-4.544106,7.742625]|Att PSSM_0_20 is [>-2.995813]|Att PSSM_3_10 is [0.522309,7.111602]|1 Accuracy : 0.784055 0 1 155116 8964 41705 28853 Removed 265 instances. 196821 Instances left. Acc of rule 0.000883-0.656604 Initialization: 5.737000 Memcpy Classifiers: 0.576000 Memcpy Instances: 7.866000 Kernel 1: 0.026000 Kernel 2: 96.342003 Copyback: 0.018000 Sum: 0.039000 Initial population average accuracy1:0.005664 accuracy2:0.204119 Initialization: 5.716000 Memcpy Classifiers: 0.559000 Memcpy Instances: 7.865000 Kernel 1: 0.024000 Kernel 2: 96.237999 Copyback: 0.017000 Sum: 0.033000 It 0,Best ac:0.000508 1.000000 fi:0.350986. Ave ac:0.006202,0.010236 Initialization: 5.695000 Memcpy Classifiers: 0.557000 Memcpy Instances: 7.871000 Kernel 1: 0.023000 Kernel 2: 98.099998 Copyback: 0.017000 Sum: 0.025000 It 1,Best ac:0.001016 1.000000 fi:0.099852. Ave ac:0.006651,0.011628 Initialization: 5.719000 Memcpy Classifiers: 0.557000 Memcpy Instances: 7.867000 Kernel 1: 0.024000 Kernel 2: 96.303001 Copyback: 0.017000 Sum: 0.026000 It 2,Best ac:0.000762 1.000000 fi:0.099973. Ave ac:0.005613,0.011166 Initialization: 5.747000 Memcpy Classifiers: 0.504000 Memcpy Instances: 7.878000 Kernel 1: 0.024000 Kernel 2: 96.200996 Copyback: 0.018000 Sum: 0.024000 It 3,Best ac:0.001778 0.875000 fi:0.224493. Ave ac:0.004941,0.009361 Initialization: 5.739000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.862000 Kernel 1: 0.024000 Kernel 2: 94.082001 Copyback: 0.017000 Sum: 0.026000 It 4,Best ac:0.001016 1.000000 fi:0.099852. Ave ac:0.004831,0.010346 Initialization: 5.716000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.859000 Kernel 1: 0.024000 Kernel 2: 93.648003 Copyback: 0.017000 Sum: 0.027000 It 5,Best ac:0.001016 1.000000 fi:0.099852. Ave ac:0.004557,0.009074 Initialization: 5.691000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.869000 Kernel 1: 0.023000 Kernel 2: 92.352997 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.001016 1.000000 fi:0.099852. Ave ac:0.002745,0.005612 Initialization: 5.703000 Memcpy Classifiers: 0.486000 Memcpy Instances: 7.884000 Kernel 1: 0.023000 Kernel 2: 92.218002 Copyback: 0.017000 Sum: 0.028000 It 7,Best ac:0.001270 1.000000 fi:0.099732. Ave ac:0.002707,0.005495 Initialization: 5.765000 Memcpy Classifiers: 0.507000 Memcpy Instances: 7.863000 Kernel 1: 0.024000 Kernel 2: 92.355003 Copyback: 0.018000 Sum: 0.038000 It 8,Best ac:0.001270 1.000000 fi:0.099732. Ave ac:0.002521,0.004233 Initialization: 5.682000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.886000 Kernel 1: 0.023000 Kernel 2: 94.138000 Copyback: 0.017000 Sum: 0.036000 It 9,Best ac:0.001524 1.000000 fi:0.099612. Ave ac:0.002675,0.004455 Iteration 10:MDL fitness activated Error 0.099612 TL 0.033460 MDL Theory Length Weight: 0.9923611932 (1) Initialization: 5.696000 Memcpy Classifiers: 0.541000 Memcpy Instances: 7.868000 Kernel 1: 0.024000 Kernel 2: 94.030998 Copyback: 0.017000 Sum: 0.027000 It 10,Best ac:0.000762 1.000000 fi:0.142793. Ave ac:0.002305,0.004465 Initialization: 5.722000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.855000 Kernel 1: 0.024000 Kernel 2: 93.008003 Copyback: 0.017000 Sum: 0.028000 It 11,Best ac:0.001524 0.857143 fi:0.277411. Ave ac:0.002261,0.003522 Initialization: 5.669000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.886000 Kernel 1: 0.024000 Kernel 2: 95.117996 Copyback: 0.017000 Sum: 0.030000 It 12,Best ac:0.000762 1.000000 fi:0.140522. Ave ac:0.001898,0.003268 Initialization: 5.753000 Memcpy Classifiers: 0.523000 Memcpy Instances: 7.855000 Kernel 1: 0.024000 Kernel 2: 93.683998 Copyback: 0.017000 Sum: 0.032000 It 13,Best ac:0.001270 1.000000 fi:0.140690. Ave ac:0.002007,0.002805 Initialization: 5.819000 Memcpy Classifiers: 0.528000 Memcpy Instances: 8.048000 Kernel 1: 0.023000 Kernel 2: 93.608002 Copyback: 0.018000 Sum: 0.039000 It 14,Best ac:0.000762 1.000000 fi:0.122305. Ave ac:0.001749,0.002314 Initialization: 5.667000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.864000 Kernel 1: 0.029000 Kernel 2: 94.348000 Copyback: 0.017000 Sum: 0.032000 It 15,Best ac:0.000762 1.000000 fi:0.144479. Ave ac:0.002129,0.003121 Initialization: 5.688000 Memcpy Classifiers: 0.541000 Memcpy Instances: 7.857000 Kernel 1: 0.024000 Kernel 2: 94.740997 Copyback: 0.017000 Sum: 0.043000 It 16,Best ac:0.000762 1.000000 fi:0.141841. Ave ac:0.002083,0.002645 Initialization: 5.702000 Memcpy Classifiers: 0.521000 Memcpy Instances: 7.875000 Kernel 1: 0.023000 Kernel 2: 94.035004 Copyback: 0.370000 Sum: 0.030000 It 17,Best ac:0.000762 1.000000 fi:0.142275. Ave ac:0.002129,0.002907 Initialization: 5.732000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.871000 Kernel 1: 0.024000 Kernel 2: 94.597000 Copyback: 0.017000 Sum: 0.029000 It 18,Best ac:0.000762 1.000000 fi:0.141673. Ave ac:0.002426,0.003727 Initialization: 7.465000 Memcpy Classifiers: 0.905000 Memcpy Instances: 11.905000 Kernel 1: 0.025000 Kernel 2: 96.959000 Copyback: 0.017000 Sum: 0.029000 It 19,Best ac:0.001270 1.000000 fi:0.138436. Ave ac:0.002283,0.002908 Initialization: 7.078000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.870000 Kernel 1: 0.024000 Kernel 2: 96.146004 Copyback: 0.017000 Sum: 0.035000 It 20,Best ac:0.001016 1.000000 fi:0.135184. Ave ac:0.002147,0.002480 Initialization: 5.709000 Memcpy Classifiers: 0.504000 Memcpy Instances: 7.864000 Kernel 1: 0.024000 Kernel 2: 94.122002 Copyback: 0.017000 Sum: 0.030000 It 21,Best ac:0.000762 1.000000 fi:0.140298. Ave ac:0.001545,0.001756 Initialization: 5.710000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.863000 Kernel 1: 0.023000 Kernel 2: 92.973999 Copyback: 0.016000 Sum: 0.030000 It 22,Best ac:0.000762 1.000000 fi:0.133062. Ave ac:0.001269,0.001857 Initialization: 5.710000 Memcpy Classifiers: 0.558000 Memcpy Instances: 7.876000 Kernel 1: 0.022000 Kernel 2: 92.761002 Copyback: 0.017000 Sum: 0.030000 It 23,Best ac:0.001016 1.000000 fi:0.132551. Ave ac:0.001795,0.002418 MDL Theory Length Weight: 0.8931250738 (10) Initialization: 5.731000 Memcpy Classifiers: 0.539000 Memcpy Instances: 7.875000 Kernel 1: 0.024000 Kernel 2: 92.001999 Copyback: 0.018000 Sum: 0.027000 It 24,Best ac:0.001270 1.000000 fi:0.130497. Ave ac:0.001309,0.001911 Initialization: 5.721000 Memcpy Classifiers: 0.504000 Memcpy Instances: 7.877000 Kernel 1: 0.024000 Kernel 2: 91.565002 Copyback: 0.017000 Sum: 0.040000 It 25,Best ac:0.000762 1.000000 fi:0.120072. Ave ac:0.002025,0.002499 Initialization: 8.181000 Memcpy Classifiers: 0.808000 Memcpy Instances: 8.089000 Kernel 1: 0.023000 Kernel 2: 91.257004 Copyback: 0.017000 Sum: 0.030000 It 26,Best ac:0.000762 1.000000 fi:0.121267. Ave ac:0.002074,0.002654 Initialization: 5.733000 Memcpy Classifiers: 0.488000 Memcpy Instances: 7.862000 Kernel 1: 0.024000 Kernel 2: 89.783997 Copyback: 0.016000 Sum: 0.030000 It 27,Best ac:0.001016 1.000000 fi:0.130887. Ave ac:0.001835,0.002612 Initialization: 5.684000 Memcpy Classifiers: 0.470000 Memcpy Instances: 7.865000 Kernel 1: 0.024000 Kernel 2: 89.949997 Copyback: 0.017000 Sum: 0.030000 It 28,Best ac:0.003302 1.000000 fi:0.130195. Ave ac:0.001827,0.002273 Initialization: 5.743000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.871000 Kernel 1: 0.023000 Kernel 2: 88.357002 Copyback: 0.017000 Sum: 0.032000 It 29,Best ac:0.001016 1.000000 fi:0.132728. Ave ac:0.001719,0.002204 Initialization: 5.714000 Memcpy Classifiers: 0.435000 Memcpy Instances: 7.864000 Kernel 1: 0.023000 Kernel 2: 90.030998 Copyback: 0.018000 Sum: 0.040000 It 30,Best ac:0.000762 1.000000 fi:0.127768. Ave ac:0.001967,0.002473 Initialization: 5.705000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.872000 Kernel 1: 0.023000 Kernel 2: 89.519997 Copyback: 0.017000 Sum: 0.031000 It 31,Best ac:0.001016 1.000000 fi:0.126145. Ave ac:0.002286,0.003371 Initialization: 5.697000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.880000 Kernel 1: 0.024000 Kernel 2: 89.485001 Copyback: 0.017000 Sum: 0.034000 It 32,Best ac:0.001016 1.000000 fi:0.130887. Ave ac:0.002396,0.003466 Initialization: 5.718000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.877000 Kernel 1: 0.024000 Kernel 2: 87.625000 Copyback: 0.018000 Sum: 0.035000 It 33,Best ac:0.001270 1.000000 fi:0.133678. Ave ac:0.002079,0.002875 Initialization: 27.802000 Memcpy Instances: 398.256012 Memcpy Classifiers: 0.093000 Kernel 1: 0.028000 Kernel 2: 569.442017 Copyback: 0.019000 Sum: 0.016000 Memcpy Classifiers: 0.091000 Kernel 1: 0.017000 Kernel 2: 566.630005 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.090000 Kernel 1: 0.012000 Kernel 2: 562.849976 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.126000 Kernel 1: 0.020000 Kernel 2: 564.122009 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.089000 Kernel 1: 0.012000 Kernel 2: 552.385010 Copyback: 0.017000 Sum: 0.004000 Memcpy Classifiers: 0.127000 Kernel 1: 0.023000 Kernel 2: 562.166992 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.125000 Kernel 1: 0.020000 Kernel 2: 559.859009 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.125000 Kernel 1: 0.022000 Kernel 2: 560.841980 Copyback: 0.368000 Sum: 0.001000 Memcpy Classifiers: 0.089000 Kernel 1: 0.012000 Kernel 2: 563.211975 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.012000 Kernel 2: 414.233002 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.000716 0.613043 fi:0.520897. Ave ac:0.001889,0.006014 Best acc 0.000716 0.613043 Initialization: 5.754000 Memcpy Classifiers: 0.539000 Memcpy Instances: 7.887000 Kernel 1: 0.023000 Kernel 2: 95.247002 Copyback: 0.016000 Sum: 0.038000 Initial population average accuracy1:0.005023 accuracy2:0.201923 Initialization: 5.713000 Memcpy Classifiers: 0.540000 Memcpy Instances: 7.869000 Kernel 1: 0.024000 Kernel 2: 94.929001 Copyback: 0.017000 Sum: 0.033000 It 0,Best ac:0.001524 0.857143 fi:0.242469. Ave ac:0.005601,0.010492 Initialization: 5.699000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.892000 Kernel 1: 0.022000 Kernel 2: 95.151001 Copyback: 0.017000 Sum: 0.029000 It 1,Best ac:0.000508 1.000000 fi:0.351763. Ave ac:0.004711,0.008463 Initialization: 5.747000 Memcpy Classifiers: 0.486000 Memcpy Instances: 7.859000 Kernel 1: 0.024000 Kernel 2: 95.563004 Copyback: 0.017000 Sum: 0.031000 It 2,Best ac:0.000762 1.000000 fi:0.099973. Ave ac:0.004363,0.007673 Initialization: 5.702000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.870000 Kernel 1: 0.024000 Kernel 2: 93.936996 Copyback: 0.017000 Sum: 0.032000 It 3,Best ac:0.001270 0.833333 fi:0.266399. Ave ac:0.004295,0.008196 Initialization: 6.785000 Memcpy Classifiers: 0.807000 Memcpy Instances: 11.949000 Kernel 1: 0.023000 Kernel 2: 93.306000 Copyback: 0.017000 Sum: 0.035000 It 4,Best ac:0.001270 0.833333 fi:0.266399. Ave ac:0.003233,0.008149 Initialization: 5.704000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.882000 Kernel 1: 0.023000 Kernel 2: 93.624001 Copyback: 0.018000 Sum: 0.041000 It 5,Best ac:0.000762 0.750000 fi:0.349973. Ave ac:0.003949,0.005694 Initialization: 5.716000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.854000 Kernel 1: 0.023000 Kernel 2: 92.595001 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.001524 1.000000 fi:0.099612. Ave ac:0.003750,0.006608 Initialization: 5.685000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.863000 Kernel 1: 0.024000 Kernel 2: 93.737000 Copyback: 0.017000 Sum: 0.032000 It 7,Best ac:0.002286 1.000000 fi:0.099251. Ave ac:0.003857,0.007670 Initialization: 6.903000 Memcpy Classifiers: 0.774000 Memcpy Instances: 11.964000 Kernel 1: 0.023000 Kernel 2: 90.184998 Copyback: 0.017000 Sum: 0.036000 It 8,Best ac:0.001016 1.000000 fi:0.099852. Ave ac:0.003557,0.006829 Initialization: 5.714000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.879000 Kernel 1: 0.023000 Kernel 2: 90.120003 Copyback: 0.017000 Sum: 0.031000 It 9,Best ac:0.001524 1.000000 fi:0.099612. Ave ac:0.003842,0.007327 Iteration 10:MDL fitness activated Error 0.099612 TL 0.033825 MDL Theory Length Weight: 0.9816483304 (3) Initialization: 6.027000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.880000 Kernel 1: 0.023000 Kernel 2: 89.999001 Copyback: 0.016000 Sum: 0.031000 It 10,Best ac:0.000762 1.000000 fi:0.119303. Ave ac:0.003978,0.007427 Initialization: 5.729000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.856000 Kernel 1: 0.024000 Kernel 2: 89.817001 Copyback: 0.017000 Sum: 0.029000 It 11,Best ac:0.001016 1.000000 fi:0.125775. Ave ac:0.005030,0.009005 Initialization: 5.712000 Memcpy Classifiers: 0.464000 Memcpy Instances: 7.863000 Kernel 1: 0.025000 Kernel 2: 89.339996 Copyback: 0.016000 Sum: 0.030000 It 12,Best ac:0.001270 1.000000 fi:0.126793. Ave ac:0.004695,0.006374 Initialization: 6.773000 Memcpy Classifiers: 0.433000 Memcpy Instances: 10.729000 Kernel 1: 0.023000 Kernel 2: 88.054001 Copyback: 0.017000 Sum: 0.024000 It 13,Best ac:0.001270 1.000000 fi:0.122753. Ave ac:0.004644,0.007935 Initialization: 7.314000 Memcpy Classifiers: 0.415000 Memcpy Instances: 11.131000 Kernel 1: 0.025000 Kernel 2: 86.056000 Copyback: 0.017000 Sum: 0.030000 It 14,Best ac:0.001270 1.000000 fi:0.123856. Ave ac:0.004871,0.008648 Initialization: 5.991000 Memcpy Classifiers: 0.429000 Memcpy Instances: 12.161000 Kernel 1: 0.023000 Kernel 2: 82.042000 Copyback: 0.017000 Sum: 0.026000 It 15,Best ac:0.000762 1.000000 fi:0.128803. Ave ac:0.003874,0.007326 Initialization: 5.708000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.929000 Kernel 1: 0.023000 Kernel 2: 82.388000 Copyback: 0.017000 Sum: 0.028000 It 16,Best ac:0.000762 1.000000 fi:0.124531. Ave ac:0.003890,0.006399 Initialization: 5.703000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.889000 Kernel 1: 0.024000 Kernel 2: 86.779999 Copyback: 0.017000 Sum: 0.029000 It 17,Best ac:0.001016 1.000000 fi:0.118703. Ave ac:0.003625,0.006595 Initialization: 5.706000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.884000 Kernel 1: 0.024000 Kernel 2: 83.640999 Copyback: 0.016000 Sum: 0.029000 It 18,Best ac:0.000762 1.000000 fi:0.121491. Ave ac:0.003771,0.006788 Initialization: 5.779000 Memcpy Classifiers: 0.442000 Memcpy Instances: 7.878000 Kernel 1: 0.023000 Kernel 2: 82.636002 Copyback: 0.017000 Sum: 0.034000 It 19,Best ac:0.001016 1.000000 fi:0.115520. Ave ac:0.004067,0.008514 Initialization: 5.703000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.879000 Kernel 1: 0.023000 Kernel 2: 80.748001 Copyback: 0.017000 Sum: 0.032000 It 20,Best ac:0.001016 1.000000 fi:0.132039. Ave ac:0.004143,0.009641 Initialization: 5.731000 Memcpy Classifiers: 0.387000 Memcpy Instances: 7.860000 Kernel 1: 0.023000 Kernel 2: 80.056999 Copyback: 0.017000 Sum: 0.036000 It 21,Best ac:0.000762 1.000000 fi:0.122470. Ave ac:0.003665,0.011229 Initialization: 5.704000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.866000 Kernel 1: 0.024000 Kernel 2: 79.771004 Copyback: 0.017000 Sum: 0.029000 It 22,Best ac:0.001016 1.000000 fi:0.122132. Ave ac:0.005007,0.013135 Initialization: 5.688000 Memcpy Classifiers: 0.348000 Memcpy Instances: 7.860000 Kernel 1: 0.024000 Kernel 2: 79.138000 Copyback: 0.016000 Sum: 0.031000 It 23,Best ac:0.000762 1.000000 fi:0.117185. Ave ac:0.003736,0.006863 Initialization: 5.712000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.854000 Kernel 1: 0.024000 Kernel 2: 78.744003 Copyback: 0.017000 Sum: 0.026000 It 24,Best ac:0.000762 1.000000 fi:0.117154. Ave ac:0.003368,0.006620 Initialization: 6.214000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.867000 Kernel 1: 0.024000 Kernel 2: 78.602997 Copyback: 0.017000 Sum: 0.029000 It 25,Best ac:0.000762 1.000000 fi:0.122253. Ave ac:0.003962,0.008249 Initialization: 5.737000 Memcpy Classifiers: 0.361000 Memcpy Instances: 12.170000 Kernel 1: 0.027000 Kernel 2: 77.458000 Copyback: 0.016000 Sum: 0.025000 It 26,Best ac:0.001016 1.000000 fi:0.129084. Ave ac:0.003972,0.007688 Initialization: 5.717000 Memcpy Classifiers: 0.378000 Memcpy Instances: 7.863000 Kernel 1: 0.024000 Kernel 2: 77.987000 Copyback: 0.016000 Sum: 0.024000 It 27,Best ac:0.000762 1.000000 fi:0.115117. Ave ac:0.004015,0.007196 Initialization: 5.679000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.865000 Kernel 1: 0.023000 Kernel 2: 78.047997 Copyback: 0.019000 Sum: 0.033000 It 28,Best ac:0.001524 1.000000 fi:0.113863. Ave ac:0.003577,0.006158 Initialization: 5.699000 Memcpy Classifiers: 0.378000 Memcpy Instances: 7.864000 Kernel 1: 0.023000 Kernel 2: 77.434998 Copyback: 0.017000 Sum: 0.025000 It 29,Best ac:0.000762 1.000000 fi:0.115117. Ave ac:0.003401,0.005775 Initialization: 5.716000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.856000 Kernel 1: 0.023000 Kernel 2: 75.842003 Copyback: 0.017000 Sum: 0.030000 It 30,Best ac:0.001524 1.000000 fi:0.118714. Ave ac:0.002982,0.004667 Initialization: 5.695000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.874000 Kernel 1: 0.024000 Kernel 2: 75.857002 Copyback: 0.019000 Sum: 0.028000 It 31,Best ac:0.001016 1.000000 fi:0.111951. Ave ac:0.003872,0.008128 Initialization: 5.724000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.876000 Kernel 1: 0.024000 Kernel 2: 77.558998 Copyback: 0.017000 Sum: 0.026000 It 32,Best ac:0.001016 1.000000 fi:0.112801. Ave ac:0.003527,0.006805 Initialization: 5.732000 Memcpy Classifiers: 0.411000 Memcpy Instances: 7.860000 Kernel 1: 0.024000 Kernel 2: 75.233002 Copyback: 0.017000 Sum: 0.029000 It 33,Best ac:0.000762 1.000000 fi:0.121667. Ave ac:0.003149,0.006303 Initialization: 27.434999 Memcpy Instances: 476.617004 Memcpy Classifiers: 0.113000 Kernel 1: 0.032000 Kernel 2: 518.390015 Copyback: 0.016000 Sum: 0.021000 Memcpy Classifiers: 0.111000 Kernel 1: 0.022000 Kernel 2: 498.582001 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.074000 Kernel 1: 0.014000 Kernel 2: 501.502991 Copyback: 0.014000 Sum: 0.003000 Memcpy Classifiers: 0.074000 Kernel 1: 0.013000 Kernel 2: 498.658997 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.012000 Kernel 2: 500.234985 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.072000 Kernel 1: 0.012000 Kernel 2: 509.696014 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.108000 Kernel 1: 0.020000 Kernel 2: 506.079987 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.113000 Kernel 1: 0.020000 Kernel 2: 500.320007 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.072000 Kernel 1: 0.012000 Kernel 2: 498.311005 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.086000 Kernel 1: 0.020000 Kernel 2: 389.437988 Copyback: 0.014000 Sum: 0.002000 It 34,Best ac:0.000930 0.603960 fi:0.508032. Ave ac:0.003653,0.013032 Best acc 0.000930 0.603960 Rule:Att PSSM_-4_2 is [<3.907929]|Att PSSM_-3_7 is [-4.368851,-2.008864]|Att PSSM_-2_15 is [-5.551306,-0.448694]|Att PSSM_-1_15 is [<-1.145726]|Att PSSM_0_6 is [<-2.360559]|Att PSSM_0_14 is [-5.865583,4.804168]|Att PSSM_2_6 is [-6.020637,-1.979363]|Att PSSM_3_19 is [-3.795015,3.551167]|Att PSSM_3_20 is [-2.379358,3.131265]|Att PSSM_4_7 is [-4.145947,-0.042412]|Att PSSM_4_15 is [-5.244622,-0.755378]|1 Accuracy : 0.784276 0 1 155027 9053 41564 28994 Removed 230 instances. 196591 Instances left. Acc of rule 0.000716-0.613043 Initialization: 8.017000 Memcpy Classifiers: 0.934000 Memcpy Instances: 11.755000 Kernel 1: 0.028000 Kernel 2: 96.586998 Copyback: 0.017000 Sum: 0.043000 Initial population average accuracy1:0.005020 accuracy2:0.201560 Initialization: 5.682000 Memcpy Classifiers: 0.546000 Memcpy Instances: 7.926000 Kernel 1: 0.023000 Kernel 2: 96.809998 Copyback: 0.017000 Sum: 0.049000 It 0,Best ac:0.000763 1.000000 fi:0.099972. Ave ac:0.006565,0.014638 Initialization: 5.797000 Memcpy Classifiers: 0.530000 Memcpy Instances: 8.123000 Kernel 1: 0.032000 Kernel 2: 96.672997 Copyback: 0.017000 Sum: 0.027000 It 1,Best ac:0.001272 0.714286 fi:0.385444. Ave ac:0.006013,0.011647 Initialization: 5.647000 Memcpy Classifiers: 0.575000 Memcpy Instances: 7.936000 Kernel 1: 0.023000 Kernel 2: 96.214996 Copyback: 0.016000 Sum: 0.024000 It 2,Best ac:0.000509 1.000000 fi:0.348643. Ave ac:0.004721,0.008749 Initialization: 5.714000 Memcpy Classifiers: 0.539000 Memcpy Instances: 7.921000 Kernel 1: 0.023000 Kernel 2: 93.206001 Copyback: 0.016000 Sum: 0.028000 It 3,Best ac:0.001018 0.800000 fi:0.299851. Ave ac:0.004246,0.007564 Initialization: 5.685000 Memcpy Classifiers: 0.524000 Memcpy Instances: 7.859000 Kernel 1: 0.022000 Kernel 2: 92.455002 Copyback: 0.017000 Sum: 0.029000 It 4,Best ac:0.001272 0.833333 fi:0.266397. Ave ac:0.004698,0.008123 Initialization: 5.797000 Memcpy Classifiers: 0.540000 Memcpy Instances: 7.874000 Kernel 1: 0.023000 Kernel 2: 91.525002 Copyback: 0.017000 Sum: 0.033000 It 5,Best ac:0.000763 1.000000 fi:0.099971. Ave ac:0.005042,0.008347 Initialization: 5.713000 Memcpy Classifiers: 0.559000 Memcpy Instances: 7.864000 Kernel 1: 0.024000 Kernel 2: 91.530998 Copyback: 0.017000 Sum: 0.026000 It 6,Best ac:0.001017 1.000000 fi:0.099851. Ave ac:0.004565,0.006761 Initialization: 5.685000 Memcpy Classifiers: 0.536000 Memcpy Instances: 7.849000 Kernel 1: 0.024000 Kernel 2: 88.392998 Copyback: 0.017000 Sum: 0.034000 It 7,Best ac:0.001780 1.000000 fi:0.099490. Ave ac:0.004162,0.006358 Initialization: 5.705000 Memcpy Classifiers: 0.440000 Memcpy Instances: 7.855000 Kernel 1: 0.022000 Kernel 2: 89.061996 Copyback: 0.017000 Sum: 0.030000 It 8,Best ac:0.000763 1.000000 fi:0.099971. Ave ac:0.004169,0.006902 Initialization: 5.711000 Memcpy Classifiers: 0.486000 Memcpy Instances: 7.847000 Kernel 1: 0.023000 Kernel 2: 86.598000 Copyback: 0.017000 Sum: 0.028000 It 9,Best ac:0.001018 1.000000 fi:0.099851. Ave ac:0.003986,0.009773 Iteration 10:MDL fitness activated Error 0.099851 TL 0.038288 MDL Theory Length Weight: 0.8692914374 (3) Initialization: 5.718000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.863000 Kernel 1: 0.024000 Kernel 2: 86.515999 Copyback: 0.017000 Sum: 0.030000 It 10,Best ac:0.001017 1.000000 fi:0.126580. Ave ac:0.003917,0.006042 Initialization: 5.710000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.867000 Kernel 1: 0.024000 Kernel 2: 86.111000 Copyback: 0.017000 Sum: 0.027000 It 11,Best ac:0.000763 1.000000 fi:0.123636. Ave ac:0.004205,0.006782 Initialization: 5.685000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.859000 Kernel 1: 0.024000 Kernel 2: 83.893997 Copyback: 0.017000 Sum: 0.028000 It 12,Best ac:0.001017 1.000000 fi:0.121666. Ave ac:0.003778,0.006812 Initialization: 5.685000 Memcpy Classifiers: 0.378000 Memcpy Instances: 7.867000 Kernel 1: 0.023000 Kernel 2: 83.247002 Copyback: 0.017000 Sum: 0.029000 It 13,Best ac:0.001780 0.875000 fi:0.258081. Ave ac:0.003572,0.005389 Initialization: 5.687000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.876000 Kernel 1: 0.023000 Kernel 2: 83.163002 Copyback: 0.017000 Sum: 0.027000 It 14,Best ac:0.000763 1.000000 fi:0.122523. Ave ac:0.003736,0.005257 Initialization: 5.707000 Memcpy Classifiers: 0.424000 Memcpy Instances: 7.846000 Kernel 1: 0.024000 Kernel 2: 80.452003 Copyback: 0.017000 Sum: 0.028000 It 15,Best ac:0.001018 1.000000 fi:0.122331. Ave ac:0.003001,0.004580 Initialization: 7.462000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.863000 Kernel 1: 0.024000 Kernel 2: 79.168999 Copyback: 0.016000 Sum: 0.031000 It 16,Best ac:0.001017 1.000000 fi:0.130777. Ave ac:0.003410,0.005077 Initialization: 5.700000 Memcpy Classifiers: 0.433000 Memcpy Instances: 9.664000 Kernel 1: 0.029000 Kernel 2: 81.448997 Copyback: 0.017000 Sum: 0.030000 It 17,Best ac:0.000763 1.000000 fi:0.122045. Ave ac:0.003727,0.006788 Initialization: 5.664000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.865000 Kernel 1: 0.024000 Kernel 2: 76.732002 Copyback: 0.017000 Sum: 0.030000 It 18,Best ac:0.000763 1.000000 fi:0.124073. Ave ac:0.002615,0.004092 Initialization: 5.718000 Memcpy Classifiers: 0.378000 Memcpy Instances: 7.855000 Kernel 1: 0.024000 Kernel 2: 76.984001 Copyback: 0.017000 Sum: 0.025000 It 19,Best ac:0.001272 1.000000 fi:0.121736. Ave ac:0.003369,0.004819 Initialization: 5.703000 Memcpy Classifiers: 0.378000 Memcpy Instances: 7.841000 Kernel 1: 0.024000 Kernel 2: 76.941002 Copyback: 0.017000 Sum: 0.028000 It 20,Best ac:0.000763 1.000000 fi:0.124670. Ave ac:0.002919,0.004325 Initialization: 5.658000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.868000 Kernel 1: 0.024000 Kernel 2: 76.623001 Copyback: 0.017000 Sum: 0.029000 It 21,Best ac:0.000763 1.000000 fi:0.124072. Ave ac:0.002969,0.004578 MDL Theory Length Weight: 0.7823622937 (10) Initialization: 5.702000 Memcpy Classifiers: 0.378000 Memcpy Instances: 7.846000 Kernel 1: 0.023000 Kernel 2: 77.110001 Copyback: 0.017000 Sum: 0.029000 It 22,Best ac:0.000763 1.000000 fi:0.119777. Ave ac:0.002403,0.003710 Initialization: 5.678000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.864000 Kernel 1: 0.024000 Kernel 2: 76.686996 Copyback: 0.017000 Sum: 0.025000 It 23,Best ac:0.001017 1.000000 fi:0.121543. Ave ac:0.002382,0.003783 Initialization: 7.748000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.872000 Kernel 1: 0.023000 Kernel 2: 77.943001 Copyback: 0.017000 Sum: 0.028000 It 24,Best ac:0.000763 1.000000 fi:0.124866. Ave ac:0.002687,0.004537 Initialization: 5.677000 Memcpy Classifiers: 0.386000 Memcpy Instances: 8.611000 Kernel 1: 0.032000 Kernel 2: 77.816002 Copyback: 0.017000 Sum: 0.032000 It 25,Best ac:0.001018 1.000000 fi:0.121082. Ave ac:0.002670,0.004424 Initialization: 5.665000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.847000 Kernel 1: 0.024000 Kernel 2: 76.279999 Copyback: 0.017000 Sum: 0.026000 It 26,Best ac:0.000763 1.000000 fi:0.119777. Ave ac:0.002438,0.004507 Initialization: 5.687000 Memcpy Classifiers: 0.402000 Memcpy Instances: 7.856000 Kernel 1: 0.024000 Kernel 2: 74.837997 Copyback: 0.017000 Sum: 0.026000 It 27,Best ac:0.000763 1.000000 fi:0.120268. Ave ac:0.002143,0.004015 Initialization: 5.731000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.858000 Kernel 1: 0.024000 Kernel 2: 76.779999 Copyback: 0.017000 Sum: 0.026000 It 28,Best ac:0.000763 1.000000 fi:0.115563. Ave ac:0.002539,0.005244 Initialization: 5.669000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.875000 Kernel 1: 0.024000 Kernel 2: 74.865997 Copyback: 0.017000 Sum: 0.029000 It 29,Best ac:0.001272 1.000000 fi:0.122438. Ave ac:0.002634,0.004384 Initialization: 5.717000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.867000 Kernel 1: 0.024000 Kernel 2: 74.777000 Copyback: 0.017000 Sum: 0.030000 It 30,Best ac:0.001017 1.000000 fi:0.118676. Ave ac:0.002714,0.003969 Initialization: 5.678000 Memcpy Classifiers: 0.378000 Memcpy Instances: 7.862000 Kernel 1: 0.023000 Kernel 2: 75.685997 Copyback: 0.016000 Sum: 0.028000 It 31,Best ac:0.000763 1.000000 fi:0.120554. Ave ac:0.001886,0.002477 Initialization: 6.738000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.297000 Kernel 1: 0.024000 Kernel 2: 76.164001 Copyback: 0.017000 Sum: 0.028000 It 32,Best ac:0.001018 1.000000 fi:0.119754. Ave ac:0.002184,0.004711 Initialization: 5.708000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.933000 Kernel 1: 0.023000 Kernel 2: 76.504997 Copyback: 0.017000 Sum: 0.027000 It 33,Best ac:0.001781 1.000000 fi:0.121635. Ave ac:0.002400,0.003923 Initialization: 27.480000 Memcpy Instances: 476.803009 Memcpy Classifiers: 0.079000 Kernel 1: 0.023000 Kernel 2: 550.499023 Copyback: 0.018000 Sum: 0.018000 Memcpy Classifiers: 0.116000 Kernel 1: 0.024000 Kernel 2: 518.757019 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.076000 Kernel 1: 0.013000 Kernel 2: 516.226013 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.113000 Kernel 1: 0.021000 Kernel 2: 530.645020 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.076000 Kernel 1: 0.013000 Kernel 2: 526.892029 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.076000 Kernel 1: 0.013000 Kernel 2: 503.596985 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.075000 Kernel 1: 0.012000 Kernel 2: 512.791992 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.077000 Kernel 1: 0.013000 Kernel 2: 531.065979 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.076000 Kernel 1: 0.012000 Kernel 2: 524.333008 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.090000 Kernel 1: 0.020000 Kernel 2: 405.320007 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.000738 0.596708 fi:0.525504. Ave ac:0.002416,0.007714 Best acc 0.000738 0.596708 Initialization: 5.708000 Memcpy Classifiers: 0.539000 Memcpy Instances: 7.882000 Kernel 1: 0.025000 Kernel 2: 97.208000 Copyback: 0.019000 Sum: 0.051000 Initial population average accuracy1:0.005299 accuracy2:0.206142 Initialization: 5.714000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.854000 Kernel 1: 0.023000 Kernel 2: 96.334000 Copyback: 0.017000 Sum: 0.047000 It 0,Best ac:0.000763 1.000000 fi:0.099972. Ave ac:0.006085,0.011854 Initialization: 5.688000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.863000 Kernel 1: 0.023000 Kernel 2: 95.633003 Copyback: 0.017000 Sum: 0.029000 It 1,Best ac:0.001017 0.800000 fi:0.299851. Ave ac:0.005327,0.009886 Initialization: 5.709000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.891000 Kernel 1: 0.023000 Kernel 2: 93.585999 Copyback: 0.017000 Sum: 0.035000 It 2,Best ac:0.001271 0.833333 fi:0.266397. Ave ac:0.004199,0.008725 Initialization: 5.705000 Memcpy Classifiers: 0.486000 Memcpy Instances: 7.862000 Kernel 1: 0.024000 Kernel 2: 92.383003 Copyback: 0.017000 Sum: 0.029000 It 3,Best ac:0.000763 1.000000 fi:0.099971. Ave ac:0.004577,0.008721 Initialization: 5.669000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.853000 Kernel 1: 0.023000 Kernel 2: 90.922997 Copyback: 0.017000 Sum: 0.030000 It 4,Best ac:0.001018 1.000000 fi:0.099851. Ave ac:0.004169,0.007817 Initialization: 5.691000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.849000 Kernel 1: 0.024000 Kernel 2: 90.547997 Copyback: 0.017000 Sum: 0.033000 It 5,Best ac:0.001017 1.000000 fi:0.099851. Ave ac:0.004060,0.007659 Initialization: 5.683000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.857000 Kernel 1: 0.023000 Kernel 2: 91.389000 Copyback: 0.017000 Sum: 0.034000 It 6,Best ac:0.001018 1.000000 fi:0.099851. Ave ac:0.003398,0.006584 Initialization: 5.708000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.861000 Kernel 1: 0.023000 Kernel 2: 88.664001 Copyback: 0.017000 Sum: 0.030000 It 7,Best ac:0.000763 1.000000 fi:0.099972. Ave ac:0.003329,0.005799 Initialization: 5.710000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.858000 Kernel 1: 0.023000 Kernel 2: 90.321999 Copyback: 0.016000 Sum: 0.031000 It 8,Best ac:0.001272 1.000000 fi:0.099730. Ave ac:0.003865,0.007136 Initialization: 5.749000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.889000 Kernel 1: 0.023000 Kernel 2: 87.304001 Copyback: 0.017000 Sum: 0.031000 It 9,Best ac:0.001526 1.000000 fi:0.099609. Ave ac:0.002994,0.005280 Iteration 10:MDL fitness activated Error 0.099609 TL 0.030604 MDL Theory Length Weight: 1.0849275563 (1) Initialization: 5.691000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.863000 Kernel 1: 0.023000 Kernel 2: 84.976997 Copyback: 0.017000 Sum: 0.030000 It 10,Best ac:0.000763 1.000000 fi:0.130042. Ave ac:0.002810,0.005335 Initialization: 6.292000 Memcpy Classifiers: 0.777000 Memcpy Instances: 9.595000 Kernel 1: 0.022000 Kernel 2: 87.550003 Copyback: 0.017000 Sum: 0.027000 It 11,Best ac:0.001271 1.000000 fi:0.130937. Ave ac:0.002829,0.005283 Initialization: 5.719000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.861000 Kernel 1: 0.023000 Kernel 2: 83.178001 Copyback: 0.017000 Sum: 0.030000 It 12,Best ac:0.000763 1.000000 fi:0.135750. Ave ac:0.003109,0.007002 Initialization: 7.629000 Memcpy Classifiers: 0.433000 Memcpy Instances: 11.279000 Kernel 1: 0.023000 Kernel 2: 85.494003 Copyback: 0.019000 Sum: 0.030000 It 13,Best ac:0.000763 1.000000 fi:0.141465. Ave ac:0.003086,0.008990 Initialization: 7.557000 Memcpy Classifiers: 0.580000 Memcpy Instances: 10.322000 Kernel 1: 0.025000 Kernel 2: 85.238998 Copyback: 0.371000 Sum: 0.028000 It 14,Best ac:0.003053 0.857143 fi:0.268502. Ave ac:0.002609,0.005183 Initialization: 5.737000 Memcpy Classifiers: 0.397000 Memcpy Instances: 11.253000 Kernel 1: 0.023000 Kernel 2: 84.806000 Copyback: 0.017000 Sum: 0.035000 It 15,Best ac:0.001781 1.000000 fi:0.128796. Ave ac:0.002660,0.006029 Initialization: 5.681000 Memcpy Classifiers: 0.377000 Memcpy Instances: 7.931000 Kernel 1: 0.024000 Kernel 2: 83.302002 Copyback: 0.016000 Sum: 0.027000 It 16,Best ac:0.000763 1.000000 fi:0.127348. Ave ac:0.002107,0.004527 Initialization: 5.706000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.850000 Kernel 1: 0.024000 Kernel 2: 82.051003 Copyback: 0.018000 Sum: 0.034000 It 17,Best ac:0.000763 1.000000 fi:0.134113. Ave ac:0.002160,0.004924 Initialization: 5.718000 Memcpy Classifiers: 0.385000 Memcpy Instances: 7.865000 Kernel 1: 0.024000 Kernel 2: 79.253998 Copyback: 0.017000 Sum: 0.033000 It 18,Best ac:0.001780 1.000000 fi:0.118728. Ave ac:0.002522,0.005204 Initialization: 5.755000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.864000 Kernel 1: 0.025000 Kernel 2: 75.333000 Copyback: 0.017000 Sum: 0.034000 It 19,Best ac:0.001018 1.000000 fi:0.121085. Ave ac:0.001625,0.003280 Initialization: 5.695000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.860000 Kernel 1: 0.023000 Kernel 2: 76.077003 Copyback: 0.017000 Sum: 0.026000 It 20,Best ac:0.002035 1.000000 fi:0.119214. Ave ac:0.003064,0.007613 Initialization: 5.671000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.862000 Kernel 1: 0.024000 Kernel 2: 74.056000 Copyback: 0.017000 Sum: 0.027000 It 21,Best ac:0.000763 1.000000 fi:0.127211. Ave ac:0.001443,0.002468 Initialization: 5.696000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.853000 Kernel 1: 0.024000 Kernel 2: 75.435997 Copyback: 0.018000 Sum: 0.034000 It 22,Best ac:0.000763 1.000000 fi:0.129756. Ave ac:0.002306,0.005811 Initialization: 8.100000 Memcpy Classifiers: 0.433000 Memcpy Instances: 11.119000 Kernel 1: 0.024000 Kernel 2: 74.585999 Copyback: 0.016000 Sum: 0.030000 It 23,Best ac:0.000763 1.000000 fi:0.122570. Ave ac:0.002091,0.003574 Initialization: 7.257000 Memcpy Classifiers: 0.727000 Memcpy Instances: 10.898000 Kernel 1: 0.025000 Kernel 2: 72.265999 Copyback: 0.016000 Sum: 0.026000 It 24,Best ac:0.000763 1.000000 fi:0.120862. Ave ac:0.002038,0.004355 Initialization: 5.686000 Memcpy Classifiers: 0.389000 Memcpy Instances: 7.853000 Kernel 1: 0.024000 Kernel 2: 71.267998 Copyback: 0.017000 Sum: 0.027000 It 25,Best ac:0.001526 1.000000 fi:0.121932. Ave ac:0.001535,0.002042 Initialization: 7.500000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.862000 Kernel 1: 0.024000 Kernel 2: 68.985001 Copyback: 0.017000 Sum: 0.030000 It 26,Best ac:0.001272 1.000000 fi:0.128147. Ave ac:0.001044,0.001419 Initialization: 5.700000 Memcpy Classifiers: 0.386000 Memcpy Instances: 7.848000 Kernel 1: 0.025000 Kernel 2: 72.106003 Copyback: 0.017000 Sum: 0.036000 It 27,Best ac:0.000763 1.000000 fi:0.127348. Ave ac:0.001107,0.001578 MDL Theory Length Weight: 0.9764348007 (10) Initialization: 8.594000 Memcpy Classifiers: 0.615000 Memcpy Instances: 12.022000 Kernel 1: 0.024000 Kernel 2: 68.396004 Copyback: 0.017000 Sum: 0.029000 It 28,Best ac:0.000763 1.000000 fi:0.124050. Ave ac:0.001455,0.002044 Initialization: 5.783000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.861000 Kernel 1: 0.024000 Kernel 2: 68.031998 Copyback: 0.017000 Sum: 0.033000 It 29,Best ac:0.001018 1.000000 fi:0.124673. Ave ac:0.001020,0.001606 Initialization: 7.111000 Memcpy Classifiers: 0.577000 Memcpy Instances: 7.846000 Kernel 1: 0.024000 Kernel 2: 70.445999 Copyback: 0.017000 Sum: 0.031000 It 30,Best ac:0.000763 1.000000 fi:0.127597. Ave ac:0.001390,0.002149 Initialization: 5.787000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.860000 Kernel 1: 0.024000 Kernel 2: 68.398003 Copyback: 0.017000 Sum: 0.027000 It 31,Best ac:0.001272 1.000000 fi:0.127955. Ave ac:0.001349,0.002996 Initialization: 5.711000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.883000 Kernel 1: 0.022000 Kernel 2: 69.921997 Copyback: 0.017000 Sum: 0.042000 It 32,Best ac:0.001018 1.000000 fi:0.118653. Ave ac:0.001378,0.001617 Initialization: 5.668000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.888000 Kernel 1: 0.023000 Kernel 2: 68.873001 Copyback: 0.017000 Sum: 0.028000 It 33,Best ac:0.001018 1.000000 fi:0.125734. Ave ac:0.001195,0.001455 Initialization: 30.966999 Memcpy Instances: 453.170990 Memcpy Classifiers: 0.071000 Kernel 1: 0.022000 Kernel 2: 481.485992 Copyback: 0.015000 Sum: 0.019000 Memcpy Classifiers: 0.101000 Kernel 1: 0.023000 Kernel 2: 500.847992 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 480.953003 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.086000 Kernel 1: 0.017000 Kernel 2: 486.050995 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 470.487000 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.099000 Kernel 1: 0.022000 Kernel 2: 478.500000 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.099000 Kernel 1: 0.022000 Kernel 2: 484.501007 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 484.320007 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 483.730988 Copyback: 0.368000 Sum: 0.001000 Memcpy Classifiers: 0.057000 Kernel 1: 0.013000 Kernel 2: 358.859009 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.000839 0.673469 fi:0.452349. Ave ac:0.001317,0.004356 Best acc 0.000839 0.673469 Rule:Att PSSM_0_1 is [3.160433,6.590406]|Att PSSM_0_7 is [-4.531484,-1.289896]|Att PSSM_0_16 is [-5.113019,1.890621]|Att PSSM_1_12 is [-6.331596,4.458531]|Att PSSM_2_5 is [-2.885426,9.459127]|Att PSSM_3_15 is [-5.133575,-2.357891]|Att PSSM_4_2 is [-6.941022,6.435192]|Att PSSM_4_4 is [-5.309165,-2.688360]|Att PSSM_4_5 is [<8.648404]|Att PSSM_4_15 is [<5.610775]|1 Accuracy : 0.784638 0 1 154947 9133 41399 29159 Removed 245 instances. 196346 Instances left. Acc of rule 0.000839-0.673469 Initialization: 8.160000 Memcpy Classifiers: 0.935000 Memcpy Instances: 10.859000 Kernel 1: 0.023000 Kernel 2: 97.198997 Copyback: 0.017000 Sum: 0.041000 Initial population average accuracy1:0.005541 accuracy2:0.193536 Initialization: 8.202000 Memcpy Classifiers: 0.487000 Memcpy Instances: 11.186000 Kernel 1: 0.023000 Kernel 2: 97.987999 Copyback: 0.016000 Sum: 0.049000 It 0,Best ac:0.001019 1.000000 fi:0.099849. Ave ac:0.005255,0.008376 Initialization: 7.388000 Memcpy Classifiers: 0.740000 Memcpy Instances: 10.148000 Kernel 1: 0.023000 Kernel 2: 94.377998 Copyback: 0.017000 Sum: 0.032000 It 1,Best ac:0.001019 0.800000 fi:0.299849. Ave ac:0.005725,0.009594 Initialization: 8.517000 Memcpy Classifiers: 0.731000 Memcpy Instances: 10.184000 Kernel 1: 0.027000 Kernel 2: 93.049004 Copyback: 0.017000 Sum: 0.028000 It 2,Best ac:0.001019 0.800000 fi:0.299849. Ave ac:0.005426,0.009073 Initialization: 6.251000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.912000 Kernel 1: 0.023000 Kernel 2: 93.524002 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.001273 1.000000 fi:0.099728. Ave ac:0.005183,0.009788 Initialization: 5.715000 Memcpy Classifiers: 0.458000 Memcpy Instances: 7.849000 Kernel 1: 0.023000 Kernel 2: 92.945000 Copyback: 0.017000 Sum: 0.032000 It 4,Best ac:0.001783 1.000000 fi:0.099485. Ave ac:0.003941,0.005893 Initialization: 5.723000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.933000 Kernel 1: 0.032000 Kernel 2: 92.617996 Copyback: 0.017000 Sum: 0.034000 It 5,Best ac:0.001273 1.000000 fi:0.099728. Ave ac:0.003568,0.006195 Initialization: 6.436000 Memcpy Classifiers: 0.505000 Memcpy Instances: 9.860000 Kernel 1: 0.028000 Kernel 2: 93.316002 Copyback: 0.018000 Sum: 0.037000 It 6,Best ac:0.001019 0.800000 fi:0.299849. Ave ac:0.003748,0.007093 Initialization: 6.769000 Memcpy Classifiers: 0.640000 Memcpy Instances: 9.863000 Kernel 1: 0.022000 Kernel 2: 91.967003 Copyback: 0.017000 Sum: 0.031000 It 7,Best ac:0.001019 1.000000 fi:0.099849. Ave ac:0.004130,0.008517 Initialization: 6.390000 Memcpy Classifiers: 0.883000 Memcpy Instances: 9.580000 Kernel 1: 0.023000 Kernel 2: 91.725998 Copyback: 0.017000 Sum: 0.032000 It 8,Best ac:0.001019 1.000000 fi:0.099848. Ave ac:0.002994,0.004509 Initialization: 7.488000 Memcpy Classifiers: 0.807000 Memcpy Instances: 8.355000 Kernel 1: 0.023000 Kernel 2: 89.204002 Copyback: 0.018000 Sum: 0.041000 It 9,Best ac:0.001019 1.000000 fi:0.099849. Ave ac:0.002692,0.003911 Iteration 10:MDL fitness activated Error 0.099849 TL 0.038559 MDL Theory Length Weight: 0.8631598707 (6) Initialization: 5.957000 Memcpy Classifiers: 0.488000 Memcpy Instances: 7.899000 Kernel 1: 0.023000 Kernel 2: 87.432999 Copyback: 0.017000 Sum: 0.029000 It 10,Best ac:0.000764 1.000000 fi:0.128807. Ave ac:0.002651,0.004715 Initialization: 6.989000 Memcpy Classifiers: 0.449000 Memcpy Instances: 8.465000 Kernel 1: 0.022000 Kernel 2: 89.417000 Copyback: 0.017000 Sum: 0.029000 It 11,Best ac:0.001019 1.000000 fi:0.129182. Ave ac:0.003063,0.005218 Initialization: 6.807000 Memcpy Classifiers: 0.433000 Memcpy Instances: 10.335000 Kernel 1: 0.022000 Kernel 2: 89.588997 Copyback: 0.017000 Sum: 0.029000 It 12,Best ac:0.001019 1.000000 fi:0.133733. Ave ac:0.003390,0.004884 Initialization: 7.432000 Memcpy Classifiers: 0.463000 Memcpy Instances: 12.107000 Kernel 1: 0.026000 Kernel 2: 88.538002 Copyback: 0.017000 Sum: 0.028000 It 13,Best ac:0.000764 1.000000 fi:0.127411. Ave ac:0.003185,0.004501 Initialization: 8.051000 Memcpy Classifiers: 0.696000 Memcpy Instances: 11.090000 Kernel 1: 0.024000 Kernel 2: 86.454002 Copyback: 0.018000 Sum: 0.034000 It 14,Best ac:0.000764 1.000000 fi:0.135258. Ave ac:0.002709,0.004696 Initialization: 7.641000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.866000 Kernel 1: 0.023000 Kernel 2: 88.370003 Copyback: 0.018000 Sum: 0.039000 It 15,Best ac:0.001528 1.000000 fi:0.126560. Ave ac:0.003244,0.005262 Initialization: 5.632000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.857000 Kernel 1: 0.023000 Kernel 2: 86.910004 Copyback: 0.018000 Sum: 0.039000 It 16,Best ac:0.001273 1.000000 fi:0.128186. Ave ac:0.002752,0.004054 Initialization: 7.738000 Memcpy Classifiers: 0.841000 Memcpy Instances: 10.843000 Kernel 1: 0.023000 Kernel 2: 86.220001 Copyback: 0.017000 Sum: 0.032000 It 17,Best ac:0.000764 1.000000 fi:0.125111. Ave ac:0.002323,0.003522 Initialization: 5.698000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.039000 Kernel 1: 0.023000 Kernel 2: 85.492996 Copyback: 0.017000 Sum: 0.033000 It 18,Best ac:0.001019 1.000000 fi:0.125200. Ave ac:0.002376,0.003598 Initialization: 5.613000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.883000 Kernel 1: 0.023000 Kernel 2: 83.332001 Copyback: 0.018000 Sum: 0.042000 It 19,Best ac:0.001274 1.000000 fi:0.140573. Ave ac:0.002313,0.003630 Initialization: 5.997000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.843000 Kernel 1: 0.024000 Kernel 2: 84.996002 Copyback: 0.016000 Sum: 0.030000 It 20,Best ac:0.000764 1.000000 fi:0.125822. Ave ac:0.002659,0.004119 Initialization: 5.599000 Memcpy Classifiers: 0.468000 Memcpy Instances: 10.588000 Kernel 1: 0.025000 Kernel 2: 84.496002 Copyback: 0.018000 Sum: 0.039000 It 21,Best ac:0.000764 1.000000 fi:0.129982. Ave ac:0.002264,0.003314 Initialization: 6.775000 Memcpy Classifiers: 0.469000 Memcpy Instances: 9.558000 Kernel 1: 0.032000 Kernel 2: 85.477997 Copyback: 0.016000 Sum: 0.036000 It 22,Best ac:0.001019 1.000000 fi:0.128120. Ave ac:0.002162,0.003474 Initialization: 6.795000 Memcpy Classifiers: 0.776000 Memcpy Instances: 11.304000 Kernel 1: 0.027000 Kernel 2: 85.234001 Copyback: 0.016000 Sum: 0.030000 It 23,Best ac:0.001273 1.000000 fi:0.122600. Ave ac:0.002079,0.003640 Initialization: 6.467000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.870000 Kernel 1: 0.023000 Kernel 2: 87.164001 Copyback: 0.018000 Sum: 0.041000 It 24,Best ac:0.000764 1.000000 fi:0.128974. Ave ac:0.002229,0.003348 Initialization: 5.626000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.910000 Kernel 1: 0.022000 Kernel 2: 87.417999 Copyback: 0.017000 Sum: 0.037000 It 25,Best ac:0.000764 1.000000 fi:0.120803. Ave ac:0.002089,0.003691 Initialization: 5.707000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.467000 Kernel 1: 0.032000 Kernel 2: 86.834999 Copyback: 0.017000 Sum: 0.029000 It 26,Best ac:0.000764 1.000000 fi:0.126119. Ave ac:0.002087,0.003481 Initialization: 6.635000 Memcpy Classifiers: 0.452000 Memcpy Instances: 10.634000 Kernel 1: 0.023000 Kernel 2: 85.816002 Copyback: 0.017000 Sum: 0.031000 It 27,Best ac:0.000764 1.000000 fi:0.119205. Ave ac:0.001944,0.003352 Initialization: 6.187000 Memcpy Classifiers: 0.450000 Memcpy Instances: 10.659000 Kernel 1: 0.027000 Kernel 2: 83.225998 Copyback: 0.017000 Sum: 0.030000 It 28,Best ac:0.002037 1.000000 fi:0.120087. Ave ac:0.001634,0.003181 Initialization: 6.111000 Memcpy Classifiers: 0.681000 Memcpy Instances: 10.882000 Kernel 1: 0.023000 Kernel 2: 83.306000 Copyback: 0.017000 Sum: 0.032000 It 29,Best ac:0.000764 1.000000 fi:0.120803. Ave ac:0.002499,0.003635 Initialization: 7.202000 Memcpy Classifiers: 0.712000 Memcpy Instances: 8.947000 Kernel 1: 0.024000 Kernel 2: 81.148003 Copyback: 0.017000 Sum: 0.029000 It 30,Best ac:0.000764 1.000000 fi:0.119472. Ave ac:0.001624,0.002354 Initialization: 5.578000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.843000 Kernel 1: 0.023000 Kernel 2: 82.939003 Copyback: 0.017000 Sum: 0.037000 It 31,Best ac:0.001019 1.000000 fi:0.119645. Ave ac:0.001818,0.003093 Initialization: 7.006000 Memcpy Classifiers: 0.399000 Memcpy Instances: 11.383000 Kernel 1: 0.027000 Kernel 2: 80.949997 Copyback: 0.018000 Sum: 0.037000 It 32,Best ac:0.000764 1.000000 fi:0.117074. Ave ac:0.001895,0.002606 Initialization: 6.853000 Memcpy Classifiers: 0.565000 Memcpy Instances: 8.318000 Kernel 1: 0.032000 Kernel 2: 79.552002 Copyback: 0.017000 Sum: 0.030000 It 33,Best ac:0.000764 1.000000 fi:0.117074. Ave ac:0.001468,0.002641 Initialization: 33.931000 Memcpy Instances: 478.897003 Memcpy Classifiers: 0.081000 Kernel 1: 0.026000 Kernel 2: 534.846985 Copyback: 0.015000 Sum: 0.017000 Memcpy Classifiers: 0.079000 Kernel 1: 0.013000 Kernel 2: 520.653992 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.079000 Kernel 1: 0.014000 Kernel 2: 518.671997 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.078000 Kernel 1: 0.013000 Kernel 2: 554.034973 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.079000 Kernel 1: 0.012000 Kernel 2: 520.643982 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.077000 Kernel 1: 0.013000 Kernel 2: 518.968018 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.079000 Kernel 1: 0.013000 Kernel 2: 521.953979 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.116000 Kernel 1: 0.021000 Kernel 2: 544.424988 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.106000 Kernel 1: 0.016000 Kernel 2: 505.851990 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.014000 Kernel 2: 393.454987 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.001131 0.553616 fi:0.573134. Ave ac:0.001735,0.005715 Best acc 0.001131 0.553616 Initialization: 6.870000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.884000 Kernel 1: 0.026000 Kernel 2: 95.961998 Copyback: 0.018000 Sum: 0.040000 Initial population average accuracy1:0.004847 accuracy2:0.195654 Initialization: 5.722000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.847000 Kernel 1: 0.024000 Kernel 2: 97.156998 Copyback: 0.017000 Sum: 0.046000 It 0,Best ac:0.000764 0.600000 fi:0.499970. Ave ac:0.005417,0.008397 Initialization: 7.087000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.858000 Kernel 1: 0.024000 Kernel 2: 97.967003 Copyback: 0.017000 Sum: 0.028000 It 1,Best ac:0.000509 1.000000 fi:0.346283. Ave ac:0.005651,0.009105 Initialization: 6.305000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.234000 Kernel 1: 0.023000 Kernel 2: 97.234001 Copyback: 0.017000 Sum: 0.029000 It 2,Best ac:0.000764 1.000000 fi:0.099970. Ave ac:0.005153,0.008857 Initialization: 8.092000 Memcpy Classifiers: 0.839000 Memcpy Instances: 11.733000 Kernel 1: 0.024000 Kernel 2: 95.084999 Copyback: 0.017000 Sum: 0.035000 It 3,Best ac:0.001783 0.777778 fi:0.321708. Ave ac:0.004667,0.007831 Initialization: 6.777000 Memcpy Classifiers: 0.690000 Memcpy Instances: 8.810000 Kernel 1: 0.023000 Kernel 2: 95.664001 Copyback: 0.018000 Sum: 0.045000 It 4,Best ac:0.001019 1.000000 fi:0.099849. Ave ac:0.005134,0.006766 Initialization: 7.563000 Memcpy Classifiers: 0.934000 Memcpy Instances: 11.915000 Kernel 1: 0.023000 Kernel 2: 94.227997 Copyback: 0.018000 Sum: 0.031000 It 5,Best ac:0.000764 1.000000 fi:0.099970. Ave ac:0.004798,0.005953 Initialization: 5.942000 Memcpy Classifiers: 0.469000 Memcpy Instances: 9.007000 Kernel 1: 0.032000 Kernel 2: 92.694000 Copyback: 0.017000 Sum: 0.030000 It 6,Best ac:0.000764 1.000000 fi:0.099970. Ave ac:0.003546,0.005325 Initialization: 8.128000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.848000 Kernel 1: 0.024000 Kernel 2: 93.737000 Copyback: 0.017000 Sum: 0.035000 It 7,Best ac:0.000764 1.000000 fi:0.099970. Ave ac:0.003984,0.005711 Initialization: 6.400000 Memcpy Classifiers: 0.434000 Memcpy Instances: 10.105000 Kernel 1: 0.023000 Kernel 2: 93.105003 Copyback: 0.017000 Sum: 0.039000 It 8,Best ac:0.001019 1.000000 fi:0.099849. Ave ac:0.003002,0.004602 Initialization: 6.501000 Memcpy Classifiers: 0.444000 Memcpy Instances: 8.478000 Kernel 1: 0.024000 Kernel 2: 91.807999 Copyback: 0.017000 Sum: 0.034000 It 9,Best ac:0.003056 1.000000 fi:0.098880. Ave ac:0.003005,0.005109 Iteration 10:MDL fitness activated Error 0.098880 TL 0.030074 MDL Theory Length Weight: 1.0959689278 (1) Initialization: 5.693000 Memcpy Classifiers: 0.445000 Memcpy Instances: 7.838000 Kernel 1: 0.024000 Kernel 2: 90.863998 Copyback: 0.018000 Sum: 0.030000 It 10,Best ac:0.000764 1.000000 fi:0.134864. Ave ac:0.003081,0.005480 Initialization: 5.723000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.834000 Kernel 1: 0.024000 Kernel 2: 86.945000 Copyback: 0.016000 Sum: 0.031000 It 11,Best ac:0.001019 1.000000 fi:0.133753. Ave ac:0.002448,0.003226 Initialization: 5.712000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.842000 Kernel 1: 0.025000 Kernel 2: 86.056000 Copyback: 0.017000 Sum: 0.029000 It 12,Best ac:0.000764 1.000000 fi:0.136378. Ave ac:0.002209,0.002418 Initialization: 7.142000 Memcpy Classifiers: 0.397000 Memcpy Instances: 10.747000 Kernel 1: 0.023000 Kernel 2: 84.430000 Copyback: 0.017000 Sum: 0.028000 It 13,Best ac:0.001273 1.000000 fi:0.129901. Ave ac:0.002058,0.002340 Initialization: 5.732000 Memcpy Classifiers: 0.399000 Memcpy Instances: 7.837000 Kernel 1: 0.024000 Kernel 2: 83.765999 Copyback: 0.017000 Sum: 0.030000 It 14,Best ac:0.000764 1.000000 fi:0.139310. Ave ac:0.001864,0.002211 Initialization: 5.707000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.840000 Kernel 1: 0.024000 Kernel 2: 83.762001 Copyback: 0.018000 Sum: 0.039000 It 15,Best ac:0.001019 1.000000 fi:0.128831. Ave ac:0.001546,0.001948 Initialization: 6.494000 Memcpy Classifiers: 0.442000 Memcpy Instances: 10.979000 Kernel 1: 0.024000 Kernel 2: 87.052002 Copyback: 0.018000 Sum: 0.040000 It 16,Best ac:0.001019 1.000000 fi:0.138129. Ave ac:0.001689,0.002243 Initialization: 5.689000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.859000 Kernel 1: 0.023000 Kernel 2: 84.097000 Copyback: 0.018000 Sum: 0.042000 It 17,Best ac:0.000764 1.000000 fi:0.131805. Ave ac:0.002339,0.003211 Initialization: 7.106000 Memcpy Classifiers: 0.399000 Memcpy Instances: 7.910000 Kernel 1: 0.031000 Kernel 2: 84.867996 Copyback: 0.017000 Sum: 0.028000 It 18,Best ac:0.000764 1.000000 fi:0.143286. Ave ac:0.001664,0.002218 Initialization: 6.426000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.083000 Kernel 1: 0.022000 Kernel 2: 83.665001 Copyback: 0.017000 Sum: 0.029000 It 19,Best ac:0.000764 1.000000 fi:0.129009. Ave ac:0.002261,0.002738 Initialization: 7.626000 Memcpy Classifiers: 0.681000 Memcpy Instances: 10.131000 Kernel 1: 0.032000 Kernel 2: 84.411003 Copyback: 0.017000 Sum: 0.029000 It 20,Best ac:0.000764 1.000000 fi:0.131737. Ave ac:0.002448,0.002965 Initialization: 5.720000 Memcpy Classifiers: 0.398000 Memcpy Instances: 11.515000 Kernel 1: 0.026000 Kernel 2: 82.214996 Copyback: 0.019000 Sum: 0.038000 It 21,Best ac:0.001019 1.000000 fi:0.127842. Ave ac:0.002526,0.003456 Initialization: 5.680000 Memcpy Classifiers: 0.426000 Memcpy Instances: 7.889000 Kernel 1: 0.023000 Kernel 2: 79.411003 Copyback: 0.017000 Sum: 0.032000 It 22,Best ac:0.000764 1.000000 fi:0.130736. Ave ac:0.001869,0.003690 Initialization: 5.728000 Memcpy Classifiers: 0.595000 Memcpy Instances: 12.027000 Kernel 1: 0.031000 Kernel 2: 81.366997 Copyback: 0.018000 Sum: 0.037000 It 23,Best ac:0.002037 1.000000 fi:0.127580. Ave ac:0.002428,0.003236 Initialization: 5.649000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.886000 Kernel 1: 0.023000 Kernel 2: 78.742996 Copyback: 0.017000 Sum: 0.029000 It 24,Best ac:0.001273 1.000000 fi:0.131138. Ave ac:0.001749,0.002127 Initialization: 5.765000 Memcpy Classifiers: 0.397000 Memcpy Instances: 9.103000 Kernel 1: 0.023000 Kernel 2: 77.960999 Copyback: 0.016000 Sum: 0.027000 It 25,Best ac:0.000764 1.000000 fi:0.131791. Ave ac:0.001608,0.001698 Initialization: 5.686000 Memcpy Classifiers: 0.409000 Memcpy Instances: 7.866000 Kernel 1: 0.023000 Kernel 2: 74.404999 Copyback: 0.017000 Sum: 0.029000 It 26,Best ac:0.000764 1.000000 fi:0.127995. Ave ac:0.001177,0.001806 Initialization: 5.651000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.854000 Kernel 1: 0.024000 Kernel 2: 74.892998 Copyback: 0.017000 Sum: 0.026000 It 27,Best ac:0.000764 1.000000 fi:0.129225. Ave ac:0.001492,0.002628 Initialization: 5.706000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.853000 Kernel 1: 0.024000 Kernel 2: 75.902000 Copyback: 0.019000 Sum: 0.050000 It 28,Best ac:0.000764 1.000000 fi:0.128570. Ave ac:0.002467,0.006383 Initialization: 5.702000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.845000 Kernel 1: 0.024000 Kernel 2: 75.180000 Copyback: 0.019000 Sum: 0.034000 It 29,Best ac:0.001019 1.000000 fi:0.126144. Ave ac:0.002483,0.003729 Initialization: 7.603000 Memcpy Classifiers: 0.505000 Memcpy Instances: 11.254000 Kernel 1: 0.024000 Kernel 2: 75.328003 Copyback: 0.017000 Sum: 0.031000 It 30,Best ac:0.000764 1.000000 fi:0.129222. Ave ac:0.002475,0.003145 Initialization: 5.713000 Memcpy Classifiers: 0.505000 Memcpy Instances: 10.969000 Kernel 1: 0.023000 Kernel 2: 73.772003 Copyback: 0.016000 Sum: 0.027000 It 31,Best ac:0.001019 1.000000 fi:0.129859. Ave ac:0.002890,0.003702 Initialization: 5.691000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.847000 Kernel 1: 0.023000 Kernel 2: 72.693001 Copyback: 0.016000 Sum: 0.027000 It 32,Best ac:0.001019 1.000000 fi:0.123614. Ave ac:0.001632,0.002302 Initialization: 5.683000 Memcpy Classifiers: 0.360000 Memcpy Instances: 7.866000 Kernel 1: 0.024000 Kernel 2: 75.362999 Copyback: 0.017000 Sum: 0.026000 It 33,Best ac:0.000764 1.000000 fi:0.121002. Ave ac:0.001958,0.002615 Initialization: 32.262001 Memcpy Instances: 461.782990 Memcpy Classifiers: 0.067000 Kernel 1: 0.026000 Kernel 2: 518.492981 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 487.260010 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.108000 Kernel 1: 0.022000 Kernel 2: 503.865997 Copyback: 0.368000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 498.550995 Copyback: 0.017000 Sum: 0.004000 Memcpy Classifiers: 0.066000 Kernel 1: 0.016000 Kernel 2: 500.438995 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 494.928986 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.011000 Kernel 2: 503.131989 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.012000 Kernel 2: 498.675995 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 503.048004 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.012000 Kernel 2: 382.644989 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.000983 0.606918 fi:0.521548. Ave ac:0.002376,0.007501 Best acc 0.000983 0.606918 Rule:Att PSSM_-4_2 is [-6.077181,-1.922819]|Att PSSM_-3_3 is [<6.263688]|Att PSSM_-3_7 is [<-2.224439]|Att PSSM_-2_14 is [>-2.530335]|Att PSSM_0_4 is [-7.301006,-2.698994]|Att PSSM_0_5 is [>-2.305449]|Att PSSM_0_18 is [-7.146337,7.146337]|Att PSSM_1_20 is [>-0.282600]|Att PSSM_2_12 is [-6.435884,3.486319]|Att PSSM_4_9 is [-5.294894,-0.705106]|1 Accuracy : 0.784928 0 1 154822 9258 41206 29352 Removed 318 instances. 196028 Instances left. Acc of rule 0.000983-0.606918 Initialization: 5.648000 Memcpy Classifiers: 0.540000 Memcpy Instances: 7.842000 Kernel 1: 0.025000 Kernel 2: 95.824997 Copyback: 0.017000 Sum: 0.038000 Initial population average accuracy1:0.004649 accuracy2:0.216152 Initialization: 5.724000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.837000 Kernel 1: 0.023000 Kernel 2: 95.155998 Copyback: 0.017000 Sum: 0.051000 It 0,Best ac:0.001020 0.666667 fi:0.433180. Ave ac:0.004935,0.009047 Initialization: 5.608000 Memcpy Classifiers: 0.486000 Memcpy Instances: 7.868000 Kernel 1: 0.024000 Kernel 2: 95.226997 Copyback: 0.017000 Sum: 0.031000 It 1,Best ac:0.001530 0.750000 fi:0.349603. Ave ac:0.004885,0.007894 Initialization: 5.668000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.843000 Kernel 1: 0.024000 Kernel 2: 97.023003 Copyback: 0.016000 Sum: 0.034000 It 2,Best ac:0.000765 1.000000 fi:0.099968. Ave ac:0.005389,0.009255 Initialization: 5.649000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.830000 Kernel 1: 0.023000 Kernel 2: 100.417999 Copyback: 0.016000 Sum: 0.030000 It 3,Best ac:0.001020 1.000000 fi:0.099847. Ave ac:0.003994,0.008574 Initialization: 5.725000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.855000 Kernel 1: 0.022000 Kernel 2: 97.255997 Copyback: 0.017000 Sum: 0.032000 It 4,Best ac:0.001531 1.000000 fi:0.099603. Ave ac:0.004004,0.007631 Initialization: 5.929000 Memcpy Classifiers: 0.487000 Memcpy Instances: 9.495000 Kernel 1: 0.023000 Kernel 2: 96.217003 Copyback: 0.017000 Sum: 0.030000 It 5,Best ac:0.001020 1.000000 fi:0.099847. Ave ac:0.003116,0.004603 Initialization: 5.521000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.885000 Kernel 1: 0.022000 Kernel 2: 94.732002 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.001531 1.000000 fi:0.099603. Ave ac:0.002860,0.003898 Initialization: 5.665000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.825000 Kernel 1: 0.023000 Kernel 2: 96.833000 Copyback: 0.017000 Sum: 0.032000 It 7,Best ac:0.001020 1.000000 fi:0.099847. Ave ac:0.003203,0.004533 Initialization: 5.744000 Memcpy Classifiers: 0.435000 Memcpy Instances: 7.854000 Kernel 1: 0.024000 Kernel 2: 97.905998 Copyback: 0.017000 Sum: 0.029000 It 8,Best ac:0.002295 1.000000 fi:0.099238. Ave ac:0.003035,0.004389 Initialization: 5.673000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.858000 Kernel 1: 0.023000 Kernel 2: 98.662003 Copyback: 0.017000 Sum: 0.027000 It 9,Best ac:0.001275 1.000000 fi:0.099726. Ave ac:0.002406,0.003485 Iteration 10:MDL fitness activated Error 0.099726 TL 0.038286 MDL Theory Length Weight: 0.8682570804 (2) Initialization: 5.549000 Memcpy Classifiers: 0.442000 Memcpy Instances: 7.842000 Kernel 1: 0.024000 Kernel 2: 98.341003 Copyback: 0.017000 Sum: 0.031000 It 10,Best ac:0.001020 1.000000 fi:0.136072. Ave ac:0.003180,0.005817 Initialization: 5.617000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.843000 Kernel 1: 0.024000 Kernel 2: 96.832001 Copyback: 0.018000 Sum: 0.032000 It 11,Best ac:0.001020 1.000000 fi:0.114899. Ave ac:0.003629,0.006870 Initialization: 5.674000 Memcpy Classifiers: 0.418000 Memcpy Instances: 7.829000 Kernel 1: 0.024000 Kernel 2: 92.725998 Copyback: 0.017000 Sum: 0.029000 It 12,Best ac:0.000765 1.000000 fi:0.139483. Ave ac:0.003565,0.007125 Initialization: 6.083000 Memcpy Classifiers: 0.443000 Memcpy Instances: 9.153000 Kernel 1: 0.023000 Kernel 2: 93.667000 Copyback: 0.017000 Sum: 0.028000 It 13,Best ac:0.000765 1.000000 fi:0.125512. Ave ac:0.003445,0.005876 Initialization: 5.623000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.845000 Kernel 1: 0.024000 Kernel 2: 98.163002 Copyback: 0.017000 Sum: 0.027000 It 14,Best ac:0.001020 1.000000 fi:0.125805. Ave ac:0.003393,0.006270 Initialization: 5.644000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.835000 Kernel 1: 0.023000 Kernel 2: 96.241997 Copyback: 0.017000 Sum: 0.030000 It 15,Best ac:0.001275 1.000000 fi:0.121171. Ave ac:0.003409,0.004899 Initialization: 5.667000 Memcpy Classifiers: 0.453000 Memcpy Instances: 7.825000 Kernel 1: 0.024000 Kernel 2: 93.042000 Copyback: 0.017000 Sum: 0.029000 It 16,Best ac:0.000765 1.000000 fi:0.121334. Ave ac:0.003989,0.007202 Initialization: 5.671000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.837000 Kernel 1: 0.023000 Kernel 2: 92.080002 Copyback: 0.016000 Sum: 0.028000 It 17,Best ac:0.001276 1.000000 fi:0.120819. Ave ac:0.003396,0.005804 Initialization: 5.611000 Memcpy Classifiers: 0.414000 Memcpy Instances: 7.852000 Kernel 1: 0.023000 Kernel 2: 89.879997 Copyback: 0.016000 Sum: 0.033000 It 18,Best ac:0.001020 1.000000 fi:0.121720. Ave ac:0.003417,0.006201 Initialization: 5.689000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.843000 Kernel 1: 0.023000 Kernel 2: 91.579002 Copyback: 0.017000 Sum: 0.027000 It 19,Best ac:0.000765 1.000000 fi:0.123061. Ave ac:0.004064,0.007819 Initialization: 5.697000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.849000 Kernel 1: 0.022000 Kernel 2: 92.755997 Copyback: 0.017000 Sum: 0.026000 It 20,Best ac:0.000765 1.000000 fi:0.118299. Ave ac:0.004225,0.007802 MDL Theory Length Weight: 0.7814313724 (10) Initialization: 5.751000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.881000 Kernel 1: 0.023000 Kernel 2: 96.510002 Copyback: 0.016000 Sum: 0.031000 It 21,Best ac:0.000765 1.000000 fi:0.114394. Ave ac:0.003623,0.006787 Initialization: 5.607000 Memcpy Classifiers: 0.449000 Memcpy Instances: 7.865000 Kernel 1: 0.023000 Kernel 2: 93.417000 Copyback: 0.017000 Sum: 0.033000 It 22,Best ac:0.000765 1.000000 fi:0.119369. Ave ac:0.003066,0.006086 Initialization: 5.680000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.836000 Kernel 1: 0.023000 Kernel 2: 89.926003 Copyback: 0.017000 Sum: 0.031000 It 23,Best ac:0.000765 1.000000 fi:0.120016. Ave ac:0.003787,0.007059 Initialization: 5.698000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.849000 Kernel 1: 0.022000 Kernel 2: 91.459000 Copyback: 0.016000 Sum: 0.036000 It 24,Best ac:0.000765 1.000000 fi:0.113516. Ave ac:0.003597,0.007447 Initialization: 5.663000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.875000 Kernel 1: 0.024000 Kernel 2: 87.808998 Copyback: 0.016000 Sum: 0.028000 It 25,Best ac:0.002041 1.000000 fi:0.115962. Ave ac:0.005304,0.011004 Initialization: 5.638000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.835000 Kernel 1: 0.023000 Kernel 2: 90.105003 Copyback: 0.017000 Sum: 0.030000 It 26,Best ac:0.001020 1.000000 fi:0.115761. Ave ac:0.004419,0.008500 Initialization: 5.677000 Memcpy Classifiers: 0.396000 Memcpy Instances: 7.835000 Kernel 1: 0.024000 Kernel 2: 90.813004 Copyback: 0.021000 Sum: 0.037000 It 27,Best ac:0.000765 1.000000 fi:0.119368. Ave ac:0.003216,0.005425 Initialization: 5.687000 Memcpy Classifiers: 0.417000 Memcpy Instances: 7.852000 Kernel 1: 0.022000 Kernel 2: 88.024002 Copyback: 0.016000 Sum: 0.028000 It 28,Best ac:0.001020 1.000000 fi:0.111870. Ave ac:0.003330,0.006679 Initialization: 5.651000 Memcpy Classifiers: 0.424000 Memcpy Instances: 7.845000 Kernel 1: 0.022000 Kernel 2: 88.817001 Copyback: 0.017000 Sum: 0.031000 It 29,Best ac:0.000765 1.000000 fi:0.118622. Ave ac:0.003756,0.006539 Initialization: 5.683000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.821000 Kernel 1: 0.024000 Kernel 2: 89.376999 Copyback: 0.017000 Sum: 0.027000 It 30,Best ac:0.001531 1.000000 fi:0.115901. Ave ac:0.002773,0.004965 Initialization: 5.623000 Memcpy Classifiers: 0.381000 Memcpy Instances: 7.837000 Kernel 1: 0.023000 Kernel 2: 91.292000 Copyback: 0.016000 Sum: 0.026000 It 31,Best ac:0.000765 1.000000 fi:0.116643. Ave ac:0.002891,0.005177 Initialization: 5.656000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.830000 Kernel 1: 0.023000 Kernel 2: 91.000000 Copyback: 0.017000 Sum: 0.029000 It 32,Best ac:0.001276 1.000000 fi:0.117947. Ave ac:0.002680,0.004449 Initialization: 5.655000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.828000 Kernel 1: 0.024000 Kernel 2: 90.603996 Copyback: 0.017000 Sum: 0.026000 It 33,Best ac:0.001020 1.000000 fi:0.114307. Ave ac:0.002815,0.005302 Initialization: 26.819000 Memcpy Instances: 383.739014 Memcpy Classifiers: 0.084000 Kernel 1: 0.028000 Kernel 2: 571.981018 Copyback: 0.015000 Sum: 0.017000 Memcpy Classifiers: 0.081000 Kernel 1: 0.013000 Kernel 2: 571.794006 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.080000 Kernel 1: 0.014000 Kernel 2: 576.283020 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.080000 Kernel 1: 0.012000 Kernel 2: 574.018982 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.080000 Kernel 1: 0.012000 Kernel 2: 570.458984 Copyback: 0.368000 Sum: 0.001000 Memcpy Classifiers: 0.080000 Kernel 1: 0.013000 Kernel 2: 570.304016 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.079000 Kernel 1: 0.012000 Kernel 2: 568.331970 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.080000 Kernel 1: 0.012000 Kernel 2: 562.793030 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.080000 Kernel 1: 0.012000 Kernel 2: 576.804993 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.067000 Kernel 1: 0.012000 Kernel 2: 424.156006 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.000816 0.608365 fi:0.508077. Ave ac:0.002714,0.009448 Best acc 0.000816 0.608365 Initialization: 5.678000 Memcpy Classifiers: 0.558000 Memcpy Instances: 8.122000 Kernel 1: 0.033000 Kernel 2: 97.596001 Copyback: 0.017000 Sum: 0.042000 Initial population average accuracy1:0.004969 accuracy2:0.185232 Initialization: 5.669000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.845000 Kernel 1: 0.024000 Kernel 2: 95.319000 Copyback: 0.017000 Sum: 0.049000 It 0,Best ac:0.000510 1.000000 fi:0.343109. Ave ac:0.006231,0.011956 Initialization: 5.684000 Memcpy Classifiers: 0.476000 Memcpy Instances: 7.824000 Kernel 1: 0.024000 Kernel 2: 94.119003 Copyback: 0.017000 Sum: 0.031000 It 1,Best ac:0.000510 1.000000 fi:0.343109. Ave ac:0.006114,0.010903 Initialization: 5.601000 Memcpy Classifiers: 0.539000 Memcpy Instances: 7.821000 Kernel 1: 0.024000 Kernel 2: 91.319000 Copyback: 0.017000 Sum: 0.036000 It 2,Best ac:0.002296 0.818182 fi:0.281056. Ave ac:0.005298,0.009467 Initialization: 5.756000 Memcpy Classifiers: 0.523000 Memcpy Instances: 7.830000 Kernel 1: 0.023000 Kernel 2: 91.518997 Copyback: 0.016000 Sum: 0.025000 It 3,Best ac:0.000765 1.000000 fi:0.099968. Ave ac:0.005133,0.008681 Initialization: 5.748000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.841000 Kernel 1: 0.023000 Kernel 2: 93.205002 Copyback: 0.017000 Sum: 0.031000 It 4,Best ac:0.000765 1.000000 fi:0.099968. Ave ac:0.004096,0.006849 Initialization: 5.673000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.836000 Kernel 1: 0.025000 Kernel 2: 92.141998 Copyback: 0.016000 Sum: 0.029000 It 5,Best ac:0.001275 1.000000 fi:0.099725. Ave ac:0.004067,0.006663 Initialization: 5.643000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.849000 Kernel 1: 0.024000 Kernel 2: 91.059998 Copyback: 0.017000 Sum: 0.026000 It 6,Best ac:0.001020 1.000000 fi:0.099847. Ave ac:0.002906,0.005410 Initialization: 5.689000 Memcpy Classifiers: 0.467000 Memcpy Instances: 7.873000 Kernel 1: 0.025000 Kernel 2: 88.339996 Copyback: 0.017000 Sum: 0.030000 It 7,Best ac:0.001276 1.000000 fi:0.099725. Ave ac:0.003218,0.004884 Initialization: 5.664000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.852000 Kernel 1: 0.023000 Kernel 2: 90.565002 Copyback: 0.017000 Sum: 0.033000 It 8,Best ac:0.000765 1.000000 fi:0.099968. Ave ac:0.002610,0.003559 Initialization: 5.701000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.832000 Kernel 1: 0.024000 Kernel 2: 90.121002 Copyback: 0.017000 Sum: 0.027000 It 9,Best ac:0.002040 1.000000 fi:0.099360. Ave ac:0.002864,0.004384 Iteration 10:MDL fitness activated Error 0.099360 TL 0.042032 MDL Theory Length Weight: 0.7879618604 (1) Initialization: 5.653000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.821000 Kernel 1: 0.023000 Kernel 2: 92.532997 Copyback: 0.017000 Sum: 0.035000 It 10,Best ac:0.000765 1.000000 fi:0.129548. Ave ac:0.004170,0.006723 Initialization: 5.635000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.847000 Kernel 1: 0.024000 Kernel 2: 88.376999 Copyback: 0.017000 Sum: 0.027000 It 11,Best ac:0.000765 1.000000 fi:0.134833. Ave ac:0.002921,0.005669 Initialization: 5.618000 Memcpy Classifiers: 0.470000 Memcpy Instances: 7.858000 Kernel 1: 0.024000 Kernel 2: 86.931000 Copyback: 0.016000 Sum: 0.031000 It 12,Best ac:0.001020 1.000000 fi:0.130497. Ave ac:0.002505,0.004457 Initialization: 5.639000 Memcpy Classifiers: 0.432000 Memcpy Instances: 7.853000 Kernel 1: 0.023000 Kernel 2: 89.579002 Copyback: 0.017000 Sum: 0.031000 It 13,Best ac:0.000765 1.000000 fi:0.128446. Ave ac:0.002742,0.004279 Initialization: 5.608000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.852000 Kernel 1: 0.024000 Kernel 2: 87.984001 Copyback: 0.017000 Sum: 0.029000 It 14,Best ac:0.001020 1.000000 fi:0.121488. Ave ac:0.003907,0.005799 Initialization: 5.615000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.881000 Kernel 1: 0.024000 Kernel 2: 89.725998 Copyback: 0.017000 Sum: 0.032000 It 15,Best ac:0.001020 1.000000 fi:0.127169. Ave ac:0.003520,0.007558 Initialization: 5.646000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.842000 Kernel 1: 0.024000 Kernel 2: 87.839996 Copyback: 0.017000 Sum: 0.028000 It 16,Best ac:0.000765 1.000000 fi:0.126069. Ave ac:0.002692,0.006690 Initialization: 5.562000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.840000 Kernel 1: 0.023000 Kernel 2: 89.165001 Copyback: 0.017000 Sum: 0.030000 It 17,Best ac:0.000765 1.000000 fi:0.119901. Ave ac:0.002954,0.004315 Initialization: 5.691000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.832000 Kernel 1: 0.024000 Kernel 2: 87.747002 Copyback: 0.017000 Sum: 0.033000 It 18,Best ac:0.001020 1.000000 fi:0.120913. Ave ac:0.002334,0.003806 Initialization: 5.713000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.826000 Kernel 1: 0.024000 Kernel 2: 86.026001 Copyback: 0.017000 Sum: 0.030000 It 19,Best ac:0.000765 1.000000 fi:0.119224. Ave ac:0.002504,0.003897 Initialization: 5.706000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.828000 Kernel 1: 0.023000 Kernel 2: 85.555000 Copyback: 0.017000 Sum: 0.030000 It 20,Best ac:0.001020 1.000000 fi:0.119266. Ave ac:0.002462,0.004300 Initialization: 5.699000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.842000 Kernel 1: 0.024000 Kernel 2: 85.668999 Copyback: 0.017000 Sum: 0.035000 It 21,Best ac:0.001020 1.000000 fi:0.121060. Ave ac:0.002455,0.004004 Initialization: 5.679000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.821000 Kernel 1: 0.024000 Kernel 2: 82.886002 Copyback: 0.016000 Sum: 0.033000 It 22,Best ac:0.001020 1.000000 fi:0.119971. Ave ac:0.002360,0.003764 Initialization: 5.702000 Memcpy Classifiers: 0.421000 Memcpy Instances: 7.807000 Kernel 1: 0.024000 Kernel 2: 81.460999 Copyback: 0.017000 Sum: 0.028000 It 23,Best ac:0.001020 1.000000 fi:0.120764. Ave ac:0.002493,0.003626 Initialization: 5.663000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.863000 Kernel 1: 0.024000 Kernel 2: 80.848000 Copyback: 0.372000 Sum: 0.032000 It 24,Best ac:0.001531 1.000000 fi:0.126925. Ave ac:0.002862,0.005970 Initialization: 5.664000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.867000 Kernel 1: 0.024000 Kernel 2: 79.291000 Copyback: 0.017000 Sum: 0.030000 It 25,Best ac:0.000765 1.000000 fi:0.118967. Ave ac:0.003328,0.005066 Initialization: 5.690000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.835000 Kernel 1: 0.025000 Kernel 2: 77.871002 Copyback: 0.016000 Sum: 0.031000 It 26,Best ac:0.000765 1.000000 fi:0.122867. Ave ac:0.002716,0.004286 Initialization: 5.651000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.872000 Kernel 1: 0.024000 Kernel 2: 78.889000 Copyback: 0.017000 Sum: 0.028000 It 27,Best ac:0.001275 1.000000 fi:0.120254. Ave ac:0.003483,0.005947 Initialization: 5.654000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.819000 Kernel 1: 0.023000 Kernel 2: 78.018997 Copyback: 0.016000 Sum: 0.030000 It 28,Best ac:0.001020 1.000000 fi:0.125286. Ave ac:0.002892,0.004948 Initialization: 5.660000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.838000 Kernel 1: 0.024000 Kernel 2: 79.803001 Copyback: 0.017000 Sum: 0.029000 It 29,Best ac:0.000765 1.000000 fi:0.125356. Ave ac:0.002877,0.005068 Initialization: 5.625000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.843000 Kernel 1: 0.023000 Kernel 2: 77.954002 Copyback: 0.017000 Sum: 0.028000 It 30,Best ac:0.001020 1.000000 fi:0.118851. Ave ac:0.003472,0.006033 Initialization: 5.617000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.861000 Kernel 1: 0.023000 Kernel 2: 76.903000 Copyback: 0.017000 Sum: 0.026000 It 31,Best ac:0.001531 1.000000 fi:0.115324. Ave ac:0.002810,0.006727 Initialization: 5.700000 Memcpy Classifiers: 0.382000 Memcpy Instances: 7.829000 Kernel 1: 0.023000 Kernel 2: 76.209000 Copyback: 0.017000 Sum: 0.027000 It 32,Best ac:0.001020 1.000000 fi:0.118426. Ave ac:0.002490,0.004737 Initialization: 5.648000 Memcpy Classifiers: 0.499000 Memcpy Instances: 7.869000 Kernel 1: 0.023000 Kernel 2: 76.169998 Copyback: 0.017000 Sum: 0.028000 It 33,Best ac:0.001276 1.000000 fi:0.120329. Ave ac:0.003460,0.005904 Initialization: 27.257000 Memcpy Instances: 485.338989 Memcpy Classifiers: 0.079000 Kernel 1: 0.024000 Kernel 2: 521.739014 Copyback: 0.015000 Sum: 0.017000 Memcpy Classifiers: 0.076000 Kernel 1: 0.014000 Kernel 2: 520.393982 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.101000 Kernel 1: 0.019000 Kernel 2: 542.926025 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.076000 Kernel 1: 0.014000 Kernel 2: 522.260010 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.085000 Kernel 1: 0.014000 Kernel 2: 530.239990 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.095000 Kernel 1: 0.016000 Kernel 2: 538.039978 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.076000 Kernel 1: 0.012000 Kernel 2: 532.937988 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.113000 Kernel 1: 0.022000 Kernel 2: 523.189026 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.076000 Kernel 1: 0.014000 Kernel 2: 519.015015 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 398.729004 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.001010 0.598187 fi:0.522268. Ave ac:0.002926,0.009713 Best acc 0.001010 0.598187 Rule:Att PSSM_-4_7 is [-6.583048,0.583048]|Att PSSM_-3_9 is [<5.405195]|Att PSSM_0_4 is [-7.840547,-2.713258]|Att PSSM_0_12 is [<-2.597958]|Att PSSM_0_15 is [<7.581521]|Att PSSM_0_16 is [>-5.425903]|Att PSSM_3_6 is [<-1.331913]|Att PSSM_4_1 is [>4.432470]|1 Accuracy : 0.785171 0 1 154719 9361 41046 29512 Removed 263 instances. 195765 Instances left. Acc of rule 0.000816-0.608365 Initialization: 5.886000 Memcpy Classifiers: 0.558000 Memcpy Instances: 10.838000 Kernel 1: 0.033000 Kernel 2: 96.874001 Copyback: 0.017000 Sum: 0.042000 Initial population average accuracy1:0.004963 accuracy2:0.189877 Initialization: 7.017000 Memcpy Classifiers: 0.917000 Memcpy Instances: 10.839000 Kernel 1: 0.025000 Kernel 2: 97.221001 Copyback: 0.018000 Sum: 0.060000 It 0,Best ac:0.000511 1.000000 fi:0.340709. Ave ac:0.005981,0.010624 Initialization: 8.044000 Memcpy Classifiers: 0.703000 Memcpy Instances: 8.891000 Kernel 1: 0.033000 Kernel 2: 97.235001 Copyback: 0.017000 Sum: 0.031000 It 1,Best ac:0.000766 1.000000 fi:0.099967. Ave ac:0.005286,0.009273 Initialization: 6.885000 Memcpy Classifiers: 0.934000 Memcpy Instances: 11.850000 Kernel 1: 0.022000 Kernel 2: 97.597000 Copyback: 0.017000 Sum: 0.029000 It 2,Best ac:0.000766 1.000000 fi:0.099967. Ave ac:0.004843,0.008081 Initialization: 5.618000 Memcpy Classifiers: 0.474000 Memcpy Instances: 7.813000 Kernel 1: 0.024000 Kernel 2: 98.537003 Copyback: 0.017000 Sum: 0.030000 It 3,Best ac:0.001533 0.857143 fi:0.242458. Ave ac:0.004239,0.007353 Initialization: 5.661000 Memcpy Classifiers: 0.486000 Memcpy Instances: 7.820000 Kernel 1: 0.023000 Kernel 2: 97.306000 Copyback: 0.017000 Sum: 0.030000 It 4,Best ac:0.001021 1.000000 fi:0.099845. Ave ac:0.004182,0.007181 Initialization: 5.616000 Memcpy Classifiers: 0.475000 Memcpy Instances: 7.852000 Kernel 1: 0.024000 Kernel 2: 92.982002 Copyback: 0.017000 Sum: 0.029000 It 5,Best ac:0.001277 1.000000 fi:0.099723. Ave ac:0.003743,0.006386 Initialization: 5.667000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.821000 Kernel 1: 0.023000 Kernel 2: 91.467003 Copyback: 0.017000 Sum: 0.032000 It 6,Best ac:0.000766 1.000000 fi:0.099967. Ave ac:0.002751,0.004438 Initialization: 5.634000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.837000 Kernel 1: 0.024000 Kernel 2: 87.858002 Copyback: 0.017000 Sum: 0.030000 It 7,Best ac:0.001532 0.857143 fi:0.242458. Ave ac:0.002990,0.005263 Initialization: 5.671000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.813000 Kernel 1: 0.024000 Kernel 2: 88.289001 Copyback: 0.017000 Sum: 0.038000 It 8,Best ac:0.001021 1.000000 fi:0.099845. Ave ac:0.003279,0.005420 Initialization: 5.679000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.817000 Kernel 1: 0.023000 Kernel 2: 87.930000 Copyback: 0.016000 Sum: 0.029000 It 9,Best ac:0.001533 1.000000 fi:0.099600. Ave ac:0.003545,0.005145 Iteration 10:MDL fitness activated Error 0.099600 TL 0.041742 MDL Theory Length Weight: 0.7953686643 (1) Initialization: 5.637000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.828000 Kernel 1: 0.024000 Kernel 2: 84.147003 Copyback: 0.017000 Sum: 0.026000 It 10,Best ac:0.001788 1.000000 fi:0.133087. Ave ac:0.002757,0.004415 Initialization: 5.663000 Memcpy Classifiers: 0.464000 Memcpy Instances: 7.813000 Kernel 1: 0.024000 Kernel 2: 84.091003 Copyback: 0.017000 Sum: 0.034000 It 11,Best ac:0.000766 1.000000 fi:0.127688. Ave ac:0.002613,0.003927 Initialization: 5.635000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.845000 Kernel 1: 0.024000 Kernel 2: 79.884003 Copyback: 0.017000 Sum: 0.030000 It 12,Best ac:0.000766 1.000000 fi:0.128981. Ave ac:0.002883,0.004778 Initialization: 5.606000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.837000 Kernel 1: 0.023000 Kernel 2: 80.809998 Copyback: 0.017000 Sum: 0.029000 It 13,Best ac:0.000766 1.000000 fi:0.126926. Ave ac:0.001993,0.003347 Initialization: 6.570000 Memcpy Classifiers: 0.711000 Memcpy Instances: 8.470000 Kernel 1: 0.023000 Kernel 2: 82.338997 Copyback: 0.017000 Sum: 0.030000 It 14,Best ac:0.001022 1.000000 fi:0.122302. Ave ac:0.002391,0.003996 Initialization: 5.625000 Memcpy Classifiers: 0.440000 Memcpy Instances: 7.846000 Kernel 1: 0.023000 Kernel 2: 84.796997 Copyback: 0.017000 Sum: 0.032000 It 15,Best ac:0.000766 1.000000 fi:0.126437. Ave ac:0.002919,0.004790 Initialization: 5.630000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.826000 Kernel 1: 0.023000 Kernel 2: 81.276001 Copyback: 0.017000 Sum: 0.033000 It 16,Best ac:0.000766 1.000000 fi:0.124587. Ave ac:0.002672,0.004149 Initialization: 5.686000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.818000 Kernel 1: 0.023000 Kernel 2: 81.318001 Copyback: 0.017000 Sum: 0.031000 It 17,Best ac:0.000766 1.000000 fi:0.122424. Ave ac:0.002640,0.003798 Initialization: 5.627000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.829000 Kernel 1: 0.024000 Kernel 2: 82.642998 Copyback: 0.017000 Sum: 0.029000 It 18,Best ac:0.000766 1.000000 fi:0.126437. Ave ac:0.002319,0.002933 Initialization: 5.620000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.829000 Kernel 1: 0.024000 Kernel 2: 80.079002 Copyback: 0.017000 Sum: 0.029000 It 19,Best ac:0.001022 1.000000 fi:0.125479. Ave ac:0.002171,0.003461 Initialization: 5.705000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.830000 Kernel 1: 0.022000 Kernel 2: 81.132004 Copyback: 0.016000 Sum: 0.027000 It 20,Best ac:0.001022 1.000000 fi:0.125479. Ave ac:0.001783,0.002650 Initialization: 5.680000 Memcpy Classifiers: 0.399000 Memcpy Instances: 7.841000 Kernel 1: 0.023000 Kernel 2: 80.183998 Copyback: 0.016000 Sum: 0.026000 It 21,Best ac:0.001022 1.000000 fi:0.121578. Ave ac:0.002199,0.003186 Initialization: 5.650000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.836000 Kernel 1: 0.026000 Kernel 2: 76.935997 Copyback: 0.017000 Sum: 0.030000 It 22,Best ac:0.001021 1.000000 fi:0.126314. Ave ac:0.002610,0.003914 Initialization: 5.729000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.254000 Kernel 1: 0.033000 Kernel 2: 76.594002 Copyback: 0.017000 Sum: 0.032000 It 23,Best ac:0.001277 1.000000 fi:0.124161. Ave ac:0.002487,0.003781 Initialization: 6.504000 Memcpy Classifiers: 0.415000 Memcpy Instances: 9.023000 Kernel 1: 0.032000 Kernel 2: 76.584000 Copyback: 0.017000 Sum: 0.031000 It 24,Best ac:0.001022 1.000000 fi:0.127164. Ave ac:0.001905,0.003224 Initialization: 5.667000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.866000 Kernel 1: 0.024000 Kernel 2: 76.821999 Copyback: 0.018000 Sum: 0.036000 It 25,Best ac:0.000766 1.000000 fi:0.123448. Ave ac:0.002044,0.002973 Initialization: 8.589000 Memcpy Classifiers: 0.609000 Memcpy Instances: 10.547000 Kernel 1: 0.025000 Kernel 2: 79.042000 Copyback: 0.017000 Sum: 0.034000 It 26,Best ac:0.001533 1.000000 fi:0.120984. Ave ac:0.001952,0.002671 Initialization: 5.652000 Memcpy Classifiers: 0.399000 Memcpy Instances: 10.416000 Kernel 1: 0.023000 Kernel 2: 77.777000 Copyback: 0.017000 Sum: 0.030000 It 27,Best ac:0.000766 1.000000 fi:0.120464. Ave ac:0.002006,0.003328 Initialization: 5.689000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.855000 Kernel 1: 0.022000 Kernel 2: 77.384003 Copyback: 0.017000 Sum: 0.026000 It 28,Best ac:0.000766 1.000000 fi:0.122191. Ave ac:0.001889,0.002691 Initialization: 6.250000 Memcpy Classifiers: 0.681000 Memcpy Instances: 12.377000 Kernel 1: 0.025000 Kernel 2: 76.947998 Copyback: 0.017000 Sum: 0.033000 It 29,Best ac:0.000766 1.000000 fi:0.128264. Ave ac:0.001613,0.002119 Initialization: 6.873000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.524000 Kernel 1: 0.032000 Kernel 2: 76.823997 Copyback: 0.017000 Sum: 0.028000 It 30,Best ac:0.002299 1.000000 fi:0.123181. Ave ac:0.002129,0.002816 Initialization: 7.987000 Memcpy Classifiers: 0.411000 Memcpy Instances: 7.855000 Kernel 1: 0.023000 Kernel 2: 76.113998 Copyback: 0.370000 Sum: 0.028000 It 31,Best ac:0.000766 1.000000 fi:0.122225. Ave ac:0.002092,0.002773 Initialization: 5.718000 Memcpy Classifiers: 0.397000 Memcpy Instances: 10.116000 Kernel 1: 0.024000 Kernel 2: 76.102997 Copyback: 0.017000 Sum: 0.028000 It 32,Best ac:0.000766 1.000000 fi:0.123018. Ave ac:0.001603,0.001982 Initialization: 5.669000 Memcpy Classifiers: 0.380000 Memcpy Instances: 10.114000 Kernel 1: 0.023000 Kernel 2: 77.183998 Copyback: 0.018000 Sum: 0.037000 It 33,Best ac:0.000766 1.000000 fi:0.121701. Ave ac:0.001858,0.002147 Initialization: 28.540001 Memcpy Instances: 481.242004 Memcpy Classifiers: 0.116000 Kernel 1: 0.031000 Kernel 2: 516.974976 Copyback: 0.015000 Sum: 0.020000 Memcpy Classifiers: 0.139000 Kernel 1: 0.022000 Kernel 2: 526.065002 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.097000 Kernel 1: 0.017000 Kernel 2: 515.148987 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.098000 Kernel 1: 0.016000 Kernel 2: 519.630981 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.112000 Kernel 1: 0.021000 Kernel 2: 519.969971 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.097000 Kernel 1: 0.016000 Kernel 2: 520.440979 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.113000 Kernel 1: 0.021000 Kernel 2: 520.861023 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.114000 Kernel 1: 0.022000 Kernel 2: 524.366028 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.076000 Kernel 1: 0.012000 Kernel 2: 524.057007 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.012000 Kernel 2: 400.282013 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.000741 0.599174 fi:0.526440. Ave ac:0.001980,0.006164 Best acc 0.000741 0.599174 Initialization: 5.865000 Memcpy Classifiers: 0.541000 Memcpy Instances: 7.838000 Kernel 1: 0.026000 Kernel 2: 96.694000 Copyback: 0.017000 Sum: 0.040000 Initial population average accuracy1:0.005667 accuracy2:0.204686 Initialization: 5.742000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.821000 Kernel 1: 0.024000 Kernel 2: 97.915001 Copyback: 0.016000 Sum: 0.045000 It 0,Best ac:0.000766 1.000000 fi:0.099967. Ave ac:0.005575,0.009349 Initialization: 5.598000 Memcpy Classifiers: 0.480000 Memcpy Instances: 7.813000 Kernel 1: 0.023000 Kernel 2: 95.592003 Copyback: 0.017000 Sum: 0.029000 It 1,Best ac:0.002043 0.800000 fi:0.299356. Ave ac:0.004832,0.008330 Initialization: 5.617000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.831000 Kernel 1: 0.023000 Kernel 2: 94.394997 Copyback: 0.017000 Sum: 0.033000 It 2,Best ac:0.000766 1.000000 fi:0.099967. Ave ac:0.004814,0.009950 Initialization: 5.638000 Memcpy Classifiers: 0.473000 Memcpy Instances: 7.837000 Kernel 1: 0.022000 Kernel 2: 91.128998 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.000766 1.000000 fi:0.099967. Ave ac:0.004916,0.008988 Initialization: 5.700000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.826000 Kernel 1: 0.023000 Kernel 2: 90.988998 Copyback: 0.017000 Sum: 0.030000 It 4,Best ac:0.000766 1.000000 fi:0.099967. Ave ac:0.004442,0.007235 Initialization: 5.657000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.824000 Kernel 1: 0.024000 Kernel 2: 90.875000 Copyback: 0.016000 Sum: 0.031000 It 5,Best ac:0.001532 1.000000 fi:0.099600. Ave ac:0.004164,0.006959 Initialization: 5.705000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.811000 Kernel 1: 0.024000 Kernel 2: 92.639999 Copyback: 0.017000 Sum: 0.028000 It 6,Best ac:0.001021 1.000000 fi:0.099845. Ave ac:0.003759,0.005937 Initialization: 5.618000 Memcpy Classifiers: 0.486000 Memcpy Instances: 7.837000 Kernel 1: 0.023000 Kernel 2: 92.405998 Copyback: 0.017000 Sum: 0.028000 It 7,Best ac:0.001022 1.000000 fi:0.099845. Ave ac:0.003031,0.004935 Initialization: 5.633000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.829000 Kernel 1: 0.024000 Kernel 2: 93.196999 Copyback: 0.016000 Sum: 0.030000 It 8,Best ac:0.001022 1.000000 fi:0.099845. Ave ac:0.003312,0.005080 Initialization: 5.662000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.810000 Kernel 1: 0.023000 Kernel 2: 92.781998 Copyback: 0.017000 Sum: 0.034000 It 9,Best ac:0.001533 1.000000 fi:0.099600. Ave ac:0.002543,0.005327 Iteration 10:MDL fitness activated Error 0.099600 TL 0.054071 MDL Theory Length Weight: 0.6139998963 (1) Initialization: 5.624000 Memcpy Classifiers: 0.486000 Memcpy Instances: 7.816000 Kernel 1: 0.024000 Kernel 2: 93.483002 Copyback: 0.016000 Sum: 0.028000 It 10,Best ac:0.001022 1.000000 fi:0.120589. Ave ac:0.002194,0.003240 Initialization: 5.655000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.843000 Kernel 1: 0.024000 Kernel 2: 92.495003 Copyback: 0.017000 Sum: 0.034000 It 11,Best ac:0.001022 1.000000 fi:0.120916. Ave ac:0.002709,0.005571 Initialization: 5.648000 Memcpy Classifiers: 0.524000 Memcpy Instances: 7.846000 Kernel 1: 0.023000 Kernel 2: 93.705002 Copyback: 0.017000 Sum: 0.030000 It 12,Best ac:0.000766 1.000000 fi:0.116928. Ave ac:0.002816,0.004007 Initialization: 5.608000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.856000 Kernel 1: 0.024000 Kernel 2: 90.440002 Copyback: 0.017000 Sum: 0.034000 It 13,Best ac:0.000766 1.000000 fi:0.121783. Ave ac:0.002686,0.005630 Initialization: 5.692000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.824000 Kernel 1: 0.024000 Kernel 2: 89.167000 Copyback: 0.017000 Sum: 0.035000 It 14,Best ac:0.001022 1.000000 fi:0.117402. Ave ac:0.003529,0.006316 Initialization: 5.626000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.856000 Kernel 1: 0.024000 Kernel 2: 87.782997 Copyback: 0.016000 Sum: 0.030000 It 15,Best ac:0.001277 1.000000 fi:0.120657. Ave ac:0.003119,0.006082 Initialization: 5.649000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.835000 Kernel 1: 0.024000 Kernel 2: 86.025002 Copyback: 0.017000 Sum: 0.032000 It 16,Best ac:0.000766 1.000000 fi:0.119536. Ave ac:0.003502,0.007269 Initialization: 5.693000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.840000 Kernel 1: 0.023000 Kernel 2: 87.688004 Copyback: 0.016000 Sum: 0.031000 It 17,Best ac:0.000766 1.000000 fi:0.116476. Ave ac:0.002931,0.007927 Initialization: 5.678000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.824000 Kernel 1: 0.024000 Kernel 2: 86.230003 Copyback: 0.016000 Sum: 0.030000 It 18,Best ac:0.001021 1.000000 fi:0.115077. Ave ac:0.002654,0.003940 Initialization: 5.670000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.841000 Kernel 1: 0.024000 Kernel 2: 87.656998 Copyback: 0.016000 Sum: 0.034000 It 19,Best ac:0.001021 1.000000 fi:0.116777. Ave ac:0.002642,0.004608 Initialization: 5.632000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.827000 Kernel 1: 0.024000 Kernel 2: 89.490997 Copyback: 0.017000 Sum: 0.027000 It 20,Best ac:0.000766 1.000000 fi:0.120996. Ave ac:0.002913,0.004808 Initialization: 5.656000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.819000 Kernel 1: 0.024000 Kernel 2: 87.835999 Copyback: 0.018000 Sum: 0.031000 It 21,Best ac:0.000766 1.000000 fi:0.118597. Ave ac:0.002161,0.004010 Initialization: 5.627000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.808000 Kernel 1: 0.025000 Kernel 2: 88.349998 Copyback: 0.017000 Sum: 0.029000 It 22,Best ac:0.001788 1.000000 fi:0.116307. Ave ac:0.001967,0.003643 Initialization: 5.753000 Memcpy Classifiers: 0.435000 Memcpy Instances: 7.825000 Kernel 1: 0.023000 Kernel 2: 91.068001 Copyback: 0.017000 Sum: 0.031000 It 23,Best ac:0.000766 1.000000 fi:0.122307. Ave ac:0.002149,0.004011 Initialization: 5.655000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.851000 Kernel 1: 0.024000 Kernel 2: 87.730003 Copyback: 0.017000 Sum: 0.030000 It 24,Best ac:0.000766 1.000000 fi:0.115199. Ave ac:0.002406,0.003372 Initialization: 5.573000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.807000 Kernel 1: 0.025000 Kernel 2: 90.891998 Copyback: 0.017000 Sum: 0.031000 It 25,Best ac:0.000766 1.000000 fi:0.117852. Ave ac:0.002362,0.004188 Initialization: 5.630000 Memcpy Classifiers: 0.445000 Memcpy Instances: 7.814000 Kernel 1: 0.024000 Kernel 2: 89.487000 Copyback: 0.017000 Sum: 0.032000 It 26,Best ac:0.001021 1.000000 fi:0.122517. Ave ac:0.002657,0.004943 Initialization: 5.619000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.853000 Kernel 1: 0.023000 Kernel 2: 91.157997 Copyback: 0.017000 Sum: 0.027000 It 27,Best ac:0.000766 1.000000 fi:0.116570. Ave ac:0.002163,0.003214 MDL Theory Length Weight: 0.5525999067 (10) Initialization: 5.706000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.819000 Kernel 1: 0.023000 Kernel 2: 89.049004 Copyback: 0.016000 Sum: 0.030000 It 28,Best ac:0.001022 1.000000 fi:0.114703. Ave ac:0.002346,0.003385 Initialization: 5.676000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.819000 Kernel 1: 0.023000 Kernel 2: 91.246002 Copyback: 0.017000 Sum: 0.029000 It 29,Best ac:0.000766 1.000000 fi:0.114131. Ave ac:0.002323,0.004054 Initialization: 5.593000 Memcpy Classifiers: 0.435000 Memcpy Instances: 7.843000 Kernel 1: 0.023000 Kernel 2: 89.790001 Copyback: 0.017000 Sum: 0.029000 It 30,Best ac:0.000766 1.000000 fi:0.114251. Ave ac:0.002548,0.004442 Initialization: 5.657000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.838000 Kernel 1: 0.023000 Kernel 2: 93.101997 Copyback: 0.017000 Sum: 0.030000 It 31,Best ac:0.001022 1.000000 fi:0.114129. Ave ac:0.002425,0.003569 Initialization: 5.683000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.838000 Kernel 1: 0.024000 Kernel 2: 91.264999 Copyback: 0.017000 Sum: 0.026000 It 32,Best ac:0.002298 1.000000 fi:0.116260. Ave ac:0.002348,0.003620 Initialization: 5.735000 Memcpy Classifiers: 0.435000 Memcpy Instances: 7.812000 Kernel 1: 0.024000 Kernel 2: 92.500000 Copyback: 0.018000 Sum: 0.041000 It 33,Best ac:0.000766 1.000000 fi:0.114147. Ave ac:0.001929,0.002821 Initialization: 27.461000 Memcpy Instances: 417.682007 Memcpy Classifiers: 0.091000 Kernel 1: 0.027000 Kernel 2: 583.818970 Copyback: 0.015000 Sum: 0.014000 Memcpy Classifiers: 0.108000 Kernel 1: 0.017000 Kernel 2: 580.281982 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.087000 Kernel 1: 0.013000 Kernel 2: 583.810974 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.088000 Kernel 1: 0.013000 Kernel 2: 567.880005 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.089000 Kernel 1: 0.012000 Kernel 2: 598.039001 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.088000 Kernel 1: 0.013000 Kernel 2: 599.517029 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.088000 Kernel 1: 0.014000 Kernel 2: 602.392029 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.089000 Kernel 1: 0.013000 Kernel 2: 572.234985 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.105000 Kernel 1: 0.016000 Kernel 2: 575.706970 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.100000 Kernel 1: 0.021000 Kernel 2: 426.251007 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.001834 0.614726 fi:0.501756. Ave ac:0.001673,0.005291 Best acc 0.001834 0.614726 Rule:Att PSSM_-4_6 is [>-6.656854]|Att PSSM_-3_4 is [-5.371890,3.188309]|Att PSSM_-3_12 is [-6.408691,-1.243647]|Att PSSM_-2_19 is [-6.974300,6.834234]|Att PSSM_-1_5 is [-5.720790,-1.228227]|Att PSSM_-1_12 is [<-2.814943]|Att PSSM_0_9 is [-6.375930,1.392918]|Att PSSM_0_12 is [<-2.140425]|Att PSSM_1_5 is [-3.030499,10.190065]|Att PSSM_3_7 is [-5.903709,-1.720981]|Att PSSM_4_7 is [<1.072203]|1 Accuracy : 0.785742 0 1 154494 9586 40687 29871 Removed 584 instances. 195181 Instances left. Acc of rule 0.001834-0.614726 Initialization: 7.462000 Memcpy Classifiers: 0.541000 Memcpy Instances: 7.825000 Kernel 1: 0.024000 Kernel 2: 113.736000 Copyback: 0.017000 Sum: 0.038000 Initial population average accuracy1:0.004522 accuracy2:0.203848 Initialization: 5.739000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.800000 Kernel 1: 0.023000 Kernel 2: 114.193001 Copyback: 0.019000 Sum: 0.041000 It 0,Best ac:0.001025 1.000000 fi:0.099841. Ave ac:0.004844,0.010003 Initialization: 6.349000 Memcpy Classifiers: 0.791000 Memcpy Instances: 10.077000 Kernel 1: 0.022000 Kernel 2: 100.355003 Copyback: 0.017000 Sum: 0.030000 It 1,Best ac:0.000512 1.000000 fi:0.335039. Ave ac:0.004785,0.009460 Initialization: 6.568000 Memcpy Classifiers: 0.843000 Memcpy Instances: 9.755000 Kernel 1: 0.024000 Kernel 2: 100.461998 Copyback: 0.017000 Sum: 0.028000 It 2,Best ac:0.001025 0.800000 fi:0.299841. Ave ac:0.004782,0.009180 Initialization: 7.866000 Memcpy Classifiers: 0.839000 Memcpy Instances: 8.998000 Kernel 1: 0.028000 Kernel 2: 118.307999 Copyback: 0.020000 Sum: 0.033000 It 3,Best ac:0.000512 1.000000 fi:0.335039. Ave ac:0.004400,0.007767 Initialization: 5.654000 Memcpy Classifiers: 0.494000 Memcpy Instances: 9.385000 Kernel 1: 0.031000 Kernel 2: 104.057999 Copyback: 0.017000 Sum: 0.030000 It 4,Best ac:0.000769 1.000000 fi:0.099963. Ave ac:0.003854,0.006117 Initialization: 7.856000 Memcpy Classifiers: 0.840000 Memcpy Instances: 8.040000 Kernel 1: 0.023000 Kernel 2: 118.024002 Copyback: 0.017000 Sum: 0.029000 It 5,Best ac:0.000768 1.000000 fi:0.099964. Ave ac:0.003379,0.007376 Initialization: 6.947000 Memcpy Classifiers: 0.576000 Memcpy Instances: 11.189000 Kernel 1: 0.023000 Kernel 2: 118.822998 Copyback: 0.017000 Sum: 0.030000 It 6,Best ac:0.001281 1.000000 fi:0.099717. Ave ac:0.002973,0.005689 Initialization: 6.744000 Memcpy Classifiers: 0.539000 Memcpy Instances: 10.749000 Kernel 1: 0.026000 Kernel 2: 104.247002 Copyback: 0.017000 Sum: 0.033000 It 7,Best ac:0.001281 1.000000 fi:0.099717. Ave ac:0.003202,0.005049 Initialization: 5.926000 Memcpy Classifiers: 0.575000 Memcpy Instances: 9.415000 Kernel 1: 0.022000 Kernel 2: 123.917999 Copyback: 0.018000 Sum: 0.042000 It 8,Best ac:0.001281 0.833333 fi:0.266384. Ave ac:0.002743,0.004375 Initialization: 7.556000 Memcpy Classifiers: 0.809000 Memcpy Instances: 10.159000 Kernel 1: 0.024000 Kernel 2: 123.168999 Copyback: 0.018000 Sum: 0.035000 It 9,Best ac:0.000768 1.000000 fi:0.099964. Ave ac:0.003060,0.006037 Iteration 10:MDL fitness activated Error 0.099964 TL 0.050044 MDL Theory Length Weight: 0.6658350918 (3) Initialization: 5.633000 Memcpy Classifiers: 0.503000 Memcpy Instances: 7.812000 Kernel 1: 0.023000 Kernel 2: 123.167999 Copyback: 0.017000 Sum: 0.028000 It 10,Best ac:0.001537 1.000000 fi:0.129460. Ave ac:0.003234,0.005478 Initialization: 5.915000 Memcpy Classifiers: 0.487000 Memcpy Instances: 10.594000 Kernel 1: 0.024000 Kernel 2: 109.264999 Copyback: 0.017000 Sum: 0.037000 It 11,Best ac:0.000769 1.000000 fi:0.130305. Ave ac:0.002362,0.004316 Initialization: 6.118000 Memcpy Classifiers: 0.526000 Memcpy Instances: 7.978000 Kernel 1: 0.032000 Kernel 2: 108.752998 Copyback: 0.017000 Sum: 0.037000 It 12,Best ac:0.000769 1.000000 fi:0.133277. Ave ac:0.002825,0.004526 Initialization: 5.614000 Memcpy Classifiers: 0.469000 Memcpy Instances: 9.763000 Kernel 1: 0.024000 Kernel 2: 119.749001 Copyback: 0.018000 Sum: 0.042000 It 13,Best ac:0.000768 1.000000 fi:0.126816. Ave ac:0.002458,0.003895 Initialization: 7.057000 Memcpy Classifiers: 0.739000 Memcpy Instances: 8.413000 Kernel 1: 0.032000 Kernel 2: 117.400002 Copyback: 0.017000 Sum: 0.033000 It 14,Best ac:0.001025 1.000000 fi:0.122515. Ave ac:0.002088,0.003584 Initialization: 5.591000 Memcpy Classifiers: 0.486000 Memcpy Instances: 7.843000 Kernel 1: 0.023000 Kernel 2: 99.856003 Copyback: 0.016000 Sum: 0.032000 It 15,Best ac:0.001281 1.000000 fi:0.125947. Ave ac:0.002331,0.003896 Initialization: 5.705000 Memcpy Classifiers: 0.487000 Memcpy Instances: 11.155000 Kernel 1: 0.024000 Kernel 2: 100.130997 Copyback: 0.018000 Sum: 0.038000 It 16,Best ac:0.000769 1.000000 fi:0.129741. Ave ac:0.002130,0.003247 Initialization: 7.141000 Memcpy Classifiers: 0.775000 Memcpy Instances: 9.216000 Kernel 1: 0.023000 Kernel 2: 98.875999 Copyback: 0.017000 Sum: 0.032000 It 17,Best ac:0.001025 1.000000 fi:0.122503. Ave ac:0.002365,0.004192 Initialization: 5.662000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.798000 Kernel 1: 0.024000 Kernel 2: 112.143997 Copyback: 0.018000 Sum: 0.036000 It 18,Best ac:0.001025 1.000000 fi:0.124768. Ave ac:0.003010,0.005592 Initialization: 7.323000 Memcpy Classifiers: 0.523000 Memcpy Instances: 11.477000 Kernel 1: 0.027000 Kernel 2: 113.913002 Copyback: 0.017000 Sum: 0.033000 It 19,Best ac:0.000768 1.000000 fi:0.124018. Ave ac:0.003016,0.004507 Initialization: 8.055000 Memcpy Classifiers: 0.469000 Memcpy Instances: 11.110000 Kernel 1: 0.023000 Kernel 2: 98.040001 Copyback: 0.017000 Sum: 0.033000 It 20,Best ac:0.001281 1.000000 fi:0.119433. Ave ac:0.002938,0.004447 Initialization: 8.458000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.797000 Kernel 1: 0.024000 Kernel 2: 116.264000 Copyback: 0.017000 Sum: 0.031000 It 21,Best ac:0.001025 1.000000 fi:0.126071. Ave ac:0.002383,0.003431 Initialization: 5.647000 Memcpy Classifiers: 0.486000 Memcpy Instances: 7.791000 Kernel 1: 0.024000 Kernel 2: 115.660004 Copyback: 0.017000 Sum: 0.038000 It 22,Best ac:0.001025 1.000000 fi:0.120427. Ave ac:0.002487,0.003599 Initialization: 5.642000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.789000 Kernel 1: 0.023000 Kernel 2: 116.835999 Copyback: 0.017000 Sum: 0.029000 It 23,Best ac:0.000768 1.000000 fi:0.122856. Ave ac:0.002410,0.003528 Initialization: 6.781000 Memcpy Classifiers: 0.614000 Memcpy Instances: 8.206000 Kernel 1: 0.032000 Kernel 2: 114.227997 Copyback: 0.018000 Sum: 0.037000 It 24,Best ac:0.001281 1.000000 fi:0.123027. Ave ac:0.002064,0.003206 Initialization: 6.886000 Memcpy Classifiers: 0.638000 Memcpy Instances: 11.072000 Kernel 1: 0.026000 Kernel 2: 111.316002 Copyback: 0.017000 Sum: 0.028000 It 25,Best ac:0.000768 1.000000 fi:0.122755. Ave ac:0.002306,0.003472 Initialization: 7.701000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.807000 Kernel 1: 0.023000 Kernel 2: 112.227997 Copyback: 0.017000 Sum: 0.033000 It 26,Best ac:0.001025 1.000000 fi:0.122733. Ave ac:0.001722,0.002527 Initialization: 7.297000 Memcpy Classifiers: 0.795000 Memcpy Instances: 11.040000 Kernel 1: 0.027000 Kernel 2: 111.257004 Copyback: 0.017000 Sum: 0.030000 It 27,Best ac:0.001025 1.000000 fi:0.119556. Ave ac:0.001935,0.002994 Initialization: 5.639000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.806000 Kernel 1: 0.024000 Kernel 2: 112.768997 Copyback: 0.017000 Sum: 0.032000 It 28,Best ac:0.001025 1.000000 fi:0.120427. Ave ac:0.001614,0.002014 Initialization: 6.386000 Memcpy Classifiers: 0.472000 Memcpy Instances: 10.193000 Kernel 1: 0.023000 Kernel 2: 97.274002 Copyback: 0.018000 Sum: 0.041000 It 29,Best ac:0.001281 1.000000 fi:0.119768. Ave ac:0.001858,0.002857 MDL Theory Length Weight: 0.5992515826 (10) Initialization: 5.976000 Memcpy Classifiers: 0.490000 Memcpy Instances: 11.659000 Kernel 1: 0.024000 Kernel 2: 111.703003 Copyback: 0.017000 Sum: 0.032000 It 30,Best ac:0.001537 1.000000 fi:0.119751. Ave ac:0.001929,0.003779 Initialization: 5.697000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.785000 Kernel 1: 0.023000 Kernel 2: 115.789001 Copyback: 0.017000 Sum: 0.030000 It 31,Best ac:0.001025 1.000000 fi:0.123057. Ave ac:0.001783,0.002469 Initialization: 5.685000 Memcpy Classifiers: 0.450000 Memcpy Instances: 11.012000 Kernel 1: 0.023000 Kernel 2: 116.624001 Copyback: 0.019000 Sum: 0.043000 It 32,Best ac:0.001025 1.000000 fi:0.120820. Ave ac:0.001883,0.002476 Initialization: 6.155000 Memcpy Classifiers: 0.451000 Memcpy Instances: 11.286000 Kernel 1: 0.022000 Kernel 2: 101.741997 Copyback: 0.016000 Sum: 0.027000 It 33,Best ac:0.000769 1.000000 fi:0.123728. Ave ac:0.002114,0.003229 Initialization: 33.431999 Memcpy Instances: 446.175995 Memcpy Classifiers: 0.093000 Kernel 1: 0.025000 Kernel 2: 639.614990 Copyback: 0.016000 Sum: 0.014000 Memcpy Classifiers: 0.093000 Kernel 1: 0.014000 Kernel 2: 649.679993 Copyback: 0.369000 Sum: 0.002000 Memcpy Classifiers: 0.092000 Kernel 1: 0.013000 Kernel 2: 644.164001 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.131000 Kernel 1: 0.022000 Kernel 2: 641.521973 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.110000 Kernel 1: 0.017000 Kernel 2: 636.989014 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.091000 Kernel 1: 0.013000 Kernel 2: 645.169983 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.110000 Kernel 1: 0.017000 Kernel 2: 641.429993 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.110000 Kernel 1: 0.016000 Kernel 2: 625.617981 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.091000 Kernel 1: 0.013000 Kernel 2: 645.218994 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.012000 Kernel 2: 285.987000 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.000687 0.632075 fi:0.497571. Ave ac:0.001985,0.006116 Best acc 0.000687 0.632075 Initialization: 5.679000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.797000 Kernel 1: 0.023000 Kernel 2: 112.735001 Copyback: 0.017000 Sum: 0.030000 Initial population average accuracy1:0.005165 accuracy2:0.205592 Initialization: 5.700000 Memcpy Classifiers: 0.540000 Memcpy Instances: 7.801000 Kernel 1: 0.024000 Kernel 2: 96.839996 Copyback: 0.017000 Sum: 0.033000 It 0,Best ac:0.001025 1.000000 fi:0.099841. Ave ac:0.005624,0.010683 Initialization: 5.707000 Memcpy Classifiers: 0.565000 Memcpy Instances: 7.808000 Kernel 1: 0.024000 Kernel 2: 109.875000 Copyback: 0.017000 Sum: 0.035000 It 1,Best ac:0.001281 1.000000 fi:0.099717. Ave ac:0.005850,0.010127 Initialization: 5.656000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.790000 Kernel 1: 0.024000 Kernel 2: 94.966003 Copyback: 0.016000 Sum: 0.028000 It 2,Best ac:0.000769 1.000000 fi:0.099963. Ave ac:0.005765,0.009591 Initialization: 5.717000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.800000 Kernel 1: 0.024000 Kernel 2: 108.608002 Copyback: 0.018000 Sum: 0.040000 It 3,Best ac:0.001537 0.857143 fi:0.242451. Ave ac:0.004874,0.010442 Initialization: 5.720000 Memcpy Classifiers: 0.472000 Memcpy Instances: 7.816000 Kernel 1: 0.023000 Kernel 2: 92.345001 Copyback: 0.020000 Sum: 0.036000 It 4,Best ac:0.001025 1.000000 fi:0.099840. Ave ac:0.005045,0.009960 Initialization: 5.666000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.791000 Kernel 1: 0.024000 Kernel 2: 108.448997 Copyback: 0.017000 Sum: 0.037000 It 5,Best ac:0.001025 1.000000 fi:0.099841. Ave ac:0.004093,0.007376 Initialization: 5.672000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.822000 Kernel 1: 0.025000 Kernel 2: 90.475998 Copyback: 0.371000 Sum: 0.038000 It 6,Best ac:0.001025 1.000000 fi:0.099841. Ave ac:0.003891,0.007542 Initialization: 5.686000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.796000 Kernel 1: 0.025000 Kernel 2: 87.691002 Copyback: 0.017000 Sum: 0.029000 It 7,Best ac:0.001281 1.000000 fi:0.099717. Ave ac:0.003538,0.007474 Initialization: 5.704000 Memcpy Classifiers: 0.408000 Memcpy Instances: 7.789000 Kernel 1: 0.024000 Kernel 2: 89.031998 Copyback: 0.019000 Sum: 0.045000 It 8,Best ac:0.001025 1.000000 fi:0.099840. Ave ac:0.003262,0.005228 Initialization: 6.398000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.807000 Kernel 1: 0.024000 Kernel 2: 102.848999 Copyback: 0.017000 Sum: 0.029000 It 9,Best ac:0.001281 1.000000 fi:0.099717. Ave ac:0.003171,0.004773 Iteration 10:MDL fitness activated Error 0.099717 TL 0.027080 MDL Theory Length Weight: 1.2274606365 (3) Initialization: 5.671000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.824000 Kernel 1: 0.024000 Kernel 2: 90.155998 Copyback: 0.018000 Sum: 0.027000 It 10,Best ac:0.001025 1.000000 fi:0.138499. Ave ac:0.002946,0.005211 Initialization: 5.651000 Memcpy Classifiers: 0.378000 Memcpy Instances: 7.804000 Kernel 1: 0.024000 Kernel 2: 104.194000 Copyback: 0.016000 Sum: 0.029000 It 11,Best ac:0.000768 1.000000 fi:0.131932. Ave ac:0.002869,0.006235 Initialization: 5.687000 Memcpy Classifiers: 0.378000 Memcpy Instances: 7.826000 Kernel 1: 0.023000 Kernel 2: 88.760002 Copyback: 0.017000 Sum: 0.030000 It 12,Best ac:0.001025 1.000000 fi:0.138156. Ave ac:0.001697,0.002647 Initialization: 5.674000 Memcpy Classifiers: 0.404000 Memcpy Instances: 7.797000 Kernel 1: 0.024000 Kernel 2: 89.178001 Copyback: 0.017000 Sum: 0.031000 It 13,Best ac:0.000769 1.000000 fi:0.131967. Ave ac:0.002336,0.004797 Initialization: 5.669000 Memcpy Classifiers: 0.378000 Memcpy Instances: 7.802000 Kernel 1: 0.024000 Kernel 2: 104.489998 Copyback: 0.017000 Sum: 0.027000 It 14,Best ac:0.000768 1.000000 fi:0.134679. Ave ac:0.001534,0.002672 Initialization: 5.706000 Memcpy Classifiers: 0.418000 Memcpy Instances: 7.790000 Kernel 1: 0.024000 Kernel 2: 102.676003 Copyback: 0.016000 Sum: 0.029000 It 15,Best ac:0.000768 1.000000 fi:0.145545. Ave ac:0.002225,0.003633 Initialization: 5.713000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.121000 Kernel 1: 0.032000 Kernel 2: 101.760002 Copyback: 0.017000 Sum: 0.033000 It 16,Best ac:0.001281 1.000000 fi:0.136986. Ave ac:0.001978,0.002532 Initialization: 5.657000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.803000 Kernel 1: 0.023000 Kernel 2: 100.681999 Copyback: 0.018000 Sum: 0.028000 It 17,Best ac:0.000768 1.000000 fi:0.136682. Ave ac:0.001651,0.002046 Initialization: 5.636000 Memcpy Classifiers: 0.414000 Memcpy Instances: 7.803000 Kernel 1: 0.023000 Kernel 2: 86.002998 Copyback: 0.017000 Sum: 0.028000 It 18,Best ac:0.000769 1.000000 fi:0.126805. Ave ac:0.002568,0.004294 Initialization: 5.643000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.795000 Kernel 1: 0.024000 Kernel 2: 99.109001 Copyback: 0.017000 Sum: 0.030000 It 19,Best ac:0.001537 1.000000 fi:0.130086. Ave ac:0.001365,0.001530 Initialization: 5.722000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.874000 Kernel 1: 0.023000 Kernel 2: 101.165001 Copyback: 0.017000 Sum: 0.027000 It 20,Best ac:0.000768 1.000000 fi:0.130429. Ave ac:0.001550,0.001816 Initialization: 5.673000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.764000 Kernel 1: 0.024000 Kernel 2: 98.569000 Copyback: 0.017000 Sum: 0.033000 It 21,Best ac:0.001537 1.000000 fi:0.130059. Ave ac:0.001427,0.002144 Initialization: 5.689000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.802000 Kernel 1: 0.023000 Kernel 2: 98.103996 Copyback: 0.017000 Sum: 0.026000 It 22,Best ac:0.001025 1.000000 fi:0.131572. Ave ac:0.001347,0.001577 Initialization: 6.385000 Memcpy Classifiers: 0.680000 Memcpy Instances: 8.919000 Kernel 1: 0.023000 Kernel 2: 98.359001 Copyback: 0.017000 Sum: 0.027000 It 23,Best ac:0.001281 1.000000 fi:0.131259. Ave ac:0.001495,0.001642 Initialization: 5.685000 Memcpy Classifiers: 0.378000 Memcpy Instances: 7.800000 Kernel 1: 0.024000 Kernel 2: 100.223999 Copyback: 0.016000 Sum: 0.032000 It 24,Best ac:0.000768 1.000000 fi:0.131033. Ave ac:0.001374,0.001718 Initialization: 5.675000 Memcpy Classifiers: 0.386000 Memcpy Instances: 9.406000 Kernel 1: 0.029000 Kernel 2: 84.071999 Copyback: 0.017000 Sum: 0.033000 It 25,Best ac:0.001025 1.000000 fi:0.124297. Ave ac:0.001708,0.002262 Initialization: 5.676000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.800000 Kernel 1: 0.023000 Kernel 2: 82.323997 Copyback: 0.017000 Sum: 0.027000 It 26,Best ac:0.002306 1.000000 fi:0.130764. Ave ac:0.002038,0.002297 Initialization: 5.634000 Memcpy Classifiers: 0.360000 Memcpy Instances: 7.812000 Kernel 1: 0.023000 Kernel 2: 97.296997 Copyback: 0.017000 Sum: 0.025000 It 27,Best ac:0.001281 1.000000 fi:0.123358. Ave ac:0.001643,0.001553 Initialization: 5.679000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.788000 Kernel 1: 0.024000 Kernel 2: 97.237000 Copyback: 0.017000 Sum: 0.028000 It 28,Best ac:0.001025 1.000000 fi:0.138499. Ave ac:0.000874,0.001367 Initialization: 5.769000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.794000 Kernel 1: 0.024000 Kernel 2: 81.971001 Copyback: 0.017000 Sum: 0.030000 It 29,Best ac:0.001025 1.000000 fi:0.130332. Ave ac:0.001735,0.002244 Initialization: 5.682000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.816000 Kernel 1: 0.023000 Kernel 2: 93.752998 Copyback: 0.017000 Sum: 0.029000 It 30,Best ac:0.001025 1.000000 fi:0.125506. Ave ac:0.001627,0.002044 Initialization: 5.908000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.813000 Kernel 1: 0.023000 Kernel 2: 95.167999 Copyback: 0.017000 Sum: 0.027000 It 31,Best ac:0.001281 1.000000 fi:0.130122. Ave ac:0.001868,0.002637 Initialization: 5.644000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.798000 Kernel 1: 0.024000 Kernel 2: 81.684998 Copyback: 0.017000 Sum: 0.027000 It 32,Best ac:0.000769 1.000000 fi:0.123604. Ave ac:0.001987,0.002748 Initialization: 5.654000 Memcpy Classifiers: 0.371000 Memcpy Instances: 7.792000 Kernel 1: 0.023000 Kernel 2: 98.136002 Copyback: 0.017000 Sum: 0.025000 It 33,Best ac:0.000768 1.000000 fi:0.127199. Ave ac:0.002410,0.002996 Initialization: 27.697001 Memcpy Instances: 388.256012 Memcpy Classifiers: 0.077000 Kernel 1: 0.026000 Kernel 2: 572.309998 Copyback: 0.015000 Sum: 0.018000 Memcpy Classifiers: 0.075000 Kernel 1: 0.012000 Kernel 2: 544.471985 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.069000 Kernel 1: 0.013000 Kernel 2: 575.942993 Copyback: 0.017000 Sum: 0.003000 Memcpy Classifiers: 0.113000 Kernel 1: 0.022000 Kernel 2: 539.952026 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.096000 Kernel 1: 0.015000 Kernel 2: 574.559998 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.075000 Kernel 1: 0.013000 Kernel 2: 535.499023 Copyback: 0.370000 Sum: 0.002000 Memcpy Classifiers: 0.075000 Kernel 1: 0.013000 Kernel 2: 557.304016 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.113000 Kernel 1: 0.021000 Kernel 2: 543.568970 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.096000 Kernel 1: 0.015000 Kernel 2: 562.481018 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.071000 Kernel 1: 0.015000 Kernel 2: 257.348999 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.000753 0.630901 fi:0.493526. Ave ac:0.001885,0.005724 Best acc 0.000753 0.630901 Rule:Att PSSM_0_2 is [<-2.419907]|Att PSSM_0_5 is [-0.137041,7.258456]|Att PSSM_0_7 is [-6.506337,-1.493663]|Att PSSM_1_20 is [>1.683798]|Att PSSM_2_4 is [<-2.523750]|Att PSSM_3_9 is [<4.932755]|1 Accuracy : 0.786002 0 1 154408 9672 40540 30018 Removed 233 instances. 194948 Instances left. Acc of rule 0.000753-0.630901 Initialization: 8.032000 Memcpy Classifiers: 0.913000 Memcpy Instances: 10.030000 Kernel 1: 0.025000 Kernel 2: 96.278999 Copyback: 0.019000 Sum: 0.050000 Initial population average accuracy1:0.005622 accuracy2:0.194006 Initialization: 7.987000 Memcpy Classifiers: 0.557000 Memcpy Instances: 8.863000 Kernel 1: 0.032000 Kernel 2: 95.497002 Copyback: 0.017000 Sum: 0.055000 It 0,Best ac:0.001026 0.800000 fi:0.299839. Ave ac:0.006235,0.011288 Initialization: 6.100000 Memcpy Classifiers: 0.487000 Memcpy Instances: 10.499000 Kernel 1: 0.027000 Kernel 2: 95.064003 Copyback: 0.017000 Sum: 0.029000 It 1,Best ac:0.001026 0.800000 fi:0.299839. Ave ac:0.005344,0.009764 Initialization: 8.255000 Memcpy Classifiers: 0.467000 Memcpy Instances: 7.833000 Kernel 1: 0.023000 Kernel 2: 92.831001 Copyback: 0.018000 Sum: 0.041000 It 2,Best ac:0.000513 1.000000 fi:0.332579. Ave ac:0.004367,0.008793 Initialization: 5.720000 Memcpy Classifiers: 0.487000 Memcpy Instances: 10.778000 Kernel 1: 0.023000 Kernel 2: 94.347000 Copyback: 0.017000 Sum: 0.028000 It 3,Best ac:0.000769 1.000000 fi:0.099963. Ave ac:0.004424,0.007840 Initialization: 6.721000 Memcpy Classifiers: 0.505000 Memcpy Instances: 9.848000 Kernel 1: 0.023000 Kernel 2: 93.237999 Copyback: 0.018000 Sum: 0.041000 It 4,Best ac:0.000769 1.000000 fi:0.099963. Ave ac:0.004382,0.007195 Initialization: 5.614000 Memcpy Classifiers: 0.505000 Memcpy Instances: 9.851000 Kernel 1: 0.032000 Kernel 2: 93.947998 Copyback: 0.018000 Sum: 0.042000 It 5,Best ac:0.001026 1.000000 fi:0.099839. Ave ac:0.003630,0.006687 Initialization: 6.049000 Memcpy Classifiers: 0.539000 Memcpy Instances: 8.741000 Kernel 1: 0.032000 Kernel 2: 91.866997 Copyback: 0.017000 Sum: 0.030000 It 6,Best ac:0.001026 1.000000 fi:0.099838. Ave ac:0.003448,0.006825 Initialization: 7.071000 Memcpy Classifiers: 0.840000 Memcpy Instances: 11.931000 Kernel 1: 0.029000 Kernel 2: 92.344002 Copyback: 0.018000 Sum: 0.042000 It 7,Best ac:0.001796 1.000000 fi:0.099467. Ave ac:0.002659,0.004540 Initialization: 7.099000 Memcpy Classifiers: 0.839000 Memcpy Instances: 10.623000 Kernel 1: 0.024000 Kernel 2: 91.880997 Copyback: 0.017000 Sum: 0.042000 It 8,Best ac:0.001282 1.000000 fi:0.099715. Ave ac:0.002688,0.006026 Initialization: 7.264000 Memcpy Classifiers: 0.872000 Memcpy Instances: 12.025000 Kernel 1: 0.026000 Kernel 2: 93.203003 Copyback: 0.372000 Sum: 0.028000 It 9,Best ac:0.001282 1.000000 fi:0.099715. Ave ac:0.002905,0.005462 Iteration 10:MDL fitness activated Error 0.099715 TL 0.042423 MDL Theory Length Weight: 0.7834923634 (3) Initialization: 8.032000 Memcpy Classifiers: 0.682000 Memcpy Instances: 9.657000 Kernel 1: 0.027000 Kernel 2: 93.047997 Copyback: 0.018000 Sum: 0.036000 It 10,Best ac:0.001796 1.000000 fi:0.130033. Ave ac:0.003327,0.006200 Initialization: 7.257000 Memcpy Classifiers: 0.563000 Memcpy Instances: 7.812000 Kernel 1: 0.023000 Kernel 2: 92.694000 Copyback: 0.017000 Sum: 0.036000 It 11,Best ac:0.000769 1.000000 fi:0.122499. Ave ac:0.003154,0.005610 Initialization: 5.633000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.788000 Kernel 1: 0.024000 Kernel 2: 90.709000 Copyback: 0.018000 Sum: 0.045000 It 12,Best ac:0.001026 1.000000 fi:0.128780. Ave ac:0.003152,0.006649 Initialization: 5.641000 Memcpy Classifiers: 0.481000 Memcpy Instances: 7.810000 Kernel 1: 0.024000 Kernel 2: 90.289001 Copyback: 0.017000 Sum: 0.031000 It 13,Best ac:0.001026 1.000000 fi:0.123478. Ave ac:0.003091,0.004775 Initialization: 5.685000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.772000 Kernel 1: 0.024000 Kernel 2: 89.690002 Copyback: 0.018000 Sum: 0.041000 It 14,Best ac:0.000770 1.000000 fi:0.126468. Ave ac:0.003085,0.004349 Initialization: 5.643000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.781000 Kernel 1: 0.023000 Kernel 2: 90.992996 Copyback: 0.017000 Sum: 0.031000 It 15,Best ac:0.000769 1.000000 fi:0.123495. Ave ac:0.002924,0.003730 Initialization: 8.045000 Memcpy Classifiers: 0.559000 Memcpy Instances: 11.121000 Kernel 1: 0.021000 Kernel 2: 87.899002 Copyback: 0.017000 Sum: 0.029000 It 16,Best ac:0.001539 1.000000 fi:0.116332. Ave ac:0.002424,0.003222 Initialization: 5.696000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.808000 Kernel 1: 0.024000 Kernel 2: 83.419998 Copyback: 0.017000 Sum: 0.033000 It 17,Best ac:0.001539 0.857143 fi:0.267986. Ave ac:0.001942,0.002971 Initialization: 6.627000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.776000 Kernel 1: 0.024000 Kernel 2: 86.686996 Copyback: 0.017000 Sum: 0.032000 It 18,Best ac:0.000769 1.000000 fi:0.126065. Ave ac:0.003338,0.005330 Initialization: 7.246000 Memcpy Classifiers: 0.745000 Memcpy Instances: 11.891000 Kernel 1: 0.023000 Kernel 2: 85.310997 Copyback: 0.016000 Sum: 0.029000 It 19,Best ac:0.000769 1.000000 fi:0.116970. Ave ac:0.002205,0.003778 Initialization: 6.692000 Memcpy Classifiers: 0.670000 Memcpy Instances: 8.252000 Kernel 1: 0.024000 Kernel 2: 84.234001 Copyback: 0.017000 Sum: 0.030000 It 20,Best ac:0.000769 1.000000 fi:0.116704. Ave ac:0.002879,0.004418 Initialization: 6.833000 Memcpy Classifiers: 0.642000 Memcpy Instances: 7.823000 Kernel 1: 0.023000 Kernel 2: 84.036003 Copyback: 0.017000 Sum: 0.029000 It 21,Best ac:0.000769 1.000000 fi:0.124888. Ave ac:0.002822,0.004632 Initialization: 5.656000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.223000 Kernel 1: 0.032000 Kernel 2: 83.366997 Copyback: 0.017000 Sum: 0.033000 It 22,Best ac:0.000769 1.000000 fi:0.122109. Ave ac:0.002692,0.006614 Initialization: 5.749000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.794000 Kernel 1: 0.023000 Kernel 2: 80.257004 Copyback: 0.016000 Sum: 0.027000 It 23,Best ac:0.002308 1.000000 fi:0.119844. Ave ac:0.002700,0.006955 Initialization: 5.650000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.783000 Kernel 1: 0.024000 Kernel 2: 81.930000 Copyback: 0.017000 Sum: 0.028000 It 24,Best ac:0.000769 1.000000 fi:0.124229. Ave ac:0.002865,0.004350 Initialization: 5.648000 Memcpy Classifiers: 0.486000 Memcpy Instances: 7.791000 Kernel 1: 0.023000 Kernel 2: 80.822998 Copyback: 0.017000 Sum: 0.031000 It 25,Best ac:0.000770 1.000000 fi:0.121267. Ave ac:0.002537,0.003921 MDL Theory Length Weight: 0.7051431271 (10) Initialization: 5.653000 Memcpy Classifiers: 0.485000 Memcpy Instances: 7.780000 Kernel 1: 0.024000 Kernel 2: 82.970001 Copyback: 0.018000 Sum: 0.033000 It 26,Best ac:0.000769 1.000000 fi:0.125541. Ave ac:0.003199,0.006015 Initialization: 5.634000 Memcpy Classifiers: 0.496000 Memcpy Instances: 7.772000 Kernel 1: 0.024000 Kernel 2: 82.904999 Copyback: 0.017000 Sum: 0.031000 It 27,Best ac:0.000769 1.000000 fi:0.115393. Ave ac:0.003176,0.005456 Initialization: 5.648000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.781000 Kernel 1: 0.024000 Kernel 2: 81.086998 Copyback: 0.017000 Sum: 0.031000 It 28,Best ac:0.000769 1.000000 fi:0.116053. Ave ac:0.002578,0.005826 Initialization: 5.810000 Memcpy Classifiers: 0.454000 Memcpy Instances: 7.773000 Kernel 1: 0.023000 Kernel 2: 80.271004 Copyback: 0.017000 Sum: 0.036000 It 29,Best ac:0.001282 1.000000 fi:0.122661. Ave ac:0.002311,0.004659 Initialization: 5.650000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.791000 Kernel 1: 0.022000 Kernel 2: 79.433998 Copyback: 0.017000 Sum: 0.032000 It 30,Best ac:0.000769 1.000000 fi:0.122906. Ave ac:0.002823,0.004188 Initialization: 5.650000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.787000 Kernel 1: 0.026000 Kernel 2: 80.266998 Copyback: 0.017000 Sum: 0.029000 It 31,Best ac:0.000769 1.000000 fi:0.119137. Ave ac:0.002864,0.005308 Initialization: 7.385000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.785000 Kernel 1: 0.024000 Kernel 2: 81.653000 Copyback: 0.017000 Sum: 0.031000 It 32,Best ac:0.000770 1.000000 fi:0.116058. Ave ac:0.003082,0.006268 Initialization: 5.733000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.894000 Kernel 1: 0.024000 Kernel 2: 80.446999 Copyback: 0.017000 Sum: 0.031000 It 33,Best ac:0.000769 1.000000 fi:0.115834. Ave ac:0.003344,0.006574 Initialization: 27.761999 Memcpy Instances: 472.063995 Memcpy Classifiers: 0.115000 Kernel 1: 0.034000 Kernel 2: 564.890015 Copyback: 0.017000 Sum: 0.020000 Memcpy Classifiers: 0.113000 Kernel 1: 0.022000 Kernel 2: 552.518982 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.075000 Kernel 1: 0.012000 Kernel 2: 535.552002 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.112000 Kernel 1: 0.021000 Kernel 2: 564.633972 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.075000 Kernel 1: 0.012000 Kernel 2: 546.335022 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.095000 Kernel 1: 0.016000 Kernel 2: 547.465027 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.112000 Kernel 1: 0.022000 Kernel 2: 555.778992 Copyback: 0.363000 Sum: 0.003000 Memcpy Classifiers: 0.097000 Kernel 1: 0.019000 Kernel 2: 550.809021 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.075000 Kernel 1: 0.013000 Kernel 2: 554.627991 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.080000 Kernel 1: 0.023000 Kernel 2: 243.522003 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.000692 0.619266 fi:0.507261. Ave ac:0.003155,0.010513 Best acc 0.000692 0.619266 Initialization: 5.703000 Memcpy Classifiers: 0.559000 Memcpy Instances: 7.778000 Kernel 1: 0.026000 Kernel 2: 96.829002 Copyback: 0.017000 Sum: 0.042000 Initial population average accuracy1:0.005438 accuracy2:0.193923 Initialization: 6.070000 Memcpy Classifiers: 0.559000 Memcpy Instances: 7.811000 Kernel 1: 0.023000 Kernel 2: 96.686996 Copyback: 0.017000 Sum: 0.048000 It 0,Best ac:0.002564 0.833333 fi:0.265763. Ave ac:0.005159,0.008832 Initialization: 5.643000 Memcpy Classifiers: 0.435000 Memcpy Instances: 7.782000 Kernel 1: 0.024000 Kernel 2: 98.364998 Copyback: 0.016000 Sum: 0.034000 It 1,Best ac:0.001282 0.833333 fi:0.266382. Ave ac:0.005088,0.009319 Initialization: 5.920000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.778000 Kernel 1: 0.023000 Kernel 2: 94.492996 Copyback: 0.017000 Sum: 0.029000 It 2,Best ac:0.001283 0.833333 fi:0.266381. Ave ac:0.004957,0.009989 Initialization: 6.362000 Memcpy Classifiers: 0.541000 Memcpy Instances: 7.776000 Kernel 1: 0.024000 Kernel 2: 92.612999 Copyback: 0.018000 Sum: 0.043000 It 3,Best ac:0.001282 0.833333 fi:0.266382. Ave ac:0.004503,0.007954 Initialization: 5.676000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.802000 Kernel 1: 0.023000 Kernel 2: 96.383003 Copyback: 0.017000 Sum: 0.029000 It 4,Best ac:0.001282 0.833333 fi:0.266381. Ave ac:0.004956,0.007405 Initialization: 5.977000 Memcpy Classifiers: 0.476000 Memcpy Instances: 7.796000 Kernel 1: 0.024000 Kernel 2: 96.439003 Copyback: 0.017000 Sum: 0.036000 It 5,Best ac:0.001026 1.000000 fi:0.099839. Ave ac:0.005322,0.009284 Initialization: 7.510000 Memcpy Classifiers: 0.415000 Memcpy Instances: 11.233000 Kernel 1: 0.024000 Kernel 2: 92.418999 Copyback: 0.019000 Sum: 0.041000 It 6,Best ac:0.001539 1.000000 fi:0.099591. Ave ac:0.004228,0.006971 Initialization: 7.121000 Memcpy Classifiers: 0.745000 Memcpy Instances: 11.906000 Kernel 1: 0.024000 Kernel 2: 92.172997 Copyback: 0.019000 Sum: 0.049000 It 7,Best ac:0.001539 1.000000 fi:0.099591. Ave ac:0.003701,0.006266 Initialization: 5.672000 Memcpy Classifiers: 0.431000 Memcpy Instances: 7.796000 Kernel 1: 0.024000 Kernel 2: 92.040001 Copyback: 0.018000 Sum: 0.043000 It 8,Best ac:0.001539 1.000000 fi:0.099591. Ave ac:0.003491,0.008003 Initialization: 5.673000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.781000 Kernel 1: 0.024000 Kernel 2: 87.863998 Copyback: 0.016000 Sum: 0.034000 It 9,Best ac:0.001795 1.000000 fi:0.099468. Ave ac:0.002566,0.005125 Iteration 10:MDL fitness activated Error 0.099468 TL 0.039544 MDL Theory Length Weight: 0.8384631788 (1) Initialization: 5.707000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.782000 Kernel 1: 0.024000 Kernel 2: 89.394997 Copyback: 0.016000 Sum: 0.032000 It 10,Best ac:0.000770 1.000000 fi:0.128113. Ave ac:0.002152,0.003847 Initialization: 7.657000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.784000 Kernel 1: 0.024000 Kernel 2: 92.639999 Copyback: 0.016000 Sum: 0.031000 It 11,Best ac:0.000769 1.000000 fi:0.127298. Ave ac:0.002537,0.004910 Initialization: 5.687000 Memcpy Classifiers: 0.423000 Memcpy Instances: 7.803000 Kernel 1: 0.023000 Kernel 2: 90.304001 Copyback: 0.016000 Sum: 0.029000 It 12,Best ac:0.001026 1.000000 fi:0.127210. Ave ac:0.002937,0.004680 Initialization: 6.293000 Memcpy Classifiers: 0.415000 Memcpy Instances: 10.619000 Kernel 1: 0.023000 Kernel 2: 90.267998 Copyback: 0.019000 Sum: 0.044000 It 13,Best ac:0.000769 1.000000 fi:0.127692. Ave ac:0.002649,0.004263 Initialization: 5.951000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.685000 Kernel 1: 0.033000 Kernel 2: 90.157997 Copyback: 0.017000 Sum: 0.028000 It 14,Best ac:0.001026 1.000000 fi:0.124006. Ave ac:0.002675,0.003947 Initialization: 5.680000 Memcpy Classifiers: 0.379000 Memcpy Instances: 9.688000 Kernel 1: 0.022000 Kernel 2: 89.328003 Copyback: 0.017000 Sum: 0.032000 It 15,Best ac:0.000769 1.000000 fi:0.124013. Ave ac:0.002731,0.004655 Initialization: 6.386000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.797000 Kernel 1: 0.024000 Kernel 2: 88.900002 Copyback: 0.018000 Sum: 0.036000 It 16,Best ac:0.001026 1.000000 fi:0.125852. Ave ac:0.002423,0.003751 Initialization: 5.990000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.788000 Kernel 1: 0.024000 Kernel 2: 90.916000 Copyback: 0.018000 Sum: 0.037000 It 17,Best ac:0.000769 1.000000 fi:0.129771. Ave ac:0.002410,0.004363 Initialization: 7.553000 Memcpy Classifiers: 0.625000 Memcpy Instances: 10.107000 Kernel 1: 0.028000 Kernel 2: 88.766998 Copyback: 0.017000 Sum: 0.030000 It 18,Best ac:0.001282 1.000000 fi:0.122967. Ave ac:0.002479,0.004019 Initialization: 6.073000 Memcpy Classifiers: 0.711000 Memcpy Instances: 9.725000 Kernel 1: 0.025000 Kernel 2: 88.190002 Copyback: 0.016000 Sum: 0.033000 It 19,Best ac:0.001282 1.000000 fi:0.118374. Ave ac:0.002928,0.004467 Initialization: 5.713000 Memcpy Classifiers: 0.415000 Memcpy Instances: 9.958000 Kernel 1: 0.024000 Kernel 2: 87.070000 Copyback: 0.017000 Sum: 0.029000 It 20,Best ac:0.001282 1.000000 fi:0.126676. Ave ac:0.002203,0.003521 Initialization: 5.659000 Memcpy Classifiers: 0.403000 Memcpy Instances: 9.647000 Kernel 1: 0.032000 Kernel 2: 86.297997 Copyback: 0.017000 Sum: 0.028000 It 21,Best ac:0.000769 1.000000 fi:0.122787. Ave ac:0.002434,0.004581 Initialization: 5.645000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.775000 Kernel 1: 0.025000 Kernel 2: 88.249001 Copyback: 0.016000 Sum: 0.028000 It 22,Best ac:0.001026 1.000000 fi:0.128398. Ave ac:0.002464,0.003844 Initialization: 5.661000 Memcpy Classifiers: 0.417000 Memcpy Instances: 7.778000 Kernel 1: 0.023000 Kernel 2: 87.710999 Copyback: 0.018000 Sum: 0.038000 It 23,Best ac:0.002052 0.888889 fi:0.236087. Ave ac:0.002620,0.004342 Initialization: 5.669000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.811000 Kernel 1: 0.023000 Kernel 2: 88.000000 Copyback: 0.017000 Sum: 0.029000 It 24,Best ac:0.000769 1.000000 fi:0.122939. Ave ac:0.002919,0.004176 Initialization: 5.668000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.803000 Kernel 1: 0.024000 Kernel 2: 86.661003 Copyback: 0.017000 Sum: 0.026000 It 25,Best ac:0.000769 1.000000 fi:0.125361. Ave ac:0.001706,0.003372 Initialization: 5.660000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.812000 Kernel 1: 0.023000 Kernel 2: 85.781998 Copyback: 0.017000 Sum: 0.028000 It 26,Best ac:0.000770 1.000000 fi:0.124401. Ave ac:0.002808,0.004267 Initialization: 5.640000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.784000 Kernel 1: 0.024000 Kernel 2: 85.449997 Copyback: 0.018000 Sum: 0.030000 It 27,Best ac:0.001026 1.000000 fi:0.121705. Ave ac:0.002081,0.003255 Initialization: 5.658000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.783000 Kernel 1: 0.024000 Kernel 2: 86.237999 Copyback: 0.017000 Sum: 0.028000 It 28,Best ac:0.001795 1.000000 fi:0.122775. Ave ac:0.002349,0.004751 MDL Theory Length Weight: 0.7546168609 (10) Initialization: 5.656000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.785000 Kernel 1: 0.024000 Kernel 2: 84.744003 Copyback: 0.016000 Sum: 0.030000 It 29,Best ac:0.002565 1.000000 fi:0.120445. Ave ac:0.002624,0.006205 Initialization: 5.662000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.783000 Kernel 1: 0.023000 Kernel 2: 85.528000 Copyback: 0.017000 Sum: 0.033000 It 30,Best ac:0.000769 1.000000 fi:0.121010. Ave ac:0.002358,0.003324 Initialization: 5.691000 Memcpy Classifiers: 0.399000 Memcpy Instances: 7.797000 Kernel 1: 0.023000 Kernel 2: 83.413002 Copyback: 0.016000 Sum: 0.027000 It 31,Best ac:0.000769 1.000000 fi:0.121608. Ave ac:0.002402,0.003457 Initialization: 5.649000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.785000 Kernel 1: 0.023000 Kernel 2: 85.578003 Copyback: 0.372000 Sum: 0.028000 It 32,Best ac:0.001282 1.000000 fi:0.122314. Ave ac:0.001861,0.002452 Initialization: 5.661000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.779000 Kernel 1: 0.023000 Kernel 2: 83.139999 Copyback: 0.017000 Sum: 0.029000 It 33,Best ac:0.001282 1.000000 fi:0.121640. Ave ac:0.002315,0.003132 Initialization: 29.304001 Memcpy Instances: 400.343994 Memcpy Classifiers: 0.092000 Kernel 1: 0.026000 Kernel 2: 566.260986 Copyback: 0.015000 Sum: 0.017000 Memcpy Classifiers: 0.089000 Kernel 1: 0.013000 Kernel 2: 576.432007 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.088000 Kernel 1: 0.012000 Kernel 2: 568.471008 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.106000 Kernel 1: 0.015000 Kernel 2: 560.588989 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.088000 Kernel 1: 0.012000 Kernel 2: 566.594971 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.088000 Kernel 1: 0.012000 Kernel 2: 568.267029 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.088000 Kernel 1: 0.012000 Kernel 2: 564.456970 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.126000 Kernel 1: 0.023000 Kernel 2: 561.330017 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.089000 Kernel 1: 0.013000 Kernel 2: 554.492004 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 247.660995 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.000769 0.638298 fi:0.485929. Ave ac:0.002009,0.006542 Best acc 0.000769 0.638298 Rule:Att PSSM_-4_12 is [-5.167385,-0.832615]|Att PSSM_-1_3 is [-6.408059,2.408059]|Att PSSM_0_7 is [<-4.673523]|Att PSSM_0_10 is [-2.175660,6.175660]|Att PSSM_0_14 is [>0.998315]|Att PSSM_0_15 is [<-2.319531]|Att PSSM_1_1 is [-5.632442,2.314364]|Att PSSM_2_9 is [<5.429118]|Att PSSM_2_14 is [-2.474297,5.996737]|Att PSSM_3_10 is [-3.042251,7.042251]|Att PSSM_3_15 is [-5.912191,-0.087809]|1 Accuracy : 0.786279 0 1 154323 9757 40390 30168 Removed 235 instances. 194713 Instances left. Acc of rule 0.000769-0.638298 Initialization: 7.555000 Memcpy Classifiers: 0.541000 Memcpy Instances: 11.903000 Kernel 1: 0.028000 Kernel 2: 95.356003 Copyback: 0.017000 Sum: 0.078000 Initial population average accuracy1:0.005289 accuracy2:0.192159 Initialization: 6.779000 Memcpy Classifiers: 0.549000 Memcpy Instances: 10.974000 Kernel 1: 0.022000 Kernel 2: 92.873001 Copyback: 0.018000 Sum: 0.055000 It 0,Best ac:0.000514 1.000000 fi:0.330101. Ave ac:0.005439,0.009861 Initialization: 6.744000 Memcpy Classifiers: 0.807000 Memcpy Instances: 9.581000 Kernel 1: 0.023000 Kernel 2: 92.598000 Copyback: 0.017000 Sum: 0.032000 It 1,Best ac:0.001798 0.875000 fi:0.224464. Ave ac:0.004937,0.009109 Initialization: 6.109000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.458000 Kernel 1: 0.033000 Kernel 2: 93.242996 Copyback: 0.018000 Sum: 0.038000 It 2,Best ac:0.001027 1.000000 fi:0.099837. Ave ac:0.004330,0.009616 Initialization: 5.670000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.766000 Kernel 1: 0.024000 Kernel 2: 93.101997 Copyback: 0.017000 Sum: 0.027000 It 3,Best ac:0.001797 0.777778 fi:0.321687. Ave ac:0.004145,0.007951 Initialization: 5.718000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.770000 Kernel 1: 0.023000 Kernel 2: 89.275002 Copyback: 0.016000 Sum: 0.035000 It 4,Best ac:0.000771 1.000000 fi:0.099961. Ave ac:0.003920,0.007719 Initialization: 8.147000 Memcpy Classifiers: 0.610000 Memcpy Instances: 7.770000 Kernel 1: 0.024000 Kernel 2: 90.640999 Copyback: 0.017000 Sum: 0.031000 It 5,Best ac:0.001284 0.833333 fi:0.266379. Ave ac:0.003813,0.007288 Initialization: 5.648000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.806000 Kernel 1: 0.024000 Kernel 2: 89.329002 Copyback: 0.017000 Sum: 0.029000 It 6,Best ac:0.001284 1.000000 fi:0.099713. Ave ac:0.003059,0.005529 Initialization: 5.654000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.786000 Kernel 1: 0.024000 Kernel 2: 91.226997 Copyback: 0.017000 Sum: 0.029000 It 7,Best ac:0.001797 0.875000 fi:0.224464. Ave ac:0.003129,0.005355 Initialization: 5.645000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.781000 Kernel 1: 0.023000 Kernel 2: 91.481003 Copyback: 0.017000 Sum: 0.033000 It 8,Best ac:0.001027 1.000000 fi:0.099837. Ave ac:0.004019,0.008640 Initialization: 5.659000 Memcpy Classifiers: 0.524000 Memcpy Instances: 9.942000 Kernel 1: 0.024000 Kernel 2: 89.968002 Copyback: 0.018000 Sum: 0.038000 It 9,Best ac:0.002567 0.833333 fi:0.265759. Ave ac:0.003229,0.005046 Iteration 10:MDL fitness activated Error 0.265759 TL 0.044382 MDL Theory Length Weight: 1.9960120643 (4) Initialization: 5.680000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.765000 Kernel 1: 0.024000 Kernel 2: 87.661003 Copyback: 0.018000 Sum: 0.028000 It 10,Best ac:0.000770 1.000000 fi:0.179034. Ave ac:0.002841,0.004182 Initialization: 5.674000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.765000 Kernel 1: 0.025000 Kernel 2: 86.042999 Copyback: 0.017000 Sum: 0.031000 It 11,Best ac:0.001284 0.833333 fi:0.320567. Ave ac:0.002685,0.005595 Initialization: 8.351000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.777000 Kernel 1: 0.023000 Kernel 2: 84.821999 Copyback: 0.017000 Sum: 0.028000 It 12,Best ac:0.001540 1.000000 fi:0.159813. Ave ac:0.002846,0.004382 Initialization: 5.702000 Memcpy Classifiers: 0.433000 Memcpy Instances: 11.173000 Kernel 1: 0.024000 Kernel 2: 86.420998 Copyback: 0.017000 Sum: 0.035000 It 13,Best ac:0.000770 1.000000 fi:0.165126. Ave ac:0.002977,0.005987 Initialization: 6.728000 Memcpy Classifiers: 0.590000 Memcpy Instances: 8.537000 Kernel 1: 0.024000 Kernel 2: 85.306999 Copyback: 0.018000 Sum: 0.041000 It 14,Best ac:0.001027 1.000000 fi:0.158380. Ave ac:0.003264,0.006525 Initialization: 7.946000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.766000 Kernel 1: 0.024000 Kernel 2: 82.289001 Copyback: 0.017000 Sum: 0.032000 It 15,Best ac:0.001027 1.000000 fi:0.169413. Ave ac:0.002692,0.005100 Initialization: 6.318000 Memcpy Classifiers: 0.676000 Memcpy Instances: 11.492000 Kernel 1: 0.024000 Kernel 2: 81.285004 Copyback: 0.018000 Sum: 0.031000 It 16,Best ac:0.000770 1.000000 fi:0.170884. Ave ac:0.003238,0.005407 Initialization: 6.623000 Memcpy Classifiers: 0.434000 Memcpy Instances: 10.504000 Kernel 1: 0.031000 Kernel 2: 84.750000 Copyback: 0.017000 Sum: 0.028000 It 17,Best ac:0.001284 1.000000 fi:0.143211. Ave ac:0.003467,0.005184 Initialization: 5.683000 Memcpy Classifiers: 0.424000 Memcpy Instances: 11.168000 Kernel 1: 0.023000 Kernel 2: 81.746002 Copyback: 0.017000 Sum: 0.031000 It 18,Best ac:0.000771 1.000000 fi:0.181902. Ave ac:0.003425,0.005139 Initialization: 6.848000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.840000 Kernel 1: 0.023000 Kernel 2: 78.897003 Copyback: 0.017000 Sum: 0.031000 It 19,Best ac:0.000770 1.000000 fi:0.167137. Ave ac:0.003516,0.006336 Initialization: 5.636000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.792000 Kernel 1: 0.024000 Kernel 2: 78.484001 Copyback: 0.016000 Sum: 0.031000 It 20,Best ac:0.000770 1.000000 fi:0.162846. Ave ac:0.003173,0.005179 Initialization: 6.638000 Memcpy Classifiers: 0.568000 Memcpy Instances: 9.583000 Kernel 1: 0.033000 Kernel 2: 77.821999 Copyback: 0.017000 Sum: 0.027000 It 21,Best ac:0.001027 1.000000 fi:0.155877. Ave ac:0.003653,0.007182 Initialization: 5.665000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.765000 Kernel 1: 0.023000 Kernel 2: 78.124001 Copyback: 0.017000 Sum: 0.027000 It 22,Best ac:0.001284 1.000000 fi:0.161940. Ave ac:0.003991,0.008565 Initialization: 5.660000 Memcpy Classifiers: 0.420000 Memcpy Instances: 7.776000 Kernel 1: 0.025000 Kernel 2: 75.598000 Copyback: 0.017000 Sum: 0.029000 It 23,Best ac:0.001541 1.000000 fi:0.156150. Ave ac:0.003410,0.007040 Initialization: 5.680000 Memcpy Classifiers: 0.406000 Memcpy Instances: 7.777000 Kernel 1: 0.024000 Kernel 2: 75.522003 Copyback: 0.017000 Sum: 0.029000 It 24,Best ac:0.000770 1.000000 fi:0.158490. Ave ac:0.003418,0.006303 Initialization: 5.613000 Memcpy Classifiers: 0.467000 Memcpy Instances: 7.808000 Kernel 1: 0.024000 Kernel 2: 74.843002 Copyback: 0.017000 Sum: 0.028000 It 25,Best ac:0.002054 1.000000 fi:0.146591. Ave ac:0.003679,0.006571 Initialization: 7.853000 Memcpy Classifiers: 0.399000 Memcpy Instances: 10.237000 Kernel 1: 0.024000 Kernel 2: 74.843002 Copyback: 0.018000 Sum: 0.037000 It 26,Best ac:0.001027 1.000000 fi:0.141898. Ave ac:0.003370,0.005935 Initialization: 5.916000 Memcpy Classifiers: 0.361000 Memcpy Instances: 11.752000 Kernel 1: 0.032000 Kernel 2: 73.440002 Copyback: 0.017000 Sum: 0.028000 It 27,Best ac:0.000771 1.000000 fi:0.146040. Ave ac:0.002750,0.004465 Initialization: 6.798000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.821000 Kernel 1: 0.023000 Kernel 2: 73.614998 Copyback: 0.017000 Sum: 0.025000 It 28,Best ac:0.001027 1.000000 fi:0.155336. Ave ac:0.002296,0.003041 Initialization: 5.674000 Memcpy Classifiers: 0.415000 Memcpy Instances: 10.939000 Kernel 1: 0.024000 Kernel 2: 72.362000 Copyback: 0.016000 Sum: 0.029000 It 29,Best ac:0.000770 1.000000 fi:0.155004. Ave ac:0.002257,0.004049 Initialization: 5.664000 Memcpy Classifiers: 0.417000 Memcpy Instances: 7.775000 Kernel 1: 0.024000 Kernel 2: 73.762001 Copyback: 0.017000 Sum: 0.026000 It 30,Best ac:0.001541 1.000000 fi:0.147543. Ave ac:0.002374,0.003555 Initialization: 5.664000 Memcpy Classifiers: 0.418000 Memcpy Instances: 7.770000 Kernel 1: 0.024000 Kernel 2: 72.503998 Copyback: 0.017000 Sum: 0.030000 It 31,Best ac:0.001027 1.000000 fi:0.149620. Ave ac:0.001703,0.002793 Initialization: 5.622000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.768000 Kernel 1: 0.024000 Kernel 2: 73.024002 Copyback: 0.017000 Sum: 0.028000 It 32,Best ac:0.001284 1.000000 fi:0.152414. Ave ac:0.001907,0.002465 Initialization: 5.668000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.773000 Kernel 1: 0.024000 Kernel 2: 72.706001 Copyback: 0.017000 Sum: 0.027000 It 33,Best ac:0.001027 1.000000 fi:0.143232. Ave ac:0.002401,0.003507 Initialization: 28.282000 Memcpy Instances: 446.662994 Memcpy Classifiers: 0.086000 Kernel 1: 0.027000 Kernel 2: 488.170013 Copyback: 0.018000 Sum: 0.014000 Memcpy Classifiers: 0.074000 Kernel 1: 0.017000 Kernel 2: 498.571014 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.108000 Kernel 1: 0.023000 Kernel 2: 502.290009 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 500.628998 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.014000 Kernel 2: 502.899994 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.072000 Kernel 1: 0.013000 Kernel 2: 495.868011 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 497.190002 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.072000 Kernel 1: 0.013000 Kernel 2: 493.678009 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.108000 Kernel 1: 0.021000 Kernel 2: 496.678986 Copyback: 0.020000 Sum: 0.006000 Memcpy Classifiers: 0.077000 Kernel 1: 0.026000 Kernel 2: 224.330002 Copyback: 0.021000 Sum: 0.004000 It 34,Best ac:0.000822 0.608365 fi:0.541354. Ave ac:0.001722,0.005268 Best acc 0.000822 0.608365 Initialization: 5.683000 Memcpy Classifiers: 0.576000 Memcpy Instances: 7.801000 Kernel 1: 0.026000 Kernel 2: 97.025002 Copyback: 0.017000 Sum: 0.041000 Initial population average accuracy1:0.004899 accuracy2:0.217416 Initialization: 5.664000 Memcpy Classifiers: 0.557000 Memcpy Instances: 7.793000 Kernel 1: 0.022000 Kernel 2: 96.233002 Copyback: 0.019000 Sum: 0.067000 It 0,Best ac:0.001540 0.857143 fi:0.242446. Ave ac:0.004891,0.009086 Initialization: 5.645000 Memcpy Classifiers: 0.488000 Memcpy Instances: 7.762000 Kernel 1: 0.024000 Kernel 2: 95.328003 Copyback: 0.017000 Sum: 0.033000 It 1,Best ac:0.000771 0.750000 fi:0.349961. Ave ac:0.004574,0.008053 Initialization: 5.631000 Memcpy Classifiers: 0.486000 Memcpy Instances: 7.770000 Kernel 1: 0.024000 Kernel 2: 93.915001 Copyback: 0.018000 Sum: 0.035000 It 2,Best ac:0.001284 1.000000 fi:0.099712. Ave ac:0.004125,0.007157 Initialization: 5.663000 Memcpy Classifiers: 0.488000 Memcpy Instances: 7.780000 Kernel 1: 0.023000 Kernel 2: 91.278000 Copyback: 0.017000 Sum: 0.028000 It 3,Best ac:0.000771 1.000000 fi:0.099961. Ave ac:0.003705,0.006572 Initialization: 5.635000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.795000 Kernel 1: 0.023000 Kernel 2: 90.071999 Copyback: 0.017000 Sum: 0.039000 It 4,Best ac:0.001284 1.000000 fi:0.099713. Ave ac:0.004175,0.007101 Initialization: 5.634000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.789000 Kernel 1: 0.024000 Kernel 2: 89.527000 Copyback: 0.016000 Sum: 0.032000 It 5,Best ac:0.001027 1.000000 fi:0.099837. Ave ac:0.003569,0.005304 Initialization: 5.654000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.772000 Kernel 1: 0.024000 Kernel 2: 86.272003 Copyback: 0.017000 Sum: 0.030000 It 6,Best ac:0.001027 1.000000 fi:0.099837. Ave ac:0.002862,0.004598 Initialization: 5.649000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.772000 Kernel 1: 0.023000 Kernel 2: 87.412003 Copyback: 0.371000 Sum: 0.034000 It 7,Best ac:0.001541 1.000000 fi:0.099589. Ave ac:0.003606,0.005270 Initialization: 6.119000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.799000 Kernel 1: 0.023000 Kernel 2: 86.569000 Copyback: 0.019000 Sum: 0.038000 It 8,Best ac:0.001541 1.000000 fi:0.099589. Ave ac:0.003029,0.004123 Initialization: 5.643000 Memcpy Classifiers: 0.467000 Memcpy Instances: 7.782000 Kernel 1: 0.023000 Kernel 2: 88.040001 Copyback: 0.017000 Sum: 0.029000 It 9,Best ac:0.001540 1.000000 fi:0.099589. Ave ac:0.003131,0.004091 Iteration 10:MDL fitness activated Error 0.099589 TL 0.040059 MDL Theory Length Weight: 0.8286912353 (3) Initialization: 7.409000 Memcpy Classifiers: 0.774000 Memcpy Instances: 11.871000 Kernel 1: 0.024000 Kernel 2: 88.835999 Copyback: 0.017000 Sum: 0.028000 It 10,Best ac:0.000770 1.000000 fi:0.134918. Ave ac:0.002834,0.004006 Initialization: 5.628000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.794000 Kernel 1: 0.024000 Kernel 2: 87.042999 Copyback: 0.017000 Sum: 0.028000 It 11,Best ac:0.000770 1.000000 fi:0.128061. Ave ac:0.002718,0.003756 Initialization: 5.641000 Memcpy Classifiers: 0.480000 Memcpy Instances: 7.769000 Kernel 1: 0.023000 Kernel 2: 87.848999 Copyback: 0.017000 Sum: 0.029000 It 12,Best ac:0.001027 1.000000 fi:0.136909. Ave ac:0.002385,0.003026 Initialization: 6.183000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.783000 Kernel 1: 0.024000 Kernel 2: 88.087997 Copyback: 0.017000 Sum: 0.030000 It 13,Best ac:0.001027 1.000000 fi:0.127563. Ave ac:0.003021,0.004057 Initialization: 5.602000 Memcpy Classifiers: 0.434000 Memcpy Instances: 10.973000 Kernel 1: 0.032000 Kernel 2: 88.603996 Copyback: 0.018000 Sum: 0.028000 It 14,Best ac:0.000771 1.000000 fi:0.119821. Ave ac:0.003164,0.004169 Initialization: 6.742000 Memcpy Classifiers: 0.744000 Memcpy Instances: 11.745000 Kernel 1: 0.032000 Kernel 2: 87.109001 Copyback: 0.018000 Sum: 0.044000 It 15,Best ac:0.001027 1.000000 fi:0.124543. Ave ac:0.002957,0.003884 Initialization: 6.692000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.790000 Kernel 1: 0.023000 Kernel 2: 85.639999 Copyback: 0.017000 Sum: 0.034000 It 16,Best ac:0.001541 1.000000 fi:0.126274. Ave ac:0.002411,0.004294 Initialization: 5.688000 Memcpy Classifiers: 0.397000 Memcpy Instances: 11.148000 Kernel 1: 0.024000 Kernel 2: 82.995003 Copyback: 0.017000 Sum: 0.033000 It 17,Best ac:0.000770 1.000000 fi:0.119772. Ave ac:0.002525,0.003683 Initialization: 8.160000 Memcpy Classifiers: 0.636000 Memcpy Instances: 10.140000 Kernel 1: 0.024000 Kernel 2: 85.495003 Copyback: 0.017000 Sum: 0.035000 It 18,Best ac:0.000770 1.000000 fi:0.123951. Ave ac:0.003378,0.004422 Initialization: 6.704000 Memcpy Classifiers: 0.591000 Memcpy Instances: 10.572000 Kernel 1: 0.024000 Kernel 2: 83.938004 Copyback: 0.017000 Sum: 0.034000 It 19,Best ac:0.000770 1.000000 fi:0.125920. Ave ac:0.002977,0.003853 Initialization: 6.105000 Memcpy Classifiers: 0.398000 Memcpy Instances: 9.726000 Kernel 1: 0.033000 Kernel 2: 83.257004 Copyback: 0.018000 Sum: 0.032000 It 20,Best ac:0.000770 1.000000 fi:0.121421. Ave ac:0.002548,0.003472 Initialization: 5.600000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.798000 Kernel 1: 0.024000 Kernel 2: 81.503998 Copyback: 0.017000 Sum: 0.032000 It 21,Best ac:0.000770 1.000000 fi:0.119772. Ave ac:0.002570,0.003492 Initialization: 6.780000 Memcpy Classifiers: 0.566000 Memcpy Instances: 8.283000 Kernel 1: 0.023000 Kernel 2: 80.858002 Copyback: 0.017000 Sum: 0.034000 It 22,Best ac:0.000770 1.000000 fi:0.127136. Ave ac:0.003010,0.003942 Initialization: 7.130000 Memcpy Classifiers: 0.712000 Memcpy Instances: 9.453000 Kernel 1: 0.024000 Kernel 2: 79.402000 Copyback: 0.018000 Sum: 0.038000 It 23,Best ac:0.001027 1.000000 fi:0.121297. Ave ac:0.002123,0.002445 Initialization: 5.906000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.221000 Kernel 1: 0.023000 Kernel 2: 81.342003 Copyback: 0.018000 Sum: 0.032000 It 24,Best ac:0.000770 1.000000 fi:0.121560. Ave ac:0.002223,0.002969 Initialization: 7.788000 Memcpy Classifiers: 0.679000 Memcpy Instances: 10.713000 Kernel 1: 0.025000 Kernel 2: 80.820000 Copyback: 0.020000 Sum: 0.047000 It 25,Best ac:0.000770 1.000000 fi:0.121560. Ave ac:0.002209,0.003178 Initialization: 7.482000 Memcpy Classifiers: 0.681000 Memcpy Instances: 11.904000 Kernel 1: 0.023000 Kernel 2: 79.841003 Copyback: 0.017000 Sum: 0.033000 It 26,Best ac:0.000770 1.000000 fi:0.122046. Ave ac:0.001983,0.002311 MDL Theory Length Weight: 0.7458221117 (10) Initialization: 5.661000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.812000 Kernel 1: 0.024000 Kernel 2: 81.092003 Copyback: 0.017000 Sum: 0.030000 It 27,Best ac:0.000770 1.000000 fi:0.121076. Ave ac:0.001772,0.002743 Initialization: 5.708000 Memcpy Classifiers: 0.400000 Memcpy Instances: 7.790000 Kernel 1: 0.024000 Kernel 2: 82.917999 Copyback: 0.017000 Sum: 0.028000 It 28,Best ac:0.000770 1.000000 fi:0.121452. Ave ac:0.002353,0.003911 Initialization: 5.695000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.816000 Kernel 1: 0.024000 Kernel 2: 81.402000 Copyback: 0.017000 Sum: 0.029000 It 29,Best ac:0.000770 1.000000 fi:0.119447. Ave ac:0.002590,0.003416 Initialization: 5.727000 Memcpy Classifiers: 0.379000 Memcpy Instances: 10.929000 Kernel 1: 0.023000 Kernel 2: 82.230003 Copyback: 0.017000 Sum: 0.025000 It 30,Best ac:0.000770 1.000000 fi:0.127641. Ave ac:0.002355,0.002927 Initialization: 5.663000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.616000 Kernel 1: 0.028000 Kernel 2: 80.927002 Copyback: 0.017000 Sum: 0.032000 It 31,Best ac:0.002054 1.000000 fi:0.120566. Ave ac:0.002787,0.003578 Initialization: 5.660000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.096000 Kernel 1: 0.023000 Kernel 2: 80.932999 Copyback: 0.017000 Sum: 0.029000 It 32,Best ac:0.001027 1.000000 fi:0.119243. Ave ac:0.002266,0.002795 Initialization: 5.635000 Memcpy Classifiers: 0.378000 Memcpy Instances: 7.947000 Kernel 1: 0.024000 Kernel 2: 78.619003 Copyback: 0.017000 Sum: 0.031000 It 33,Best ac:0.000770 1.000000 fi:0.119666. Ave ac:0.001716,0.002462 Initialization: 31.367001 Memcpy Instances: 470.451996 Memcpy Classifiers: 0.082000 Kernel 1: 0.024000 Kernel 2: 538.302002 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.080000 Kernel 1: 0.014000 Kernel 2: 533.413025 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.079000 Kernel 1: 0.014000 Kernel 2: 540.617981 Copyback: 0.016000 Sum: 0.004000 Memcpy Classifiers: 0.147000 Kernel 1: 0.022000 Kernel 2: 529.909973 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.078000 Kernel 1: 0.015000 Kernel 2: 538.890015 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.117000 Kernel 1: 0.021000 Kernel 2: 537.466003 Copyback: 0.369000 Sum: 0.002000 Memcpy Classifiers: 0.079000 Kernel 1: 0.013000 Kernel 2: 515.197021 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.117000 Kernel 1: 0.022000 Kernel 2: 555.117004 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.078000 Kernel 1: 0.013000 Kernel 2: 542.426025 Copyback: 0.017000 Sum: 0.002000 Memcpy Classifiers: 0.080000 Kernel 1: 0.022000 Kernel 2: 252.755005 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.000904 0.613240 fi:0.506143. Ave ac:0.001955,0.006044 Best acc 0.000904 0.613240 Rule:Att PSSM_-4_2 is [-5.879400,1.879400]|Att PSSM_-3_7 is [-1.086150,-0.142886]|Att PSSM_-2_7 is [-5.093946,5.293337]|Att PSSM_0_12 is [<-2.663785]|Att PSSM_0_13 is [>-2.931912]|Att PSSM_0_18 is [<5.117958]|Att PSSM_0_19 is [-5.568584,1.925942]|Att PSSM_1_4 is [<-2.948177]|Att PSSM_1_15 is [<6.828465]|Att PSSM_2_14 is [-2.726182,8.726182]|1 Accuracy : 0.786556 0 1 154212 9868 40214 30344 Removed 287 instances. 194426 Instances left. Acc of rule 0.000904-0.613240 Initialization: 6.075000 Memcpy Classifiers: 0.766000 Memcpy Instances: 11.653000 Kernel 1: 0.025000 Kernel 2: 94.828003 Copyback: 0.018000 Sum: 0.051000 Initial population average accuracy1:0.005450 accuracy2:0.200921 Initialization: 6.520000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.814000 Kernel 1: 0.024000 Kernel 2: 95.207001 Copyback: 0.019000 Sum: 0.053000 It 0,Best ac:0.000772 0.750000 fi:0.349959. Ave ac:0.005640,0.012145 Initialization: 7.553000 Memcpy Classifiers: 0.965000 Memcpy Instances: 10.610000 Kernel 1: 0.023000 Kernel 2: 94.589996 Copyback: 0.017000 Sum: 0.028000 It 1,Best ac:0.002057 1.000000 fi:0.099335. Ave ac:0.004504,0.007765 Initialization: 5.657000 Memcpy Classifiers: 0.506000 Memcpy Instances: 7.772000 Kernel 1: 0.025000 Kernel 2: 93.598000 Copyback: 0.017000 Sum: 0.029000 It 2,Best ac:0.001286 1.000000 fi:0.099710. Ave ac:0.003830,0.006171 Initialization: 5.687000 Memcpy Classifiers: 0.505000 Memcpy Instances: 9.859000 Kernel 1: 0.023000 Kernel 2: 90.644997 Copyback: 0.018000 Sum: 0.037000 It 3,Best ac:0.000514 1.000000 fi:0.327605. Ave ac:0.003265,0.006428 Initialization: 6.504000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.695000 Kernel 1: 0.032000 Kernel 2: 91.842003 Copyback: 0.017000 Sum: 0.033000 It 4,Best ac:0.000771 1.000000 fi:0.099959. Ave ac:0.003654,0.006466 Initialization: 5.618000 Memcpy Classifiers: 0.486000 Memcpy Instances: 7.757000 Kernel 1: 0.024000 Kernel 2: 89.399002 Copyback: 0.017000 Sum: 0.038000 It 5,Best ac:0.000772 1.000000 fi:0.099959. Ave ac:0.003277,0.007273 Initialization: 5.615000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.791000 Kernel 1: 0.023000 Kernel 2: 90.613998 Copyback: 0.018000 Sum: 0.035000 It 6,Best ac:0.001286 1.000000 fi:0.099710. Ave ac:0.002670,0.004590 Initialization: 5.707000 Memcpy Classifiers: 0.568000 Memcpy Instances: 9.811000 Kernel 1: 0.024000 Kernel 2: 91.032997 Copyback: 0.017000 Sum: 0.030000 It 7,Best ac:0.000771 1.000000 fi:0.099960. Ave ac:0.002184,0.004238 Initialization: 6.724000 Memcpy Classifiers: 0.469000 Memcpy Instances: 9.881000 Kernel 1: 0.023000 Kernel 2: 89.487000 Copyback: 0.018000 Sum: 0.033000 It 8,Best ac:0.001543 1.000000 fi:0.099585. Ave ac:0.002797,0.004997 Initialization: 5.757000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.785000 Kernel 1: 0.023000 Kernel 2: 91.494003 Copyback: 0.017000 Sum: 0.029000 It 9,Best ac:0.002314 0.900000 fi:0.199212. Ave ac:0.002630,0.004155 Iteration 10:MDL fitness activated Error 0.199212 TL 0.040218 MDL Theory Length Weight: 1.6511149918 (9) Initialization: 5.654000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.768000 Kernel 1: 0.024000 Kernel 2: 90.026001 Copyback: 0.017000 Sum: 0.031000 It 10,Best ac:0.000772 1.000000 fi:0.185641. Ave ac:0.002332,0.004354 Initialization: 5.972000 Memcpy Classifiers: 0.839000 Memcpy Instances: 11.947000 Kernel 1: 0.024000 Kernel 2: 93.251999 Copyback: 0.018000 Sum: 0.030000 It 11,Best ac:0.001543 1.000000 fi:0.153510. Ave ac:0.002740,0.004646 Initialization: 6.587000 Memcpy Classifiers: 0.807000 Memcpy Instances: 11.631000 Kernel 1: 0.024000 Kernel 2: 92.123001 Copyback: 0.017000 Sum: 0.035000 It 12,Best ac:0.000772 1.000000 fi:0.189561. Ave ac:0.003031,0.006566 Initialization: 6.774000 Memcpy Classifiers: 0.541000 Memcpy Instances: 7.794000 Kernel 1: 0.023000 Kernel 2: 92.749001 Copyback: 0.371000 Sum: 0.030000 It 13,Best ac:0.000772 1.000000 fi:0.177943. Ave ac:0.003134,0.006901 Initialization: 5.695000 Memcpy Classifiers: 0.449000 Memcpy Instances: 9.466000 Kernel 1: 0.023000 Kernel 2: 90.828003 Copyback: 0.018000 Sum: 0.032000 It 14,Best ac:0.000771 1.000000 fi:0.153810. Ave ac:0.003209,0.006472 Initialization: 6.375000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.741000 Kernel 1: 0.024000 Kernel 2: 91.356003 Copyback: 0.017000 Sum: 0.027000 It 15,Best ac:0.000772 1.000000 fi:0.168333. Ave ac:0.004019,0.011410 Initialization: 5.649000 Memcpy Classifiers: 0.488000 Memcpy Instances: 7.810000 Kernel 1: 0.024000 Kernel 2: 90.129997 Copyback: 0.017000 Sum: 0.029000 It 16,Best ac:0.000771 1.000000 fi:0.152802. Ave ac:0.003226,0.006917 Initialization: 5.633000 Memcpy Classifiers: 0.514000 Memcpy Instances: 11.595000 Kernel 1: 0.026000 Kernel 2: 88.732002 Copyback: 0.017000 Sum: 0.033000 It 17,Best ac:0.001543 1.000000 fi:0.146525. Ave ac:0.003528,0.007546 Initialization: 5.714000 Memcpy Classifiers: 0.487000 Memcpy Instances: 10.839000 Kernel 1: 0.023000 Kernel 2: 89.404999 Copyback: 0.017000 Sum: 0.029000 It 18,Best ac:0.000772 1.000000 fi:0.146701. Ave ac:0.004054,0.007418 Initialization: 5.703000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.785000 Kernel 1: 0.023000 Kernel 2: 90.203003 Copyback: 0.017000 Sum: 0.031000 It 19,Best ac:0.001800 1.000000 fi:0.145788. Ave ac:0.002941,0.006373 Initialization: 5.652000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.812000 Kernel 1: 0.024000 Kernel 2: 88.961998 Copyback: 0.019000 Sum: 0.037000 It 20,Best ac:0.000772 1.000000 fi:0.145045. Ave ac:0.003988,0.007254 Initialization: 5.669000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.104000 Kernel 1: 0.023000 Kernel 2: 91.004997 Copyback: 0.018000 Sum: 0.043000 It 21,Best ac:0.000772 1.000000 fi:0.141901. Ave ac:0.002826,0.004548 Initialization: 5.641000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.760000 Kernel 1: 0.024000 Kernel 2: 89.502998 Copyback: 0.019000 Sum: 0.043000 It 22,Best ac:0.001029 1.000000 fi:0.141776. Ave ac:0.003042,0.005362 Initialization: 5.632000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.773000 Kernel 1: 0.024000 Kernel 2: 92.261002 Copyback: 0.019000 Sum: 0.044000 It 23,Best ac:0.000772 1.000000 fi:0.159999. Ave ac:0.002266,0.004921 Initialization: 5.638000 Memcpy Classifiers: 0.435000 Memcpy Instances: 7.767000 Kernel 1: 0.024000 Kernel 2: 93.917000 Copyback: 0.017000 Sum: 0.028000 It 24,Best ac:0.000771 1.000000 fi:0.159742. Ave ac:0.003208,0.006370 Initialization: 7.388000 Memcpy Classifiers: 0.433000 Memcpy Instances: 11.109000 Kernel 1: 0.024000 Kernel 2: 89.902000 Copyback: 0.017000 Sum: 0.031000 It 25,Best ac:0.001029 1.000000 fi:0.144751. Ave ac:0.002289,0.004652 Initialization: 6.689000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.357000 Kernel 1: 0.023000 Kernel 2: 89.046997 Copyback: 0.017000 Sum: 0.029000 It 26,Best ac:0.000772 1.000000 fi:0.144504. Ave ac:0.002015,0.003120 Initialization: 6.913000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.752000 Kernel 1: 0.024000 Kernel 2: 93.199997 Copyback: 0.017000 Sum: 0.032000 It 27,Best ac:0.000771 1.000000 fi:0.162618. Ave ac:0.001819,0.002144 Initialization: 6.233000 Memcpy Classifiers: 0.775000 Memcpy Instances: 10.740000 Kernel 1: 0.025000 Kernel 2: 90.439003 Copyback: 0.017000 Sum: 0.024000 It 28,Best ac:0.002315 1.000000 fi:0.151994. Ave ac:0.002047,0.002451 Initialization: 5.627000 Memcpy Classifiers: 0.432000 Memcpy Instances: 9.272000 Kernel 1: 0.033000 Kernel 2: 91.059998 Copyback: 0.016000 Sum: 0.030000 It 29,Best ac:0.000771 1.000000 fi:0.145353. Ave ac:0.002186,0.003301 Initialization: 6.647000 Memcpy Classifiers: 0.456000 Memcpy Instances: 10.061000 Kernel 1: 0.026000 Kernel 2: 92.740997 Copyback: 0.017000 Sum: 0.026000 It 30,Best ac:0.001029 1.000000 fi:0.149100. Ave ac:0.002183,0.002670 Initialization: 5.690000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.760000 Kernel 1: 0.024000 Kernel 2: 90.210999 Copyback: 0.018000 Sum: 0.042000 It 31,Best ac:0.000771 1.000000 fi:0.142782. Ave ac:0.001958,0.002811 MDL Theory Length Weight: 1.4860034926 (10) Initialization: 6.285000 Memcpy Classifiers: 0.774000 Memcpy Instances: 10.405000 Kernel 1: 0.023000 Kernel 2: 87.299004 Copyback: 0.018000 Sum: 0.034000 It 32,Best ac:0.000772 1.000000 fi:0.141208. Ave ac:0.001917,0.003051 Initialization: 5.857000 Memcpy Classifiers: 0.595000 Memcpy Instances: 11.793000 Kernel 1: 0.032000 Kernel 2: 85.862000 Copyback: 0.018000 Sum: 0.038000 It 33,Best ac:0.001029 1.000000 fi:0.133000. Ave ac:0.001865,0.002855 Initialization: 30.309000 Memcpy Instances: 487.652008 Memcpy Classifiers: 0.095000 Kernel 1: 0.025000 Kernel 2: 580.749023 Copyback: 0.018000 Sum: 0.021000 Memcpy Classifiers: 0.132000 Kernel 1: 0.023000 Kernel 2: 577.724976 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.092000 Kernel 1: 0.015000 Kernel 2: 591.107971 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.111000 Kernel 1: 0.016000 Kernel 2: 570.812012 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.092000 Kernel 1: 0.013000 Kernel 2: 576.130005 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.129000 Kernel 1: 0.020000 Kernel 2: 579.640991 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.111000 Kernel 1: 0.017000 Kernel 2: 582.268005 Copyback: 0.368000 Sum: 0.002000 Memcpy Classifiers: 0.111000 Kernel 1: 0.017000 Kernel 2: 574.887024 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.130000 Kernel 1: 0.022000 Kernel 2: 586.984985 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.089000 Kernel 1: 0.021000 Kernel 2: 260.808990 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.008420 0.549882 fi:0.595635. Ave ac:0.001817,0.005847 Best acc 0.008420 0.549882 Initialization: 6.796000 Memcpy Classifiers: 0.595000 Memcpy Instances: 9.439000 Kernel 1: 0.025000 Kernel 2: 95.869003 Copyback: 0.017000 Sum: 0.037000 Initial population average accuracy1:0.005778 accuracy2:0.200196 Initialization: 6.480000 Memcpy Classifiers: 0.487000 Memcpy Instances: 10.211000 Kernel 1: 0.027000 Kernel 2: 96.901001 Copyback: 0.017000 Sum: 0.047000 It 0,Best ac:0.000514 1.000000 fi:0.326769. Ave ac:0.006184,0.010974 Initialization: 5.796000 Memcpy Classifiers: 0.904000 Memcpy Instances: 9.270000 Kernel 1: 0.024000 Kernel 2: 95.861000 Copyback: 0.017000 Sum: 0.032000 It 1,Best ac:0.001029 0.800000 fi:0.299835. Ave ac:0.005693,0.010528 Initialization: 6.168000 Memcpy Classifiers: 0.891000 Memcpy Instances: 11.144000 Kernel 1: 0.024000 Kernel 2: 94.202003 Copyback: 0.017000 Sum: 0.035000 It 2,Best ac:0.001286 0.833333 fi:0.266376. Ave ac:0.005223,0.008830 Initialization: 6.654000 Memcpy Classifiers: 0.690000 Memcpy Instances: 9.497000 Kernel 1: 0.024000 Kernel 2: 92.572998 Copyback: 0.017000 Sum: 0.028000 It 3,Best ac:0.001029 0.800000 fi:0.299834. Ave ac:0.005011,0.009254 Initialization: 6.519000 Memcpy Classifiers: 0.468000 Memcpy Instances: 10.541000 Kernel 1: 0.024000 Kernel 2: 89.186996 Copyback: 0.017000 Sum: 0.029000 It 4,Best ac:0.000514 1.000000 fi:0.326769. Ave ac:0.004225,0.006835 Initialization: 5.803000 Memcpy Classifiers: 0.452000 Memcpy Instances: 7.754000 Kernel 1: 0.023000 Kernel 2: 87.362000 Copyback: 0.017000 Sum: 0.031000 It 5,Best ac:0.000772 1.000000 fi:0.099959. Ave ac:0.004237,0.008447 Initialization: 5.665000 Memcpy Classifiers: 0.523000 Memcpy Instances: 7.829000 Kernel 1: 0.032000 Kernel 2: 83.555000 Copyback: 0.017000 Sum: 0.027000 It 6,Best ac:0.001800 0.875000 fi:0.224460. Ave ac:0.003961,0.007738 Initialization: 5.622000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.773000 Kernel 1: 0.024000 Kernel 2: 85.306000 Copyback: 0.017000 Sum: 0.032000 It 7,Best ac:0.001543 1.000000 fi:0.099585. Ave ac:0.004211,0.007740 Initialization: 5.640000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.768000 Kernel 1: 0.024000 Kernel 2: 83.151001 Copyback: 0.016000 Sum: 0.029000 It 8,Best ac:0.001029 1.000000 fi:0.099835. Ave ac:0.003624,0.006428 Initialization: 5.659000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.751000 Kernel 1: 0.024000 Kernel 2: 83.350998 Copyback: 0.016000 Sum: 0.032000 It 9,Best ac:0.000771 1.000000 fi:0.099959. Ave ac:0.004008,0.006526 Iteration 10:MDL fitness activated Error 0.099959 TL 0.063120 MDL Theory Length Weight: 0.5278765563 (3) Initialization: 5.754000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.763000 Kernel 1: 0.024000 Kernel 2: 81.710999 Copyback: 0.017000 Sum: 0.030000 It 10,Best ac:0.001286 0.833333 fi:0.285582. Ave ac:0.003460,0.005914 Initialization: 5.649000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.774000 Kernel 1: 0.025000 Kernel 2: 81.186996 Copyback: 0.017000 Sum: 0.031000 It 11,Best ac:0.001029 1.000000 fi:0.113650. Ave ac:0.003599,0.005830 Initialization: 5.649000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.749000 Kernel 1: 0.024000 Kernel 2: 79.039001 Copyback: 0.017000 Sum: 0.030000 It 12,Best ac:0.001029 1.000000 fi:0.115599. Ave ac:0.003557,0.005573 Initialization: 5.650000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.769000 Kernel 1: 0.022000 Kernel 2: 76.920998 Copyback: 0.017000 Sum: 0.029000 It 13,Best ac:0.001029 1.000000 fi:0.112053. Ave ac:0.003940,0.007185 Initialization: 7.790000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.759000 Kernel 1: 0.023000 Kernel 2: 77.425003 Copyback: 0.016000 Sum: 0.030000 It 14,Best ac:0.000771 1.000000 fi:0.110634. Ave ac:0.003831,0.007603 Initialization: 5.641000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.813000 Kernel 1: 0.023000 Kernel 2: 76.898003 Copyback: 0.017000 Sum: 0.030000 It 15,Best ac:0.001028 1.000000 fi:0.118797. Ave ac:0.003027,0.006093 Initialization: 5.671000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.765000 Kernel 1: 0.023000 Kernel 2: 75.195999 Copyback: 0.017000 Sum: 0.031000 It 16,Best ac:0.000771 1.000000 fi:0.116663. Ave ac:0.003209,0.004622 Initialization: 5.619000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.762000 Kernel 1: 0.024000 Kernel 2: 76.848000 Copyback: 0.017000 Sum: 0.025000 It 17,Best ac:0.000772 1.000000 fi:0.116092. Ave ac:0.003411,0.005063 Initialization: 5.624000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.764000 Kernel 1: 0.023000 Kernel 2: 74.922997 Copyback: 0.016000 Sum: 0.029000 It 18,Best ac:0.001029 1.000000 fi:0.114836. Ave ac:0.003137,0.006041 Initialization: 5.668000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.769000 Kernel 1: 0.024000 Kernel 2: 75.255997 Copyback: 0.017000 Sum: 0.029000 It 19,Best ac:0.000771 1.000000 fi:0.115170. Ave ac:0.003179,0.005573 Initialization: 5.629000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.757000 Kernel 1: 0.023000 Kernel 2: 74.564003 Copyback: 0.016000 Sum: 0.029000 It 20,Best ac:0.001543 1.000000 fi:0.109074. Ave ac:0.003669,0.006524 Initialization: 6.288000 Memcpy Classifiers: 0.649000 Memcpy Instances: 12.138000 Kernel 1: 0.026000 Kernel 2: 74.690002 Copyback: 0.017000 Sum: 0.027000 It 21,Best ac:0.000772 1.000000 fi:0.117315. Ave ac:0.003523,0.008065 Initialization: 5.633000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.765000 Kernel 1: 0.023000 Kernel 2: 74.508003 Copyback: 0.017000 Sum: 0.027000 It 22,Best ac:0.001028 1.000000 fi:0.115346. Ave ac:0.003597,0.006625 Initialization: 5.638000 Memcpy Classifiers: 0.378000 Memcpy Instances: 7.768000 Kernel 1: 0.024000 Kernel 2: 75.466003 Copyback: 0.017000 Sum: 0.024000 It 23,Best ac:0.000771 1.000000 fi:0.115151. Ave ac:0.003264,0.005188 Initialization: 5.604000 Memcpy Classifiers: 0.420000 Memcpy Instances: 7.784000 Kernel 1: 0.024000 Kernel 2: 73.684998 Copyback: 0.016000 Sum: 0.028000 It 24,Best ac:0.000772 1.000000 fi:0.110847. Ave ac:0.003081,0.004503 Initialization: 5.654000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.757000 Kernel 1: 0.023000 Kernel 2: 73.158997 Copyback: 0.017000 Sum: 0.025000 It 25,Best ac:0.000772 1.000000 fi:0.113938. Ave ac:0.002722,0.004259 Initialization: 5.628000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.765000 Kernel 1: 0.024000 Kernel 2: 73.764999 Copyback: 0.017000 Sum: 0.032000 It 26,Best ac:0.000772 1.000000 fi:0.110634. Ave ac:0.002496,0.004464 Initialization: 6.304000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.777000 Kernel 1: 0.023000 Kernel 2: 73.109001 Copyback: 0.016000 Sum: 0.029000 It 27,Best ac:0.000771 1.000000 fi:0.114446. Ave ac:0.003090,0.005143 Initialization: 5.703000 Memcpy Classifiers: 0.482000 Memcpy Instances: 10.421000 Kernel 1: 0.023000 Kernel 2: 74.416000 Copyback: 0.016000 Sum: 0.028000 It 28,Best ac:0.001029 1.000000 fi:0.115145. Ave ac:0.003641,0.006946 Initialization: 5.668000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.758000 Kernel 1: 0.024000 Kernel 2: 74.718002 Copyback: 0.017000 Sum: 0.025000 It 29,Best ac:0.000772 1.000000 fi:0.112179. Ave ac:0.003028,0.005200 MDL Theory Length Weight: 0.4750889006 (10) Initialization: 5.619000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.761000 Kernel 1: 0.024000 Kernel 2: 75.397003 Copyback: 0.017000 Sum: 0.046000 It 30,Best ac:0.001029 1.000000 fi:0.112305. Ave ac:0.002889,0.005255 Initialization: 5.627000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.781000 Kernel 1: 0.024000 Kernel 2: 74.540001 Copyback: 0.017000 Sum: 0.025000 It 31,Best ac:0.001543 1.000000 fi:0.109978. Ave ac:0.002506,0.004172 Initialization: 5.771000 Memcpy Classifiers: 0.438000 Memcpy Instances: 7.774000 Kernel 1: 0.024000 Kernel 2: 76.835999 Copyback: 0.017000 Sum: 0.033000 It 32,Best ac:0.000771 1.000000 fi:0.110703. Ave ac:0.003600,0.005407 Initialization: 5.666000 Memcpy Classifiers: 0.399000 Memcpy Instances: 7.794000 Kernel 1: 0.023000 Kernel 2: 74.257004 Copyback: 0.017000 Sum: 0.029000 It 33,Best ac:0.000771 1.000000 fi:0.109929. Ave ac:0.003271,0.005720 Initialization: 33.369999 Memcpy Instances: 459.944000 Memcpy Classifiers: 0.097000 Kernel 1: 0.027000 Kernel 2: 507.165985 Copyback: 0.017000 Sum: 0.020000 Memcpy Classifiers: 0.095000 Kernel 1: 0.013000 Kernel 2: 504.056000 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.075000 Kernel 1: 0.013000 Kernel 2: 511.158997 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.112000 Kernel 1: 0.021000 Kernel 2: 495.605988 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.100000 Kernel 1: 0.016000 Kernel 2: 500.572998 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.076000 Kernel 1: 0.014000 Kernel 2: 503.881012 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.075000 Kernel 1: 0.013000 Kernel 2: 496.042999 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.096000 Kernel 1: 0.017000 Kernel 2: 509.733002 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.112000 Kernel 1: 0.021000 Kernel 2: 502.769989 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.059000 Kernel 1: 0.013000 Kernel 2: 227.959000 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.000705 0.593074 fi:0.520698. Ave ac:0.003350,0.011103 Best acc 0.000705 0.593074 Rule:Att PSSM_-3_12 is [-4.884520,-2.853972]|Att PSSM_-2_2 is [-5.137137,-1.172851]|Att PSSM_-2_13 is [-6.678620,5.871862]|Att PSSM_-1_7 is [-6.173883,-0.025813]|Att PSSM_-1_10 is [>1.786078]|Att PSSM_0_3 is [-3.262761,4.969744]|Att PSSM_0_12 is [-4.570945,-2.013765]|Att PSSM_1_13 is [-5.795993,8.005786]|Att PSSM_3_17 is [-1.573789,4.117049]|1 Accuracy : 0.786740 0 1 154118 9962 40077 30481 Removed 231 instances. 194195 Instances left. Acc of rule 0.000705-0.593074 Initialization: 5.806000 Memcpy Classifiers: 0.540000 Memcpy Instances: 9.647000 Kernel 1: 0.034000 Kernel 2: 94.898003 Copyback: 0.018000 Sum: 0.041000 Initial population average accuracy1:0.004246 accuracy2:0.196475 Initialization: 7.175000 Memcpy Classifiers: 0.540000 Memcpy Instances: 10.958000 Kernel 1: 0.031000 Kernel 2: 93.664001 Copyback: 0.018000 Sum: 0.053000 It 0,Best ac:0.000773 0.750000 fi:0.349958. Ave ac:0.004654,0.009078 Initialization: 5.574000 Memcpy Classifiers: 0.504000 Memcpy Instances: 8.744000 Kernel 1: 0.033000 Kernel 2: 91.396004 Copyback: 0.017000 Sum: 0.030000 It 1,Best ac:0.000772 1.000000 fi:0.099958. Ave ac:0.004672,0.009279 Initialization: 5.659000 Memcpy Classifiers: 0.449000 Memcpy Instances: 7.739000 Kernel 1: 0.024000 Kernel 2: 89.831001 Copyback: 0.016000 Sum: 0.031000 It 2,Best ac:0.000515 1.000000 fi:0.324247. Ave ac:0.004495,0.008398 Initialization: 5.653000 Memcpy Classifiers: 0.465000 Memcpy Instances: 7.745000 Kernel 1: 0.024000 Kernel 2: 89.384003 Copyback: 0.017000 Sum: 0.027000 It 3,Best ac:0.000772 1.000000 fi:0.099958. Ave ac:0.003941,0.007378 Initialization: 5.683000 Memcpy Classifiers: 0.486000 Memcpy Instances: 7.765000 Kernel 1: 0.023000 Kernel 2: 89.125000 Copyback: 0.017000 Sum: 0.028000 It 4,Best ac:0.001545 0.857143 fi:0.242439. Ave ac:0.003250,0.006002 Initialization: 5.649000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.740000 Kernel 1: 0.024000 Kernel 2: 89.235001 Copyback: 0.017000 Sum: 0.043000 It 5,Best ac:0.000772 1.000000 fi:0.099958. Ave ac:0.002895,0.004739 Initialization: 5.667000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.758000 Kernel 1: 0.025000 Kernel 2: 90.702003 Copyback: 0.024000 Sum: 0.037000 It 6,Best ac:0.001030 1.000000 fi:0.099833. Ave ac:0.002611,0.004315 Initialization: 5.637000 Memcpy Classifiers: 0.473000 Memcpy Instances: 7.745000 Kernel 1: 0.023000 Kernel 2: 90.152000 Copyback: 0.017000 Sum: 0.030000 It 7,Best ac:0.000772 1.000000 fi:0.099958. Ave ac:0.002660,0.004778 Initialization: 5.625000 Memcpy Classifiers: 0.467000 Memcpy Instances: 7.758000 Kernel 1: 0.023000 Kernel 2: 89.235001 Copyback: 0.016000 Sum: 0.027000 It 8,Best ac:0.001030 1.000000 fi:0.099833. Ave ac:0.002829,0.005866 Initialization: 5.617000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.770000 Kernel 1: 0.024000 Kernel 2: 90.668999 Copyback: 0.017000 Sum: 0.029000 It 9,Best ac:0.001030 1.000000 fi:0.099833. Ave ac:0.002616,0.005034 Iteration 10:MDL fitness activated Error 0.099833 TL 0.043131 MDL Theory Length Weight: 0.7715591576 (4) Initialization: 6.065000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.765000 Kernel 1: 0.024000 Kernel 2: 90.580002 Copyback: 0.017000 Sum: 0.031000 It 10,Best ac:0.001287 1.000000 fi:0.131691. Ave ac:0.002750,0.004492 Initialization: 7.088000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.919000 Kernel 1: 0.033000 Kernel 2: 90.192001 Copyback: 0.016000 Sum: 0.031000 It 11,Best ac:0.000772 1.000000 fi:0.117947. Ave ac:0.002603,0.004659 Initialization: 7.805000 Memcpy Classifiers: 0.683000 Memcpy Instances: 10.067000 Kernel 1: 0.030000 Kernel 2: 90.060997 Copyback: 0.016000 Sum: 0.029000 It 12,Best ac:0.000772 1.000000 fi:0.123576. Ave ac:0.002476,0.004088 Initialization: 6.628000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.763000 Kernel 1: 0.023000 Kernel 2: 91.601997 Copyback: 0.016000 Sum: 0.031000 It 13,Best ac:0.000772 1.000000 fi:0.125288. Ave ac:0.002145,0.003298 Initialization: 6.267000 Memcpy Classifiers: 0.843000 Memcpy Instances: 10.821000 Kernel 1: 0.026000 Kernel 2: 89.607002 Copyback: 0.017000 Sum: 0.028000 It 14,Best ac:0.001030 1.000000 fi:0.126632. Ave ac:0.002082,0.003466 Initialization: 5.663000 Memcpy Classifiers: 0.684000 Memcpy Instances: 10.879000 Kernel 1: 0.023000 Kernel 2: 89.213997 Copyback: 0.016000 Sum: 0.033000 It 15,Best ac:0.000773 1.000000 fi:0.127185. Ave ac:0.002251,0.005888 Initialization: 5.650000 Memcpy Classifiers: 0.433000 Memcpy Instances: 10.958000 Kernel 1: 0.026000 Kernel 2: 91.042000 Copyback: 0.017000 Sum: 0.031000 It 16,Best ac:0.001030 1.000000 fi:0.123450. Ave ac:0.002538,0.004654 Initialization: 5.710000 Memcpy Classifiers: 0.450000 Memcpy Instances: 10.178000 Kernel 1: 0.022000 Kernel 2: 88.189003 Copyback: 0.017000 Sum: 0.025000 It 17,Best ac:0.001545 1.000000 fi:0.128166. Ave ac:0.002592,0.005165 Initialization: 5.634000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.763000 Kernel 1: 0.023000 Kernel 2: 89.824997 Copyback: 0.017000 Sum: 0.028000 It 18,Best ac:0.001545 1.000000 fi:0.123344. Ave ac:0.003107,0.007748 Initialization: 5.629000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.766000 Kernel 1: 0.022000 Kernel 2: 89.404999 Copyback: 0.017000 Sum: 0.036000 It 19,Best ac:0.002060 1.000000 fi:0.122726. Ave ac:0.002867,0.004270 Initialization: 5.647000 Memcpy Classifiers: 0.438000 Memcpy Instances: 7.764000 Kernel 1: 0.023000 Kernel 2: 91.199997 Copyback: 0.017000 Sum: 0.028000 It 20,Best ac:0.001030 1.000000 fi:0.124626. Ave ac:0.002701,0.004864 MDL Theory Length Weight: 0.6944032419 (10) Initialization: 5.659000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.742000 Kernel 1: 0.023000 Kernel 2: 89.313004 Copyback: 0.016000 Sum: 0.028000 It 21,Best ac:0.000772 1.000000 fi:0.121528. Ave ac:0.002715,0.004189 Initialization: 5.623000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.773000 Kernel 1: 0.023000 Kernel 2: 86.156998 Copyback: 0.016000 Sum: 0.030000 It 22,Best ac:0.000772 1.000000 fi:0.119724. Ave ac:0.002245,0.005218 Initialization: 5.597000 Memcpy Classifiers: 0.414000 Memcpy Instances: 7.746000 Kernel 1: 0.024000 Kernel 2: 88.255997 Copyback: 0.017000 Sum: 0.029000 It 23,Best ac:0.001030 1.000000 fi:0.120786. Ave ac:0.003097,0.006658 Initialization: 5.632000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.755000 Kernel 1: 0.024000 Kernel 2: 91.723999 Copyback: 0.017000 Sum: 0.028000 It 24,Best ac:0.002060 1.000000 fi:0.119677. Ave ac:0.002312,0.003350 Initialization: 5.666000 Memcpy Classifiers: 0.450000 Memcpy Instances: 9.707000 Kernel 1: 0.021000 Kernel 2: 94.238998 Copyback: 0.017000 Sum: 0.033000 It 25,Best ac:0.000772 1.000000 fi:0.118568. Ave ac:0.002298,0.003676 Initialization: 5.628000 Memcpy Classifiers: 0.457000 Memcpy Instances: 7.739000 Kernel 1: 0.023000 Kernel 2: 96.077003 Copyback: 0.017000 Sum: 0.028000 It 26,Best ac:0.002575 1.000000 fi:0.120817. Ave ac:0.002011,0.003047 Initialization: 5.650000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.748000 Kernel 1: 0.024000 Kernel 2: 95.323997 Copyback: 0.017000 Sum: 0.029000 It 27,Best ac:0.001287 1.000000 fi:0.115956. Ave ac:0.002070,0.002975 Initialization: 5.656000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.750000 Kernel 1: 0.024000 Kernel 2: 95.779999 Copyback: 0.017000 Sum: 0.032000 It 28,Best ac:0.001030 1.000000 fi:0.123298. Ave ac:0.001693,0.002367 Initialization: 5.625000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.762000 Kernel 1: 0.024000 Kernel 2: 93.725998 Copyback: 0.016000 Sum: 0.030000 It 29,Best ac:0.001030 1.000000 fi:0.118923. Ave ac:0.001864,0.003004 Initialization: 5.697000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.751000 Kernel 1: 0.023000 Kernel 2: 90.065002 Copyback: 0.016000 Sum: 0.032000 It 30,Best ac:0.001545 1.000000 fi:0.121667. Ave ac:0.001719,0.003516 Initialization: 5.639000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.749000 Kernel 1: 0.024000 Kernel 2: 86.889999 Copyback: 0.017000 Sum: 0.028000 It 31,Best ac:0.000772 1.000000 fi:0.121629. Ave ac:0.002035,0.003115 Initialization: 5.652000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.743000 Kernel 1: 0.024000 Kernel 2: 85.938004 Copyback: 0.017000 Sum: 0.026000 It 32,Best ac:0.001030 1.000000 fi:0.119599. Ave ac:0.002235,0.003900 Initialization: 5.641000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.744000 Kernel 1: 0.024000 Kernel 2: 89.365997 Copyback: 0.016000 Sum: 0.028000 It 33,Best ac:0.000773 1.000000 fi:0.118740. Ave ac:0.002140,0.003307 Initialization: 27.670000 Memcpy Instances: 484.175995 Memcpy Classifiers: 0.082000 Kernel 1: 0.023000 Kernel 2: 559.929993 Copyback: 0.368000 Sum: 0.017000 Memcpy Classifiers: 0.106000 Kernel 1: 0.016000 Kernel 2: 576.090027 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.081000 Kernel 1: 0.012000 Kernel 2: 546.172974 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.081000 Kernel 1: 0.013000 Kernel 2: 553.864014 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.082000 Kernel 1: 0.014000 Kernel 2: 553.307983 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.080000 Kernel 1: 0.012000 Kernel 2: 550.671997 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.080000 Kernel 1: 0.012000 Kernel 2: 561.775024 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.081000 Kernel 1: 0.012000 Kernel 2: 559.776978 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.081000 Kernel 1: 0.012000 Kernel 2: 571.270996 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.011000 Kernel 2: 258.315002 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.001030 0.573066 fi:0.550887. Ave ac:0.002194,0.006880 Best acc 0.001030 0.573066 Initialization: 5.646000 Memcpy Classifiers: 0.523000 Memcpy Instances: 7.765000 Kernel 1: 0.025000 Kernel 2: 96.018997 Copyback: 0.017000 Sum: 0.040000 Initial population average accuracy1:0.004314 accuracy2:0.191521 Initialization: 5.640000 Memcpy Classifiers: 0.547000 Memcpy Instances: 7.753000 Kernel 1: 0.024000 Kernel 2: 95.762001 Copyback: 0.017000 Sum: 0.043000 It 0,Best ac:0.000515 1.000000 fi:0.325090. Ave ac:0.005349,0.009084 Initialization: 5.663000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.758000 Kernel 1: 0.023000 Kernel 2: 97.082001 Copyback: 0.017000 Sum: 0.038000 It 1,Best ac:0.000772 1.000000 fi:0.099958. Ave ac:0.005805,0.009052 Initialization: 5.628000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.750000 Kernel 1: 0.024000 Kernel 2: 95.820999 Copyback: 0.017000 Sum: 0.028000 It 2,Best ac:0.001287 1.000000 fi:0.099708. Ave ac:0.005494,0.010648 Initialization: 5.626000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.762000 Kernel 1: 0.024000 Kernel 2: 94.273003 Copyback: 0.017000 Sum: 0.027000 It 3,Best ac:0.000515 1.000000 fi:0.325090. Ave ac:0.004957,0.012073 Initialization: 5.666000 Memcpy Classifiers: 0.492000 Memcpy Instances: 7.746000 Kernel 1: 0.024000 Kernel 2: 94.154999 Copyback: 0.017000 Sum: 0.028000 It 4,Best ac:0.000772 1.000000 fi:0.099958. Ave ac:0.005026,0.008960 Initialization: 5.700000 Memcpy Classifiers: 0.488000 Memcpy Instances: 7.769000 Kernel 1: 0.023000 Kernel 2: 91.864998 Copyback: 0.016000 Sum: 0.029000 It 5,Best ac:0.001802 1.000000 fi:0.099458. Ave ac:0.003356,0.006282 Initialization: 5.629000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.748000 Kernel 1: 0.024000 Kernel 2: 89.954002 Copyback: 0.368000 Sum: 0.036000 It 6,Best ac:0.001287 0.833333 fi:0.266374. Ave ac:0.003428,0.005458 Initialization: 5.643000 Memcpy Classifiers: 0.414000 Memcpy Instances: 7.752000 Kernel 1: 0.023000 Kernel 2: 87.938004 Copyback: 0.017000 Sum: 0.037000 It 7,Best ac:0.000772 1.000000 fi:0.099958. Ave ac:0.003491,0.006513 Initialization: 5.635000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.769000 Kernel 1: 0.023000 Kernel 2: 87.386002 Copyback: 0.017000 Sum: 0.030000 It 8,Best ac:0.001030 1.000000 fi:0.099833. Ave ac:0.002337,0.004266 Initialization: 5.625000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.766000 Kernel 1: 0.024000 Kernel 2: 86.962997 Copyback: 0.016000 Sum: 0.028000 It 9,Best ac:0.001030 1.000000 fi:0.099833. Ave ac:0.002202,0.003998 Iteration 10:MDL fitness activated Error 0.099833 TL 0.029288 MDL Theory Length Weight: 1.1362345380 (5) Initialization: 5.638000 Memcpy Classifiers: 0.473000 Memcpy Instances: 7.761000 Kernel 1: 0.025000 Kernel 2: 86.135002 Copyback: 0.017000 Sum: 0.029000 It 10,Best ac:0.000773 1.000000 fi:0.124351. Ave ac:0.002826,0.005320 Initialization: 5.634000 Memcpy Classifiers: 0.488000 Memcpy Instances: 7.755000 Kernel 1: 0.025000 Kernel 2: 85.194000 Copyback: 0.017000 Sum: 0.027000 It 11,Best ac:0.001030 1.000000 fi:0.135742. Ave ac:0.002624,0.004879 Initialization: 5.736000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.748000 Kernel 1: 0.025000 Kernel 2: 85.651001 Copyback: 0.017000 Sum: 0.027000 It 12,Best ac:0.001288 1.000000 fi:0.133106. Ave ac:0.002688,0.004596 Initialization: 5.619000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.747000 Kernel 1: 0.024000 Kernel 2: 84.445000 Copyback: 0.017000 Sum: 0.030000 It 13,Best ac:0.001030 1.000000 fi:0.131316. Ave ac:0.002721,0.004448 Initialization: 5.587000 Memcpy Classifiers: 0.435000 Memcpy Instances: 7.742000 Kernel 1: 0.023000 Kernel 2: 86.858002 Copyback: 0.016000 Sum: 0.026000 It 14,Best ac:0.000772 1.000000 fi:0.133094. Ave ac:0.002862,0.004547 Initialization: 5.616000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.772000 Kernel 1: 0.023000 Kernel 2: 86.304001 Copyback: 0.017000 Sum: 0.026000 It 15,Best ac:0.000772 1.000000 fi:0.132335. Ave ac:0.002758,0.004183 Initialization: 5.667000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.753000 Kernel 1: 0.023000 Kernel 2: 83.450996 Copyback: 0.017000 Sum: 0.030000 It 16,Best ac:0.001803 1.000000 fi:0.141182. Ave ac:0.003044,0.004462 Initialization: 5.726000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.742000 Kernel 1: 0.024000 Kernel 2: 80.344002 Copyback: 0.019000 Sum: 0.037000 It 17,Best ac:0.000772 1.000000 fi:0.128901. Ave ac:0.002834,0.003796 Initialization: 5.700000 Memcpy Classifiers: 0.379000 Memcpy Instances: 10.588000 Kernel 1: 0.032000 Kernel 2: 80.452003 Copyback: 0.018000 Sum: 0.035000 It 18,Best ac:0.000772 1.000000 fi:0.132897. Ave ac:0.002862,0.005701 Initialization: 5.608000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.180000 Kernel 1: 0.032000 Kernel 2: 76.893997 Copyback: 0.017000 Sum: 0.025000 It 19,Best ac:0.000772 1.000000 fi:0.128901. Ave ac:0.002119,0.003457 MDL Theory Length Weight: 1.0226110842 (15) Initialization: 7.263000 Memcpy Classifiers: 0.527000 Memcpy Instances: 7.755000 Kernel 1: 0.023000 Kernel 2: 79.647003 Copyback: 0.017000 Sum: 0.032000 It 20,Best ac:0.000773 1.000000 fi:0.127496. Ave ac:0.002562,0.005114 Initialization: 7.363000 Memcpy Classifiers: 0.682000 Memcpy Instances: 8.602000 Kernel 1: 0.023000 Kernel 2: 78.954002 Copyback: 0.017000 Sum: 0.026000 It 21,Best ac:0.002060 1.000000 fi:0.127445. Ave ac:0.002648,0.004332 Initialization: 5.687000 Memcpy Classifiers: 0.398000 Memcpy Instances: 10.526000 Kernel 1: 0.023000 Kernel 2: 78.660004 Copyback: 0.020000 Sum: 0.042000 It 22,Best ac:0.001030 1.000000 fi:0.127371. Ave ac:0.002952,0.004526 Initialization: 5.681000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.956000 Kernel 1: 0.022000 Kernel 2: 80.001999 Copyback: 0.018000 Sum: 0.038000 It 23,Best ac:0.000773 1.000000 fi:0.123470. Ave ac:0.002321,0.003663 Initialization: 5.742000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.764000 Kernel 1: 0.023000 Kernel 2: 78.167999 Copyback: 0.017000 Sum: 0.028000 It 24,Best ac:0.000772 1.000000 fi:0.126007. Ave ac:0.003361,0.005123 Initialization: 6.326000 Memcpy Classifiers: 0.433000 Memcpy Instances: 10.436000 Kernel 1: 0.023000 Kernel 2: 78.936996 Copyback: 0.017000 Sum: 0.029000 It 25,Best ac:0.002832 1.000000 fi:0.124004. Ave ac:0.002781,0.004681 Initialization: 6.072000 Memcpy Classifiers: 0.407000 Memcpy Instances: 11.842000 Kernel 1: 0.023000 Kernel 2: 76.889999 Copyback: 0.016000 Sum: 0.030000 It 26,Best ac:0.000772 1.000000 fi:0.129022. Ave ac:0.002665,0.004662 Initialization: 6.451000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.749000 Kernel 1: 0.023000 Kernel 2: 76.080002 Copyback: 0.017000 Sum: 0.028000 It 27,Best ac:0.001030 1.000000 fi:0.124258. Ave ac:0.002191,0.004487 Initialization: 5.662000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.776000 Kernel 1: 0.022000 Kernel 2: 75.897003 Copyback: 0.017000 Sum: 0.026000 It 28,Best ac:0.001030 1.000000 fi:0.128695. Ave ac:0.002300,0.002893 Initialization: 6.449000 Memcpy Classifiers: 0.679000 Memcpy Instances: 8.517000 Kernel 1: 0.023000 Kernel 2: 76.598999 Copyback: 0.017000 Sum: 0.038000 It 29,Best ac:0.000772 1.000000 fi:0.123785. Ave ac:0.002610,0.007117 Initialization: 5.627000 Memcpy Classifiers: 0.398000 Memcpy Instances: 10.040000 Kernel 1: 0.025000 Kernel 2: 76.185997 Copyback: 0.016000 Sum: 0.028000 It 30,Best ac:0.000772 1.000000 fi:0.128760. Ave ac:0.002124,0.003480 Initialization: 6.809000 Memcpy Classifiers: 0.681000 Memcpy Instances: 9.621000 Kernel 1: 0.032000 Kernel 2: 76.180000 Copyback: 0.017000 Sum: 0.032000 It 31,Best ac:0.000772 1.000000 fi:0.129213. Ave ac:0.002455,0.003434 Initialization: 7.305000 Memcpy Classifiers: 0.712000 Memcpy Instances: 12.140000 Kernel 1: 0.026000 Kernel 2: 75.171997 Copyback: 0.017000 Sum: 0.026000 It 32,Best ac:0.000772 1.000000 fi:0.121942. Ave ac:0.001742,0.002965 Initialization: 6.049000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.747000 Kernel 1: 0.025000 Kernel 2: 78.767998 Copyback: 0.017000 Sum: 0.028000 It 33,Best ac:0.001030 1.000000 fi:0.126663. Ave ac:0.001749,0.002625 Initialization: 29.278999 Memcpy Instances: 418.704987 Memcpy Classifiers: 0.120000 Kernel 1: 0.033000 Kernel 2: 516.424011 Copyback: 0.015000 Sum: 0.018000 Memcpy Classifiers: 0.079000 Kernel 1: 0.014000 Kernel 2: 522.732971 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.079000 Kernel 1: 0.013000 Kernel 2: 521.706970 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.079000 Kernel 1: 0.013000 Kernel 2: 530.789978 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.100000 Kernel 1: 0.017000 Kernel 2: 516.252991 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.078000 Kernel 1: 0.013000 Kernel 2: 521.088013 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.118000 Kernel 1: 0.021000 Kernel 2: 500.648987 Copyback: 0.366000 Sum: 0.002000 Memcpy Classifiers: 0.117000 Kernel 1: 0.022000 Kernel 2: 510.967010 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.117000 Kernel 1: 0.021000 Kernel 2: 533.698975 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.074000 Kernel 1: 0.016000 Kernel 2: 246.647003 Copyback: 0.021000 Sum: 0.004000 It 34,Best ac:0.011756 0.576661 fi:0.556902. Ave ac:0.002200,0.006766 Best acc 0.011756 0.576661 Rule:Att PSSM_-3_2 is [-6.139765,-1.860235]|Att PSSM_-3_5 is [-6.828715,4.711534]|Att PSSM_-2_8 is [<1.715158]|Att PSSM_-1_18 is [<9.749086]|Att PSSM_0_4 is [<-1.004010]|Att PSSM_0_12 is [<-2.397910]|Att PSSM_0_13 is [-3.245411,8.838641]|Att PSSM_1_6 is [-6.794276,-1.205724]|Att PSSM_3_14 is [-1.079632,-0.014914]|Att PSSM_3_16 is [-3.605310,3.605310]|Att PSSM_4_15 is [<-1.648374]|1 Accuracy : 0.786821 0 1 154011 10069 39951 30607 Removed 233 instances. 193962 Instances left. Acc of rule 0.011756-0.576661 Initialization: 5.664000 Memcpy Classifiers: 0.559000 Memcpy Instances: 7.751000 Kernel 1: 0.025000 Kernel 2: 96.253998 Copyback: 0.027000 Sum: 0.049000 Initial population average accuracy1:0.005426 accuracy2:0.193955 Initialization: 6.610000 Memcpy Classifiers: 0.558000 Memcpy Instances: 10.043000 Kernel 1: 0.024000 Kernel 2: 95.810997 Copyback: 0.017000 Sum: 0.045000 It 0,Best ac:0.000516 1.000000 fi:0.322556. Ave ac:0.005069,0.009684 Initialization: 5.866000 Memcpy Classifiers: 0.654000 Memcpy Instances: 11.994000 Kernel 1: 0.024000 Kernel 2: 94.932999 Copyback: 0.024000 Sum: 0.037000 It 1,Best ac:0.000516 1.000000 fi:0.322556. Ave ac:0.004949,0.008661 Initialization: 6.071000 Memcpy Classifiers: 0.486000 Memcpy Instances: 7.754000 Kernel 1: 0.024000 Kernel 2: 94.731003 Copyback: 0.017000 Sum: 0.031000 It 2,Best ac:0.001547 1.000000 fi:0.099580. Ave ac:0.004527,0.008580 Initialization: 5.632000 Memcpy Classifiers: 0.455000 Memcpy Instances: 7.748000 Kernel 1: 0.024000 Kernel 2: 95.214996 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.000773 1.000000 fi:0.099957. Ave ac:0.004417,0.008512 Initialization: 5.672000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.758000 Kernel 1: 0.024000 Kernel 2: 92.667999 Copyback: 0.017000 Sum: 0.027000 It 4,Best ac:0.001805 1.000000 fi:0.099455. Ave ac:0.003344,0.005273 Initialization: 5.735000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.737000 Kernel 1: 0.024000 Kernel 2: 92.357002 Copyback: 0.025000 Sum: 0.040000 It 5,Best ac:0.001031 1.000000 fi:0.099831. Ave ac:0.004375,0.008293 Initialization: 5.773000 Memcpy Classifiers: 0.472000 Memcpy Instances: 7.778000 Kernel 1: 0.025000 Kernel 2: 91.607002 Copyback: 0.022000 Sum: 0.036000 It 6,Best ac:0.001031 0.800000 fi:0.299831. Ave ac:0.004319,0.007282 Initialization: 5.631000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.765000 Kernel 1: 0.024000 Kernel 2: 89.572998 Copyback: 0.022000 Sum: 0.037000 It 7,Best ac:0.000773 1.000000 fi:0.099957. Ave ac:0.003416,0.005820 Initialization: 5.629000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.747000 Kernel 1: 0.023000 Kernel 2: 86.786003 Copyback: 0.017000 Sum: 0.029000 It 8,Best ac:0.000773 1.000000 fi:0.099957. Ave ac:0.002950,0.004990 Initialization: 5.655000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.741000 Kernel 1: 0.024000 Kernel 2: 86.359001 Copyback: 0.017000 Sum: 0.029000 It 9,Best ac:0.000773 1.000000 fi:0.099957. Ave ac:0.003381,0.005218 Iteration 10:MDL fitness activated Error 0.099957 TL 0.048698 MDL Theory Length Weight: 0.6841894228 (6) Initialization: 5.617000 Memcpy Classifiers: 0.470000 Memcpy Instances: 7.734000 Kernel 1: 0.024000 Kernel 2: 87.699997 Copyback: 0.017000 Sum: 0.029000 It 10,Best ac:0.000773 1.000000 fi:0.118384. Ave ac:0.003528,0.006378 Initialization: 5.671000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.762000 Kernel 1: 0.023000 Kernel 2: 86.008003 Copyback: 0.017000 Sum: 0.032000 It 11,Best ac:0.001031 1.000000 fi:0.122950. Ave ac:0.002880,0.005449 Initialization: 5.604000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.753000 Kernel 1: 0.023000 Kernel 2: 84.532997 Copyback: 0.017000 Sum: 0.031000 It 12,Best ac:0.000773 1.000000 fi:0.123627. Ave ac:0.002428,0.005033 Initialization: 5.626000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.740000 Kernel 1: 0.024000 Kernel 2: 87.759003 Copyback: 0.017000 Sum: 0.031000 It 13,Best ac:0.001289 0.833333 fi:0.286984. Ave ac:0.002778,0.004897 Initialization: 5.630000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.757000 Kernel 1: 0.024000 Kernel 2: 89.518997 Copyback: 0.017000 Sum: 0.030000 It 14,Best ac:0.001289 1.000000 fi:0.118133. Ave ac:0.002806,0.004546 Initialization: 5.617000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.784000 Kernel 1: 0.024000 Kernel 2: 89.064003 Copyback: 0.016000 Sum: 0.034000 It 15,Best ac:0.000773 1.000000 fi:0.125303. Ave ac:0.003453,0.005635 Initialization: 5.661000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.744000 Kernel 1: 0.024000 Kernel 2: 91.078003 Copyback: 0.371000 Sum: 0.033000 It 16,Best ac:0.000773 1.000000 fi:0.120795. Ave ac:0.002959,0.004519 Initialization: 5.625000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.731000 Kernel 1: 0.024000 Kernel 2: 90.723999 Copyback: 0.017000 Sum: 0.034000 It 17,Best ac:0.000773 1.000000 fi:0.117464. Ave ac:0.003165,0.004647 Initialization: 5.638000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.730000 Kernel 1: 0.024000 Kernel 2: 90.882004 Copyback: 0.017000 Sum: 0.034000 It 18,Best ac:0.001031 1.000000 fi:0.116375. Ave ac:0.002246,0.003066 Initialization: 5.636000 Memcpy Classifiers: 0.478000 Memcpy Instances: 7.749000 Kernel 1: 0.024000 Kernel 2: 90.906998 Copyback: 0.016000 Sum: 0.031000 It 19,Best ac:0.000773 1.000000 fi:0.123521. Ave ac:0.001926,0.002756 Initialization: 5.631000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.754000 Kernel 1: 0.024000 Kernel 2: 88.235001 Copyback: 0.017000 Sum: 0.030000 It 20,Best ac:0.000773 1.000000 fi:0.117464. Ave ac:0.001497,0.002040 Initialization: 5.675000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.750000 Kernel 1: 0.024000 Kernel 2: 89.419998 Copyback: 0.017000 Sum: 0.032000 It 21,Best ac:0.000773 1.000000 fi:0.120795. Ave ac:0.001653,0.002196 Initialization: 5.652000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.748000 Kernel 1: 0.023000 Kernel 2: 87.198997 Copyback: 0.017000 Sum: 0.031000 It 22,Best ac:0.000773 1.000000 fi:0.135852. Ave ac:0.002145,0.003282 Initialization: 5.648000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.743000 Kernel 1: 0.023000 Kernel 2: 86.352997 Copyback: 0.019000 Sum: 0.041000 It 23,Best ac:0.001546 1.000000 fi:0.120192. Ave ac:0.002819,0.003963 Initialization: 5.659000 Memcpy Classifiers: 0.449000 Memcpy Instances: 7.743000 Kernel 1: 0.024000 Kernel 2: 87.807999 Copyback: 0.017000 Sum: 0.031000 It 24,Best ac:0.001031 1.000000 fi:0.115473. Ave ac:0.002568,0.003032 Initialization: 5.678000 Memcpy Classifiers: 0.452000 Memcpy Instances: 7.773000 Kernel 1: 0.023000 Kernel 2: 83.890999 Copyback: 0.017000 Sum: 0.031000 It 25,Best ac:0.001031 1.000000 fi:0.119049. Ave ac:0.002388,0.003505 Initialization: 5.741000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.750000 Kernel 1: 0.024000 Kernel 2: 86.469002 Copyback: 0.017000 Sum: 0.030000 It 26,Best ac:0.000773 1.000000 fi:0.118384. Ave ac:0.001931,0.002451 Initialization: 5.623000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.736000 Kernel 1: 0.024000 Kernel 2: 82.801003 Copyback: 0.017000 Sum: 0.033000 It 27,Best ac:0.001547 1.000000 fi:0.122625. Ave ac:0.001921,0.002525 Initialization: 5.648000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.740000 Kernel 1: 0.024000 Kernel 2: 85.303001 Copyback: 0.017000 Sum: 0.027000 It 28,Best ac:0.000773 1.000000 fi:0.125503. Ave ac:0.002077,0.002329 Initialization: 5.653000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.754000 Kernel 1: 0.024000 Kernel 2: 81.165001 Copyback: 0.017000 Sum: 0.029000 It 29,Best ac:0.000773 1.000000 fi:0.116823. Ave ac:0.001733,0.002600 Initialization: 5.651000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.737000 Kernel 1: 0.024000 Kernel 2: 82.427002 Copyback: 0.016000 Sum: 0.033000 It 30,Best ac:0.001031 1.000000 fi:0.122967. Ave ac:0.002025,0.002918 Initialization: 5.620000 Memcpy Classifiers: 0.414000 Memcpy Instances: 7.744000 Kernel 1: 0.024000 Kernel 2: 82.742996 Copyback: 0.017000 Sum: 0.029000 It 31,Best ac:0.000773 1.000000 fi:0.115651. Ave ac:0.002432,0.003373 Initialization: 5.692000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.746000 Kernel 1: 0.024000 Kernel 2: 83.992996 Copyback: 0.017000 Sum: 0.030000 It 32,Best ac:0.001289 1.000000 fi:0.118133. Ave ac:0.002348,0.003710 Initialization: 5.650000 Memcpy Classifiers: 0.432000 Memcpy Instances: 7.744000 Kernel 1: 0.024000 Kernel 2: 83.818001 Copyback: 0.016000 Sum: 0.032000 It 33,Best ac:0.002320 1.000000 fi:0.118421. Ave ac:0.001832,0.003031 MDL Theory Length Weight: 0.6157704805 (10) Initialization: 27.629000 Memcpy Instances: 377.018005 Memcpy Classifiers: 0.091000 Kernel 1: 0.025000 Kernel 2: 552.028992 Copyback: 0.015000 Sum: 0.017000 Memcpy Classifiers: 0.090000 Kernel 1: 0.012000 Kernel 2: 551.854004 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.088000 Kernel 1: 0.013000 Kernel 2: 557.328979 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.089000 Kernel 1: 0.012000 Kernel 2: 555.369995 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.088000 Kernel 1: 0.011000 Kernel 2: 547.650024 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.088000 Kernel 1: 0.013000 Kernel 2: 542.893982 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.089000 Kernel 1: 0.011000 Kernel 2: 548.367981 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.087000 Kernel 1: 0.012000 Kernel 2: 552.752014 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.082000 Kernel 1: 0.011000 Kernel 2: 548.447998 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.062000 Kernel 1: 0.012000 Kernel 2: 249.031006 Copyback: 0.017000 Sum: 0.003000 It 34,Best ac:0.000830 0.688034 fi:0.429191. Ave ac:0.001985,0.006263 Best acc 0.000830 0.688034 Initialization: 5.671000 Memcpy Classifiers: 0.539000 Memcpy Instances: 7.749000 Kernel 1: 0.023000 Kernel 2: 96.327003 Copyback: 0.017000 Sum: 0.041000 Initial population average accuracy1:0.005357 accuracy2:0.203961 Initialization: 5.706000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.738000 Kernel 1: 0.024000 Kernel 2: 95.441002 Copyback: 0.016000 Sum: 0.030000 It 0,Best ac:0.001289 1.000000 fi:0.099706. Ave ac:0.005204,0.008533 Initialization: 5.636000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.746000 Kernel 1: 0.023000 Kernel 2: 94.692001 Copyback: 0.016000 Sum: 0.027000 It 1,Best ac:0.001031 0.800000 fi:0.299831. Ave ac:0.004631,0.007512 Initialization: 5.648000 Memcpy Classifiers: 0.504000 Memcpy Instances: 7.740000 Kernel 1: 0.022000 Kernel 2: 92.945999 Copyback: 0.017000 Sum: 0.030000 It 2,Best ac:0.001546 0.750000 fi:0.349580. Ave ac:0.004268,0.006900 Initialization: 5.628000 Memcpy Classifiers: 0.507000 Memcpy Instances: 7.734000 Kernel 1: 0.023000 Kernel 2: 92.997002 Copyback: 0.017000 Sum: 0.026000 It 3,Best ac:0.000773 1.000000 fi:0.099957. Ave ac:0.004061,0.006791 Initialization: 5.672000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.740000 Kernel 1: 0.023000 Kernel 2: 92.636002 Copyback: 0.017000 Sum: 0.027000 It 4,Best ac:0.001031 1.000000 fi:0.099831. Ave ac:0.003788,0.006594 Initialization: 5.798000 Memcpy Classifiers: 0.488000 Memcpy Instances: 9.280000 Kernel 1: 0.032000 Kernel 2: 91.374001 Copyback: 0.018000 Sum: 0.032000 It 5,Best ac:0.001805 1.000000 fi:0.099455. Ave ac:0.003230,0.005465 Initialization: 6.361000 Memcpy Classifiers: 0.808000 Memcpy Instances: 11.825000 Kernel 1: 0.023000 Kernel 2: 89.126999 Copyback: 0.019000 Sum: 0.039000 It 6,Best ac:0.000773 1.000000 fi:0.099957. Ave ac:0.003334,0.004811 Initialization: 5.632000 Memcpy Classifiers: 0.522000 Memcpy Instances: 10.299000 Kernel 1: 0.030000 Kernel 2: 90.105003 Copyback: 0.018000 Sum: 0.037000 It 7,Best ac:0.001289 1.000000 fi:0.099706. Ave ac:0.003660,0.006582 Initialization: 6.484000 Memcpy Classifiers: 0.775000 Memcpy Instances: 12.451000 Kernel 1: 0.026000 Kernel 2: 91.329002 Copyback: 0.017000 Sum: 0.030000 It 8,Best ac:0.001289 1.000000 fi:0.099706. Ave ac:0.003196,0.005373 Initialization: 5.743000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.748000 Kernel 1: 0.024000 Kernel 2: 90.428001 Copyback: 0.018000 Sum: 0.043000 It 9,Best ac:0.001031 1.000000 fi:0.099831. Ave ac:0.003444,0.006106 Iteration 10:MDL fitness activated Error 0.099831 TL 0.049656 MDL Theory Length Weight: 0.6701492982 (5) Initialization: 5.633000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.765000 Kernel 1: 0.023000 Kernel 2: 90.417000 Copyback: 0.017000 Sum: 0.029000 It 10,Best ac:0.000773 1.000000 fi:0.123110. Ave ac:0.002142,0.003691 Initialization: 5.646000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.750000 Kernel 1: 0.025000 Kernel 2: 90.217003 Copyback: 0.017000 Sum: 0.040000 It 11,Best ac:0.000773 1.000000 fi:0.123315. Ave ac:0.003107,0.005127 Initialization: 6.432000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.738000 Kernel 1: 0.024000 Kernel 2: 86.827003 Copyback: 0.017000 Sum: 0.026000 It 12,Best ac:0.001031 1.000000 fi:0.122438. Ave ac:0.003432,0.006525 Initialization: 7.030000 Memcpy Classifiers: 0.774000 Memcpy Instances: 11.847000 Kernel 1: 0.023000 Kernel 2: 85.075996 Copyback: 0.018000 Sum: 0.029000 It 13,Best ac:0.001547 1.000000 fi:0.113356. Ave ac:0.002441,0.003886 Initialization: 5.667000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.770000 Kernel 1: 0.023000 Kernel 2: 83.808998 Copyback: 0.017000 Sum: 0.028000 It 14,Best ac:0.001031 1.000000 fi:0.118344. Ave ac:0.001945,0.003856 Initialization: 5.651000 Memcpy Classifiers: 0.614000 Memcpy Instances: 9.756000 Kernel 1: 0.023000 Kernel 2: 85.179001 Copyback: 0.018000 Sum: 0.039000 It 15,Best ac:0.001031 1.000000 fi:0.117327. Ave ac:0.002260,0.003235 Initialization: 5.634000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.737000 Kernel 1: 0.024000 Kernel 2: 87.082001 Copyback: 0.018000 Sum: 0.040000 It 16,Best ac:0.000773 1.000000 fi:0.119642. Ave ac:0.001769,0.003236 Initialization: 5.588000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.778000 Kernel 1: 0.023000 Kernel 2: 84.714996 Copyback: 0.017000 Sum: 0.027000 It 17,Best ac:0.000773 1.000000 fi:0.121574. Ave ac:0.001803,0.002646 Initialization: 5.633000 Memcpy Classifiers: 0.449000 Memcpy Instances: 7.739000 Kernel 1: 0.024000 Kernel 2: 87.049004 Copyback: 0.017000 Sum: 0.027000 It 18,Best ac:0.000773 1.000000 fi:0.119136. Ave ac:0.002413,0.004204 Initialization: 8.240000 Memcpy Classifiers: 0.469000 Memcpy Instances: 9.481000 Kernel 1: 0.026000 Kernel 2: 85.347000 Copyback: 0.018000 Sum: 0.040000 It 19,Best ac:0.000773 1.000000 fi:0.119651. Ave ac:0.002661,0.004106 Initialization: 5.680000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.790000 Kernel 1: 0.023000 Kernel 2: 84.238998 Copyback: 0.017000 Sum: 0.029000 It 20,Best ac:0.001289 1.000000 fi:0.114068. Ave ac:0.002278,0.003542 Initialization: 6.044000 Memcpy Classifiers: 0.469000 Memcpy Instances: 10.353000 Kernel 1: 0.022000 Kernel 2: 83.084999 Copyback: 0.016000 Sum: 0.033000 It 21,Best ac:0.001805 1.000000 fi:0.117557. Ave ac:0.002730,0.005134 Initialization: 5.623000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.741000 Kernel 1: 0.023000 Kernel 2: 83.425003 Copyback: 0.016000 Sum: 0.029000 It 22,Best ac:0.001804 1.000000 fi:0.117066. Ave ac:0.001969,0.003379 MDL Theory Length Weight: 0.6031343684 (10) Initialization: 5.611000 Memcpy Classifiers: 0.385000 Memcpy Instances: 7.756000 Kernel 1: 0.023000 Kernel 2: 83.601997 Copyback: 0.017000 Sum: 0.027000 It 23,Best ac:0.001547 1.000000 fi:0.119560. Ave ac:0.002238,0.003677 Initialization: 5.657000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.745000 Kernel 1: 0.024000 Kernel 2: 80.972000 Copyback: 0.017000 Sum: 0.033000 It 24,Best ac:0.000773 1.000000 fi:0.114853. Ave ac:0.002834,0.006138 Initialization: 5.761000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.736000 Kernel 1: 0.024000 Kernel 2: 82.218002 Copyback: 0.017000 Sum: 0.028000 It 25,Best ac:0.001031 1.000000 fi:0.117842. Ave ac:0.002636,0.004556 Initialization: 5.661000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.735000 Kernel 1: 0.024000 Kernel 2: 81.468002 Copyback: 0.017000 Sum: 0.027000 It 26,Best ac:0.000773 1.000000 fi:0.118194. Ave ac:0.002209,0.004808 Initialization: 5.628000 Memcpy Classifiers: 0.432000 Memcpy Instances: 7.737000 Kernel 1: 0.025000 Kernel 2: 83.635002 Copyback: 0.017000 Sum: 0.027000 It 27,Best ac:0.000773 1.000000 fi:0.116348. Ave ac:0.002281,0.003260 Initialization: 5.630000 Memcpy Classifiers: 0.396000 Memcpy Instances: 7.741000 Kernel 1: 0.024000 Kernel 2: 82.825996 Copyback: 0.017000 Sum: 0.029000 It 28,Best ac:0.000773 1.000000 fi:0.115269. Ave ac:0.002408,0.003816 Initialization: 5.628000 Memcpy Classifiers: 0.396000 Memcpy Instances: 7.763000 Kernel 1: 0.023000 Kernel 2: 79.878998 Copyback: 0.016000 Sum: 0.032000 It 29,Best ac:0.002062 1.000000 fi:0.115195. Ave ac:0.002184,0.002878 Initialization: 5.614000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.746000 Kernel 1: 0.024000 Kernel 2: 80.445999 Copyback: 0.017000 Sum: 0.028000 It 30,Best ac:0.000773 1.000000 fi:0.112479. Ave ac:0.002012,0.004131 Initialization: 5.667000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.732000 Kernel 1: 0.023000 Kernel 2: 79.873001 Copyback: 0.016000 Sum: 0.031000 It 31,Best ac:0.001031 1.000000 fi:0.114064. Ave ac:0.002634,0.003974 Initialization: 5.678000 Memcpy Classifiers: 0.417000 Memcpy Instances: 7.748000 Kernel 1: 0.023000 Kernel 2: 78.092003 Copyback: 0.016000 Sum: 0.029000 It 32,Best ac:0.000773 1.000000 fi:0.114735. Ave ac:0.003023,0.007516 Initialization: 5.614000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.736000 Kernel 1: 0.024000 Kernel 2: 78.126999 Copyback: 0.017000 Sum: 0.032000 It 33,Best ac:0.001547 1.000000 fi:0.112514. Ave ac:0.003107,0.006706 Initialization: 27.533001 Memcpy Instances: 377.136993 Memcpy Classifiers: 0.079000 Kernel 1: 0.028000 Kernel 2: 495.502991 Copyback: 0.368000 Sum: 0.017000 Memcpy Classifiers: 0.076000 Kernel 1: 0.013000 Kernel 2: 535.820007 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.075000 Kernel 1: 0.012000 Kernel 2: 532.843018 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.075000 Kernel 1: 0.012000 Kernel 2: 512.658997 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.075000 Kernel 1: 0.014000 Kernel 2: 534.948975 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.074000 Kernel 1: 0.012000 Kernel 2: 497.856995 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.074000 Kernel 1: 0.012000 Kernel 2: 525.439026 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.075000 Kernel 1: 0.012000 Kernel 2: 518.413025 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.074000 Kernel 1: 0.011000 Kernel 2: 510.066010 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.059000 Kernel 1: 0.012000 Kernel 2: 237.927994 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.000943 0.571875 fi:0.540933. Ave ac:0.002520,0.008488 Best acc 0.000943 0.571875 Rule:Att PSSM_-2_2 is [<2.437631]|Att PSSM_-2_7 is [<-2.545708]|Att PSSM_0_4 is [<-3.707853]|Att PSSM_1_8 is [>-1.107712]|Att PSSM_1_12 is [-6.134964,-2.945851]|Att PSSM_1_17 is [-2.324814,4.468591]|Att PSSM_2_4 is [-5.675230,1.675230]|Att PSSM_2_12 is [<3.924625]|Att PSSM_3_12 is [<-1.632956]|Att PSSM_4_14 is [<7.388307]|1 Accuracy : 0.787196 0 1 153938 10142 39790 30768 Removed 234 instances. 193728 Instances left. Acc of rule 0.000830-0.688034 Initialization: 5.822000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.749000 Kernel 1: 0.026000 Kernel 2: 96.473999 Copyback: 0.017000 Sum: 0.040000 Initial population average accuracy1:0.005142 accuracy2:0.197886 Initialization: 5.680000 Memcpy Classifiers: 0.548000 Memcpy Instances: 7.722000 Kernel 1: 0.024000 Kernel 2: 96.500999 Copyback: 0.017000 Sum: 0.055000 It 0,Best ac:0.001290 0.714286 fi:0.385418. Ave ac:0.005122,0.007732 Initialization: 5.613000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.727000 Kernel 1: 0.024000 Kernel 2: 93.920998 Copyback: 0.016000 Sum: 0.029000 It 1,Best ac:0.001291 0.714286 fi:0.385418. Ave ac:0.004847,0.008032 Initialization: 5.633000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.752000 Kernel 1: 0.023000 Kernel 2: 94.598999 Copyback: 0.016000 Sum: 0.029000 It 2,Best ac:0.000774 0.750000 fi:0.349956. Ave ac:0.004773,0.006679 Initialization: 5.642000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.764000 Kernel 1: 0.023000 Kernel 2: 90.203003 Copyback: 0.017000 Sum: 0.033000 It 3,Best ac:0.000516 1.000000 fi:0.320002. Ave ac:0.004467,0.006670 Initialization: 5.636000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.754000 Kernel 1: 0.024000 Kernel 2: 91.350998 Copyback: 0.016000 Sum: 0.026000 It 4,Best ac:0.000774 1.000000 fi:0.099956. Ave ac:0.004788,0.007940 Initialization: 5.682000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.723000 Kernel 1: 0.024000 Kernel 2: 90.832001 Copyback: 0.016000 Sum: 0.027000 It 5,Best ac:0.001032 0.800000 fi:0.299829. Ave ac:0.003885,0.005503 Initialization: 5.682000 Memcpy Classifiers: 0.487000 Memcpy Instances: 10.049000 Kernel 1: 0.023000 Kernel 2: 90.559998 Copyback: 0.017000 Sum: 0.028000 It 6,Best ac:0.000774 1.000000 fi:0.099956. Ave ac:0.004503,0.006871 Initialization: 7.613000 Memcpy Classifiers: 0.871000 Memcpy Instances: 8.090000 Kernel 1: 0.022000 Kernel 2: 90.827003 Copyback: 0.017000 Sum: 0.028000 It 7,Best ac:0.000516 1.000000 fi:0.320002. Ave ac:0.004249,0.007437 Initialization: 6.123000 Memcpy Classifiers: 0.450000 Memcpy Instances: 11.127000 Kernel 1: 0.026000 Kernel 2: 91.392998 Copyback: 0.017000 Sum: 0.030000 It 8,Best ac:0.000774 1.000000 fi:0.099956. Ave ac:0.003238,0.004947 Initialization: 5.681000 Memcpy Classifiers: 0.469000 Memcpy Instances: 11.214000 Kernel 1: 0.023000 Kernel 2: 87.943001 Copyback: 0.018000 Sum: 0.035000 It 9,Best ac:0.000516 1.000000 fi:0.319147. Ave ac:0.003218,0.004882 Iteration 10:MDL fitness activated Error 0.319147 TL 0.044963 MDL Theory Length Weight: 2.3660086714 (6) Initialization: 7.217000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.741000 Kernel 1: 0.023000 Kernel 2: 89.709000 Copyback: 0.017000 Sum: 0.043000 It 10,Best ac:0.000774 1.000000 fi:0.195551. Ave ac:0.004152,0.006667 Initialization: 6.542000 Memcpy Classifiers: 0.780000 Memcpy Instances: 11.279000 Kernel 1: 0.024000 Kernel 2: 88.878998 Copyback: 0.017000 Sum: 0.028000 It 11,Best ac:0.000774 1.000000 fi:0.200901. Ave ac:0.003624,0.007467 Initialization: 7.052000 Memcpy Classifiers: 0.739000 Memcpy Instances: 8.875000 Kernel 1: 0.032000 Kernel 2: 86.574997 Copyback: 0.017000 Sum: 0.027000 It 12,Best ac:0.001549 1.000000 fi:0.173362. Ave ac:0.003170,0.005118 Initialization: 7.779000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.786000 Kernel 1: 0.023000 Kernel 2: 87.239998 Copyback: 0.018000 Sum: 0.039000 It 13,Best ac:0.001548 1.000000 fi:0.184575. Ave ac:0.002917,0.006351 Initialization: 6.348000 Memcpy Classifiers: 0.504000 Memcpy Instances: 9.854000 Kernel 1: 0.024000 Kernel 2: 86.183998 Copyback: 0.017000 Sum: 0.029000 It 14,Best ac:0.001033 1.000000 fi:0.186698. Ave ac:0.003775,0.006092 Initialization: 5.624000 Memcpy Classifiers: 0.467000 Memcpy Instances: 11.150000 Kernel 1: 0.023000 Kernel 2: 86.660004 Copyback: 0.017000 Sum: 0.029000 It 15,Best ac:0.001290 1.000000 fi:0.161563. Ave ac:0.004217,0.006745 Initialization: 5.644000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.727000 Kernel 1: 0.022000 Kernel 2: 87.277000 Copyback: 0.017000 Sum: 0.027000 It 16,Best ac:0.001548 1.000000 fi:0.187689. Ave ac:0.003000,0.004850 Initialization: 5.638000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.730000 Kernel 1: 0.024000 Kernel 2: 86.845001 Copyback: 0.017000 Sum: 0.030000 It 17,Best ac:0.001290 1.000000 fi:0.184744. Ave ac:0.004842,0.007291 Initialization: 5.610000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.725000 Kernel 1: 0.024000 Kernel 2: 87.429001 Copyback: 0.017000 Sum: 0.030000 It 18,Best ac:0.000774 1.000000 fi:0.167547. Ave ac:0.003091,0.005605 Initialization: 5.651000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.723000 Kernel 1: 0.024000 Kernel 2: 88.248001 Copyback: 0.018000 Sum: 0.045000 It 19,Best ac:0.000774 1.000000 fi:0.177462. Ave ac:0.004680,0.007311 Initialization: 5.628000 Memcpy Classifiers: 0.435000 Memcpy Instances: 7.750000 Kernel 1: 0.023000 Kernel 2: 87.366997 Copyback: 0.017000 Sum: 0.030000 It 20,Best ac:0.001806 1.000000 fi:0.161311. Ave ac:0.004099,0.006940 Initialization: 5.599000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.759000 Kernel 1: 0.024000 Kernel 2: 86.903000 Copyback: 0.017000 Sum: 0.032000 It 21,Best ac:0.000774 1.000000 fi:0.170349. Ave ac:0.004196,0.007562 Initialization: 5.644000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.735000 Kernel 1: 0.023000 Kernel 2: 87.709000 Copyback: 0.017000 Sum: 0.030000 It 22,Best ac:0.000774 1.000000 fi:0.181547. Ave ac:0.003689,0.005769 Initialization: 5.619000 Memcpy Classifiers: 0.414000 Memcpy Instances: 7.739000 Kernel 1: 0.024000 Kernel 2: 84.522003 Copyback: 0.016000 Sum: 0.032000 It 23,Best ac:0.000774 1.000000 fi:0.188811. Ave ac:0.003403,0.007345 Initialization: 5.645000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.731000 Kernel 1: 0.023000 Kernel 2: 89.946999 Copyback: 0.016000 Sum: 0.029000 It 24,Best ac:0.000774 1.000000 fi:0.178180. Ave ac:0.003352,0.006168 Initialization: 5.621000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.737000 Kernel 1: 0.023000 Kernel 2: 91.470001 Copyback: 0.016000 Sum: 0.030000 It 25,Best ac:0.001548 1.000000 fi:0.180706. Ave ac:0.003433,0.005784 Initialization: 5.625000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.725000 Kernel 1: 0.024000 Kernel 2: 89.509003 Copyback: 0.017000 Sum: 0.030000 It 26,Best ac:0.001549 1.000000 fi:0.155547. Ave ac:0.002463,0.004432 Initialization: 5.633000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.737000 Kernel 1: 0.024000 Kernel 2: 89.122002 Copyback: 0.016000 Sum: 0.029000 It 27,Best ac:0.000775 1.000000 fi:0.163848. Ave ac:0.001823,0.002597 Initialization: 5.620000 Memcpy Classifiers: 0.414000 Memcpy Instances: 9.930000 Kernel 1: 0.032000 Kernel 2: 87.431000 Copyback: 0.017000 Sum: 0.027000 It 28,Best ac:0.001033 1.000000 fi:0.167857. Ave ac:0.001979,0.002998 Initialization: 5.641000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.729000 Kernel 1: 0.025000 Kernel 2: 87.646004 Copyback: 0.017000 Sum: 0.027000 It 29,Best ac:0.001291 1.000000 fi:0.168450. Ave ac:0.001632,0.002971 Initialization: 5.616000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.724000 Kernel 1: 0.023000 Kernel 2: 89.707001 Copyback: 0.017000 Sum: 0.033000 It 30,Best ac:0.001548 1.000000 fi:0.154577. Ave ac:0.002184,0.002792 Initialization: 5.617000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.732000 Kernel 1: 0.023000 Kernel 2: 91.141998 Copyback: 0.017000 Sum: 0.040000 It 31,Best ac:0.001033 1.000000 fi:0.154242. Ave ac:0.001558,0.002800 Initialization: 5.638000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.720000 Kernel 1: 0.024000 Kernel 2: 89.093002 Copyback: 0.017000 Sum: 0.032000 It 32,Best ac:0.001032 1.000000 fi:0.148025. Ave ac:0.001804,0.003181 Initialization: 5.638000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.738000 Kernel 1: 0.023000 Kernel 2: 87.902000 Copyback: 0.016000 Sum: 0.029000 It 33,Best ac:0.001548 1.000000 fi:0.157276. Ave ac:0.002064,0.002961 Initialization: 28.076000 Memcpy Instances: 385.432007 Memcpy Classifiers: 0.085000 Kernel 1: 0.028000 Kernel 2: 569.182983 Copyback: 0.015000 Sum: 0.017000 Memcpy Classifiers: 0.082000 Kernel 1: 0.012000 Kernel 2: 586.955017 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.081000 Kernel 1: 0.012000 Kernel 2: 567.341980 Copyback: 0.369000 Sum: 0.002000 Memcpy Classifiers: 0.083000 Kernel 1: 0.013000 Kernel 2: 582.195984 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.082000 Kernel 1: 0.012000 Kernel 2: 574.687988 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.081000 Kernel 1: 0.012000 Kernel 2: 580.236023 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.081000 Kernel 1: 0.012000 Kernel 2: 577.491028 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.083000 Kernel 1: 0.012000 Kernel 2: 583.426025 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.081000 Kernel 1: 0.011000 Kernel 2: 580.703003 Copyback: 0.017000 Sum: 0.003000 Memcpy Classifiers: 0.055000 Kernel 1: 0.016000 Kernel 2: 208.210999 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.001053 0.647619 fi:0.520229. Ave ac:0.001481,0.004588 Best acc 0.001053 0.647619 Initialization: 5.621000 Memcpy Classifiers: 0.540000 Memcpy Instances: 7.743000 Kernel 1: 0.026000 Kernel 2: 94.307999 Copyback: 0.016000 Sum: 0.039000 Initial population average accuracy1:0.004979 accuracy2:0.191678 Initialization: 5.767000 Memcpy Classifiers: 0.539000 Memcpy Instances: 11.023000 Kernel 1: 0.024000 Kernel 2: 94.669998 Copyback: 0.018000 Sum: 0.046000 It 0,Best ac:0.001033 0.800000 fi:0.299829. Ave ac:0.005230,0.008423 Initialization: 5.683000 Memcpy Classifiers: 0.504000 Memcpy Instances: 7.733000 Kernel 1: 0.023000 Kernel 2: 94.847000 Copyback: 0.016000 Sum: 0.027000 It 1,Best ac:0.000774 1.000000 fi:0.099956. Ave ac:0.004469,0.007560 Initialization: 5.619000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.720000 Kernel 1: 0.024000 Kernel 2: 93.801003 Copyback: 0.017000 Sum: 0.028000 It 2,Best ac:0.001032 1.000000 fi:0.099829. Ave ac:0.003624,0.005376 Initialization: 5.645000 Memcpy Classifiers: 0.525000 Memcpy Instances: 10.381000 Kernel 1: 0.023000 Kernel 2: 94.547997 Copyback: 0.017000 Sum: 0.030000 It 3,Best ac:0.000774 1.000000 fi:0.099956. Ave ac:0.003035,0.004480 Initialization: 5.610000 Memcpy Classifiers: 0.515000 Memcpy Instances: 7.746000 Kernel 1: 0.023000 Kernel 2: 93.898003 Copyback: 0.016000 Sum: 0.031000 It 4,Best ac:0.001032 0.800000 fi:0.299829. Ave ac:0.002989,0.006239 Initialization: 5.624000 Memcpy Classifiers: 0.523000 Memcpy Instances: 7.728000 Kernel 1: 0.024000 Kernel 2: 90.361000 Copyback: 0.016000 Sum: 0.027000 It 5,Best ac:0.001032 1.000000 fi:0.099829. Ave ac:0.003007,0.008051 Initialization: 6.977000 Memcpy Classifiers: 0.523000 Memcpy Instances: 7.728000 Kernel 1: 0.024000 Kernel 2: 91.268997 Copyback: 0.017000 Sum: 0.033000 It 6,Best ac:0.001032 1.000000 fi:0.099829. Ave ac:0.002046,0.003872 Initialization: 5.604000 Memcpy Classifiers: 0.557000 Memcpy Instances: 7.795000 Kernel 1: 0.022000 Kernel 2: 93.620003 Copyback: 0.017000 Sum: 0.028000 It 7,Best ac:0.000774 1.000000 fi:0.099956. Ave ac:0.002786,0.005064 Initialization: 5.759000 Memcpy Classifiers: 0.906000 Memcpy Instances: 12.755000 Kernel 1: 0.026000 Kernel 2: 89.522003 Copyback: 0.018000 Sum: 0.043000 It 8,Best ac:0.001291 1.000000 fi:0.099703. Ave ac:0.003252,0.006771 Initialization: 6.341000 Memcpy Classifiers: 0.514000 Memcpy Instances: 10.614000 Kernel 1: 0.023000 Kernel 2: 88.977997 Copyback: 0.017000 Sum: 0.030000 It 9,Best ac:0.001290 1.000000 fi:0.099703. Ave ac:0.003294,0.009313 Iteration 10:MDL fitness activated Error 0.099703 TL 0.037512 MDL Theory Length Weight: 0.8859616178 (2) Initialization: 5.636000 Memcpy Classifiers: 0.486000 Memcpy Instances: 11.081000 Kernel 1: 0.023000 Kernel 2: 86.723000 Copyback: 0.017000 Sum: 0.032000 It 10,Best ac:0.001290 1.000000 fi:0.131293. Ave ac:0.003470,0.007863 Initialization: 6.629000 Memcpy Classifiers: 0.590000 Memcpy Instances: 9.454000 Kernel 1: 0.034000 Kernel 2: 83.371002 Copyback: 0.019000 Sum: 0.040000 It 11,Best ac:0.001033 1.000000 fi:0.126436. Ave ac:0.003426,0.007623 Initialization: 5.606000 Memcpy Classifiers: 0.464000 Memcpy Instances: 10.445000 Kernel 1: 0.031000 Kernel 2: 82.989998 Copyback: 0.017000 Sum: 0.031000 It 12,Best ac:0.001290 1.000000 fi:0.120091. Ave ac:0.002916,0.005456 Initialization: 7.289000 Memcpy Classifiers: 0.774000 Memcpy Instances: 9.628000 Kernel 1: 0.036000 Kernel 2: 82.628998 Copyback: 0.017000 Sum: 0.030000 It 13,Best ac:0.001548 1.000000 fi:0.122459. Ave ac:0.003027,0.005311 Initialization: 7.038000 Memcpy Classifiers: 0.640000 Memcpy Instances: 8.534000 Kernel 1: 0.023000 Kernel 2: 81.167000 Copyback: 0.018000 Sum: 0.032000 It 14,Best ac:0.000774 1.000000 fi:0.124247. Ave ac:0.002209,0.004577 Initialization: 7.449000 Memcpy Classifiers: 0.640000 Memcpy Instances: 10.911000 Kernel 1: 0.023000 Kernel 2: 81.194000 Copyback: 0.017000 Sum: 0.029000 It 15,Best ac:0.000774 1.000000 fi:0.125830. Ave ac:0.002966,0.005277 Initialization: 7.349000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.741000 Kernel 1: 0.024000 Kernel 2: 79.850998 Copyback: 0.368000 Sum: 0.040000 It 16,Best ac:0.000774 1.000000 fi:0.126141. Ave ac:0.003653,0.005902 Initialization: 5.645000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.721000 Kernel 1: 0.024000 Kernel 2: 78.375999 Copyback: 0.017000 Sum: 0.026000 It 17,Best ac:0.000774 1.000000 fi:0.122976. Ave ac:0.003170,0.005375 Initialization: 5.638000 Memcpy Classifiers: 0.468000 Memcpy Instances: 10.221000 Kernel 1: 0.023000 Kernel 2: 79.000000 Copyback: 0.017000 Sum: 0.031000 It 18,Best ac:0.000774 1.000000 fi:0.122221. Ave ac:0.003097,0.007768 Initialization: 5.619000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.881000 Kernel 1: 0.032000 Kernel 2: 79.783997 Copyback: 0.017000 Sum: 0.027000 It 19,Best ac:0.000774 1.000000 fi:0.122208. Ave ac:0.002887,0.006796 Initialization: 5.618000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.751000 Kernel 1: 0.024000 Kernel 2: 77.564003 Copyback: 0.019000 Sum: 0.034000 It 20,Best ac:0.001806 1.000000 fi:0.119814. Ave ac:0.002072,0.003551 Initialization: 7.379000 Memcpy Classifiers: 0.378000 Memcpy Instances: 7.724000 Kernel 1: 0.024000 Kernel 2: 77.125999 Copyback: 0.017000 Sum: 0.028000 It 21,Best ac:0.000774 1.000000 fi:0.124970. Ave ac:0.002420,0.004108 Initialization: 5.642000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.929000 Kernel 1: 0.023000 Kernel 2: 75.717003 Copyback: 0.017000 Sum: 0.031000 It 22,Best ac:0.001033 1.000000 fi:0.116822. Ave ac:0.002613,0.005496 Initialization: 5.698000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.724000 Kernel 1: 0.024000 Kernel 2: 75.325996 Copyback: 0.017000 Sum: 0.030000 It 23,Best ac:0.001032 1.000000 fi:0.119603. Ave ac:0.002791,0.006578 Initialization: 6.912000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.737000 Kernel 1: 0.023000 Kernel 2: 73.595001 Copyback: 0.017000 Sum: 0.028000 It 24,Best ac:0.000774 1.000000 fi:0.119057. Ave ac:0.002376,0.005366 Initialization: 7.785000 Memcpy Classifiers: 0.615000 Memcpy Instances: 12.029000 Kernel 1: 0.027000 Kernel 2: 72.695000 Copyback: 0.018000 Sum: 0.037000 It 25,Best ac:0.000774 1.000000 fi:0.119883. Ave ac:0.002544,0.005812 Initialization: 5.824000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.727000 Kernel 1: 0.024000 Kernel 2: 72.758003 Copyback: 0.017000 Sum: 0.028000 It 26,Best ac:0.001033 1.000000 fi:0.123550. Ave ac:0.003640,0.006231 Initialization: 5.598000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.763000 Kernel 1: 0.022000 Kernel 2: 71.778999 Copyback: 0.016000 Sum: 0.029000 It 27,Best ac:0.000774 1.000000 fi:0.120820. Ave ac:0.003052,0.005513 Initialization: 5.647000 Memcpy Classifiers: 0.396000 Memcpy Instances: 10.760000 Kernel 1: 0.023000 Kernel 2: 71.944000 Copyback: 0.018000 Sum: 0.033000 It 28,Best ac:0.000774 1.000000 fi:0.120943. Ave ac:0.002539,0.004555 Initialization: 7.151000 Memcpy Classifiers: 0.712000 Memcpy Instances: 11.858000 Kernel 1: 0.024000 Kernel 2: 72.544998 Copyback: 0.017000 Sum: 0.027000 It 29,Best ac:0.001032 1.000000 fi:0.118391. Ave ac:0.002221,0.003539 Initialization: 7.334000 Memcpy Classifiers: 0.379000 Memcpy Instances: 10.926000 Kernel 1: 0.026000 Kernel 2: 73.361000 Copyback: 0.017000 Sum: 0.027000 It 30,Best ac:0.000774 1.000000 fi:0.120727. Ave ac:0.002426,0.004074 Initialization: 6.667000 Memcpy Classifiers: 0.379000 Memcpy Instances: 10.737000 Kernel 1: 0.024000 Kernel 2: 72.864998 Copyback: 0.017000 Sum: 0.031000 It 31,Best ac:0.000774 1.000000 fi:0.120727. Ave ac:0.003376,0.006333 MDL Theory Length Weight: 0.7973654560 (10) Initialization: 6.463000 Memcpy Classifiers: 0.407000 Memcpy Instances: 8.206000 Kernel 1: 0.024000 Kernel 2: 73.685997 Copyback: 0.017000 Sum: 0.029000 It 32,Best ac:0.000774 1.000000 fi:0.118729. Ave ac:0.002936,0.005126 Initialization: 6.708000 Memcpy Classifiers: 0.401000 Memcpy Instances: 8.151000 Kernel 1: 0.021000 Kernel 2: 74.161003 Copyback: 0.017000 Sum: 0.030000 It 33,Best ac:0.001032 1.000000 fi:0.115183. Ave ac:0.002993,0.006462 Initialization: 28.841999 Memcpy Instances: 442.285004 Memcpy Classifiers: 0.082000 Kernel 1: 0.025000 Kernel 2: 519.072998 Copyback: 0.015000 Sum: 0.017000 Memcpy Classifiers: 0.082000 Kernel 1: 0.013000 Kernel 2: 508.743011 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.080000 Kernel 1: 0.013000 Kernel 2: 526.317993 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.081000 Kernel 1: 0.013000 Kernel 2: 502.773010 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.121000 Kernel 1: 0.022000 Kernel 2: 504.716003 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.104000 Kernel 1: 0.016000 Kernel 2: 519.093018 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.080000 Kernel 1: 0.014000 Kernel 2: 509.919006 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.081000 Kernel 1: 0.013000 Kernel 2: 508.606995 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.081000 Kernel 1: 0.013000 Kernel 2: 511.230011 Copyback: 0.369000 Sum: 0.002000 Memcpy Classifiers: 0.061000 Kernel 1: 0.016000 Kernel 2: 188.578995 Copyback: 0.015000 Sum: 0.000000 It 34,Best ac:0.000790 0.632231 fi:0.486606. Ave ac:0.002903,0.009855 Best acc 0.000790 0.632231 Rule:Att PSSM_-4_8 is [-4.496835,6.496835]|Att PSSM_0_2 is [<-0.154295]|Att PSSM_0_7 is [-6.332927,-3.460573]|Att PSSM_0_14 is [>-6.529229]|Att PSSM_0_15 is [-6.849226,2.849226]|Att PSSM_0_16 is [-4.730078,3.993325]|Att PSSM_1_11 is [-2.531619,6.192078]|Att PSSM_3_8 is [<2.571859]|Att PSSM_3_11 is [<2.593872]|Att PSSM_3_12 is [<-0.271659]|Att PSSM_4_12 is [<-2.906101]|Att PSSM_4_16 is [-1.432089,5.432089]|1 Accuracy : 0.787592 0 1 153827 10253 39586 30972 Removed 315 instances. 193413 Instances left. Acc of rule 0.001053-0.647619 Initialization: 5.598000 Memcpy Classifiers: 0.558000 Memcpy Instances: 7.729000 Kernel 1: 0.025000 Kernel 2: 95.389000 Copyback: 0.017000 Sum: 0.040000 Initial population average accuracy1:0.004640 accuracy2:0.196355 Initialization: 5.604000 Memcpy Classifiers: 0.557000 Memcpy Instances: 7.760000 Kernel 1: 0.023000 Kernel 2: 92.213997 Copyback: 0.017000 Sum: 0.049000 It 0,Best ac:0.001034 0.800000 fi:0.299827. Ave ac:0.005522,0.008290 Initialization: 5.610000 Memcpy Classifiers: 0.536000 Memcpy Instances: 7.707000 Kernel 1: 0.023000 Kernel 2: 91.727997 Copyback: 0.017000 Sum: 0.028000 It 1,Best ac:0.001552 0.857143 fi:0.242430. Ave ac:0.005498,0.008725 Initialization: 5.605000 Memcpy Classifiers: 0.523000 Memcpy Instances: 7.708000 Kernel 1: 0.024000 Kernel 2: 89.335999 Copyback: 0.017000 Sum: 0.035000 It 2,Best ac:0.001292 1.000000 fi:0.099700. Ave ac:0.004759,0.008277 Initialization: 5.580000 Memcpy Classifiers: 0.449000 Memcpy Instances: 7.705000 Kernel 1: 0.024000 Kernel 2: 86.698997 Copyback: 0.018000 Sum: 0.043000 It 3,Best ac:0.001034 1.000000 fi:0.099826. Ave ac:0.004709,0.009045 Initialization: 5.522000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.716000 Kernel 1: 0.024000 Kernel 2: 83.274002 Copyback: 0.017000 Sum: 0.033000 It 4,Best ac:0.001034 1.000000 fi:0.099827. Ave ac:0.003790,0.005409 Initialization: 5.646000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.726000 Kernel 1: 0.023000 Kernel 2: 84.850998 Copyback: 0.017000 Sum: 0.032000 It 5,Best ac:0.001034 0.800000 fi:0.299827. Ave ac:0.004067,0.007218 Initialization: 6.412000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.991000 Kernel 1: 0.033000 Kernel 2: 85.216003 Copyback: 0.016000 Sum: 0.030000 It 6,Best ac:0.002585 0.909091 fi:0.189976. Ave ac:0.003185,0.006336 Initialization: 5.603000 Memcpy Classifiers: 0.437000 Memcpy Instances: 10.942000 Kernel 1: 0.024000 Kernel 2: 85.097000 Copyback: 0.017000 Sum: 0.028000 It 7,Best ac:0.000775 1.000000 fi:0.099954. Ave ac:0.002892,0.005736 Initialization: 7.140000 Memcpy Classifiers: 0.599000 Memcpy Instances: 9.862000 Kernel 1: 0.025000 Kernel 2: 82.556000 Copyback: 0.017000 Sum: 0.029000 It 8,Best ac:0.000776 1.000000 fi:0.099953. Ave ac:0.002649,0.004617 Initialization: 5.526000 Memcpy Classifiers: 0.417000 Memcpy Instances: 7.716000 Kernel 1: 0.023000 Kernel 2: 82.265999 Copyback: 0.017000 Sum: 0.030000 It 9,Best ac:0.000775 1.000000 fi:0.099954. Ave ac:0.002585,0.003970 Iteration 10:MDL fitness activated Error 0.099954 TL 0.034132 MDL Theory Length Weight: 0.9761566097 (8) Initialization: 5.603000 Memcpy Classifiers: 0.422000 Memcpy Instances: 7.724000 Kernel 1: 0.024000 Kernel 2: 81.582001 Copyback: 0.017000 Sum: 0.029000 It 10,Best ac:0.000775 1.000000 fi:0.134528. Ave ac:0.002617,0.003663 Initialization: 5.535000 Memcpy Classifiers: 0.432000 Memcpy Instances: 7.734000 Kernel 1: 0.023000 Kernel 2: 83.138000 Copyback: 0.017000 Sum: 0.027000 It 11,Best ac:0.000775 1.000000 fi:0.119681. Ave ac:0.002277,0.004156 Initialization: 5.590000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.718000 Kernel 1: 0.024000 Kernel 2: 80.537003 Copyback: 0.017000 Sum: 0.030000 It 12,Best ac:0.000775 1.000000 fi:0.124672. Ave ac:0.002187,0.002703 Initialization: 5.574000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.755000 Kernel 1: 0.023000 Kernel 2: 81.487999 Copyback: 0.017000 Sum: 0.029000 It 13,Best ac:0.000775 1.000000 fi:0.124400. Ave ac:0.001932,0.002979 Initialization: 6.758000 Memcpy Classifiers: 0.435000 Memcpy Instances: 7.727000 Kernel 1: 0.024000 Kernel 2: 81.809998 Copyback: 0.016000 Sum: 0.029000 It 14,Best ac:0.000776 1.000000 fi:0.126485. Ave ac:0.001871,0.003393 Initialization: 5.584000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.725000 Kernel 1: 0.023000 Kernel 2: 83.046997 Copyback: 0.017000 Sum: 0.026000 It 15,Best ac:0.000776 1.000000 fi:0.130316. Ave ac:0.001870,0.003038 Initialization: 7.773000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.724000 Kernel 1: 0.023000 Kernel 2: 80.027000 Copyback: 0.017000 Sum: 0.027000 It 16,Best ac:0.001034 1.000000 fi:0.133908. Ave ac:0.001781,0.002867 Initialization: 5.541000 Memcpy Classifiers: 0.378000 Memcpy Instances: 7.787000 Kernel 1: 0.032000 Kernel 2: 79.320000 Copyback: 0.017000 Sum: 0.027000 It 17,Best ac:0.000776 1.000000 fi:0.132319. Ave ac:0.001836,0.002785 Initialization: 5.612000 Memcpy Classifiers: 0.399000 Memcpy Instances: 7.732000 Kernel 1: 0.023000 Kernel 2: 79.584999 Copyback: 0.017000 Sum: 0.027000 It 18,Best ac:0.001034 1.000000 fi:0.131103. Ave ac:0.001928,0.003374 Initialization: 5.574000 Memcpy Classifiers: 0.414000 Memcpy Instances: 7.713000 Kernel 1: 0.024000 Kernel 2: 77.217003 Copyback: 0.017000 Sum: 0.024000 It 19,Best ac:0.001034 1.000000 fi:0.132059. Ave ac:0.001988,0.003208 Initialization: 5.614000 Memcpy Classifiers: 0.414000 Memcpy Instances: 7.726000 Kernel 1: 0.024000 Kernel 2: 79.571999 Copyback: 0.017000 Sum: 0.032000 It 20,Best ac:0.000776 1.000000 fi:0.127398. Ave ac:0.002233,0.003220 MDL Theory Length Weight: 0.8785409487 (10) Initialization: 5.637000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.719000 Kernel 1: 0.022000 Kernel 2: 77.776001 Copyback: 0.017000 Sum: 0.031000 It 21,Best ac:0.000776 1.000000 fi:0.124305. Ave ac:0.002342,0.002930 Initialization: 5.573000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.747000 Kernel 1: 0.024000 Kernel 2: 78.872002 Copyback: 0.018000 Sum: 0.036000 It 22,Best ac:0.000775 1.000000 fi:0.119910. Ave ac:0.002279,0.003285 Initialization: 5.606000 Memcpy Classifiers: 0.360000 Memcpy Instances: 7.748000 Kernel 1: 0.023000 Kernel 2: 77.060997 Copyback: 0.016000 Sum: 0.030000 It 23,Best ac:0.000775 1.000000 fi:0.119910. Ave ac:0.001847,0.002780 Initialization: 6.299000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.724000 Kernel 1: 0.023000 Kernel 2: 74.863998 Copyback: 0.017000 Sum: 0.030000 It 24,Best ac:0.001293 1.000000 fi:0.121457. Ave ac:0.002159,0.003341 Initialization: 5.605000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.765000 Kernel 1: 0.023000 Kernel 2: 73.237000 Copyback: 0.017000 Sum: 0.028000 It 25,Best ac:0.001292 1.000000 fi:0.115114. Ave ac:0.002102,0.003389 Initialization: 5.657000 Memcpy Classifiers: 0.390000 Memcpy Instances: 7.704000 Kernel 1: 0.024000 Kernel 2: 74.726997 Copyback: 0.017000 Sum: 0.029000 It 26,Best ac:0.000776 1.000000 fi:0.119906. Ave ac:0.001548,0.003137 Initialization: 5.547000 Memcpy Classifiers: 0.378000 Memcpy Instances: 7.706000 Kernel 1: 0.024000 Kernel 2: 73.533997 Copyback: 0.017000 Sum: 0.034000 It 27,Best ac:0.001034 1.000000 fi:0.117728. Ave ac:0.001858,0.003866 Initialization: 5.567000 Memcpy Classifiers: 0.438000 Memcpy Instances: 7.717000 Kernel 1: 0.023000 Kernel 2: 73.077003 Copyback: 0.371000 Sum: 0.032000 It 28,Best ac:0.000776 1.000000 fi:0.123336. Ave ac:0.002601,0.004007 Initialization: 7.621000 Memcpy Classifiers: 0.646000 Memcpy Instances: 11.876000 Kernel 1: 0.024000 Kernel 2: 71.526001 Copyback: 0.018000 Sum: 0.042000 It 29,Best ac:0.000776 1.000000 fi:0.117278. Ave ac:0.002472,0.004015 Initialization: 5.580000 Memcpy Classifiers: 0.339000 Memcpy Instances: 7.718000 Kernel 1: 0.024000 Kernel 2: 70.237000 Copyback: 0.017000 Sum: 0.030000 It 30,Best ac:0.001293 1.000000 fi:0.117272. Ave ac:0.001833,0.004607 Initialization: 8.067000 Memcpy Classifiers: 0.360000 Memcpy Instances: 11.072000 Kernel 1: 0.026000 Kernel 2: 71.345001 Copyback: 0.017000 Sum: 0.028000 It 31,Best ac:0.002586 1.000000 fi:0.116129. Ave ac:0.002291,0.003991 Initialization: 5.578000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.755000 Kernel 1: 0.023000 Kernel 2: 72.322998 Copyback: 0.017000 Sum: 0.026000 It 32,Best ac:0.002326 1.000000 fi:0.112282. Ave ac:0.002603,0.006132 Initialization: 5.588000 Memcpy Classifiers: 0.338000 Memcpy Instances: 7.745000 Kernel 1: 0.024000 Kernel 2: 71.377998 Copyback: 0.017000 Sum: 0.028000 It 33,Best ac:0.000776 1.000000 fi:0.119539. Ave ac:0.001494,0.003425 Initialization: 27.923000 Memcpy Instances: 391.920990 Memcpy Classifiers: 0.078000 Kernel 1: 0.026000 Kernel 2: 482.065002 Copyback: 0.016000 Sum: 0.013000 Memcpy Classifiers: 0.077000 Kernel 1: 0.013000 Kernel 2: 500.230988 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.075000 Kernel 1: 0.012000 Kernel 2: 498.011993 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.075000 Kernel 1: 0.012000 Kernel 2: 489.855011 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.075000 Kernel 1: 0.012000 Kernel 2: 497.285004 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.075000 Kernel 1: 0.012000 Kernel 2: 492.993011 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.075000 Kernel 1: 0.012000 Kernel 2: 498.210999 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.076000 Kernel 1: 0.012000 Kernel 2: 489.664001 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.075000 Kernel 1: 0.012000 Kernel 2: 511.369995 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.053000 Kernel 1: 0.014000 Kernel 2: 188.330002 Copyback: 0.018000 Sum: 0.002000 It 34,Best ac:0.002094 0.583573 fi:0.528822. Ave ac:0.003813,0.013031 Best acc 0.002094 0.583573 Initialization: 5.645000 Memcpy Classifiers: 0.517000 Memcpy Instances: 7.723000 Kernel 1: 0.025000 Kernel 2: 94.571999 Copyback: 0.017000 Sum: 0.043000 Initial population average accuracy1:0.005742 accuracy2:0.202293 Initialization: 5.595000 Memcpy Classifiers: 0.539000 Memcpy Instances: 7.757000 Kernel 1: 0.024000 Kernel 2: 92.467003 Copyback: 0.372000 Sum: 0.046000 It 0,Best ac:0.000517 1.000000 fi:0.316568. Ave ac:0.004438,0.008846 Initialization: 5.637000 Memcpy Classifiers: 0.529000 Memcpy Instances: 7.722000 Kernel 1: 0.024000 Kernel 2: 92.693001 Copyback: 0.017000 Sum: 0.028000 It 1,Best ac:0.000775 1.000000 fi:0.099954. Ave ac:0.005029,0.008287 Initialization: 7.333000 Memcpy Classifiers: 0.807000 Memcpy Instances: 11.808000 Kernel 1: 0.024000 Kernel 2: 89.697998 Copyback: 0.017000 Sum: 0.029000 It 2,Best ac:0.001034 0.800000 fi:0.299826. Ave ac:0.006365,0.010583 Initialization: 5.542000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.725000 Kernel 1: 0.024000 Kernel 2: 91.736000 Copyback: 0.016000 Sum: 0.030000 It 3,Best ac:0.001034 0.800000 fi:0.299827. Ave ac:0.007292,0.011620 Initialization: 5.542000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.731000 Kernel 1: 0.023000 Kernel 2: 92.291000 Copyback: 0.017000 Sum: 0.029000 It 4,Best ac:0.001809 1.000000 fi:0.099447. Ave ac:0.005048,0.009124 Initialization: 5.574000 Memcpy Classifiers: 0.449000 Memcpy Instances: 7.737000 Kernel 1: 0.025000 Kernel 2: 92.982002 Copyback: 0.017000 Sum: 0.030000 It 5,Best ac:0.001810 0.875000 fi:0.224447. Ave ac:0.004254,0.007734 Initialization: 5.632000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.717000 Kernel 1: 0.024000 Kernel 2: 90.529999 Copyback: 0.017000 Sum: 0.034000 It 6,Best ac:0.001551 1.000000 fi:0.099574. Ave ac:0.002475,0.004582 Initialization: 5.605000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.737000 Kernel 1: 0.023000 Kernel 2: 88.320999 Copyback: 0.017000 Sum: 0.040000 It 7,Best ac:0.000776 1.000000 fi:0.099954. Ave ac:0.001841,0.003080 Initialization: 5.629000 Memcpy Classifiers: 0.486000 Memcpy Instances: 7.711000 Kernel 1: 0.025000 Kernel 2: 89.251999 Copyback: 0.018000 Sum: 0.033000 It 8,Best ac:0.000775 1.000000 fi:0.099954. Ave ac:0.002098,0.003920 Initialization: 5.633000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.722000 Kernel 1: 0.024000 Kernel 2: 90.686996 Copyback: 0.017000 Sum: 0.028000 It 9,Best ac:0.001034 1.000000 fi:0.099827. Ave ac:0.002180,0.003463 Iteration 10:MDL fitness activated Error 0.099827 TL 0.035299 MDL Theory Length Weight: 0.9426829402 (6) Initialization: 5.611000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.702000 Kernel 1: 0.024000 Kernel 2: 90.553001 Copyback: 0.017000 Sum: 0.029000 It 10,Best ac:0.001293 1.000000 fi:0.144114. Ave ac:0.002534,0.003596 Initialization: 5.553000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.713000 Kernel 1: 0.024000 Kernel 2: 92.638000 Copyback: 0.016000 Sum: 0.030000 It 11,Best ac:0.000776 1.000000 fi:0.146299. Ave ac:0.002334,0.003491 Initialization: 5.687000 Memcpy Classifiers: 0.487000 Memcpy Instances: 10.997000 Kernel 1: 0.023000 Kernel 2: 90.299004 Copyback: 0.017000 Sum: 0.033000 It 12,Best ac:0.000775 1.000000 fi:0.130843. Ave ac:0.002151,0.003611 Initialization: 5.586000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.719000 Kernel 1: 0.024000 Kernel 2: 90.389999 Copyback: 0.018000 Sum: 0.040000 It 13,Best ac:0.000775 1.000000 fi:0.130462. Ave ac:0.002375,0.003482 Initialization: 5.601000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.708000 Kernel 1: 0.024000 Kernel 2: 89.894997 Copyback: 0.017000 Sum: 0.030000 It 14,Best ac:0.001293 1.000000 fi:0.130589. Ave ac:0.002221,0.003429 Initialization: 5.587000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.724000 Kernel 1: 0.024000 Kernel 2: 92.481003 Copyback: 0.017000 Sum: 0.033000 It 15,Best ac:0.001810 1.000000 fi:0.125196. Ave ac:0.002219,0.003350 Initialization: 7.826000 Memcpy Classifiers: 0.775000 Memcpy Instances: 11.837000 Kernel 1: 0.024000 Kernel 2: 91.542000 Copyback: 0.017000 Sum: 0.028000 It 16,Best ac:0.000776 1.000000 fi:0.139311. Ave ac:0.002508,0.003904 Initialization: 5.600000 Memcpy Classifiers: 0.451000 Memcpy Instances: 9.982000 Kernel 1: 0.032000 Kernel 2: 90.938004 Copyback: 0.018000 Sum: 0.044000 It 17,Best ac:0.000776 1.000000 fi:0.135235. Ave ac:0.002090,0.003175 Initialization: 5.604000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.729000 Kernel 1: 0.024000 Kernel 2: 88.445999 Copyback: 0.017000 Sum: 0.033000 It 18,Best ac:0.002585 1.000000 fi:0.136035. Ave ac:0.002016,0.002840 Initialization: 5.614000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.711000 Kernel 1: 0.023000 Kernel 2: 89.037003 Copyback: 0.016000 Sum: 0.030000 It 19,Best ac:0.000775 1.000000 fi:0.137187. Ave ac:0.002037,0.003037 Initialization: 6.375000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.723000 Kernel 1: 0.023000 Kernel 2: 90.232002 Copyback: 0.017000 Sum: 0.034000 It 20,Best ac:0.001293 1.000000 fi:0.130973. Ave ac:0.002149,0.002975 Initialization: 6.129000 Memcpy Classifiers: 0.433000 Memcpy Instances: 11.631000 Kernel 1: 0.024000 Kernel 2: 91.572998 Copyback: 0.016000 Sum: 0.028000 It 21,Best ac:0.000775 1.000000 fi:0.132317. Ave ac:0.002363,0.003176 Initialization: 5.593000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.742000 Kernel 1: 0.023000 Kernel 2: 88.033997 Copyback: 0.017000 Sum: 0.034000 It 22,Best ac:0.001034 1.000000 fi:0.145566. Ave ac:0.002118,0.002709 Initialization: 5.615000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.707000 Kernel 1: 0.024000 Kernel 2: 88.549004 Copyback: 0.017000 Sum: 0.037000 It 23,Best ac:0.001293 1.000000 fi:0.140172. Ave ac:0.001792,0.002313 Initialization: 5.657000 Memcpy Classifiers: 0.561000 Memcpy Instances: 9.881000 Kernel 1: 0.022000 Kernel 2: 90.386002 Copyback: 0.017000 Sum: 0.027000 It 24,Best ac:0.000776 1.000000 fi:0.142037. Ave ac:0.001997,0.002558 MDL Theory Length Weight: 0.8484146462 (10) Initialization: 8.174000 Memcpy Classifiers: 0.451000 Memcpy Instances: 10.148000 Kernel 1: 0.023000 Kernel 2: 91.933998 Copyback: 0.017000 Sum: 0.027000 It 25,Best ac:0.000775 1.000000 fi:0.133069. Ave ac:0.002236,0.003354 Initialization: 7.012000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.729000 Kernel 1: 0.023000 Kernel 2: 88.862999 Copyback: 0.017000 Sum: 0.031000 It 26,Best ac:0.001292 1.000000 fi:0.133589. Ave ac:0.001900,0.002491 Initialization: 7.128000 Memcpy Classifiers: 0.806000 Memcpy Instances: 11.799000 Kernel 1: 0.024000 Kernel 2: 88.455002 Copyback: 0.017000 Sum: 0.030000 It 27,Best ac:0.000775 1.000000 fi:0.136289. Ave ac:0.001961,0.002354 Initialization: 7.470000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.738000 Kernel 1: 0.023000 Kernel 2: 88.309998 Copyback: 0.017000 Sum: 0.030000 It 28,Best ac:0.000776 1.000000 fi:0.131242. Ave ac:0.001914,0.002824 Initialization: 5.590000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.705000 Kernel 1: 0.024000 Kernel 2: 85.886002 Copyback: 0.016000 Sum: 0.036000 It 29,Best ac:0.001034 1.000000 fi:0.133239. Ave ac:0.002008,0.002675 Initialization: 5.583000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.724000 Kernel 1: 0.023000 Kernel 2: 89.435997 Copyback: 0.016000 Sum: 0.027000 It 30,Best ac:0.001293 1.000000 fi:0.131743. Ave ac:0.002223,0.002803 Initialization: 6.881000 Memcpy Classifiers: 0.712000 Memcpy Instances: 11.479000 Kernel 1: 0.025000 Kernel 2: 88.279999 Copyback: 0.017000 Sum: 0.030000 It 31,Best ac:0.000776 1.000000 fi:0.134307. Ave ac:0.001683,0.002177 Initialization: 6.499000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.454000 Kernel 1: 0.022000 Kernel 2: 90.405998 Copyback: 0.018000 Sum: 0.028000 It 32,Best ac:0.001293 1.000000 fi:0.132971. Ave ac:0.002082,0.002792 Initialization: 6.541000 Memcpy Classifiers: 0.433000 Memcpy Instances: 11.601000 Kernel 1: 0.025000 Kernel 2: 93.010002 Copyback: 0.017000 Sum: 0.025000 It 33,Best ac:0.000775 1.000000 fi:0.129902. Ave ac:0.002066,0.002461 Initialization: 30.666000 Memcpy Instances: 467.938995 Memcpy Classifiers: 0.092000 Kernel 1: 0.023000 Kernel 2: 602.164001 Copyback: 0.017000 Sum: 0.016000 Memcpy Classifiers: 0.091000 Kernel 1: 0.017000 Kernel 2: 611.728027 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.089000 Kernel 1: 0.013000 Kernel 2: 594.429016 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.107000 Kernel 1: 0.017000 Kernel 2: 606.414978 Copyback: 0.369000 Sum: 0.002000 Memcpy Classifiers: 0.108000 Kernel 1: 0.015000 Kernel 2: 609.448975 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.089000 Kernel 1: 0.012000 Kernel 2: 599.129028 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.107000 Kernel 1: 0.013000 Kernel 2: 624.586975 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.109000 Kernel 1: 0.017000 Kernel 2: 594.513977 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.089000 Kernel 1: 0.013000 Kernel 2: 584.346985 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.073000 Kernel 1: 0.021000 Kernel 2: 219.546997 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.001293 0.598086 fi:0.533658. Ave ac:0.001765,0.005651 Best acc 0.001293 0.598086 Rule:Att PSSM_-4_4 is [<0.362578]|Att PSSM_-3_6 is [>-5.794346]|Att PSSM_-2_7 is [-5.031384,-3.541581]|Att PSSM_-2_15 is [<3.596645]|Att PSSM_0_2 is [<-1.805134]|Att PSSM_0_4 is [-7.328721,-2.671279]|Att PSSM_0_8 is [-2.645713,1.607555]|Att PSSM_0_9 is [-4.488861,0.414230]|Att PSSM_0_12 is [<-1.805933]|Att PSSM_1_16 is [-4.018390,4.018390]|Att PSSM_2_15 is [-6.067800,3.341034]|Att PSSM_3_15 is [<3.838738]|Att PSSM_4_15 is [-6.554984,2.554984]|1 Accuracy : 0.787941 0 1 153659 10421 39336 31222 Removed 418 instances. 192995 Instances left. Acc of rule 0.001293-0.598086 Initialization: 7.735000 Memcpy Classifiers: 0.967000 Memcpy Instances: 11.727000 Kernel 1: 0.023000 Kernel 2: 94.658997 Copyback: 0.016000 Sum: 0.045000 Initial population average accuracy1:0.004904 accuracy2:0.186331 Initialization: 5.583000 Memcpy Classifiers: 0.534000 Memcpy Instances: 7.700000 Kernel 1: 0.022000 Kernel 2: 93.134003 Copyback: 0.372000 Sum: 0.031000 It 0,Best ac:0.004922 0.575758 fi:0.522908. Ave ac:0.005329,0.009088 Initialization: 5.552000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.708000 Kernel 1: 0.024000 Kernel 2: 91.810997 Copyback: 0.017000 Sum: 0.029000 It 1,Best ac:0.001036 0.800000 fi:0.299824. Ave ac:0.005271,0.009051 Initialization: 7.657000 Memcpy Classifiers: 0.468000 Memcpy Instances: 11.658000 Kernel 1: 0.023000 Kernel 2: 89.793999 Copyback: 0.017000 Sum: 0.029000 It 2,Best ac:0.000777 1.000000 fi:0.099951. Ave ac:0.004407,0.009079 Initialization: 5.614000 Memcpy Classifiers: 0.432000 Memcpy Instances: 7.732000 Kernel 1: 0.024000 Kernel 2: 91.848999 Copyback: 0.017000 Sum: 0.026000 It 3,Best ac:0.000777 1.000000 fi:0.099951. Ave ac:0.004649,0.008505 Initialization: 5.588000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.695000 Kernel 1: 0.024000 Kernel 2: 91.128998 Copyback: 0.018000 Sum: 0.037000 It 4,Best ac:0.001295 1.000000 fi:0.099696. Ave ac:0.004808,0.008357 Initialization: 5.598000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.720000 Kernel 1: 0.024000 Kernel 2: 90.220001 Copyback: 0.017000 Sum: 0.025000 It 5,Best ac:0.001036 0.800000 fi:0.299824. Ave ac:0.003911,0.006470 Initialization: 5.570000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.722000 Kernel 1: 0.024000 Kernel 2: 91.021004 Copyback: 0.017000 Sum: 0.034000 It 6,Best ac:0.001036 1.000000 fi:0.099824. Ave ac:0.003627,0.005879 Initialization: 5.555000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.726000 Kernel 1: 0.023000 Kernel 2: 88.281998 Copyback: 0.017000 Sum: 0.033000 It 7,Best ac:0.000777 1.000000 fi:0.099951. Ave ac:0.003582,0.005665 Initialization: 5.557000 Memcpy Classifiers: 0.432000 Memcpy Instances: 7.735000 Kernel 1: 0.026000 Kernel 2: 89.821999 Copyback: 0.019000 Sum: 0.042000 It 8,Best ac:0.001295 1.000000 fi:0.099696. Ave ac:0.003112,0.004492 Initialization: 6.867000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.689000 Kernel 1: 0.024000 Kernel 2: 88.155998 Copyback: 0.018000 Sum: 0.037000 It 9,Best ac:0.002073 1.000000 fi:0.099314. Ave ac:0.002748,0.004646 Iteration 10:MDL fitness activated Error 0.099314 TL 0.046021 MDL Theory Length Weight: 0.7193412340 (1) Initialization: 5.545000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.689000 Kernel 1: 0.030000 Kernel 2: 89.970001 Copyback: 0.018000 Sum: 0.028000 It 10,Best ac:0.000777 1.000000 fi:0.125933. Ave ac:0.002584,0.004413 Initialization: 5.574000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.716000 Kernel 1: 0.023000 Kernel 2: 89.211998 Copyback: 0.016000 Sum: 0.035000 It 11,Best ac:0.000777 1.000000 fi:0.121013. Ave ac:0.002782,0.004551 Initialization: 5.561000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.712000 Kernel 1: 0.024000 Kernel 2: 88.471001 Copyback: 0.017000 Sum: 0.026000 It 12,Best ac:0.000777 1.000000 fi:0.123323. Ave ac:0.002719,0.004238 Initialization: 7.603000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.723000 Kernel 1: 0.024000 Kernel 2: 86.961998 Copyback: 0.017000 Sum: 0.027000 It 13,Best ac:0.000777 1.000000 fi:0.124124. Ave ac:0.003026,0.004591 Initialization: 5.718000 Memcpy Classifiers: 0.723000 Memcpy Instances: 11.939000 Kernel 1: 0.024000 Kernel 2: 86.094002 Copyback: 0.017000 Sum: 0.026000 It 14,Best ac:0.001295 1.000000 fi:0.118969. Ave ac:0.002689,0.004733 Initialization: 5.597000 Memcpy Classifiers: 0.433000 Memcpy Instances: 9.784000 Kernel 1: 0.024000 Kernel 2: 87.700996 Copyback: 0.017000 Sum: 0.029000 It 15,Best ac:0.000777 1.000000 fi:0.122369. Ave ac:0.002548,0.005097 Initialization: 5.568000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.765000 Kernel 1: 0.023000 Kernel 2: 84.533997 Copyback: 0.017000 Sum: 0.028000 It 16,Best ac:0.000777 1.000000 fi:0.133108. Ave ac:0.002685,0.003955 Initialization: 5.797000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.690000 Kernel 1: 0.025000 Kernel 2: 88.322998 Copyback: 0.017000 Sum: 0.028000 It 17,Best ac:0.000777 1.000000 fi:0.117497. Ave ac:0.002531,0.003499 Initialization: 5.613000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.907000 Kernel 1: 0.024000 Kernel 2: 84.938004 Copyback: 0.017000 Sum: 0.030000 It 18,Best ac:0.001037 1.000000 fi:0.118363. Ave ac:0.002751,0.007105 Initialization: 5.637000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.690000 Kernel 1: 0.024000 Kernel 2: 86.942001 Copyback: 0.017000 Sum: 0.026000 It 19,Best ac:0.001554 1.000000 fi:0.126198. Ave ac:0.002584,0.004856 Initialization: 5.690000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.691000 Kernel 1: 0.023000 Kernel 2: 83.598999 Copyback: 0.017000 Sum: 0.028000 It 20,Best ac:0.001036 1.000000 fi:0.118364. Ave ac:0.003154,0.006098 Initialization: 5.628000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.689000 Kernel 1: 0.024000 Kernel 2: 81.945999 Copyback: 0.017000 Sum: 0.031000 It 21,Best ac:0.001036 1.000000 fi:0.121376. Ave ac:0.002440,0.005513 Initialization: 5.597000 Memcpy Classifiers: 0.465000 Memcpy Instances: 9.908000 Kernel 1: 0.024000 Kernel 2: 82.303001 Copyback: 0.018000 Sum: 0.037000 It 22,Best ac:0.000777 1.000000 fi:0.119194. Ave ac:0.002596,0.006381 Initialization: 5.634000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.712000 Kernel 1: 0.023000 Kernel 2: 81.573997 Copyback: 0.017000 Sum: 0.027000 It 23,Best ac:0.000777 1.000000 fi:0.123894. Ave ac:0.002521,0.005317 Initialization: 5.621000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.689000 Kernel 1: 0.025000 Kernel 2: 82.694000 Copyback: 0.017000 Sum: 0.033000 It 24,Best ac:0.000777 1.000000 fi:0.120301. Ave ac:0.002516,0.004824 Initialization: 6.909000 Memcpy Classifiers: 0.398000 Memcpy Instances: 11.181000 Kernel 1: 0.023000 Kernel 2: 82.272003 Copyback: 0.017000 Sum: 0.032000 It 25,Best ac:0.002073 1.000000 fi:0.121353. Ave ac:0.002404,0.005353 Initialization: 5.724000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.690000 Kernel 1: 0.024000 Kernel 2: 82.721001 Copyback: 0.017000 Sum: 0.027000 It 26,Best ac:0.001036 1.000000 fi:0.123039. Ave ac:0.002049,0.003739 MDL Theory Length Weight: 0.6474071106 (10) Initialization: 7.179000 Memcpy Classifiers: 0.565000 Memcpy Instances: 8.460000 Kernel 1: 0.023000 Kernel 2: 84.375000 Copyback: 0.017000 Sum: 0.028000 It 27,Best ac:0.001036 1.000000 fi:0.123675. Ave ac:0.003106,0.005464 Initialization: 6.400000 Memcpy Classifiers: 0.434000 Memcpy Instances: 11.370000 Kernel 1: 0.032000 Kernel 2: 86.084000 Copyback: 0.020000 Sum: 0.043000 It 28,Best ac:0.000777 1.000000 fi:0.118343. Ave ac:0.002551,0.004457 Initialization: 6.127000 Memcpy Classifiers: 0.415000 Memcpy Instances: 11.018000 Kernel 1: 0.023000 Kernel 2: 82.934998 Copyback: 0.017000 Sum: 0.030000 It 29,Best ac:0.001295 1.000000 fi:0.114917. Ave ac:0.002755,0.004154 Initialization: 6.869000 Memcpy Classifiers: 0.590000 Memcpy Instances: 8.782000 Kernel 1: 0.032000 Kernel 2: 82.928001 Copyback: 0.017000 Sum: 0.038000 It 30,Best ac:0.001036 1.000000 fi:0.117142. Ave ac:0.002076,0.003322 Initialization: 7.976000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.627000 Kernel 1: 0.032000 Kernel 2: 83.727997 Copyback: 0.018000 Sum: 0.031000 It 31,Best ac:0.001037 1.000000 fi:0.120281. Ave ac:0.002350,0.003922 Initialization: 5.599000 Memcpy Classifiers: 0.409000 Memcpy Instances: 8.699000 Kernel 1: 0.032000 Kernel 2: 80.930000 Copyback: 0.018000 Sum: 0.030000 It 32,Best ac:0.000777 1.000000 fi:0.113832. Ave ac:0.002470,0.004549 Initialization: 5.669000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.793000 Kernel 1: 0.030000 Kernel 2: 79.484001 Copyback: 0.017000 Sum: 0.034000 It 33,Best ac:0.001037 1.000000 fi:0.113018. Ave ac:0.002382,0.003748 Initialization: 28.865000 Memcpy Instances: 420.656006 Memcpy Classifiers: 0.085000 Kernel 1: 0.028000 Kernel 2: 558.096985 Copyback: 0.016000 Sum: 0.017000 Memcpy Classifiers: 0.083000 Kernel 1: 0.015000 Kernel 2: 527.745972 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.081000 Kernel 1: 0.014000 Kernel 2: 541.218018 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.081000 Kernel 1: 0.012000 Kernel 2: 519.572998 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.081000 Kernel 1: 0.012000 Kernel 2: 546.747986 Copyback: 0.368000 Sum: 0.002000 Memcpy Classifiers: 0.105000 Kernel 1: 0.017000 Kernel 2: 537.276001 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.121000 Kernel 1: 0.021000 Kernel 2: 547.374023 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.081000 Kernel 1: 0.012000 Kernel 2: 543.960999 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.082000 Kernel 1: 0.013000 Kernel 2: 550.906982 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.014000 Kernel 2: 205.550995 Copyback: 0.015000 Sum: 0.000000 It 34,Best ac:0.000782 0.587549 fi:0.533295. Ave ac:0.002459,0.008028 Best acc 0.000782 0.587549 Initialization: 7.217000 Memcpy Classifiers: 0.590000 Memcpy Instances: 7.715000 Kernel 1: 0.025000 Kernel 2: 95.015999 Copyback: 0.017000 Sum: 0.038000 Initial population average accuracy1:0.005634 accuracy2:0.202258 Initialization: 6.730000 Memcpy Classifiers: 0.664000 Memcpy Instances: 9.559000 Kernel 1: 0.022000 Kernel 2: 94.453003 Copyback: 0.017000 Sum: 0.047000 It 0,Best ac:0.000518 1.000000 fi:0.312226. Ave ac:0.005569,0.009241 Initialization: 7.471000 Memcpy Classifiers: 0.665000 Memcpy Instances: 8.953000 Kernel 1: 0.023000 Kernel 2: 94.603996 Copyback: 0.018000 Sum: 0.037000 It 1,Best ac:0.000777 0.750000 fi:0.349951. Ave ac:0.005508,0.009601 Initialization: 7.443000 Memcpy Classifiers: 0.866000 Memcpy Instances: 10.009000 Kernel 1: 0.025000 Kernel 2: 93.311996 Copyback: 0.018000 Sum: 0.035000 It 2,Best ac:0.001295 1.000000 fi:0.099696. Ave ac:0.004906,0.007994 Initialization: 8.054000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.432000 Kernel 1: 0.032000 Kernel 2: 94.028999 Copyback: 0.018000 Sum: 0.036000 It 3,Best ac:0.001295 1.000000 fi:0.099696. Ave ac:0.003351,0.006067 Initialization: 5.692000 Memcpy Classifiers: 0.522000 Memcpy Instances: 8.749000 Kernel 1: 0.022000 Kernel 2: 94.811996 Copyback: 0.018000 Sum: 0.038000 It 4,Best ac:0.001036 0.800000 fi:0.299824. Ave ac:0.003440,0.006714 Initialization: 6.724000 Memcpy Classifiers: 0.534000 Memcpy Instances: 8.518000 Kernel 1: 0.032000 Kernel 2: 93.708000 Copyback: 0.017000 Sum: 0.037000 It 5,Best ac:0.002073 0.888889 fi:0.210425. Ave ac:0.003977,0.007231 Initialization: 7.010000 Memcpy Classifiers: 0.753000 Memcpy Instances: 10.989000 Kernel 1: 0.026000 Kernel 2: 93.075996 Copyback: 0.017000 Sum: 0.029000 It 6,Best ac:0.001036 1.000000 fi:0.099824. Ave ac:0.003012,0.004701 Initialization: 6.629000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.808000 Kernel 1: 0.023000 Kernel 2: 93.627998 Copyback: 0.016000 Sum: 0.028000 It 7,Best ac:0.001554 1.000000 fi:0.099569. Ave ac:0.003023,0.004449 Initialization: 6.469000 Memcpy Classifiers: 0.934000 Memcpy Instances: 10.625000 Kernel 1: 0.023000 Kernel 2: 90.625999 Copyback: 0.017000 Sum: 0.028000 It 8,Best ac:0.001295 1.000000 fi:0.099695. Ave ac:0.002523,0.003840 Initialization: 5.641000 Memcpy Classifiers: 0.557000 Memcpy Instances: 9.724000 Kernel 1: 0.022000 Kernel 2: 90.875000 Copyback: 0.017000 Sum: 0.033000 It 9,Best ac:0.001813 1.000000 fi:0.099441. Ave ac:0.002737,0.004648 Iteration 10:MDL fitness activated Error 0.099441 TL 0.063892 MDL Theory Length Weight: 0.5187995698 (1) Initialization: 5.618000 Memcpy Classifiers: 0.558000 Memcpy Instances: 11.089000 Kernel 1: 0.023000 Kernel 2: 89.167000 Copyback: 0.018000 Sum: 0.035000 It 10,Best ac:0.000777 1.000000 fi:0.116693. Ave ac:0.002690,0.003862 Initialization: 7.837000 Memcpy Classifiers: 0.539000 Memcpy Instances: 8.915000 Kernel 1: 0.032000 Kernel 2: 88.282997 Copyback: 0.017000 Sum: 0.031000 It 11,Best ac:0.001296 1.000000 fi:0.120716. Ave ac:0.002561,0.004413 Initialization: 7.700000 Memcpy Classifiers: 0.985000 Memcpy Instances: 11.250000 Kernel 1: 0.026000 Kernel 2: 86.860001 Copyback: 0.017000 Sum: 0.030000 It 12,Best ac:0.000777 1.000000 fi:0.119394. Ave ac:0.002360,0.004093 Initialization: 7.228000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.639000 Kernel 1: 0.023000 Kernel 2: 87.940002 Copyback: 0.017000 Sum: 0.028000 It 13,Best ac:0.000777 1.000000 fi:0.119145. Ave ac:0.003230,0.005258 Initialization: 7.559000 Memcpy Classifiers: 0.540000 Memcpy Instances: 7.777000 Kernel 1: 0.031000 Kernel 2: 88.727997 Copyback: 0.017000 Sum: 0.043000 It 14,Best ac:0.000777 1.000000 fi:0.120671. Ave ac:0.003258,0.004567 Initialization: 5.598000 Memcpy Classifiers: 0.489000 Memcpy Instances: 7.731000 Kernel 1: 0.023000 Kernel 2: 84.995003 Copyback: 0.018000 Sum: 0.035000 It 15,Best ac:0.000777 1.000000 fi:0.122016. Ave ac:0.002950,0.004285 Initialization: 6.430000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.696000 Kernel 1: 0.024000 Kernel 2: 83.836998 Copyback: 0.018000 Sum: 0.042000 It 16,Best ac:0.000777 1.000000 fi:0.115252. Ave ac:0.002616,0.004104 Initialization: 5.585000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.757000 Kernel 1: 0.023000 Kernel 2: 84.219002 Copyback: 0.018000 Sum: 0.040000 It 17,Best ac:0.000777 1.000000 fi:0.112088. Ave ac:0.002360,0.003274 Initialization: 5.901000 Memcpy Classifiers: 0.495000 Memcpy Instances: 7.730000 Kernel 1: 0.023000 Kernel 2: 83.222000 Copyback: 0.018000 Sum: 0.040000 It 18,Best ac:0.001036 1.000000 fi:0.113093. Ave ac:0.002552,0.003632 Initialization: 5.749000 Memcpy Classifiers: 0.467000 Memcpy Instances: 8.539000 Kernel 1: 0.032000 Kernel 2: 81.343002 Copyback: 0.018000 Sum: 0.039000 It 19,Best ac:0.000777 1.000000 fi:0.116679. Ave ac:0.001964,0.003606 Initialization: 5.885000 Memcpy Classifiers: 0.487000 Memcpy Instances: 11.505000 Kernel 1: 0.024000 Kernel 2: 83.346001 Copyback: 0.018000 Sum: 0.039000 It 20,Best ac:0.000777 1.000000 fi:0.114012. Ave ac:0.001754,0.002335 Initialization: 6.009000 Memcpy Classifiers: 0.487000 Memcpy Instances: 11.540000 Kernel 1: 0.026000 Kernel 2: 82.374001 Copyback: 0.017000 Sum: 0.028000 It 21,Best ac:0.001036 1.000000 fi:0.118925. Ave ac:0.001844,0.002951 Initialization: 7.383000 Memcpy Classifiers: 0.872000 Memcpy Instances: 8.380000 Kernel 1: 0.023000 Kernel 2: 80.818001 Copyback: 0.017000 Sum: 0.026000 It 22,Best ac:0.000777 1.000000 fi:0.118811. Ave ac:0.001829,0.002865 Initialization: 5.626000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.690000 Kernel 1: 0.024000 Kernel 2: 81.709000 Copyback: 0.017000 Sum: 0.029000 It 23,Best ac:0.001036 1.000000 fi:0.118148. Ave ac:0.002358,0.003206 Initialization: 5.609000 Memcpy Classifiers: 0.467000 Memcpy Instances: 7.729000 Kernel 1: 0.023000 Kernel 2: 81.308998 Copyback: 0.018000 Sum: 0.035000 It 24,Best ac:0.000777 1.000000 fi:0.112088. Ave ac:0.002006,0.002886 Initialization: 5.732000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.701000 Kernel 1: 0.024000 Kernel 2: 81.487999 Copyback: 0.017000 Sum: 0.038000 It 25,Best ac:0.001296 1.000000 fi:0.119965. Ave ac:0.002366,0.003235 Initialization: 5.552000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.727000 Kernel 1: 0.023000 Kernel 2: 81.309998 Copyback: 0.017000 Sum: 0.028000 It 26,Best ac:0.000777 1.000000 fi:0.112918. Ave ac:0.002004,0.002720 Initialization: 6.847000 Memcpy Classifiers: 0.504000 Memcpy Instances: 7.713000 Kernel 1: 0.023000 Kernel 2: 81.290001 Copyback: 0.017000 Sum: 0.029000 It 27,Best ac:0.001036 1.000000 fi:0.112497. Ave ac:0.002637,0.003842 Initialization: 5.611000 Memcpy Classifiers: 0.486000 Memcpy Instances: 10.014000 Kernel 1: 0.023000 Kernel 2: 81.926003 Copyback: 0.016000 Sum: 0.031000 It 28,Best ac:0.000777 1.000000 fi:0.115940. Ave ac:0.002424,0.003548 Initialization: 5.526000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.757000 Kernel 1: 0.022000 Kernel 2: 83.837997 Copyback: 0.017000 Sum: 0.028000 It 29,Best ac:0.001037 1.000000 fi:0.114173. Ave ac:0.002353,0.004056 Initialization: 5.516000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.697000 Kernel 1: 0.024000 Kernel 2: 83.869003 Copyback: 0.017000 Sum: 0.028000 It 30,Best ac:0.001295 1.000000 fi:0.115101. Ave ac:0.002744,0.004342 Initialization: 5.646000 Memcpy Classifiers: 0.488000 Memcpy Instances: 7.802000 Kernel 1: 0.024000 Kernel 2: 83.772003 Copyback: 0.017000 Sum: 0.028000 It 31,Best ac:0.000777 1.000000 fi:0.111839. Ave ac:0.002557,0.003590 Initialization: 5.635000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.697000 Kernel 1: 0.023000 Kernel 2: 82.732002 Copyback: 0.017000 Sum: 0.031000 It 32,Best ac:0.000777 1.000000 fi:0.114301. Ave ac:0.002276,0.003451 Initialization: 5.576000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.693000 Kernel 1: 0.024000 Kernel 2: 83.950996 Copyback: 0.017000 Sum: 0.032000 It 33,Best ac:0.001554 1.000000 fi:0.122516. Ave ac:0.002270,0.002882 Initialization: 27.923000 Memcpy Instances: 389.010010 Memcpy Classifiers: 0.096000 Kernel 1: 0.027000 Kernel 2: 577.179993 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.094000 Kernel 1: 0.013000 Kernel 2: 567.398010 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.094000 Kernel 1: 0.012000 Kernel 2: 545.671021 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.093000 Kernel 1: 0.012000 Kernel 2: 571.166992 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.094000 Kernel 1: 0.012000 Kernel 2: 569.581970 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.094000 Kernel 1: 0.012000 Kernel 2: 569.284973 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.094000 Kernel 1: 0.012000 Kernel 2: 555.088989 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.093000 Kernel 1: 0.012000 Kernel 2: 562.737000 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.094000 Kernel 1: 0.011000 Kernel 2: 567.796021 Copyback: 0.014000 Sum: 0.003000 Memcpy Classifiers: 0.057000 Kernel 1: 0.012000 Kernel 2: 202.141006 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.000756 0.584000 fi:0.536681. Ave ac:0.002263,0.007166 Best acc 0.000756 0.584000 Rule:Att PSSM_-4_7 is [-6.851086,1.547517]|Att PSSM_-3_15 is [<3.677783]|Att PSSM_-2_12 is [<-2.856679]|Att PSSM_-1_1 is [-3.667833,5.667833]|Att PSSM_-1_5 is [<4.736011]|Att PSSM_-1_11 is [-4.087420,5.051590]|Att PSSM_-1_12 is [-4.085096,0.085096]|Att PSSM_0_1 is [-0.232835,4.814754]|Att PSSM_0_4 is [-6.064344,-1.935656]|Att PSSM_0_12 is [<-3.216573]|Att PSSM_0_14 is [<1.351092]|1 Accuracy : 0.788133 0 1 153553 10527 39185 31373 Removed 257 instances. 192738 Instances left. Acc of rule 0.000782-0.587549 Initialization: 5.757000 Memcpy Classifiers: 0.523000 Memcpy Instances: 7.718000 Kernel 1: 0.024000 Kernel 2: 96.383003 Copyback: 0.017000 Sum: 0.038000 Initial population average accuracy1:0.005022 accuracy2:0.198284 Initialization: 5.566000 Memcpy Classifiers: 0.539000 Memcpy Instances: 7.716000 Kernel 1: 0.024000 Kernel 2: 95.155998 Copyback: 0.016000 Sum: 0.032000 It 0,Best ac:0.000778 1.000000 fi:0.099950. Ave ac:0.005386,0.009608 Initialization: 5.661000 Memcpy Classifiers: 0.486000 Memcpy Instances: 11.116000 Kernel 1: 0.023000 Kernel 2: 94.973000 Copyback: 0.017000 Sum: 0.027000 It 1,Best ac:0.001038 1.000000 fi:0.099822. Ave ac:0.004768,0.008084 Initialization: 5.966000 Memcpy Classifiers: 0.486000 Memcpy Instances: 11.974000 Kernel 1: 0.023000 Kernel 2: 91.612999 Copyback: 0.016000 Sum: 0.028000 It 2,Best ac:0.000778 1.000000 fi:0.099949. Ave ac:0.004368,0.007500 Initialization: 5.580000 Memcpy Classifiers: 0.467000 Memcpy Instances: 7.691000 Kernel 1: 0.023000 Kernel 2: 92.477997 Copyback: 0.017000 Sum: 0.030000 It 3,Best ac:0.001297 0.833333 fi:0.266360. Ave ac:0.004352,0.008087 Initialization: 5.677000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.695000 Kernel 1: 0.024000 Kernel 2: 88.978996 Copyback: 0.017000 Sum: 0.031000 It 4,Best ac:0.001297 1.000000 fi:0.099694. Ave ac:0.004578,0.008292 Initialization: 7.053000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.898000 Kernel 1: 0.023000 Kernel 2: 90.367996 Copyback: 0.018000 Sum: 0.029000 It 5,Best ac:0.000778 1.000000 fi:0.099950. Ave ac:0.003900,0.007267 Initialization: 5.600000 Memcpy Classifiers: 0.468000 Memcpy Instances: 12.392000 Kernel 1: 0.026000 Kernel 2: 87.733002 Copyback: 0.017000 Sum: 0.029000 It 6,Best ac:0.000778 1.000000 fi:0.099950. Ave ac:0.003990,0.006882 Initialization: 5.590000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.740000 Kernel 1: 0.022000 Kernel 2: 87.670998 Copyback: 0.017000 Sum: 0.032000 It 7,Best ac:0.001297 0.833333 fi:0.266360. Ave ac:0.003630,0.005940 Initialization: 6.520000 Memcpy Classifiers: 0.712000 Memcpy Instances: 8.510000 Kernel 1: 0.023000 Kernel 2: 86.289001 Copyback: 0.017000 Sum: 0.030000 It 8,Best ac:0.001038 1.000000 fi:0.099822. Ave ac:0.003874,0.005251 Initialization: 5.581000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.705000 Kernel 1: 0.024000 Kernel 2: 85.139999 Copyback: 0.017000 Sum: 0.024000 It 9,Best ac:0.001556 1.000000 fi:0.099566. Ave ac:0.003187,0.005392 Iteration 10:MDL fitness activated Error 0.099566 TL 0.036203 MDL Theory Length Weight: 0.9167260027 (1) Initialization: 5.573000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.696000 Kernel 1: 0.024000 Kernel 2: 85.885002 Copyback: 0.017000 Sum: 0.033000 It 10,Best ac:0.001297 1.000000 fi:0.121008. Ave ac:0.002972,0.005093 Initialization: 5.586000 Memcpy Classifiers: 0.504000 Memcpy Instances: 7.711000 Kernel 1: 0.023000 Kernel 2: 85.125000 Copyback: 0.016000 Sum: 0.029000 It 11,Best ac:0.001038 1.000000 fi:0.135966. Ave ac:0.003455,0.006727 Initialization: 5.630000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.676000 Kernel 1: 0.024000 Kernel 2: 85.036003 Copyback: 0.017000 Sum: 0.030000 It 12,Best ac:0.001038 1.000000 fi:0.120997. Ave ac:0.003546,0.007458 Initialization: 5.703000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.679000 Kernel 1: 0.025000 Kernel 2: 87.501999 Copyback: 0.017000 Sum: 0.028000 It 13,Best ac:0.001816 0.875000 fi:0.248720. Ave ac:0.003566,0.007730 Initialization: 7.385000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.721000 Kernel 1: 0.023000 Kernel 2: 83.977997 Copyback: 0.017000 Sum: 0.034000 It 14,Best ac:0.002335 0.900000 fi:0.236921. Ave ac:0.004352,0.010116 Initialization: 5.599000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.717000 Kernel 1: 0.024000 Kernel 2: 82.179001 Copyback: 0.017000 Sum: 0.035000 It 15,Best ac:0.001038 1.000000 fi:0.129944. Ave ac:0.003759,0.006849 Initialization: 5.608000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.735000 Kernel 1: 0.023000 Kernel 2: 83.931000 Copyback: 0.018000 Sum: 0.036000 It 16,Best ac:0.001038 1.000000 fi:0.130184. Ave ac:0.004402,0.007830 Initialization: 5.572000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.702000 Kernel 1: 0.023000 Kernel 2: 81.837997 Copyback: 0.016000 Sum: 0.026000 It 17,Best ac:0.000778 1.000000 fi:0.122200. Ave ac:0.004481,0.008111 Initialization: 6.601000 Memcpy Classifiers: 0.451000 Memcpy Instances: 10.074000 Kernel 1: 0.032000 Kernel 2: 82.634003 Copyback: 0.017000 Sum: 0.029000 It 18,Best ac:0.001038 1.000000 fi:0.123489. Ave ac:0.004138,0.007690 Initialization: 6.031000 Memcpy Classifiers: 0.646000 Memcpy Instances: 9.118000 Kernel 1: 0.023000 Kernel 2: 81.939003 Copyback: 0.016000 Sum: 0.029000 It 19,Best ac:0.000778 1.000000 fi:0.122200. Ave ac:0.004076,0.007421 Initialization: 5.587000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.228000 Kernel 1: 0.023000 Kernel 2: 80.464996 Copyback: 0.017000 Sum: 0.028000 It 20,Best ac:0.001038 1.000000 fi:0.127055. Ave ac:0.003479,0.007484 Initialization: 5.570000 Memcpy Classifiers: 0.516000 Memcpy Instances: 7.692000 Kernel 1: 0.023000 Kernel 2: 79.399002 Copyback: 0.017000 Sum: 0.032000 It 21,Best ac:0.001038 1.000000 fi:0.127675. Ave ac:0.002946,0.005144 MDL Theory Length Weight: 0.8250534025 (10) Initialization: 5.524000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.710000 Kernel 1: 0.023000 Kernel 2: 82.531998 Copyback: 0.017000 Sum: 0.032000 It 22,Best ac:0.000778 1.000000 fi:0.126614. Ave ac:0.002514,0.004667 Initialization: 5.573000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.699000 Kernel 1: 0.023000 Kernel 2: 81.441002 Copyback: 0.017000 Sum: 0.028000 It 23,Best ac:0.001037 1.000000 fi:0.121168. Ave ac:0.003105,0.006118 Initialization: 5.587000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.680000 Kernel 1: 0.024000 Kernel 2: 84.579002 Copyback: 0.017000 Sum: 0.027000 It 24,Best ac:0.001038 1.000000 fi:0.121253. Ave ac:0.002748,0.004700 Initialization: 5.545000 Memcpy Classifiers: 0.456000 Memcpy Instances: 7.702000 Kernel 1: 0.023000 Kernel 2: 82.360001 Copyback: 0.017000 Sum: 0.028000 It 25,Best ac:0.002335 1.000000 fi:0.118240. Ave ac:0.002380,0.004405 Initialization: 5.533000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.725000 Kernel 1: 0.024000 Kernel 2: 80.997002 Copyback: 0.017000 Sum: 0.027000 It 26,Best ac:0.000778 1.000000 fi:0.119008. Ave ac:0.002724,0.005251 Initialization: 5.568000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.721000 Kernel 1: 0.023000 Kernel 2: 80.954002 Copyback: 0.017000 Sum: 0.029000 It 27,Best ac:0.000778 1.000000 fi:0.126671. Ave ac:0.002760,0.006204 Initialization: 5.571000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.693000 Kernel 1: 0.023000 Kernel 2: 80.500000 Copyback: 0.017000 Sum: 0.029000 It 28,Best ac:0.001038 1.000000 fi:0.115804. Ave ac:0.003840,0.008043 Initialization: 6.526000 Memcpy Classifiers: 0.648000 Memcpy Instances: 11.857000 Kernel 1: 0.023000 Kernel 2: 79.778999 Copyback: 0.017000 Sum: 0.034000 It 29,Best ac:0.000778 1.000000 fi:0.122261. Ave ac:0.003490,0.006961 Initialization: 5.649000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.706000 Kernel 1: 0.023000 Kernel 2: 79.764999 Copyback: 0.016000 Sum: 0.032000 It 30,Best ac:0.000778 1.000000 fi:0.123726. Ave ac:0.004049,0.007510 Initialization: 5.621000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.752000 Kernel 1: 0.033000 Kernel 2: 77.570000 Copyback: 0.017000 Sum: 0.028000 It 31,Best ac:0.000778 1.000000 fi:0.117837. Ave ac:0.003982,0.008910 Initialization: 5.526000 Memcpy Classifiers: 0.364000 Memcpy Instances: 7.732000 Kernel 1: 0.022000 Kernel 2: 78.486000 Copyback: 0.017000 Sum: 0.032000 It 32,Best ac:0.000778 1.000000 fi:0.110405. Ave ac:0.004468,0.009286 Initialization: 5.592000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.713000 Kernel 1: 0.024000 Kernel 2: 80.670998 Copyback: 0.371000 Sum: 0.031000 It 33,Best ac:0.000778 1.000000 fi:0.121295. Ave ac:0.003579,0.008765 Initialization: 27.846001 Memcpy Instances: 382.928009 Memcpy Classifiers: 0.079000 Kernel 1: 0.027000 Kernel 2: 572.382019 Copyback: 0.015000 Sum: 0.017000 Memcpy Classifiers: 0.076000 Kernel 1: 0.013000 Kernel 2: 563.971008 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.076000 Kernel 1: 0.012000 Kernel 2: 559.192993 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.111000 Kernel 1: 0.020000 Kernel 2: 547.885010 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.076000 Kernel 1: 0.012000 Kernel 2: 561.226013 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.110000 Kernel 1: 0.020000 Kernel 2: 563.077026 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.074000 Kernel 1: 0.012000 Kernel 2: 590.388977 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.075000 Kernel 1: 0.012000 Kernel 2: 560.914978 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.076000 Kernel 1: 0.012000 Kernel 2: 549.659973 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.020000 Kernel 2: 199.776993 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.001136 0.585561 fi:0.541538. Ave ac:0.004275,0.014853 Best acc 0.001136 0.585561 Initialization: 5.703000 Memcpy Classifiers: 0.722000 Memcpy Instances: 7.701000 Kernel 1: 0.026000 Kernel 2: 94.632004 Copyback: 0.017000 Sum: 0.046000 Initial population average accuracy1:0.006174 accuracy2:0.217404 Initialization: 5.640000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.685000 Kernel 1: 0.024000 Kernel 2: 94.050003 Copyback: 0.058000 Sum: 0.051000 It 0,Best ac:0.002594 0.666667 fi:0.432387. Ave ac:0.005223,0.009011 Initialization: 8.094000 Memcpy Classifiers: 0.492000 Memcpy Instances: 7.696000 Kernel 1: 0.023000 Kernel 2: 92.889999 Copyback: 0.017000 Sum: 0.031000 It 1,Best ac:0.001037 0.800000 fi:0.299822. Ave ac:0.005518,0.008889 Initialization: 5.825000 Memcpy Classifiers: 0.523000 Memcpy Instances: 7.692000 Kernel 1: 0.024000 Kernel 2: 91.579002 Copyback: 0.018000 Sum: 0.031000 It 2,Best ac:0.000778 1.000000 fi:0.099950. Ave ac:0.004647,0.008996 Initialization: 5.647000 Memcpy Classifiers: 0.450000 Memcpy Instances: 11.112000 Kernel 1: 0.024000 Kernel 2: 91.333000 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.000778 1.000000 fi:0.099950. Ave ac:0.003740,0.005989 Initialization: 5.698000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.710000 Kernel 1: 0.024000 Kernel 2: 89.772003 Copyback: 0.017000 Sum: 0.029000 It 4,Best ac:0.000778 1.000000 fi:0.099950. Ave ac:0.003670,0.005952 Initialization: 8.182000 Memcpy Classifiers: 0.539000 Memcpy Instances: 8.399000 Kernel 1: 0.032000 Kernel 2: 86.464996 Copyback: 0.018000 Sum: 0.032000 It 5,Best ac:0.001038 1.000000 fi:0.099821. Ave ac:0.003048,0.005894 Initialization: 5.597000 Memcpy Classifiers: 0.540000 Memcpy Instances: 11.723000 Kernel 1: 0.027000 Kernel 2: 86.627998 Copyback: 0.017000 Sum: 0.029000 It 6,Best ac:0.002334 0.818182 fi:0.281000. Ave ac:0.002926,0.006778 Initialization: 5.524000 Memcpy Classifiers: 0.557000 Memcpy Instances: 7.804000 Kernel 1: 0.022000 Kernel 2: 86.338997 Copyback: 0.017000 Sum: 0.027000 It 7,Best ac:0.000778 1.000000 fi:0.099950. Ave ac:0.002825,0.005827 Initialization: 5.572000 Memcpy Classifiers: 0.544000 Memcpy Instances: 7.694000 Kernel 1: 0.023000 Kernel 2: 89.318001 Copyback: 0.017000 Sum: 0.025000 It 8,Best ac:0.001556 0.857143 fi:0.242423. Ave ac:0.002618,0.005366 Initialization: 5.583000 Memcpy Classifiers: 0.559000 Memcpy Instances: 7.693000 Kernel 1: 0.023000 Kernel 2: 88.990997 Copyback: 0.017000 Sum: 0.031000 It 9,Best ac:0.000778 1.000000 fi:0.099949. Ave ac:0.002915,0.004317 Iteration 10:MDL fitness activated Error 0.099949 TL 0.053690 MDL Theory Length Weight: 0.6205338617 (5) Initialization: 5.570000 Memcpy Classifiers: 0.539000 Memcpy Instances: 7.746000 Kernel 1: 0.023000 Kernel 2: 87.336998 Copyback: 0.017000 Sum: 0.028000 It 10,Best ac:0.000778 1.000000 fi:0.120800. Ave ac:0.002473,0.004232 Initialization: 5.518000 Memcpy Classifiers: 0.556000 Memcpy Instances: 7.703000 Kernel 1: 0.024000 Kernel 2: 85.675003 Copyback: 0.017000 Sum: 0.028000 It 11,Best ac:0.000778 1.000000 fi:0.131822. Ave ac:0.002368,0.006947 Initialization: 5.531000 Memcpy Classifiers: 0.523000 Memcpy Instances: 7.699000 Kernel 1: 0.023000 Kernel 2: 84.907997 Copyback: 0.017000 Sum: 0.029000 It 12,Best ac:0.000778 1.000000 fi:0.121469. Ave ac:0.002453,0.004440 Initialization: 5.551000 Memcpy Classifiers: 0.539000 Memcpy Instances: 7.700000 Kernel 1: 0.024000 Kernel 2: 85.161003 Copyback: 0.017000 Sum: 0.029000 It 13,Best ac:0.001038 1.000000 fi:0.123624. Ave ac:0.003435,0.007509 Initialization: 5.635000 Memcpy Classifiers: 0.506000 Memcpy Instances: 7.689000 Kernel 1: 0.022000 Kernel 2: 85.435997 Copyback: 0.017000 Sum: 0.028000 It 14,Best ac:0.000778 1.000000 fi:0.112587. Ave ac:0.003623,0.008181 Initialization: 5.610000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.714000 Kernel 1: 0.023000 Kernel 2: 83.928001 Copyback: 0.017000 Sum: 0.030000 It 15,Best ac:0.001297 1.000000 fi:0.116059. Ave ac:0.003698,0.008116 Initialization: 5.527000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.727000 Kernel 1: 0.023000 Kernel 2: 82.893997 Copyback: 0.017000 Sum: 0.030000 It 16,Best ac:0.001038 1.000000 fi:0.119688. Ave ac:0.003231,0.006827 Initialization: 5.502000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.713000 Kernel 1: 0.023000 Kernel 2: 82.795998 Copyback: 0.017000 Sum: 0.028000 It 17,Best ac:0.001038 1.000000 fi:0.115473. Ave ac:0.003530,0.008132 Initialization: 5.530000 Memcpy Classifiers: 0.486000 Memcpy Instances: 7.702000 Kernel 1: 0.025000 Kernel 2: 83.547997 Copyback: 0.017000 Sum: 0.033000 It 18,Best ac:0.000778 1.000000 fi:0.120389. Ave ac:0.003245,0.006141 Initialization: 5.957000 Memcpy Classifiers: 0.482000 Memcpy Instances: 9.431000 Kernel 1: 0.023000 Kernel 2: 83.634003 Copyback: 0.017000 Sum: 0.031000 It 19,Best ac:0.000778 1.000000 fi:0.110512. Ave ac:0.002971,0.004366 Initialization: 5.626000 Memcpy Classifiers: 0.522000 Memcpy Instances: 9.906000 Kernel 1: 0.028000 Kernel 2: 85.646004 Copyback: 0.017000 Sum: 0.028000 It 20,Best ac:0.000778 1.000000 fi:0.113392. Ave ac:0.002675,0.005091 Initialization: 5.524000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.703000 Kernel 1: 0.023000 Kernel 2: 83.445000 Copyback: 0.017000 Sum: 0.030000 It 21,Best ac:0.000778 1.000000 fi:0.110476. Ave ac:0.002704,0.004993 Initialization: 5.546000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.725000 Kernel 1: 0.024000 Kernel 2: 83.647003 Copyback: 0.017000 Sum: 0.028000 It 22,Best ac:0.000778 1.000000 fi:0.113939. Ave ac:0.003431,0.007087 Initialization: 5.595000 Memcpy Classifiers: 0.540000 Memcpy Instances: 9.742000 Kernel 1: 0.023000 Kernel 2: 81.640999 Copyback: 0.017000 Sum: 0.028000 It 23,Best ac:0.000778 1.000000 fi:0.114625. Ave ac:0.002500,0.005749 Initialization: 5.584000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.681000 Kernel 1: 0.024000 Kernel 2: 80.846001 Copyback: 0.017000 Sum: 0.027000 It 24,Best ac:0.000778 1.000000 fi:0.113392. Ave ac:0.003351,0.006748 Initialization: 5.591000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.699000 Kernel 1: 0.023000 Kernel 2: 80.507004 Copyback: 0.017000 Sum: 0.029000 It 25,Best ac:0.000778 1.000000 fi:0.113790. Ave ac:0.003008,0.003966 Initialization: 5.529000 Memcpy Classifiers: 0.414000 Memcpy Instances: 7.709000 Kernel 1: 0.024000 Kernel 2: 80.847000 Copyback: 0.018000 Sum: 0.035000 It 26,Best ac:0.000778 1.000000 fi:0.115381. Ave ac:0.001963,0.003160 Initialization: 5.628000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.706000 Kernel 1: 0.023000 Kernel 2: 78.531998 Copyback: 0.017000 Sum: 0.032000 It 27,Best ac:0.000778 1.000000 fi:0.117301. Ave ac:0.002489,0.004006 Initialization: 5.577000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.677000 Kernel 1: 0.024000 Kernel 2: 79.863998 Copyback: 0.017000 Sum: 0.028000 It 28,Best ac:0.000778 1.000000 fi:0.113518. Ave ac:0.002367,0.005901 Initialization: 5.586000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.726000 Kernel 1: 0.024000 Kernel 2: 78.331001 Copyback: 0.017000 Sum: 0.038000 It 29,Best ac:0.000778 1.000000 fi:0.115494. Ave ac:0.002164,0.003430 Initialization: 6.178000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.703000 Kernel 1: 0.024000 Kernel 2: 80.073997 Copyback: 0.017000 Sum: 0.028000 It 30,Best ac:0.000778 1.000000 fi:0.113918. Ave ac:0.002821,0.005764 MDL Theory Length Weight: 0.5584804756 (10) Initialization: 5.616000 Memcpy Classifiers: 0.505000 Memcpy Instances: 9.858000 Kernel 1: 0.024000 Kernel 2: 82.292999 Copyback: 0.016000 Sum: 0.028000 It 31,Best ac:0.002075 1.000000 fi:0.113288. Ave ac:0.002695,0.005227 Initialization: 5.542000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.144000 Kernel 1: 0.032000 Kernel 2: 80.292000 Copyback: 0.017000 Sum: 0.028000 It 32,Best ac:0.001297 1.000000 fi:0.109311. Ave ac:0.002821,0.005325 Initialization: 5.627000 Memcpy Classifiers: 0.539000 Memcpy Instances: 7.678000 Kernel 1: 0.025000 Kernel 2: 79.769997 Copyback: 0.017000 Sum: 0.029000 It 33,Best ac:0.000778 1.000000 fi:0.113665. Ave ac:0.002416,0.003857 Initialization: 27.969000 Memcpy Instances: 393.903992 Memcpy Classifiers: 0.094000 Kernel 1: 0.027000 Kernel 2: 531.578003 Copyback: 0.015000 Sum: 0.017000 Memcpy Classifiers: 0.093000 Kernel 1: 0.013000 Kernel 2: 557.901001 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.091000 Kernel 1: 0.012000 Kernel 2: 527.302979 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.092000 Kernel 1: 0.012000 Kernel 2: 533.682983 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.130000 Kernel 1: 0.021000 Kernel 2: 545.960022 Copyback: 0.369000 Sum: 0.002000 Memcpy Classifiers: 0.092000 Kernel 1: 0.012000 Kernel 2: 536.135010 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.091000 Kernel 1: 0.012000 Kernel 2: 544.546997 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.092000 Kernel 1: 0.013000 Kernel 2: 541.169006 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.091000 Kernel 1: 0.013000 Kernel 2: 531.638000 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.055000 Kernel 1: 0.012000 Kernel 2: 199.626007 Copyback: 0.018000 Sum: 0.002000 It 34,Best ac:0.001266 0.562212 fi:0.551475. Ave ac:0.002241,0.007622 Best acc 0.001266 0.562212 Rule:Att PSSM_-4_17 is [<3.333604]|Att PSSM_-4_19 is [-1.826273,8.075828]|Att PSSM_-3_5 is [-4.803151,4.803151]|Att PSSM_-3_7 is [-5.407785,-0.592215]|Att PSSM_0_3 is [-6.861638,-1.138362]|Att PSSM_0_12 is [-6.129730,-1.870270]|Att PSSM_0_19 is [<3.180059]|Att PSSM_1_11 is [-3.175615,6.215744]|Att PSSM_1_18 is [0.671061,8.513659]|Att PSSM_2_7 is [<6.659147]|Att PSSM_3_4 is [<-0.823256]|Att PSSM_4_5 is [<3.928467]|Att PSSM_4_18 is [<7.611859]|1 Accuracy : 0.788406 0 1 153398 10682 38966 31592 Removed 374 instances. 192364 Instances left. Acc of rule 0.001136-0.585561 Initialization: 7.153000 Memcpy Classifiers: 0.560000 Memcpy Instances: 10.629000 Kernel 1: 0.034000 Kernel 2: 95.260002 Copyback: 0.019000 Sum: 0.051000 Initial population average accuracy1:0.004832 accuracy2:0.202441 Initialization: 6.921000 Memcpy Classifiers: 0.930000 Memcpy Instances: 11.145000 Kernel 1: 0.025000 Kernel 2: 94.700996 Copyback: 0.016000 Sum: 0.048000 It 0,Best ac:0.001299 0.833333 fi:0.266357. Ave ac:0.005099,0.010678 Initialization: 6.161000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.748000 Kernel 1: 0.024000 Kernel 2: 93.418999 Copyback: 0.017000 Sum: 0.032000 It 1,Best ac:0.000520 1.000000 fi:0.305163. Ave ac:0.004465,0.007211 Initialization: 6.232000 Memcpy Classifiers: 0.810000 Memcpy Instances: 9.010000 Kernel 1: 0.023000 Kernel 2: 94.860001 Copyback: 0.017000 Sum: 0.028000 It 2,Best ac:0.001040 1.000000 fi:0.099818. Ave ac:0.004413,0.007221 Initialization: 5.659000 Memcpy Classifiers: 0.557000 Memcpy Instances: 7.660000 Kernel 1: 0.024000 Kernel 2: 93.519997 Copyback: 0.018000 Sum: 0.038000 It 3,Best ac:0.000780 1.000000 fi:0.099947. Ave ac:0.003714,0.005923 Initialization: 7.195000 Memcpy Classifiers: 0.968000 Memcpy Instances: 11.608000 Kernel 1: 0.025000 Kernel 2: 94.991997 Copyback: 0.017000 Sum: 0.032000 It 4,Best ac:0.000780 1.000000 fi:0.099947. Ave ac:0.003526,0.005555 Initialization: 6.263000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.999000 Kernel 1: 0.024000 Kernel 2: 96.776001 Copyback: 0.018000 Sum: 0.031000 It 5,Best ac:0.001040 1.000000 fi:0.099818. Ave ac:0.003411,0.006376 Initialization: 5.626000 Memcpy Classifiers: 0.523000 Memcpy Instances: 7.665000 Kernel 1: 0.025000 Kernel 2: 95.903000 Copyback: 0.017000 Sum: 0.030000 It 6,Best ac:0.000780 1.000000 fi:0.099947. Ave ac:0.003681,0.007014 Initialization: 5.400000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.921000 Kernel 1: 0.023000 Kernel 2: 94.893997 Copyback: 0.017000 Sum: 0.030000 It 7,Best ac:0.001819 0.875000 fi:0.224433. Ave ac:0.002861,0.003703 Initialization: 5.612000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.690000 Kernel 1: 0.024000 Kernel 2: 94.205002 Copyback: 0.017000 Sum: 0.032000 It 8,Best ac:0.001040 1.000000 fi:0.099819. Ave ac:0.002909,0.004635 Initialization: 6.281000 Memcpy Classifiers: 0.459000 Memcpy Instances: 10.381000 Kernel 1: 0.024000 Kernel 2: 95.143997 Copyback: 0.017000 Sum: 0.031000 It 9,Best ac:0.000780 1.000000 fi:0.099947. Ave ac:0.002458,0.003688 Iteration 10:MDL fitness activated Error 0.099947 TL 0.049463 MDL Theory Length Weight: 0.6735433529 (8) Initialization: 5.559000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.668000 Kernel 1: 0.023000 Kernel 2: 92.638000 Copyback: 0.017000 Sum: 0.066000 It 10,Best ac:0.000780 1.000000 fi:0.123546. Ave ac:0.002834,0.004497 Initialization: 5.814000 Memcpy Classifiers: 0.467000 Memcpy Instances: 7.691000 Kernel 1: 0.023000 Kernel 2: 88.474998 Copyback: 0.017000 Sum: 0.032000 It 11,Best ac:0.001040 1.000000 fi:0.120500. Ave ac:0.002844,0.005033 Initialization: 5.648000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.699000 Kernel 1: 0.023000 Kernel 2: 88.271004 Copyback: 0.017000 Sum: 0.028000 It 12,Best ac:0.001560 1.000000 fi:0.126066. Ave ac:0.003121,0.006263 Initialization: 6.588000 Memcpy Classifiers: 0.450000 Memcpy Instances: 10.959000 Kernel 1: 0.023000 Kernel 2: 89.957001 Copyback: 0.017000 Sum: 0.028000 It 13,Best ac:0.001300 1.000000 fi:0.125683. Ave ac:0.003831,0.009260 Initialization: 6.668000 Memcpy Classifiers: 0.449000 Memcpy Instances: 7.728000 Kernel 1: 0.023000 Kernel 2: 91.293999 Copyback: 0.016000 Sum: 0.031000 It 14,Best ac:0.001560 1.000000 fi:0.120955. Ave ac:0.003524,0.006333 Initialization: 5.650000 Memcpy Classifiers: 0.450000 Memcpy Instances: 11.993000 Kernel 1: 0.023000 Kernel 2: 89.694000 Copyback: 0.017000 Sum: 0.027000 It 15,Best ac:0.001040 1.000000 fi:0.121493. Ave ac:0.003424,0.006221 Initialization: 5.661000 Memcpy Classifiers: 0.450000 Memcpy Instances: 9.947000 Kernel 1: 0.023000 Kernel 2: 87.528999 Copyback: 0.018000 Sum: 0.039000 It 16,Best ac:0.000780 1.000000 fi:0.121401. Ave ac:0.003479,0.005522 Initialization: 6.738000 Memcpy Classifiers: 0.589000 Memcpy Instances: 8.106000 Kernel 1: 0.024000 Kernel 2: 86.427002 Copyback: 0.017000 Sum: 0.041000 It 17,Best ac:0.001040 1.000000 fi:0.116005. Ave ac:0.003354,0.006856 Initialization: 7.069000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.709000 Kernel 1: 0.023000 Kernel 2: 80.905998 Copyback: 0.018000 Sum: 0.044000 It 18,Best ac:0.000780 1.000000 fi:0.117801. Ave ac:0.002625,0.004331 Initialization: 7.356000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.673000 Kernel 1: 0.024000 Kernel 2: 82.075996 Copyback: 0.017000 Sum: 0.027000 It 19,Best ac:0.000780 1.000000 fi:0.115906. Ave ac:0.001637,0.004852 Initialization: 5.606000 Memcpy Classifiers: 0.449000 Memcpy Instances: 9.992000 Kernel 1: 0.023000 Kernel 2: 81.460999 Copyback: 0.017000 Sum: 0.033000 It 20,Best ac:0.001040 1.000000 fi:0.123299. Ave ac:0.002679,0.006193 Initialization: 5.577000 Memcpy Classifiers: 0.467000 Memcpy Instances: 7.672000 Kernel 1: 0.024000 Kernel 2: 80.480003 Copyback: 0.017000 Sum: 0.031000 It 21,Best ac:0.001040 1.000000 fi:0.115530. Ave ac:0.003077,0.007259 Initialization: 5.701000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.666000 Kernel 1: 0.024000 Kernel 2: 78.473999 Copyback: 0.018000 Sum: 0.038000 It 22,Best ac:0.002339 1.000000 fi:0.111271. Ave ac:0.002695,0.004396 Initialization: 5.790000 Memcpy Classifiers: 0.452000 Memcpy Instances: 10.954000 Kernel 1: 0.023000 Kernel 2: 74.698997 Copyback: 0.017000 Sum: 0.034000 It 23,Best ac:0.000780 1.000000 fi:0.113616. Ave ac:0.001867,0.003533 Initialization: 7.551000 Memcpy Classifiers: 0.774000 Memcpy Instances: 8.243000 Kernel 1: 0.032000 Kernel 2: 75.074997 Copyback: 0.017000 Sum: 0.031000 It 24,Best ac:0.000780 1.000000 fi:0.110375. Ave ac:0.001718,0.003559 Initialization: 5.746000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.742000 Kernel 1: 0.023000 Kernel 2: 72.794998 Copyback: 0.019000 Sum: 0.042000 It 25,Best ac:0.000780 1.000000 fi:0.113064. Ave ac:0.002077,0.003150 Initialization: 6.315000 Memcpy Classifiers: 0.362000 Memcpy Instances: 10.333000 Kernel 1: 0.027000 Kernel 2: 70.405998 Copyback: 0.017000 Sum: 0.032000 It 26,Best ac:0.000780 1.000000 fi:0.114254. Ave ac:0.002123,0.004019 Initialization: 6.321000 Memcpy Classifiers: 0.321000 Memcpy Instances: 9.688000 Kernel 1: 0.023000 Kernel 2: 71.679001 Copyback: 0.017000 Sum: 0.027000 It 27,Best ac:0.001820 1.000000 fi:0.111652. Ave ac:0.002268,0.003834 Initialization: 6.794000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.716000 Kernel 1: 0.023000 Kernel 2: 70.956001 Copyback: 0.018000 Sum: 0.039000 It 28,Best ac:0.000780 1.000000 fi:0.111686. Ave ac:0.002256,0.004294 Initialization: 5.620000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.671000 Kernel 1: 0.024000 Kernel 2: 71.309998 Copyback: 0.017000 Sum: 0.031000 It 29,Best ac:0.001560 1.000000 fi:0.112933. Ave ac:0.002892,0.005962 Initialization: 8.003000 Memcpy Classifiers: 0.379000 Memcpy Instances: 10.768000 Kernel 1: 0.024000 Kernel 2: 71.711998 Copyback: 0.017000 Sum: 0.024000 It 30,Best ac:0.001040 1.000000 fi:0.121736. Ave ac:0.002220,0.004441 Initialization: 8.279000 Memcpy Classifiers: 0.568000 Memcpy Instances: 8.174000 Kernel 1: 0.023000 Kernel 2: 72.203003 Copyback: 0.019000 Sum: 0.030000 It 31,Best ac:0.000780 1.000000 fi:0.121618. Ave ac:0.003157,0.006121 Initialization: 6.706000 Memcpy Classifiers: 0.489000 Memcpy Instances: 9.482000 Kernel 1: 0.023000 Kernel 2: 72.582001 Copyback: 0.017000 Sum: 0.026000 It 32,Best ac:0.000780 1.000000 fi:0.109255. Ave ac:0.002439,0.005628 Initialization: 5.575000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.667000 Kernel 1: 0.024000 Kernel 2: 73.796997 Copyback: 0.017000 Sum: 0.027000 It 33,Best ac:0.000780 1.000000 fi:0.108721. Ave ac:0.003533,0.008781 Initialization: 32.644001 Memcpy Instances: 444.992004 Memcpy Classifiers: 0.074000 Kernel 1: 0.023000 Kernel 2: 495.812988 Copyback: 0.015000 Sum: 0.017000 Memcpy Classifiers: 0.072000 Kernel 1: 0.013000 Kernel 2: 486.618011 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.090000 Kernel 1: 0.016000 Kernel 2: 491.338989 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.105000 Kernel 1: 0.021000 Kernel 2: 504.825989 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.105000 Kernel 1: 0.021000 Kernel 2: 503.895996 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.091000 Kernel 1: 0.017000 Kernel 2: 496.291992 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.013000 Kernel 2: 510.071014 Copyback: 0.367000 Sum: 0.002000 Memcpy Classifiers: 0.106000 Kernel 1: 0.022000 Kernel 2: 495.925995 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.106000 Kernel 1: 0.022000 Kernel 2: 486.937988 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.060000 Kernel 1: 0.022000 Kernel 2: 197.089996 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.000931 0.596667 fi:0.511980. Ave ac:0.002150,0.006869 Best acc 0.000931 0.596667 Initialization: 6.128000 Memcpy Classifiers: 1.015000 Memcpy Instances: 10.731000 Kernel 1: 0.027000 Kernel 2: 95.459000 Copyback: 0.018000 Sum: 0.043000 Initial population average accuracy1:0.005307 accuracy2:0.189994 Initialization: 6.293000 Memcpy Classifiers: 0.566000 Memcpy Instances: 11.270000 Kernel 1: 0.024000 Kernel 2: 95.412003 Copyback: 0.017000 Sum: 0.039000 It 0,Best ac:0.000780 0.600000 fi:0.499947. Ave ac:0.005619,0.008350 Initialization: 5.647000 Memcpy Classifiers: 0.680000 Memcpy Instances: 10.793000 Kernel 1: 0.024000 Kernel 2: 93.844002 Copyback: 0.017000 Sum: 0.034000 It 1,Best ac:0.001820 0.875000 fi:0.224432. Ave ac:0.004746,0.007984 Initialization: 8.084000 Memcpy Classifiers: 0.474000 Memcpy Instances: 10.411000 Kernel 1: 0.027000 Kernel 2: 91.489998 Copyback: 0.017000 Sum: 0.031000 It 2,Best ac:0.002080 0.888889 fi:0.210414. Ave ac:0.003872,0.008505 Initialization: 8.385000 Memcpy Classifiers: 0.675000 Memcpy Instances: 10.843000 Kernel 1: 0.024000 Kernel 2: 91.348999 Copyback: 0.017000 Sum: 0.041000 It 3,Best ac:0.000780 1.000000 fi:0.099947. Ave ac:0.004062,0.008042 Initialization: 6.963000 Memcpy Classifiers: 0.589000 Memcpy Instances: 12.506000 Kernel 1: 0.024000 Kernel 2: 92.221001 Copyback: 0.018000 Sum: 0.042000 It 4,Best ac:0.000780 1.000000 fi:0.099947. Ave ac:0.003181,0.006821 Initialization: 8.037000 Memcpy Classifiers: 0.643000 Memcpy Instances: 10.975000 Kernel 1: 0.026000 Kernel 2: 92.496002 Copyback: 0.017000 Sum: 0.027000 It 5,Best ac:0.001040 0.800000 fi:0.299818. Ave ac:0.003340,0.007116 Initialization: 6.036000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.703000 Kernel 1: 0.023000 Kernel 2: 92.150002 Copyback: 0.018000 Sum: 0.035000 It 6,Best ac:0.000780 1.000000 fi:0.099948. Ave ac:0.004506,0.009104 Initialization: 5.596000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.662000 Kernel 1: 0.025000 Kernel 2: 91.052002 Copyback: 0.017000 Sum: 0.029000 It 7,Best ac:0.001299 1.000000 fi:0.099690. Ave ac:0.003492,0.007517 Initialization: 5.548000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.672000 Kernel 1: 0.024000 Kernel 2: 92.633003 Copyback: 0.017000 Sum: 0.027000 It 8,Best ac:0.001040 1.000000 fi:0.099818. Ave ac:0.003488,0.008387 Initialization: 5.553000 Memcpy Classifiers: 0.432000 Memcpy Instances: 7.705000 Kernel 1: 0.023000 Kernel 2: 90.875000 Copyback: 0.018000 Sum: 0.043000 It 9,Best ac:0.001300 0.833333 fi:0.266356. Ave ac:0.002699,0.005768 Iteration 10:MDL fitness activated Error 0.266356 TL 0.026864 MDL Theory Length Weight: 3.3050134518 (3) Initialization: 5.569000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.694000 Kernel 1: 0.024000 Kernel 2: 87.032997 Copyback: 0.017000 Sum: 0.032000 It 10,Best ac:0.001560 0.857143 fi:0.312022. Ave ac:0.002985,0.007094 Initialization: 5.570000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.693000 Kernel 1: 0.024000 Kernel 2: 83.930000 Copyback: 0.017000 Sum: 0.030000 It 11,Best ac:0.000780 1.000000 fi:0.203058. Ave ac:0.003501,0.007188 Initialization: 5.545000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.686000 Kernel 1: 0.023000 Kernel 2: 84.806000 Copyback: 0.017000 Sum: 0.029000 It 12,Best ac:0.000780 1.000000 fi:0.243978. Ave ac:0.005167,0.010172 Initialization: 5.562000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.664000 Kernel 1: 0.024000 Kernel 2: 87.464996 Copyback: 0.017000 Sum: 0.026000 It 13,Best ac:0.001040 1.000000 fi:0.204600. Ave ac:0.005052,0.008864 Initialization: 5.553000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.668000 Kernel 1: 0.023000 Kernel 2: 87.589996 Copyback: 0.017000 Sum: 0.030000 It 14,Best ac:0.000780 1.000000 fi:0.189483. Ave ac:0.006135,0.010529 Initialization: 7.198000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.685000 Kernel 1: 0.024000 Kernel 2: 84.503998 Copyback: 0.016000 Sum: 0.027000 It 15,Best ac:0.000780 1.000000 fi:0.179886. Ave ac:0.004584,0.007807 Initialization: 5.630000 Memcpy Classifiers: 0.415000 Memcpy Instances: 10.384000 Kernel 1: 0.023000 Kernel 2: 81.915001 Copyback: 0.017000 Sum: 0.030000 It 16,Best ac:0.001040 1.000000 fi:0.201384. Ave ac:0.004703,0.009085 Initialization: 5.589000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.694000 Kernel 1: 0.022000 Kernel 2: 82.003998 Copyback: 0.017000 Sum: 0.027000 It 17,Best ac:0.001040 1.000000 fi:0.208688. Ave ac:0.004644,0.008475 Initialization: 5.568000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.699000 Kernel 1: 0.024000 Kernel 2: 80.494003 Copyback: 0.017000 Sum: 0.025000 It 18,Best ac:0.000780 1.000000 fi:0.203295. Ave ac:0.004219,0.006499 Initialization: 5.563000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.684000 Kernel 1: 0.023000 Kernel 2: 79.359001 Copyback: 0.017000 Sum: 0.026000 It 19,Best ac:0.000780 1.000000 fi:0.178075. Ave ac:0.004645,0.007947 Initialization: 5.553000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.659000 Kernel 1: 0.024000 Kernel 2: 80.027000 Copyback: 0.017000 Sum: 0.027000 It 20,Best ac:0.001300 1.000000 fi:0.147739. Ave ac:0.004769,0.009586 Initialization: 5.542000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.672000 Kernel 1: 0.024000 Kernel 2: 79.938004 Copyback: 0.016000 Sum: 0.027000 It 21,Best ac:0.002080 0.888889 fi:0.294795. Ave ac:0.004395,0.011333 Initialization: 5.520000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.693000 Kernel 1: 0.023000 Kernel 2: 80.190002 Copyback: 0.017000 Sum: 0.029000 It 22,Best ac:0.001300 1.000000 fi:0.167099. Ave ac:0.006431,0.012083 Initialization: 5.544000 Memcpy Classifiers: 0.399000 Memcpy Instances: 7.686000 Kernel 1: 0.023000 Kernel 2: 78.046997 Copyback: 0.016000 Sum: 0.029000 It 23,Best ac:0.001819 1.000000 fi:0.173277. Ave ac:0.004431,0.010175 Initialization: 5.641000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.689000 Kernel 1: 0.023000 Kernel 2: 78.624001 Copyback: 0.016000 Sum: 0.028000 It 24,Best ac:0.001040 1.000000 fi:0.190864. Ave ac:0.003943,0.007763 Initialization: 5.840000 Memcpy Classifiers: 0.659000 Memcpy Instances: 9.546000 Kernel 1: 0.023000 Kernel 2: 77.741997 Copyback: 0.017000 Sum: 0.027000 It 25,Best ac:0.001299 1.000000 fi:0.162568. Ave ac:0.003472,0.007776 Initialization: 5.585000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.702000 Kernel 1: 0.022000 Kernel 2: 77.621002 Copyback: 0.017000 Sum: 0.028000 It 26,Best ac:0.001559 1.000000 fi:0.169334. Ave ac:0.003318,0.008401 Initialization: 5.534000 Memcpy Classifiers: 0.360000 Memcpy Instances: 7.727000 Kernel 1: 0.023000 Kernel 2: 77.100998 Copyback: 0.017000 Sum: 0.029000 It 27,Best ac:0.001560 1.000000 fi:0.147610. Ave ac:0.004779,0.009921 Initialization: 5.582000 Memcpy Classifiers: 0.360000 Memcpy Instances: 7.666000 Kernel 1: 0.024000 Kernel 2: 77.556000 Copyback: 0.017000 Sum: 0.028000 It 28,Best ac:0.000780 1.000000 fi:0.154007. Ave ac:0.003703,0.008902 Initialization: 5.530000 Memcpy Classifiers: 0.373000 Memcpy Instances: 7.677000 Kernel 1: 0.024000 Kernel 2: 76.181999 Copyback: 0.017000 Sum: 0.026000 It 29,Best ac:0.000780 1.000000 fi:0.170415. Ave ac:0.003217,0.011030 Initialization: 5.632000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.664000 Kernel 1: 0.023000 Kernel 2: 74.777000 Copyback: 0.017000 Sum: 0.038000 It 30,Best ac:0.001559 1.000000 fi:0.159014. Ave ac:0.003780,0.009287 Initialization: 5.587000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.690000 Kernel 1: 0.023000 Kernel 2: 74.538002 Copyback: 0.017000 Sum: 0.029000 It 31,Best ac:0.000780 1.000000 fi:0.162825. Ave ac:0.005079,0.016515 Initialization: 5.603000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.684000 Kernel 1: 0.024000 Kernel 2: 73.822998 Copyback: 0.016000 Sum: 0.030000 It 32,Best ac:0.000780 1.000000 fi:0.175224. Ave ac:0.005398,0.013586 Initialization: 5.764000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.691000 Kernel 1: 0.023000 Kernel 2: 76.746002 Copyback: 0.017000 Sum: 0.027000 It 33,Best ac:0.001040 1.000000 fi:0.165349. Ave ac:0.004317,0.012203 Initialization: 27.865999 Memcpy Instances: 382.726013 Memcpy Classifiers: 0.079000 Kernel 1: 0.025000 Kernel 2: 493.954010 Copyback: 0.015000 Sum: 0.015000 Memcpy Classifiers: 0.076000 Kernel 1: 0.013000 Kernel 2: 488.276001 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.075000 Kernel 1: 0.012000 Kernel 2: 489.665009 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.076000 Kernel 1: 0.012000 Kernel 2: 497.876007 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.074000 Kernel 1: 0.012000 Kernel 2: 482.083008 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.075000 Kernel 1: 0.013000 Kernel 2: 483.114014 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.075000 Kernel 1: 0.012000 Kernel 2: 483.699005 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.075000 Kernel 1: 0.012000 Kernel 2: 489.972992 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.074000 Kernel 1: 0.012000 Kernel 2: 506.502014 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.011000 Kernel 2: 188.151001 Copyback: 0.015000 Sum: 0.000000 It 34,Best ac:0.001138 0.573298 fi:0.593881. Ave ac:0.004439,0.017841 Best acc 0.001138 0.573298 Rule:Att PSSM_-3_11 is [<1.995492]|Att PSSM_-2_18 is [>1.473245]|Att PSSM_-1_15 is [<8.739047]|Att PSSM_0_5 is [-1.510771,9.332235]|Att PSSM_0_12 is [-6.729298,-3.282071]|Att PSSM_4_8 is [-5.873507,4.321820]|1 Accuracy : 0.788653 0 1 153277 10803 38787 31771 Removed 300 instances. 192064 Instances left. Acc of rule 0.000931-0.596667 Initialization: 7.389000 Memcpy Classifiers: 0.774000 Memcpy Instances: 9.909000 Kernel 1: 0.030000 Kernel 2: 112.438004 Copyback: 0.018000 Sum: 0.053000 Initial population average accuracy1:0.004589 accuracy2:0.186282 Initialization: 7.821000 Memcpy Classifiers: 0.504000 Memcpy Instances: 7.713000 Kernel 1: 0.023000 Kernel 2: 100.847000 Copyback: 0.018000 Sum: 0.057000 It 0,Best ac:0.000521 1.000000 fi:0.302477. Ave ac:0.005521,0.009479 Initialization: 6.593000 Memcpy Classifiers: 0.576000 Memcpy Instances: 9.619000 Kernel 1: 0.028000 Kernel 2: 97.810997 Copyback: 0.022000 Sum: 0.042000 It 1,Best ac:0.001041 1.000000 fi:0.099816. Ave ac:0.005514,0.009565 Initialization: 8.245000 Memcpy Classifiers: 0.807000 Memcpy Instances: 10.546000 Kernel 1: 0.024000 Kernel 2: 96.036003 Copyback: 0.017000 Sum: 0.030000 It 2,Best ac:0.001041 1.000000 fi:0.099816. Ave ac:0.005534,0.009122 Initialization: 5.691000 Memcpy Classifiers: 0.520000 Memcpy Instances: 9.561000 Kernel 1: 0.023000 Kernel 2: 96.917000 Copyback: 0.018000 Sum: 0.036000 It 3,Best ac:0.001301 0.833333 fi:0.266354. Ave ac:0.003613,0.006054 Initialization: 5.706000 Memcpy Classifiers: 0.547000 Memcpy Instances: 7.710000 Kernel 1: 0.024000 Kernel 2: 96.018997 Copyback: 0.017000 Sum: 0.032000 It 4,Best ac:0.001302 0.833333 fi:0.266354. Ave ac:0.004465,0.008043 Initialization: 6.231000 Memcpy Classifiers: 0.840000 Memcpy Instances: 10.162000 Kernel 1: 0.024000 Kernel 2: 98.536003 Copyback: 0.017000 Sum: 0.029000 It 5,Best ac:0.000781 1.000000 fi:0.099946. Ave ac:0.003742,0.006726 Initialization: 6.646000 Memcpy Classifiers: 0.904000 Memcpy Instances: 11.130000 Kernel 1: 0.023000 Kernel 2: 99.339996 Copyback: 0.017000 Sum: 0.025000 It 6,Best ac:0.001302 1.000000 fi:0.099686. Ave ac:0.003402,0.006292 Initialization: 5.656000 Memcpy Classifiers: 0.469000 Memcpy Instances: 11.066000 Kernel 1: 0.025000 Kernel 2: 97.640999 Copyback: 0.018000 Sum: 0.038000 It 7,Best ac:0.000781 1.000000 fi:0.099945. Ave ac:0.004341,0.009959 Initialization: 6.364000 Memcpy Classifiers: 0.451000 Memcpy Instances: 10.360000 Kernel 1: 0.032000 Kernel 2: 97.295998 Copyback: 0.017000 Sum: 0.030000 It 8,Best ac:0.001041 1.000000 fi:0.099816. Ave ac:0.003015,0.005363 Initialization: 7.414000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.940000 Kernel 1: 0.032000 Kernel 2: 96.857002 Copyback: 0.017000 Sum: 0.028000 It 9,Best ac:0.001302 1.000000 fi:0.099686. Ave ac:0.002847,0.004707 Iteration 10:MDL fitness activated Error 0.099686 TL 0.040794 MDL Theory Length Weight: 0.8145503967 (4) Initialization: 8.156000 Memcpy Classifiers: 0.729000 Memcpy Instances: 10.037000 Kernel 1: 0.024000 Kernel 2: 95.051003 Copyback: 0.017000 Sum: 0.033000 It 10,Best ac:0.001301 1.000000 fi:0.135225. Ave ac:0.001975,0.003222 Initialization: 6.551000 Memcpy Classifiers: 0.486000 Memcpy Instances: 10.264000 Kernel 1: 0.022000 Kernel 2: 93.485001 Copyback: 0.017000 Sum: 0.036000 It 11,Best ac:0.001041 1.000000 fi:0.134175. Ave ac:0.002574,0.003970 Initialization: 6.740000 Memcpy Classifiers: 0.486000 Memcpy Instances: 7.812000 Kernel 1: 0.024000 Kernel 2: 92.375999 Copyback: 0.016000 Sum: 0.030000 It 12,Best ac:0.001041 1.000000 fi:0.126258. Ave ac:0.004164,0.007418 Initialization: 8.413000 Memcpy Classifiers: 0.759000 Memcpy Instances: 10.941000 Kernel 1: 0.027000 Kernel 2: 90.644997 Copyback: 0.018000 Sum: 0.032000 It 13,Best ac:0.000781 1.000000 fi:0.123719. Ave ac:0.003715,0.005915 Initialization: 7.818000 Memcpy Classifiers: 0.469000 Memcpy Instances: 9.844000 Kernel 1: 0.024000 Kernel 2: 90.319000 Copyback: 0.017000 Sum: 0.040000 It 14,Best ac:0.001041 1.000000 fi:0.135039. Ave ac:0.004707,0.008503 Initialization: 5.525000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.687000 Kernel 1: 0.022000 Kernel 2: 89.371002 Copyback: 0.018000 Sum: 0.036000 It 15,Best ac:0.000781 1.000000 fi:0.124287. Ave ac:0.003298,0.005526 Initialization: 6.175000 Memcpy Classifiers: 0.451000 Memcpy Instances: 10.478000 Kernel 1: 0.028000 Kernel 2: 90.236000 Copyback: 0.017000 Sum: 0.031000 It 16,Best ac:0.001041 1.000000 fi:0.129127. Ave ac:0.002834,0.004385 Initialization: 5.636000 Memcpy Classifiers: 0.486000 Memcpy Instances: 10.961000 Kernel 1: 0.024000 Kernel 2: 90.481003 Copyback: 0.018000 Sum: 0.039000 It 17,Best ac:0.000781 1.000000 fi:0.134804. Ave ac:0.002359,0.004986 Initialization: 5.628000 Memcpy Classifiers: 0.537000 Memcpy Instances: 9.035000 Kernel 1: 0.033000 Kernel 2: 90.740997 Copyback: 0.018000 Sum: 0.038000 It 18,Best ac:0.000781 1.000000 fi:0.128178. Ave ac:0.003063,0.006200 Initialization: 5.588000 Memcpy Classifiers: 0.435000 Memcpy Instances: 7.688000 Kernel 1: 0.022000 Kernel 2: 90.867996 Copyback: 0.016000 Sum: 0.028000 It 19,Best ac:0.000781 1.000000 fi:0.123718. Ave ac:0.002499,0.004840 Initialization: 5.560000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.689000 Kernel 1: 0.023000 Kernel 2: 88.129997 Copyback: 0.017000 Sum: 0.029000 It 20,Best ac:0.001301 1.000000 fi:0.121956. Ave ac:0.002863,0.004890 Initialization: 5.596000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.665000 Kernel 1: 0.023000 Kernel 2: 86.717003 Copyback: 0.017000 Sum: 0.028000 It 21,Best ac:0.000781 1.000000 fi:0.129104. Ave ac:0.002455,0.003759 Initialization: 5.565000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.677000 Kernel 1: 0.024000 Kernel 2: 87.414001 Copyback: 0.017000 Sum: 0.026000 It 22,Best ac:0.002343 1.000000 fi:0.122182. Ave ac:0.002341,0.003738 Initialization: 5.596000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.724000 Kernel 1: 0.023000 Kernel 2: 88.825996 Copyback: 0.016000 Sum: 0.031000 It 23,Best ac:0.001301 1.000000 fi:0.119525. Ave ac:0.002847,0.004295 Initialization: 5.428000 Memcpy Classifiers: 0.467000 Memcpy Instances: 7.699000 Kernel 1: 0.023000 Kernel 2: 85.441002 Copyback: 0.018000 Sum: 0.028000 It 24,Best ac:0.000781 1.000000 fi:0.124465. Ave ac:0.002560,0.004729 Initialization: 5.541000 Memcpy Classifiers: 0.440000 Memcpy Instances: 7.665000 Kernel 1: 0.023000 Kernel 2: 85.183998 Copyback: 0.017000 Sum: 0.029000 It 25,Best ac:0.001301 1.000000 fi:0.119202. Ave ac:0.002651,0.004846 Initialization: 5.516000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.661000 Kernel 1: 0.023000 Kernel 2: 83.250000 Copyback: 0.018000 Sum: 0.043000 It 26,Best ac:0.000781 1.000000 fi:0.123875. Ave ac:0.002488,0.006581 Initialization: 5.570000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.665000 Kernel 1: 0.023000 Kernel 2: 81.334999 Copyback: 0.017000 Sum: 0.031000 It 27,Best ac:0.000781 1.000000 fi:0.122083. Ave ac:0.002628,0.004535 Initialization: 5.539000 Memcpy Classifiers: 0.430000 Memcpy Instances: 7.668000 Kernel 1: 0.022000 Kernel 2: 93.882004 Copyback: 0.017000 Sum: 0.030000 It 28,Best ac:0.000781 1.000000 fi:0.123359. Ave ac:0.002565,0.004425 Initialization: 5.562000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.656000 Kernel 1: 0.023000 Kernel 2: 80.813004 Copyback: 0.017000 Sum: 0.027000 It 29,Best ac:0.000781 1.000000 fi:0.125306. Ave ac:0.002720,0.005717 Initialization: 5.608000 Memcpy Classifiers: 0.434000 Memcpy Instances: 11.132000 Kernel 1: 0.023000 Kernel 2: 83.283997 Copyback: 0.016000 Sum: 0.026000 It 30,Best ac:0.001302 1.000000 fi:0.124957. Ave ac:0.002557,0.005078 Initialization: 5.530000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.644000 Kernel 1: 0.024000 Kernel 2: 95.758003 Copyback: 0.017000 Sum: 0.037000 It 31,Best ac:0.001042 1.000000 fi:0.114444. Ave ac:0.002121,0.003882 Initialization: 5.522000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.667000 Kernel 1: 0.023000 Kernel 2: 82.087997 Copyback: 0.018000 Sum: 0.034000 It 32,Best ac:0.000781 1.000000 fi:0.121829. Ave ac:0.001622,0.003059 Initialization: 5.563000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.660000 Kernel 1: 0.023000 Kernel 2: 81.255997 Copyback: 0.017000 Sum: 0.026000 It 33,Best ac:0.000781 1.000000 fi:0.123906. Ave ac:0.002217,0.003396 Initialization: 28.431000 Memcpy Instances: 398.988007 Memcpy Classifiers: 0.090000 Kernel 1: 0.022000 Kernel 2: 517.492004 Copyback: 0.015000 Sum: 0.017000 Memcpy Classifiers: 0.089000 Kernel 1: 0.012000 Kernel 2: 507.804993 Copyback: 0.370000 Sum: 0.001000 Memcpy Classifiers: 0.089000 Kernel 1: 0.012000 Kernel 2: 521.684021 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.088000 Kernel 1: 0.012000 Kernel 2: 541.797974 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.089000 Kernel 1: 0.012000 Kernel 2: 522.713013 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.087000 Kernel 1: 0.012000 Kernel 2: 518.077026 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.089000 Kernel 1: 0.012000 Kernel 2: 526.692017 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.088000 Kernel 1: 0.012000 Kernel 2: 520.724976 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.089000 Kernel 1: 0.013000 Kernel 2: 502.944000 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.048000 Kernel 1: 0.012000 Kernel 2: 139.628006 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.001125 0.540000 fi:0.582787. Ave ac:0.002238,0.007617 Best acc 0.001125 0.540000 Initialization: 5.569000 Memcpy Classifiers: 0.557000 Memcpy Instances: 7.691000 Kernel 1: 0.024000 Kernel 2: 111.718002 Copyback: 0.017000 Sum: 0.044000 Initial population average accuracy1:0.005492 accuracy2:0.189080 Initialization: 6.280000 Memcpy Classifiers: 0.559000 Memcpy Instances: 7.668000 Kernel 1: 0.024000 Kernel 2: 97.830002 Copyback: 0.017000 Sum: 0.039000 It 0,Best ac:0.000781 1.000000 fi:0.099946. Ave ac:0.005403,0.009211 Initialization: 5.673000 Memcpy Classifiers: 0.577000 Memcpy Instances: 9.898000 Kernel 1: 0.023000 Kernel 2: 98.902000 Copyback: 0.017000 Sum: 0.029000 It 1,Best ac:0.000781 1.000000 fi:0.099946. Ave ac:0.005133,0.008486 Initialization: 7.512000 Memcpy Classifiers: 0.973000 Memcpy Instances: 10.608000 Kernel 1: 0.024000 Kernel 2: 98.230003 Copyback: 0.016000 Sum: 0.029000 It 2,Best ac:0.000781 1.000000 fi:0.099946. Ave ac:0.004543,0.007883 Initialization: 6.348000 Memcpy Classifiers: 0.631000 Memcpy Instances: 7.694000 Kernel 1: 0.024000 Kernel 2: 99.157997 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.000781 1.000000 fi:0.099945. Ave ac:0.004992,0.010522 Initialization: 5.558000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.659000 Kernel 1: 0.023000 Kernel 2: 110.121002 Copyback: 0.018000 Sum: 0.032000 It 4,Best ac:0.000781 1.000000 fi:0.099945. Ave ac:0.004588,0.008813 Initialization: 5.543000 Memcpy Classifiers: 0.548000 Memcpy Instances: 7.680000 Kernel 1: 0.024000 Kernel 2: 93.265999 Copyback: 0.017000 Sum: 0.032000 It 5,Best ac:0.003385 0.866667 fi:0.231999. Ave ac:0.004556,0.009823 Initialization: 5.469000 Memcpy Classifiers: 0.514000 Memcpy Instances: 7.659000 Kernel 1: 0.023000 Kernel 2: 93.171997 Copyback: 0.018000 Sum: 0.042000 It 6,Best ac:0.001301 1.000000 fi:0.099687. Ave ac:0.003265,0.004447 Initialization: 5.649000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.676000 Kernel 1: 0.024000 Kernel 2: 94.484001 Copyback: 0.019000 Sum: 0.041000 It 7,Best ac:0.001301 1.000000 fi:0.099687. Ave ac:0.003285,0.003760 Initialization: 5.518000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.681000 Kernel 1: 0.022000 Kernel 2: 90.751999 Copyback: 0.017000 Sum: 0.027000 It 8,Best ac:0.001301 1.000000 fi:0.099687. Ave ac:0.002887,0.004947 Initialization: 5.533000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.673000 Kernel 1: 0.023000 Kernel 2: 89.704002 Copyback: 0.017000 Sum: 0.034000 It 9,Best ac:0.002083 1.000000 fi:0.099299. Ave ac:0.002544,0.003449 Iteration 10:MDL fitness activated Error 0.099299 TL 0.036346 MDL Theory Length Weight: 0.9106800776 (1) Initialization: 6.109000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.647000 Kernel 1: 0.025000 Kernel 2: 89.617996 Copyback: 0.016000 Sum: 0.032000 It 10,Best ac:0.000781 1.000000 fi:0.132216. Ave ac:0.001785,0.002160 Initialization: 7.972000 Memcpy Classifiers: 0.647000 Memcpy Instances: 10.000000 Kernel 1: 0.024000 Kernel 2: 91.628998 Copyback: 0.017000 Sum: 0.030000 It 11,Best ac:0.000781 1.000000 fi:0.132340. Ave ac:0.002667,0.003343 Initialization: 7.292000 Memcpy Classifiers: 0.424000 Memcpy Instances: 7.689000 Kernel 1: 0.022000 Kernel 2: 88.533997 Copyback: 0.019000 Sum: 0.028000 It 12,Best ac:0.000781 1.000000 fi:0.129184. Ave ac:0.001993,0.002636 Initialization: 5.580000 Memcpy Classifiers: 0.604000 Memcpy Instances: 11.963000 Kernel 1: 0.027000 Kernel 2: 103.021004 Copyback: 0.017000 Sum: 0.027000 It 13,Best ac:0.001302 1.000000 fi:0.129676. Ave ac:0.002574,0.003530 Initialization: 5.741000 Memcpy Classifiers: 0.680000 Memcpy Instances: 11.874000 Kernel 1: 0.023000 Kernel 2: 88.774002 Copyback: 0.017000 Sum: 0.025000 It 14,Best ac:0.000781 1.000000 fi:0.126642. Ave ac:0.002422,0.003362 Initialization: 6.673000 Memcpy Classifiers: 0.416000 Memcpy Instances: 10.763000 Kernel 1: 0.032000 Kernel 2: 89.629997 Copyback: 0.017000 Sum: 0.029000 It 15,Best ac:0.001301 1.000000 fi:0.125600. Ave ac:0.002862,0.004172 Initialization: 5.609000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.664000 Kernel 1: 0.022000 Kernel 2: 103.733002 Copyback: 0.018000 Sum: 0.036000 It 16,Best ac:0.002083 1.000000 fi:0.119747. Ave ac:0.002319,0.003597 Initialization: 7.658000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.649000 Kernel 1: 0.024000 Kernel 2: 90.475998 Copyback: 0.018000 Sum: 0.036000 It 17,Best ac:0.000781 1.000000 fi:0.134109. Ave ac:0.002756,0.004408 Initialization: 5.518000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.684000 Kernel 1: 0.023000 Kernel 2: 89.689003 Copyback: 0.017000 Sum: 0.027000 It 18,Best ac:0.000781 1.000000 fi:0.126642. Ave ac:0.002957,0.004076 Initialization: 5.662000 Memcpy Classifiers: 0.399000 Memcpy Instances: 7.654000 Kernel 1: 0.024000 Kernel 2: 88.661003 Copyback: 0.017000 Sum: 0.025000 It 19,Best ac:0.000781 1.000000 fi:0.130278. Ave ac:0.002701,0.003711 Initialization: 5.616000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.648000 Kernel 1: 0.024000 Kernel 2: 104.492996 Copyback: 0.017000 Sum: 0.029000 It 20,Best ac:0.000781 1.000000 fi:0.132779. Ave ac:0.002081,0.002511 Initialization: 5.526000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.678000 Kernel 1: 0.024000 Kernel 2: 87.540001 Copyback: 0.017000 Sum: 0.032000 It 21,Best ac:0.001041 1.000000 fi:0.126026. Ave ac:0.002720,0.003774 Initialization: 5.663000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.662000 Kernel 1: 0.024000 Kernel 2: 87.220001 Copyback: 0.017000 Sum: 0.057000 It 22,Best ac:0.001301 1.000000 fi:0.120133. Ave ac:0.001968,0.002894 Initialization: 7.397000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.688000 Kernel 1: 0.024000 Kernel 2: 86.134003 Copyback: 0.017000 Sum: 0.026000 It 23,Best ac:0.001041 1.000000 fi:0.128202. Ave ac:0.001811,0.002468 Initialization: 5.920000 Memcpy Classifiers: 0.397000 Memcpy Instances: 11.659000 Kernel 1: 0.024000 Kernel 2: 89.362000 Copyback: 0.017000 Sum: 0.028000 It 24,Best ac:0.000781 1.000000 fi:0.123620. Ave ac:0.002272,0.003498 Initialization: 6.707000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.669000 Kernel 1: 0.023000 Kernel 2: 89.240997 Copyback: 0.017000 Sum: 0.029000 It 25,Best ac:0.001041 1.000000 fi:0.122570. Ave ac:0.002352,0.003749 MDL Theory Length Weight: 0.8196120699 (10) Initialization: 8.219000 Memcpy Classifiers: 0.647000 Memcpy Instances: 11.847000 Kernel 1: 0.023000 Kernel 2: 89.271004 Copyback: 0.018000 Sum: 0.039000 It 26,Best ac:0.000781 1.000000 fi:0.125485. Ave ac:0.002118,0.002557 Initialization: 5.475000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.656000 Kernel 1: 0.024000 Kernel 2: 89.546997 Copyback: 0.018000 Sum: 0.034000 It 27,Best ac:0.000781 1.000000 fi:0.124245. Ave ac:0.002117,0.002914 Initialization: 5.535000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.666000 Kernel 1: 0.023000 Kernel 2: 89.693001 Copyback: 0.018000 Sum: 0.038000 It 28,Best ac:0.001041 1.000000 fi:0.127674. Ave ac:0.002179,0.003889 Initialization: 5.544000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.681000 Kernel 1: 0.023000 Kernel 2: 91.629997 Copyback: 0.017000 Sum: 0.025000 It 29,Best ac:0.001041 1.000000 fi:0.125564. Ave ac:0.001992,0.002946 Initialization: 5.747000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.367000 Kernel 1: 0.033000 Kernel 2: 93.933998 Copyback: 0.017000 Sum: 0.030000 It 30,Best ac:0.001041 1.000000 fi:0.122178. Ave ac:0.002141,0.002743 Initialization: 5.636000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.373000 Kernel 1: 0.031000 Kernel 2: 91.906998 Copyback: 0.017000 Sum: 0.026000 It 31,Best ac:0.000781 1.000000 fi:0.128357. Ave ac:0.002273,0.002945 Initialization: 6.566000 Memcpy Classifiers: 0.623000 Memcpy Instances: 7.651000 Kernel 1: 0.023000 Kernel 2: 92.325996 Copyback: 0.018000 Sum: 0.035000 It 32,Best ac:0.001041 1.000000 fi:0.122616. Ave ac:0.001963,0.002464 Initialization: 5.527000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.694000 Kernel 1: 0.023000 Kernel 2: 105.011002 Copyback: 0.017000 Sum: 0.030000 It 33,Best ac:0.000781 1.000000 fi:0.133464. Ave ac:0.002236,0.002766 Initialization: 31.402000 Memcpy Instances: 443.093994 Memcpy Classifiers: 0.080000 Kernel 1: 0.025000 Kernel 2: 573.265015 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.079000 Kernel 1: 0.013000 Kernel 2: 593.877991 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.114000 Kernel 1: 0.021000 Kernel 2: 584.101990 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.117000 Kernel 1: 0.022000 Kernel 2: 578.942993 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.078000 Kernel 1: 0.013000 Kernel 2: 564.150024 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.101000 Kernel 1: 0.017000 Kernel 2: 599.395020 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.099000 Kernel 1: 0.016000 Kernel 2: 600.280029 Copyback: 0.368000 Sum: 0.001000 Memcpy Classifiers: 0.080000 Kernel 1: 0.015000 Kernel 2: 585.992004 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.078000 Kernel 1: 0.015000 Kernel 2: 598.533020 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.046000 Kernel 1: 0.013000 Kernel 2: 148.341003 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.000880 0.650000 fi:0.475444. Ave ac:0.002193,0.006612 Best acc 0.000880 0.650000 Rule:Att PSSM_-4_12 is [-5.690475,3.690475]|Att PSSM_-4_20 is [-4.852936,4.802580]|Att PSSM_-3_18 is [-3.548573,8.362373]|Att PSSM_-2_7 is [<-0.809528]|Att PSSM_-1_19 is [-6.225869,7.970822]|Att PSSM_0_2 is [<-2.575157]|Att PSSM_0_7 is [<-1.567348]|Att PSSM_1_4 is [<-1.553559]|Att PSSM_2_2 is [<-1.290880]|Att PSSM_2_14 is [>-2.191368]|Att PSSM_3_12 is [-4.183712,-2.395880]|1 Accuracy : 0.788986 0 1 153186 10894 38618 31940 Removed 260 instances. 191804 Instances left. Acc of rule 0.000880-0.650000 Initialization: 5.603000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.644000 Kernel 1: 0.025000 Kernel 2: 95.296997 Copyback: 0.017000 Sum: 0.043000 Initial population average accuracy1:0.005699 accuracy2:0.196093 Initialization: 5.507000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.654000 Kernel 1: 0.023000 Kernel 2: 94.831001 Copyback: 0.017000 Sum: 0.035000 It 0,Best ac:0.000782 1.000000 fi:0.099944. Ave ac:0.006036,0.011704 Initialization: 5.438000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.698000 Kernel 1: 0.023000 Kernel 2: 93.186996 Copyback: 0.016000 Sum: 0.027000 It 1,Best ac:0.001043 1.000000 fi:0.099814. Ave ac:0.005981,0.011101 Initialization: 5.581000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.637000 Kernel 1: 0.024000 Kernel 2: 92.725998 Copyback: 0.017000 Sum: 0.028000 It 2,Best ac:0.001043 0.666667 fi:0.433148. Ave ac:0.005147,0.011155 Initialization: 5.604000 Memcpy Classifiers: 0.467000 Memcpy Instances: 7.641000 Kernel 1: 0.023000 Kernel 2: 92.005997 Copyback: 0.017000 Sum: 0.030000 It 3,Best ac:0.000782 1.000000 fi:0.099944. Ave ac:0.004858,0.008661 Initialization: 7.339000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.652000 Kernel 1: 0.022000 Kernel 2: 92.352997 Copyback: 0.017000 Sum: 0.029000 It 4,Best ac:0.000782 1.000000 fi:0.099944. Ave ac:0.003182,0.005669 Initialization: 5.562000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.644000 Kernel 1: 0.024000 Kernel 2: 90.845001 Copyback: 0.017000 Sum: 0.027000 It 5,Best ac:0.001303 1.000000 fi:0.099684. Ave ac:0.003157,0.006151 Initialization: 6.407000 Memcpy Classifiers: 0.871000 Memcpy Instances: 10.198000 Kernel 1: 0.024000 Kernel 2: 88.531998 Copyback: 0.017000 Sum: 0.029000 It 6,Best ac:0.001043 1.000000 fi:0.099814. Ave ac:0.002818,0.004697 Initialization: 5.582000 Memcpy Classifiers: 0.541000 Memcpy Instances: 7.655000 Kernel 1: 0.024000 Kernel 2: 89.790001 Copyback: 0.017000 Sum: 0.032000 It 7,Best ac:0.001042 1.000000 fi:0.099814. Ave ac:0.003101,0.004848 Initialization: 7.133000 Memcpy Classifiers: 0.521000 Memcpy Instances: 7.663000 Kernel 1: 0.023000 Kernel 2: 89.391998 Copyback: 0.017000 Sum: 0.023000 It 8,Best ac:0.001303 1.000000 fi:0.099684. Ave ac:0.002827,0.004544 Initialization: 7.070000 Memcpy Classifiers: 0.808000 Memcpy Instances: 8.821000 Kernel 1: 0.023000 Kernel 2: 91.030998 Copyback: 0.017000 Sum: 0.030000 It 9,Best ac:0.001304 1.000000 fi:0.099684. Ave ac:0.002582,0.004853 Iteration 10:MDL fitness activated Error 0.099684 TL 0.048951 MDL Theory Length Weight: 0.6788026862 (5) Initialization: 5.613000 Memcpy Classifiers: 0.488000 Memcpy Instances: 7.660000 Kernel 1: 0.023000 Kernel 2: 90.217003 Copyback: 0.017000 Sum: 0.030000 It 10,Best ac:0.000521 1.000000 fi:0.324342. Ave ac:0.002171,0.004211 Initialization: 5.470000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.772000 Kernel 1: 0.023000 Kernel 2: 88.902000 Copyback: 0.017000 Sum: 0.027000 It 11,Best ac:0.000782 1.000000 fi:0.131311. Ave ac:0.003019,0.004851 Initialization: 5.566000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.656000 Kernel 1: 0.024000 Kernel 2: 88.514000 Copyback: 0.016000 Sum: 0.030000 It 12,Best ac:0.000782 1.000000 fi:0.121481. Ave ac:0.002592,0.003808 Initialization: 5.482000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.668000 Kernel 1: 0.024000 Kernel 2: 88.901001 Copyback: 0.017000 Sum: 0.027000 It 13,Best ac:0.001303 1.000000 fi:0.120975. Ave ac:0.002869,0.006282 Initialization: 5.534000 Memcpy Classifiers: 0.504000 Memcpy Instances: 7.667000 Kernel 1: 0.023000 Kernel 2: 87.533997 Copyback: 0.017000 Sum: 0.026000 It 14,Best ac:0.001564 1.000000 fi:0.122014. Ave ac:0.002326,0.003687 Initialization: 5.561000 Memcpy Classifiers: 0.467000 Memcpy Instances: 7.664000 Kernel 1: 0.026000 Kernel 2: 87.708000 Copyback: 0.017000 Sum: 0.029000 It 15,Best ac:0.000782 1.000000 fi:0.131935. Ave ac:0.002260,0.004960 Initialization: 5.519000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.651000 Kernel 1: 0.024000 Kernel 2: 88.750999 Copyback: 0.370000 Sum: 0.032000 It 16,Best ac:0.000782 1.000000 fi:0.118597. Ave ac:0.002890,0.006759 Initialization: 7.130000 Memcpy Classifiers: 0.632000 Memcpy Instances: 10.068000 Kernel 1: 0.024000 Kernel 2: 87.353996 Copyback: 0.017000 Sum: 0.033000 It 17,Best ac:0.001042 1.000000 fi:0.121042. Ave ac:0.004018,0.008370 Initialization: 5.615000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.636000 Kernel 1: 0.024000 Kernel 2: 87.089996 Copyback: 0.016000 Sum: 0.029000 It 18,Best ac:0.000782 1.000000 fi:0.115886. Ave ac:0.003576,0.009104 Initialization: 5.584000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.655000 Kernel 1: 0.024000 Kernel 2: 84.296997 Copyback: 0.017000 Sum: 0.027000 It 19,Best ac:0.001043 1.000000 fi:0.116396. Ave ac:0.003569,0.008113 Initialization: 5.602000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.647000 Kernel 1: 0.023000 Kernel 2: 85.683998 Copyback: 0.017000 Sum: 0.028000 It 20,Best ac:0.000782 1.000000 fi:0.116963. Ave ac:0.003581,0.011069 Initialization: 5.601000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.650000 Kernel 1: 0.024000 Kernel 2: 87.936996 Copyback: 0.017000 Sum: 0.028000 It 21,Best ac:0.000782 1.000000 fi:0.118597. Ave ac:0.003107,0.006790 Initialization: 5.620000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.669000 Kernel 1: 0.023000 Kernel 2: 85.724998 Copyback: 0.017000 Sum: 0.031000 It 22,Best ac:0.001303 1.000000 fi:0.118492. Ave ac:0.002620,0.006647 Initialization: 5.562000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.646000 Kernel 1: 0.024000 Kernel 2: 83.138000 Copyback: 0.017000 Sum: 0.031000 It 23,Best ac:0.000782 1.000000 fi:0.116526. Ave ac:0.002033,0.005160 Initialization: 5.613000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.641000 Kernel 1: 0.024000 Kernel 2: 87.001999 Copyback: 0.017000 Sum: 0.028000 It 24,Best ac:0.000782 1.000000 fi:0.118343. Ave ac:0.002701,0.006401 Initialization: 5.511000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.645000 Kernel 1: 0.025000 Kernel 2: 85.617996 Copyback: 0.017000 Sum: 0.026000 It 25,Best ac:0.000782 1.000000 fi:0.116963. Ave ac:0.002963,0.005249 Initialization: 6.532000 Memcpy Classifiers: 0.417000 Memcpy Instances: 10.303000 Kernel 1: 0.032000 Kernel 2: 86.431999 Copyback: 0.017000 Sum: 0.028000 It 26,Best ac:0.000782 1.000000 fi:0.116708. Ave ac:0.002243,0.004371 Initialization: 5.511000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.691000 Kernel 1: 0.023000 Kernel 2: 86.258003 Copyback: 0.016000 Sum: 0.028000 It 27,Best ac:0.000782 1.000000 fi:0.118879. Ave ac:0.002148,0.004444 MDL Theory Length Weight: 0.6109224176 (10) Initialization: 7.199000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.654000 Kernel 1: 0.024000 Kernel 2: 89.315002 Copyback: 0.017000 Sum: 0.025000 It 28,Best ac:0.001825 1.000000 fi:0.117808. Ave ac:0.002267,0.005576 Initialization: 7.462000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.652000 Kernel 1: 0.023000 Kernel 2: 89.447998 Copyback: 0.017000 Sum: 0.033000 It 29,Best ac:0.000521 1.000000 fi:0.311026. Ave ac:0.002020,0.004855 Initialization: 8.080000 Memcpy Classifiers: 0.516000 Memcpy Instances: 10.992000 Kernel 1: 0.023000 Kernel 2: 86.663002 Copyback: 0.017000 Sum: 0.032000 It 30,Best ac:0.001564 1.000000 fi:0.114678. Ave ac:0.002497,0.005308 Initialization: 7.644000 Memcpy Classifiers: 0.776000 Memcpy Instances: 11.752000 Kernel 1: 0.023000 Kernel 2: 86.416000 Copyback: 0.018000 Sum: 0.032000 It 31,Best ac:0.001303 1.000000 fi:0.112918. Ave ac:0.002704,0.006347 Initialization: 5.519000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.662000 Kernel 1: 0.023000 Kernel 2: 83.999001 Copyback: 0.017000 Sum: 0.026000 It 32,Best ac:0.001304 1.000000 fi:0.112061. Ave ac:0.003166,0.007296 Initialization: 5.615000 Memcpy Classifiers: 0.416000 Memcpy Instances: 10.212000 Kernel 1: 0.023000 Kernel 2: 82.862999 Copyback: 0.017000 Sum: 0.026000 It 33,Best ac:0.001043 1.000000 fi:0.117755. Ave ac:0.002769,0.008909 Initialization: 28.351999 Memcpy Instances: 392.067993 Memcpy Classifiers: 0.083000 Kernel 1: 0.028000 Kernel 2: 566.830994 Copyback: 0.015000 Sum: 0.017000 Memcpy Classifiers: 0.081000 Kernel 1: 0.013000 Kernel 2: 551.896973 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.080000 Kernel 1: 0.012000 Kernel 2: 554.697998 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.081000 Kernel 1: 0.012000 Kernel 2: 567.583984 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.080000 Kernel 1: 0.012000 Kernel 2: 557.927002 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.080000 Kernel 1: 0.012000 Kernel 2: 564.721008 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.081000 Kernel 1: 0.011000 Kernel 2: 578.771973 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.081000 Kernel 1: 0.011000 Kernel 2: 570.585999 Copyback: 0.365000 Sum: 0.006000 Memcpy Classifiers: 0.082000 Kernel 1: 0.018000 Kernel 2: 545.692017 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.048000 Kernel 1: 0.013000 Kernel 2: 137.337997 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.000699 0.556017 fi:0.556347. Ave ac:0.002645,0.009897 Best acc 0.000699 0.556017 Initialization: 5.626000 Memcpy Classifiers: 0.540000 Memcpy Instances: 10.353000 Kernel 1: 0.024000 Kernel 2: 94.783997 Copyback: 0.017000 Sum: 0.041000 Initial population average accuracy1:0.005483 accuracy2:0.204512 Initialization: 5.567000 Memcpy Classifiers: 0.539000 Memcpy Instances: 7.718000 Kernel 1: 0.022000 Kernel 2: 95.678001 Copyback: 0.017000 Sum: 0.046000 It 0,Best ac:0.001043 1.000000 fi:0.099814. Ave ac:0.004643,0.007940 Initialization: 5.509000 Memcpy Classifiers: 0.504000 Memcpy Instances: 7.725000 Kernel 1: 0.023000 Kernel 2: 94.045998 Copyback: 0.016000 Sum: 0.028000 It 1,Best ac:0.001825 0.875000 fi:0.224424. Ave ac:0.005736,0.010667 Initialization: 5.561000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.637000 Kernel 1: 0.024000 Kernel 2: 93.018997 Copyback: 0.017000 Sum: 0.034000 It 2,Best ac:0.000521 1.000000 fi:0.298863. Ave ac:0.004843,0.006868 Initialization: 5.579000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.634000 Kernel 1: 0.024000 Kernel 2: 92.359001 Copyback: 0.017000 Sum: 0.036000 It 3,Best ac:0.000521 1.000000 fi:0.298863. Ave ac:0.005468,0.008322 Initialization: 5.538000 Memcpy Classifiers: 0.467000 Memcpy Instances: 7.646000 Kernel 1: 0.023000 Kernel 2: 90.514999 Copyback: 0.017000 Sum: 0.031000 It 4,Best ac:0.000521 1.000000 fi:0.299770. Ave ac:0.004143,0.007248 Initialization: 5.572000 Memcpy Classifiers: 0.488000 Memcpy Instances: 7.646000 Kernel 1: 0.023000 Kernel 2: 90.105003 Copyback: 0.017000 Sum: 0.029000 It 5,Best ac:0.001303 1.000000 fi:0.099684. Ave ac:0.003791,0.006481 Initialization: 5.451000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.639000 Kernel 1: 0.023000 Kernel 2: 90.065002 Copyback: 0.017000 Sum: 0.029000 It 6,Best ac:0.000782 1.000000 fi:0.099944. Ave ac:0.003052,0.005511 Initialization: 5.623000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.637000 Kernel 1: 0.024000 Kernel 2: 91.092003 Copyback: 0.017000 Sum: 0.028000 It 7,Best ac:0.001303 1.000000 fi:0.099685. Ave ac:0.002993,0.006637 Initialization: 5.577000 Memcpy Classifiers: 0.467000 Memcpy Instances: 7.673000 Kernel 1: 0.023000 Kernel 2: 88.690002 Copyback: 0.017000 Sum: 0.029000 It 8,Best ac:0.001043 1.000000 fi:0.099814. Ave ac:0.002712,0.005526 Initialization: 5.564000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.653000 Kernel 1: 0.023000 Kernel 2: 89.763000 Copyback: 0.016000 Sum: 0.027000 It 9,Best ac:0.001825 0.875000 fi:0.224425. Ave ac:0.002315,0.003848 Iteration 10:MDL fitness activated Error 0.224425 TL 0.034694 MDL Theory Length Weight: 2.1562400705 (5) Initialization: 5.525000 Memcpy Classifiers: 0.449000 Memcpy Instances: 7.654000 Kernel 1: 0.024000 Kernel 2: 89.523003 Copyback: 0.017000 Sum: 0.031000 It 10,Best ac:0.000782 1.000000 fi:0.182126. Ave ac:0.002391,0.003560 Initialization: 5.590000 Memcpy Classifiers: 0.464000 Memcpy Instances: 7.661000 Kernel 1: 0.023000 Kernel 2: 90.884003 Copyback: 0.017000 Sum: 0.027000 It 11,Best ac:0.000782 1.000000 fi:0.176371. Ave ac:0.002966,0.004647 Initialization: 5.513000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.682000 Kernel 1: 0.024000 Kernel 2: 88.003998 Copyback: 0.017000 Sum: 0.027000 It 12,Best ac:0.000782 1.000000 fi:0.163736. Ave ac:0.003412,0.005832 Initialization: 5.580000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.651000 Kernel 1: 0.024000 Kernel 2: 88.350998 Copyback: 0.017000 Sum: 0.032000 It 13,Best ac:0.001824 1.000000 fi:0.159727. Ave ac:0.002280,0.004607 Initialization: 5.533000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.703000 Kernel 1: 0.023000 Kernel 2: 88.411003 Copyback: 0.019000 Sum: 0.044000 It 14,Best ac:0.001042 1.000000 fi:0.172971. Ave ac:0.003109,0.004171 Initialization: 5.581000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.663000 Kernel 1: 0.023000 Kernel 2: 88.953003 Copyback: 0.017000 Sum: 0.035000 It 15,Best ac:0.000782 1.000000 fi:0.136116. Ave ac:0.002912,0.004426 Initialization: 7.812000 Memcpy Classifiers: 0.774000 Memcpy Instances: 11.762000 Kernel 1: 0.023000 Kernel 2: 89.135002 Copyback: 0.017000 Sum: 0.033000 It 16,Best ac:0.001303 1.000000 fi:0.137966. Ave ac:0.002805,0.004208 Initialization: 5.522000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.702000 Kernel 1: 0.022000 Kernel 2: 87.723000 Copyback: 0.017000 Sum: 0.034000 It 17,Best ac:0.000782 1.000000 fi:0.182663. Ave ac:0.003542,0.007088 Initialization: 5.610000 Memcpy Classifiers: 0.441000 Memcpy Instances: 7.637000 Kernel 1: 0.024000 Kernel 2: 86.445999 Copyback: 0.017000 Sum: 0.030000 It 18,Best ac:0.001303 1.000000 fi:0.146789. Ave ac:0.003100,0.005798 Initialization: 5.957000 Memcpy Classifiers: 0.433000 Memcpy Instances: 10.899000 Kernel 1: 0.023000 Kernel 2: 89.163002 Copyback: 0.016000 Sum: 0.029000 It 19,Best ac:0.001303 1.000000 fi:0.140013. Ave ac:0.003326,0.007071 Initialization: 6.544000 Memcpy Classifiers: 0.498000 Memcpy Instances: 9.653000 Kernel 1: 0.032000 Kernel 2: 86.914001 Copyback: 0.017000 Sum: 0.032000 It 20,Best ac:0.002086 1.000000 fi:0.165316. Ave ac:0.003009,0.004169 Initialization: 7.536000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.653000 Kernel 1: 0.024000 Kernel 2: 83.692001 Copyback: 0.018000 Sum: 0.031000 It 21,Best ac:0.000782 1.000000 fi:0.173100. Ave ac:0.003361,0.006791 Initialization: 5.644000 Memcpy Classifiers: 0.362000 Memcpy Instances: 10.617000 Kernel 1: 0.022000 Kernel 2: 82.137001 Copyback: 0.017000 Sum: 0.026000 It 22,Best ac:0.001043 1.000000 fi:0.166005. Ave ac:0.002846,0.004434 Initialization: 5.629000 Memcpy Classifiers: 0.378000 Memcpy Instances: 7.664000 Kernel 1: 0.024000 Kernel 2: 82.178001 Copyback: 0.017000 Sum: 0.029000 It 23,Best ac:0.001043 1.000000 fi:0.152790. Ave ac:0.002338,0.004120 Initialization: 5.578000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.657000 Kernel 1: 0.023000 Kernel 2: 82.371002 Copyback: 0.017000 Sum: 0.029000 It 24,Best ac:0.001564 1.000000 fi:0.147186. Ave ac:0.003385,0.005551 MDL Theory Length Weight: 1.9406160635 (10) Initialization: 5.606000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.647000 Kernel 1: 0.023000 Kernel 2: 80.323997 Copyback: 0.017000 Sum: 0.027000 It 25,Best ac:0.001303 1.000000 fi:0.142676. Ave ac:0.002820,0.004842 Initialization: 5.523000 Memcpy Classifiers: 0.390000 Memcpy Instances: 7.653000 Kernel 1: 0.024000 Kernel 2: 80.537003 Copyback: 0.017000 Sum: 0.029000 It 26,Best ac:0.000782 1.000000 fi:0.140011. Ave ac:0.001975,0.004710 Initialization: 5.442000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.671000 Kernel 1: 0.023000 Kernel 2: 80.263000 Copyback: 0.017000 Sum: 0.034000 It 27,Best ac:0.001043 1.000000 fi:0.145004. Ave ac:0.002334,0.003543 Initialization: 5.620000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.650000 Kernel 1: 0.024000 Kernel 2: 81.601997 Copyback: 0.017000 Sum: 0.041000 It 28,Best ac:0.001042 1.000000 fi:0.159941. Ave ac:0.002462,0.004760 Initialization: 5.536000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.665000 Kernel 1: 0.024000 Kernel 2: 80.678001 Copyback: 0.022000 Sum: 0.040000 It 29,Best ac:0.001043 1.000000 fi:0.155527. Ave ac:0.002218,0.003795 Initialization: 5.555000 Memcpy Classifiers: 0.417000 Memcpy Instances: 7.659000 Kernel 1: 0.022000 Kernel 2: 82.357002 Copyback: 0.017000 Sum: 0.027000 It 30,Best ac:0.000782 1.000000 fi:0.138411. Ave ac:0.002716,0.004442 Initialization: 5.566000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.648000 Kernel 1: 0.023000 Kernel 2: 81.169998 Copyback: 0.017000 Sum: 0.031000 It 31,Best ac:0.001304 1.000000 fi:0.140622. Ave ac:0.002277,0.003441 Initialization: 6.456000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.683000 Kernel 1: 0.022000 Kernel 2: 81.426003 Copyback: 0.017000 Sum: 0.029000 It 32,Best ac:0.000782 1.000000 fi:0.147277. Ave ac:0.002855,0.005744 Initialization: 5.612000 Memcpy Classifiers: 0.555000 Memcpy Instances: 9.537000 Kernel 1: 0.023000 Kernel 2: 83.175003 Copyback: 0.017000 Sum: 0.028000 It 33,Best ac:0.000782 1.000000 fi:0.146622. Ave ac:0.002683,0.004664 Initialization: 28.281000 Memcpy Instances: 385.563995 Memcpy Classifiers: 0.084000 Kernel 1: 0.023000 Kernel 2: 553.945007 Copyback: 0.364000 Sum: 0.015000 Memcpy Classifiers: 0.083000 Kernel 1: 0.017000 Kernel 2: 539.939026 Copyback: 0.016000 Sum: 0.004000 Memcpy Classifiers: 0.083000 Kernel 1: 0.015000 Kernel 2: 532.442993 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.079000 Kernel 1: 0.012000 Kernel 2: 543.515015 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.080000 Kernel 1: 0.013000 Kernel 2: 556.903992 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.080000 Kernel 1: 0.012000 Kernel 2: 563.398010 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.080000 Kernel 1: 0.012000 Kernel 2: 555.030029 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.080000 Kernel 1: 0.012000 Kernel 2: 541.487000 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.080000 Kernel 1: 0.013000 Kernel 2: 557.137024 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.047000 Kernel 1: 0.012000 Kernel 2: 132.403000 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.007085 0.547322 fi:0.596528. Ave ac:0.002482,0.008386 Best acc 0.007085 0.547322 Rule:Att PSSM_-4_11 is [<3.146807]|Att PSSM_-3_7 is [<1.522209]|Att PSSM_-2_1 is [<5.102079]|Att PSSM_-1_6 is [<1.120595]|Att PSSM_0_4 is [-7.614286,-4.204200]|Att PSSM_0_9 is [<-4.511233]|Att PSSM_0_18 is [>-2.608828]|Att PSSM_3_20 is [>-1.455467]|1 Accuracy : 0.789101 0 1 153079 11001 38484 32074 Removed 241 instances. 191563 Instances left. Acc of rule 0.000699-0.556017 Initialization: 5.799000 Memcpy Classifiers: 0.558000 Memcpy Instances: 7.652000 Kernel 1: 0.026000 Kernel 2: 94.394997 Copyback: 0.017000 Sum: 0.041000 Initial population average accuracy1:0.005202 accuracy2:0.201172 Initialization: 5.538000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.655000 Kernel 1: 0.024000 Kernel 2: 94.324997 Copyback: 0.017000 Sum: 0.050000 It 0,Best ac:0.001305 0.555556 fi:0.544127. Ave ac:0.005306,0.011534 Initialization: 5.613000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.643000 Kernel 1: 0.021000 Kernel 2: 90.964996 Copyback: 0.017000 Sum: 0.030000 It 1,Best ac:0.000783 1.000000 fi:0.099943. Ave ac:0.004924,0.009138 Initialization: 5.574000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.625000 Kernel 1: 0.023000 Kernel 2: 89.126999 Copyback: 0.017000 Sum: 0.036000 It 2,Best ac:0.001044 1.000000 fi:0.099812. Ave ac:0.004709,0.008384 Initialization: 5.579000 Memcpy Classifiers: 0.486000 Memcpy Instances: 7.646000 Kernel 1: 0.024000 Kernel 2: 89.376999 Copyback: 0.017000 Sum: 0.033000 It 3,Best ac:0.001044 1.000000 fi:0.099812. Ave ac:0.004712,0.008111 Initialization: 5.577000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.654000 Kernel 1: 0.025000 Kernel 2: 88.553001 Copyback: 0.017000 Sum: 0.027000 It 4,Best ac:0.001827 0.777778 fi:0.321644. Ave ac:0.004084,0.006889 Initialization: 5.595000 Memcpy Classifiers: 0.504000 Memcpy Instances: 7.672000 Kernel 1: 0.023000 Kernel 2: 86.434998 Copyback: 0.016000 Sum: 0.028000 It 5,Best ac:0.001566 1.000000 fi:0.099552. Ave ac:0.003723,0.006758 Initialization: 5.533000 Memcpy Classifiers: 0.544000 Memcpy Instances: 7.643000 Kernel 1: 0.024000 Kernel 2: 84.658997 Copyback: 0.017000 Sum: 0.029000 It 6,Best ac:0.000783 1.000000 fi:0.099943. Ave ac:0.003111,0.004893 Initialization: 5.555000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.632000 Kernel 1: 0.024000 Kernel 2: 83.867996 Copyback: 0.017000 Sum: 0.030000 It 7,Best ac:0.001566 0.857143 fi:0.242409. Ave ac:0.003558,0.005794 Initialization: 7.489000 Memcpy Classifiers: 0.415000 Memcpy Instances: 11.091000 Kernel 1: 0.023000 Kernel 2: 81.250999 Copyback: 0.017000 Sum: 0.032000 It 8,Best ac:0.001566 1.000000 fi:0.099552. Ave ac:0.003342,0.005022 Initialization: 5.592000 Memcpy Classifiers: 0.447000 Memcpy Instances: 7.698000 Kernel 1: 0.023000 Kernel 2: 79.783997 Copyback: 0.017000 Sum: 0.030000 It 9,Best ac:0.001566 1.000000 fi:0.099552. Ave ac:0.003215,0.004845 Iteration 10:MDL fitness activated Error 0.099552 TL 0.031967 MDL Theory Length Weight: 1.0380638286 (5) Initialization: 5.558000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.629000 Kernel 1: 0.023000 Kernel 2: 76.918999 Copyback: 0.017000 Sum: 0.033000 It 10,Best ac:0.001566 1.000000 fi:0.126487. Ave ac:0.002451,0.004196 Initialization: 5.522000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.659000 Kernel 1: 0.023000 Kernel 2: 72.849998 Copyback: 0.017000 Sum: 0.028000 It 11,Best ac:0.000783 1.000000 fi:0.126288. Ave ac:0.002104,0.004588 Initialization: 5.513000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.663000 Kernel 1: 0.023000 Kernel 2: 75.234001 Copyback: 0.017000 Sum: 0.029000 It 12,Best ac:0.001044 1.000000 fi:0.117120. Ave ac:0.003463,0.006065 Initialization: 5.549000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.638000 Kernel 1: 0.024000 Kernel 2: 73.974998 Copyback: 0.017000 Sum: 0.027000 It 13,Best ac:0.001044 1.000000 fi:0.128593. Ave ac:0.002986,0.005223 Initialization: 5.580000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.627000 Kernel 1: 0.023000 Kernel 2: 74.600998 Copyback: 0.018000 Sum: 0.030000 It 14,Best ac:0.002088 1.000000 fi:0.127590. Ave ac:0.002721,0.005428 Initialization: 5.618000 Memcpy Classifiers: 0.378000 Memcpy Instances: 10.255000 Kernel 1: 0.024000 Kernel 2: 76.568001 Copyback: 0.017000 Sum: 0.027000 It 15,Best ac:0.000783 1.000000 fi:0.131470. Ave ac:0.003136,0.004036 Initialization: 5.555000 Memcpy Classifiers: 0.360000 Memcpy Instances: 7.693000 Kernel 1: 0.023000 Kernel 2: 77.968002 Copyback: 0.016000 Sum: 0.029000 It 16,Best ac:0.001044 1.000000 fi:0.129708. Ave ac:0.002246,0.003393 Initialization: 5.626000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.641000 Kernel 1: 0.022000 Kernel 2: 77.803001 Copyback: 0.017000 Sum: 0.027000 It 17,Best ac:0.000783 1.000000 fi:0.121883. Ave ac:0.003072,0.004430 Initialization: 5.592000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.642000 Kernel 1: 0.023000 Kernel 2: 78.385002 Copyback: 0.017000 Sum: 0.024000 It 18,Best ac:0.001044 1.000000 fi:0.130239. Ave ac:0.002030,0.004929 Initialization: 5.586000 Memcpy Classifiers: 0.376000 Memcpy Instances: 7.628000 Kernel 1: 0.024000 Kernel 2: 75.236000 Copyback: 0.017000 Sum: 0.027000 It 19,Best ac:0.000783 1.000000 fi:0.127850. Ave ac:0.002524,0.003805 Initialization: 5.581000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.622000 Kernel 1: 0.024000 Kernel 2: 74.760002 Copyback: 0.017000 Sum: 0.030000 It 20,Best ac:0.000783 1.000000 fi:0.125502. Ave ac:0.003452,0.006175 Initialization: 6.387000 Memcpy Classifiers: 0.362000 Memcpy Instances: 10.983000 Kernel 1: 0.031000 Kernel 2: 74.264000 Copyback: 0.017000 Sum: 0.029000 It 21,Best ac:0.000783 1.000000 fi:0.124838. Ave ac:0.002515,0.003953 MDL Theory Length Weight: 0.9342574457 (10) Initialization: 5.443000 Memcpy Classifiers: 0.351000 Memcpy Instances: 10.396000 Kernel 1: 0.023000 Kernel 2: 74.716003 Copyback: 0.017000 Sum: 0.026000 It 22,Best ac:0.000783 1.000000 fi:0.128098. Ave ac:0.002114,0.003171 Initialization: 5.554000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.677000 Kernel 1: 0.023000 Kernel 2: 74.640999 Copyback: 0.016000 Sum: 0.027000 It 23,Best ac:0.001567 1.000000 fi:0.120522. Ave ac:0.002817,0.004004 Initialization: 5.566000 Memcpy Classifiers: 0.378000 Memcpy Instances: 7.649000 Kernel 1: 0.024000 Kernel 2: 73.741997 Copyback: 0.017000 Sum: 0.027000 It 24,Best ac:0.001044 1.000000 fi:0.119852. Ave ac:0.002112,0.002856 Initialization: 5.579000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.647000 Kernel 1: 0.024000 Kernel 2: 73.114998 Copyback: 0.017000 Sum: 0.026000 It 25,Best ac:0.000783 1.000000 fi:0.124185. Ave ac:0.001593,0.002360 Initialization: 5.549000 Memcpy Classifiers: 0.421000 Memcpy Instances: 7.632000 Kernel 1: 0.024000 Kernel 2: 75.209000 Copyback: 0.017000 Sum: 0.030000 It 26,Best ac:0.001044 1.000000 fi:0.126407. Ave ac:0.002386,0.003446 Initialization: 5.556000 Memcpy Classifiers: 0.427000 Memcpy Instances: 7.650000 Kernel 1: 0.024000 Kernel 2: 75.084999 Copyback: 0.016000 Sum: 0.029000 It 27,Best ac:0.001044 1.000000 fi:0.115390. Ave ac:0.001947,0.002591 Initialization: 5.944000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.627000 Kernel 1: 0.024000 Kernel 2: 74.519997 Copyback: 0.017000 Sum: 0.031000 It 28,Best ac:0.001044 1.000000 fi:0.125656. Ave ac:0.002174,0.003486 Initialization: 5.610000 Memcpy Classifiers: 0.401000 Memcpy Instances: 7.698000 Kernel 1: 0.022000 Kernel 2: 74.566002 Copyback: 0.017000 Sum: 0.027000 It 29,Best ac:0.001044 1.000000 fi:0.125716. Ave ac:0.001584,0.002042 Initialization: 5.566000 Memcpy Classifiers: 0.360000 Memcpy Instances: 7.641000 Kernel 1: 0.024000 Kernel 2: 73.599998 Copyback: 0.017000 Sum: 0.026000 It 30,Best ac:0.000783 1.000000 fi:0.124786. Ave ac:0.002166,0.002396 Initialization: 5.564000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.634000 Kernel 1: 0.023000 Kernel 2: 74.625000 Copyback: 0.017000 Sum: 0.031000 It 31,Best ac:0.000783 1.000000 fi:0.119983. Ave ac:0.001997,0.002896 Initialization: 5.526000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.678000 Kernel 1: 0.023000 Kernel 2: 73.738998 Copyback: 0.017000 Sum: 0.025000 It 32,Best ac:0.001305 1.000000 fi:0.119723. Ave ac:0.001746,0.002687 Initialization: 5.585000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.663000 Kernel 1: 0.024000 Kernel 2: 74.945000 Copyback: 0.018000 Sum: 0.027000 It 33,Best ac:0.001567 1.000000 fi:0.120997. Ave ac:0.002057,0.003200 Initialization: 29.139000 Memcpy Instances: 392.816010 Memcpy Classifiers: 0.078000 Kernel 1: 0.025000 Kernel 2: 499.076996 Copyback: 0.015000 Sum: 0.017000 Memcpy Classifiers: 0.079000 Kernel 1: 0.013000 Kernel 2: 495.251007 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.077000 Kernel 1: 0.013000 Kernel 2: 498.695007 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.078000 Kernel 1: 0.013000 Kernel 2: 516.219971 Copyback: 0.370000 Sum: 0.001000 Memcpy Classifiers: 0.077000 Kernel 1: 0.012000 Kernel 2: 510.984009 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.077000 Kernel 1: 0.012000 Kernel 2: 500.122986 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.080000 Kernel 1: 0.012000 Kernel 2: 507.781006 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.078000 Kernel 1: 0.012000 Kernel 2: 502.722992 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.100000 Kernel 1: 0.015000 Kernel 2: 509.433014 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.048000 Kernel 1: 0.013000 Kernel 2: 142.089005 Copyback: 0.015000 Sum: 0.000000 It 34,Best ac:0.000809 0.612648 fi:0.513184. Ave ac:0.001677,0.005530 Best acc 0.000809 0.612648 Initialization: 5.579000 Memcpy Classifiers: 0.641000 Memcpy Instances: 9.534000 Kernel 1: 0.034000 Kernel 2: 95.943001 Copyback: 0.017000 Sum: 0.041000 Initial population average accuracy1:0.005533 accuracy2:0.198284 Initialization: 5.539000 Memcpy Classifiers: 0.531000 Memcpy Instances: 9.744000 Kernel 1: 0.023000 Kernel 2: 95.086998 Copyback: 0.018000 Sum: 0.055000 It 0,Best ac:0.000522 1.000000 fi:0.297041. Ave ac:0.005748,0.010617 Initialization: 5.572000 Memcpy Classifiers: 0.540000 Memcpy Instances: 8.312000 Kernel 1: 0.033000 Kernel 2: 95.198997 Copyback: 0.016000 Sum: 0.028000 It 1,Best ac:0.000522 1.000000 fi:0.296127. Ave ac:0.005625,0.010559 Initialization: 5.474000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.708000 Kernel 1: 0.023000 Kernel 2: 91.723999 Copyback: 0.016000 Sum: 0.031000 It 2,Best ac:0.000783 1.000000 fi:0.099943. Ave ac:0.004738,0.008833 Initialization: 5.556000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.645000 Kernel 1: 0.024000 Kernel 2: 91.494003 Copyback: 0.017000 Sum: 0.029000 It 3,Best ac:0.001567 1.000000 fi:0.099551. Ave ac:0.003944,0.007083 Initialization: 5.541000 Memcpy Classifiers: 0.454000 Memcpy Instances: 7.656000 Kernel 1: 0.022000 Kernel 2: 90.359001 Copyback: 0.017000 Sum: 0.030000 It 4,Best ac:0.001044 1.000000 fi:0.099812. Ave ac:0.003289,0.006250 Initialization: 5.523000 Memcpy Classifiers: 0.467000 Memcpy Instances: 7.668000 Kernel 1: 0.023000 Kernel 2: 90.735001 Copyback: 0.017000 Sum: 0.033000 It 5,Best ac:0.001044 1.000000 fi:0.099812. Ave ac:0.003587,0.006700 Initialization: 5.556000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.671000 Kernel 1: 0.023000 Kernel 2: 89.714996 Copyback: 0.016000 Sum: 0.032000 It 6,Best ac:0.000783 1.000000 fi:0.099942. Ave ac:0.003160,0.005280 Initialization: 5.618000 Memcpy Classifiers: 0.486000 Memcpy Instances: 7.642000 Kernel 1: 0.024000 Kernel 2: 92.193001 Copyback: 0.017000 Sum: 0.027000 It 7,Best ac:0.002088 1.000000 fi:0.099291. Ave ac:0.002808,0.005361 Initialization: 5.572000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.640000 Kernel 1: 0.023000 Kernel 2: 91.292999 Copyback: 0.016000 Sum: 0.029000 It 8,Best ac:0.001305 1.000000 fi:0.099682. Ave ac:0.002355,0.004830 Initialization: 5.595000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.628000 Kernel 1: 0.024000 Kernel 2: 88.649002 Copyback: 0.017000 Sum: 0.031000 It 9,Best ac:0.001044 1.000000 fi:0.099812. Ave ac:0.002304,0.005263 Iteration 10:MDL fitness activated Error 0.099812 TL 0.046950 MDL Theory Length Weight: 0.7086478788 (3) Initialization: 5.571000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.636000 Kernel 1: 0.024000 Kernel 2: 87.768997 Copyback: 0.017000 Sum: 0.027000 It 10,Best ac:0.001305 1.000000 fi:0.133814. Ave ac:0.002161,0.003800 Initialization: 5.557000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.637000 Kernel 1: 0.024000 Kernel 2: 89.119003 Copyback: 0.017000 Sum: 0.029000 It 11,Best ac:0.000783 1.000000 fi:0.124968. Ave ac:0.002750,0.005677 Initialization: 5.595000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.644000 Kernel 1: 0.024000 Kernel 2: 88.366997 Copyback: 0.017000 Sum: 0.032000 It 12,Best ac:0.001044 1.000000 fi:0.119651. Ave ac:0.002569,0.004690 Initialization: 5.518000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.626000 Kernel 1: 0.024000 Kernel 2: 83.386002 Copyback: 0.017000 Sum: 0.041000 It 13,Best ac:0.000783 1.000000 fi:0.121374. Ave ac:0.002474,0.004899 Initialization: 5.559000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.663000 Kernel 1: 0.023000 Kernel 2: 85.467003 Copyback: 0.016000 Sum: 0.032000 It 14,Best ac:0.001044 1.000000 fi:0.123439. Ave ac:0.003615,0.008278 Initialization: 5.842000 Memcpy Classifiers: 0.447000 Memcpy Instances: 7.629000 Kernel 1: 0.023000 Kernel 2: 85.429001 Copyback: 0.017000 Sum: 0.029000 It 15,Best ac:0.001305 0.833333 fi:0.293587. Ave ac:0.002924,0.006555 Initialization: 6.772000 Memcpy Classifiers: 0.564000 Memcpy Instances: 8.922000 Kernel 1: 0.030000 Kernel 2: 83.973000 Copyback: 0.017000 Sum: 0.030000 It 16,Best ac:0.000783 1.000000 fi:0.121847. Ave ac:0.002436,0.005213 Initialization: 7.318000 Memcpy Classifiers: 0.435000 Memcpy Instances: 11.866000 Kernel 1: 0.023000 Kernel 2: 86.077003 Copyback: 0.017000 Sum: 0.028000 It 17,Best ac:0.001044 1.000000 fi:0.117739. Ave ac:0.002508,0.004972 Initialization: 7.074000 Memcpy Classifiers: 0.672000 Memcpy Instances: 10.064000 Kernel 1: 0.024000 Kernel 2: 84.009003 Copyback: 0.017000 Sum: 0.026000 It 18,Best ac:0.000783 1.000000 fi:0.118713. Ave ac:0.002285,0.003588 Initialization: 5.559000 Memcpy Classifiers: 0.450000 Memcpy Instances: 10.396000 Kernel 1: 0.023000 Kernel 2: 83.721001 Copyback: 0.017000 Sum: 0.027000 It 19,Best ac:0.000783 1.000000 fi:0.114455. Ave ac:0.001551,0.002801 Initialization: 5.556000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.665000 Kernel 1: 0.023000 Kernel 2: 83.434998 Copyback: 0.016000 Sum: 0.033000 It 20,Best ac:0.001044 1.000000 fi:0.111892. Ave ac:0.001820,0.005032 Initialization: 5.593000 Memcpy Classifiers: 0.436000 Memcpy Instances: 7.645000 Kernel 1: 0.021000 Kernel 2: 81.563004 Copyback: 0.017000 Sum: 0.036000 It 21,Best ac:0.000783 1.000000 fi:0.117833. Ave ac:0.001734,0.002923 Initialization: 5.553000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.648000 Kernel 1: 0.024000 Kernel 2: 76.684998 Copyback: 0.371000 Sum: 0.030000 It 22,Best ac:0.001567 1.000000 fi:0.118069. Ave ac:0.002199,0.005020 Initialization: 5.538000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.625000 Kernel 1: 0.024000 Kernel 2: 74.278000 Copyback: 0.017000 Sum: 0.032000 It 23,Best ac:0.000783 1.000000 fi:0.115820. Ave ac:0.001867,0.002779 Initialization: 5.585000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.663000 Kernel 1: 0.023000 Kernel 2: 73.431000 Copyback: 0.017000 Sum: 0.034000 It 24,Best ac:0.001305 1.000000 fi:0.117308. Ave ac:0.002415,0.005721 Initialization: 5.555000 Memcpy Classifiers: 0.432000 Memcpy Instances: 7.655000 Kernel 1: 0.023000 Kernel 2: 75.142998 Copyback: 0.016000 Sum: 0.029000 It 25,Best ac:0.000783 1.000000 fi:0.117546. Ave ac:0.002189,0.003833 Initialization: 7.369000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.639000 Kernel 1: 0.023000 Kernel 2: 74.896004 Copyback: 0.017000 Sum: 0.027000 It 26,Best ac:0.001044 1.000000 fi:0.117249. Ave ac:0.002707,0.005029 Initialization: 5.728000 Memcpy Classifiers: 0.744000 Memcpy Instances: 11.280000 Kernel 1: 0.025000 Kernel 2: 75.446999 Copyback: 0.017000 Sum: 0.028000 It 27,Best ac:0.001305 1.000000 fi:0.123701. Ave ac:0.002842,0.006612 Initialization: 5.613000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.642000 Kernel 1: 0.024000 Kernel 2: 74.691002 Copyback: 0.017000 Sum: 0.027000 It 28,Best ac:0.000783 1.000000 fi:0.122069. Ave ac:0.003188,0.007698 Initialization: 5.549000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.642000 Kernel 1: 0.024000 Kernel 2: 75.035004 Copyback: 0.017000 Sum: 0.031000 It 29,Best ac:0.000783 1.000000 fi:0.120044. Ave ac:0.003495,0.008906 MDL Theory Length Weight: 0.6377830910 (10) Initialization: 5.558000 Memcpy Classifiers: 0.378000 Memcpy Instances: 7.641000 Kernel 1: 0.023000 Kernel 2: 72.969002 Copyback: 0.017000 Sum: 0.031000 It 30,Best ac:0.000783 1.000000 fi:0.115367. Ave ac:0.003425,0.009594 Initialization: 5.560000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.644000 Kernel 1: 0.024000 Kernel 2: 74.252998 Copyback: 0.017000 Sum: 0.027000 It 31,Best ac:0.000783 1.000000 fi:0.115131. Ave ac:0.003700,0.006518 Initialization: 5.686000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.638000 Kernel 1: 0.024000 Kernel 2: 74.091003 Copyback: 0.017000 Sum: 0.027000 It 32,Best ac:0.001566 1.000000 fi:0.115554. Ave ac:0.003512,0.005791 Initialization: 5.582000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.214000 Kernel 1: 0.031000 Kernel 2: 74.749001 Copyback: 0.017000 Sum: 0.029000 It 33,Best ac:0.000783 1.000000 fi:0.116252. Ave ac:0.003485,0.005765 Initialization: 33.192001 Memcpy Instances: 415.811005 Memcpy Classifiers: 0.083000 Kernel 1: 0.026000 Kernel 2: 523.052979 Copyback: 0.016000 Sum: 0.021000 Memcpy Classifiers: 0.123000 Kernel 1: 0.023000 Kernel 2: 519.609009 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.080000 Kernel 1: 0.014000 Kernel 2: 519.791992 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.081000 Kernel 1: 0.012000 Kernel 2: 538.081970 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.080000 Kernel 1: 0.012000 Kernel 2: 516.601013 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.081000 Kernel 1: 0.012000 Kernel 2: 527.460999 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.080000 Kernel 1: 0.012000 Kernel 2: 515.763000 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.081000 Kernel 1: 0.012000 Kernel 2: 517.810974 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.081000 Kernel 1: 0.012000 Kernel 2: 529.924011 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.047000 Kernel 1: 0.013000 Kernel 2: 137.306000 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.000856 0.592058 fi:0.525703. Ave ac:0.003134,0.010145 Best acc 0.000856 0.592058 Rule:Att PSSM_-4_4 is [<-1.556423]|Att PSSM_-2_12 is [-6.277241,-1.220641]|Att PSSM_-1_10 is [>-0.840942]|Att PSSM_-1_19 is [<5.367521]|Att PSSM_0_7 is [<-3.275978]|Att PSSM_0_12 is [-6.448924,6.711367]|Att PSSM_1_15 is [-6.947033,-1.052967]|Att PSSM_1_16 is [>-5.731270]|Att PSSM_2_16 is [<1.301298]|Att PSSM_3_4 is [<-1.685950]|Att PSSM_4_12 is [<0.845398]|1 Accuracy : 0.789344 0 1 152981 11099 38329 32229 Removed 253 instances. 191310 Instances left. Acc of rule 0.000809-0.612648 Initialization: 5.760000 Memcpy Classifiers: 0.514000 Memcpy Instances: 7.619000 Kernel 1: 0.026000 Kernel 2: 94.179001 Copyback: 0.017000 Sum: 0.041000 Initial population average accuracy1:0.004751 accuracy2:0.194041 Initialization: 5.515000 Memcpy Classifiers: 0.556000 Memcpy Instances: 7.635000 Kernel 1: 0.024000 Kernel 2: 94.362999 Copyback: 0.017000 Sum: 0.051000 It 0,Best ac:0.000784 1.000000 fi:0.099941. Ave ac:0.004837,0.009440 Initialization: 5.525000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.642000 Kernel 1: 0.023000 Kernel 2: 96.516998 Copyback: 0.017000 Sum: 0.026000 It 1,Best ac:0.000523 1.000000 fi:0.293371. Ave ac:0.004847,0.008198 Initialization: 5.592000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.618000 Kernel 1: 0.024000 Kernel 2: 95.259003 Copyback: 0.017000 Sum: 0.029000 It 2,Best ac:0.000523 1.000000 fi:0.294292. Ave ac:0.004934,0.008098 Initialization: 5.549000 Memcpy Classifiers: 0.540000 Memcpy Instances: 7.627000 Kernel 1: 0.023000 Kernel 2: 95.936996 Copyback: 0.017000 Sum: 0.028000 It 3,Best ac:0.000784 1.000000 fi:0.099941. Ave ac:0.004662,0.007568 Initialization: 5.513000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.638000 Kernel 1: 0.023000 Kernel 2: 97.171997 Copyback: 0.017000 Sum: 0.036000 It 4,Best ac:0.000523 1.000000 fi:0.294292. Ave ac:0.004061,0.007494 Initialization: 5.576000 Memcpy Classifiers: 0.558000 Memcpy Instances: 7.613000 Kernel 1: 0.024000 Kernel 2: 94.415001 Copyback: 0.018000 Sum: 0.042000 It 5,Best ac:0.000523 1.000000 fi:0.293371. Ave ac:0.004374,0.006031 Initialization: 5.512000 Memcpy Classifiers: 0.504000 Memcpy Instances: 7.639000 Kernel 1: 0.024000 Kernel 2: 91.224998 Copyback: 0.017000 Sum: 0.036000 It 6,Best ac:0.000523 1.000000 fi:0.293371. Ave ac:0.004090,0.006320 Initialization: 5.525000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.664000 Kernel 1: 0.023000 Kernel 2: 89.686996 Copyback: 0.017000 Sum: 0.032000 It 7,Best ac:0.000784 1.000000 fi:0.099941. Ave ac:0.004242,0.005879 Initialization: 5.521000 Memcpy Classifiers: 0.458000 Memcpy Instances: 7.637000 Kernel 1: 0.023000 Kernel 2: 90.436996 Copyback: 0.016000 Sum: 0.032000 It 8,Best ac:0.001307 1.000000 fi:0.099680. Ave ac:0.003548,0.005615 Initialization: 5.586000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.614000 Kernel 1: 0.024000 Kernel 2: 89.416000 Copyback: 0.017000 Sum: 0.029000 It 9,Best ac:0.000784 1.000000 fi:0.099941. Ave ac:0.003111,0.004080 Iteration 10:MDL fitness activated Error 0.099941 TL 0.047110 MDL Theory Length Weight: 0.7071439069 (2) Initialization: 7.813000 Memcpy Classifiers: 0.469000 Memcpy Instances: 9.849000 Kernel 1: 0.029000 Kernel 2: 89.876999 Copyback: 0.018000 Sum: 0.041000 It 10,Best ac:0.001046 1.000000 fi:0.124553. Ave ac:0.003153,0.004074 Initialization: 6.076000 Memcpy Classifiers: 0.433000 Memcpy Instances: 9.994000 Kernel 1: 0.024000 Kernel 2: 91.696999 Copyback: 0.018000 Sum: 0.036000 It 11,Best ac:0.000784 1.000000 fi:0.124274. Ave ac:0.002500,0.003948 Initialization: 6.510000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.626000 Kernel 1: 0.024000 Kernel 2: 88.699997 Copyback: 0.017000 Sum: 0.033000 It 12,Best ac:0.001307 1.000000 fi:0.122208. Ave ac:0.002510,0.003235 Initialization: 5.865000 Memcpy Classifiers: 0.455000 Memcpy Instances: 7.652000 Kernel 1: 0.023000 Kernel 2: 89.820000 Copyback: 0.017000 Sum: 0.031000 It 13,Best ac:0.000784 1.000000 fi:0.122184. Ave ac:0.002372,0.003178 Initialization: 6.622000 Memcpy Classifiers: 0.839000 Memcpy Instances: 8.928000 Kernel 1: 0.023000 Kernel 2: 85.392998 Copyback: 0.018000 Sum: 0.046000 It 14,Best ac:0.001307 1.000000 fi:0.123750. Ave ac:0.002519,0.003306 Initialization: 5.547000 Memcpy Classifiers: 0.480000 Memcpy Instances: 10.878000 Kernel 1: 0.023000 Kernel 2: 85.566002 Copyback: 0.017000 Sum: 0.036000 It 15,Best ac:0.000784 1.000000 fi:0.132344. Ave ac:0.002405,0.003709 Initialization: 5.581000 Memcpy Classifiers: 0.523000 Memcpy Instances: 10.917000 Kernel 1: 0.023000 Kernel 2: 85.043999 Copyback: 0.017000 Sum: 0.031000 It 16,Best ac:0.001045 1.000000 fi:0.122243. Ave ac:0.002458,0.003802 Initialization: 6.549000 Memcpy Classifiers: 0.565000 Memcpy Instances: 9.042000 Kernel 1: 0.026000 Kernel 2: 81.308998 Copyback: 0.017000 Sum: 0.044000 It 17,Best ac:0.000784 1.000000 fi:0.123834. Ave ac:0.001990,0.003262 Initialization: 6.855000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.624000 Kernel 1: 0.023000 Kernel 2: 87.626999 Copyback: 0.017000 Sum: 0.037000 It 18,Best ac:0.000784 1.000000 fi:0.126177. Ave ac:0.002687,0.003919 Initialization: 7.252000 Memcpy Classifiers: 0.775000 Memcpy Instances: 12.017000 Kernel 1: 0.027000 Kernel 2: 86.924004 Copyback: 0.017000 Sum: 0.029000 It 19,Best ac:0.000784 1.000000 fi:0.116696. Ave ac:0.002718,0.004234 Initialization: 5.665000 Memcpy Classifiers: 0.437000 Memcpy Instances: 7.637000 Kernel 1: 0.024000 Kernel 2: 88.230003 Copyback: 0.017000 Sum: 0.030000 It 20,Best ac:0.000784 1.000000 fi:0.123643. Ave ac:0.002396,0.003809 Initialization: 5.580000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.641000 Kernel 1: 0.023000 Kernel 2: 87.306000 Copyback: 0.017000 Sum: 0.028000 It 21,Best ac:0.000784 1.000000 fi:0.118396. Ave ac:0.002492,0.003157 Initialization: 5.517000 Memcpy Classifiers: 0.486000 Memcpy Instances: 7.637000 Kernel 1: 0.023000 Kernel 2: 86.600998 Copyback: 0.017000 Sum: 0.032000 It 22,Best ac:0.000784 1.000000 fi:0.118444. Ave ac:0.002604,0.004023 Initialization: 5.527000 Memcpy Classifiers: 0.504000 Memcpy Instances: 7.618000 Kernel 1: 0.024000 Kernel 2: 87.995003 Copyback: 0.017000 Sum: 0.030000 It 23,Best ac:0.000784 1.000000 fi:0.123359. Ave ac:0.002273,0.003535 Initialization: 5.550000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.620000 Kernel 1: 0.023000 Kernel 2: 85.620003 Copyback: 0.016000 Sum: 0.029000 It 24,Best ac:0.001045 1.000000 fi:0.129405. Ave ac:0.002696,0.003756 Initialization: 5.580000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.616000 Kernel 1: 0.023000 Kernel 2: 86.692001 Copyback: 0.017000 Sum: 0.027000 It 25,Best ac:0.000784 1.000000 fi:0.120747. Ave ac:0.002698,0.004130 Initialization: 5.538000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.637000 Kernel 1: 0.023000 Kernel 2: 86.778000 Copyback: 0.016000 Sum: 0.026000 It 26,Best ac:0.001307 1.000000 fi:0.122516. Ave ac:0.002105,0.003212 Initialization: 5.567000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.635000 Kernel 1: 0.023000 Kernel 2: 87.175003 Copyback: 0.017000 Sum: 0.032000 It 27,Best ac:0.000784 1.000000 fi:0.121028. Ave ac:0.002158,0.002782 Initialization: 5.615000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.638000 Kernel 1: 0.024000 Kernel 2: 86.769997 Copyback: 0.017000 Sum: 0.025000 It 28,Best ac:0.001568 1.000000 fi:0.120472. Ave ac:0.002305,0.005565 MDL Theory Length Weight: 0.6364295162 (10) Initialization: 5.549000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.668000 Kernel 1: 0.024000 Kernel 2: 91.126999 Copyback: 0.017000 Sum: 0.028000 It 29,Best ac:0.002613 1.000000 fi:0.113840. Ave ac:0.002479,0.004252 Initialization: 5.584000 Memcpy Classifiers: 0.432000 Memcpy Instances: 7.621000 Kernel 1: 0.023000 Kernel 2: 87.653999 Copyback: 0.017000 Sum: 0.028000 It 30,Best ac:0.000784 1.000000 fi:0.115220. Ave ac:0.002466,0.003911 Initialization: 5.536000 Memcpy Classifiers: 0.414000 Memcpy Instances: 7.641000 Kernel 1: 0.023000 Kernel 2: 86.655998 Copyback: 0.017000 Sum: 0.035000 It 31,Best ac:0.000784 1.000000 fi:0.115930. Ave ac:0.002295,0.003347 Initialization: 5.559000 Memcpy Classifiers: 0.414000 Memcpy Instances: 7.616000 Kernel 1: 0.023000 Kernel 2: 87.741997 Copyback: 0.017000 Sum: 0.029000 It 32,Best ac:0.001045 1.000000 fi:0.117513. Ave ac:0.002686,0.003894 Initialization: 5.549000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.639000 Kernel 1: 0.024000 Kernel 2: 86.382004 Copyback: 0.018000 Sum: 0.033000 It 33,Best ac:0.000784 1.000000 fi:0.114471. Ave ac:0.002756,0.004170 Initialization: 30.669001 Memcpy Instances: 383.536987 Memcpy Classifiers: 0.091000 Kernel 1: 0.026000 Kernel 2: 567.606995 Copyback: 0.014000 Sum: 0.017000 Memcpy Classifiers: 0.088000 Kernel 1: 0.013000 Kernel 2: 575.671997 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.089000 Kernel 1: 0.011000 Kernel 2: 569.640991 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.088000 Kernel 1: 0.012000 Kernel 2: 582.583008 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.088000 Kernel 1: 0.013000 Kernel 2: 593.241028 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.088000 Kernel 1: 0.012000 Kernel 2: 579.132996 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.088000 Kernel 1: 0.012000 Kernel 2: 569.943970 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.089000 Kernel 1: 0.012000 Kernel 2: 575.026001 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.124000 Kernel 1: 0.020000 Kernel 2: 585.340027 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.048000 Kernel 1: 0.012000 Kernel 2: 144.837997 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.000768 0.630901 fi:0.483862. Ave ac:0.002505,0.008411 Best acc 0.000768 0.630901 Initialization: 5.969000 Memcpy Classifiers: 0.999000 Memcpy Instances: 11.857000 Kernel 1: 0.025000 Kernel 2: 94.497002 Copyback: 0.017000 Sum: 0.040000 Initial population average accuracy1:0.005142 accuracy2:0.192784 Initialization: 6.159000 Memcpy Classifiers: 0.506000 Memcpy Instances: 8.191000 Kernel 1: 0.031000 Kernel 2: 95.903000 Copyback: 0.017000 Sum: 0.045000 It 0,Best ac:0.000784 1.000000 fi:0.099941. Ave ac:0.004714,0.008302 Initialization: 5.577000 Memcpy Classifiers: 0.522000 Memcpy Instances: 9.841000 Kernel 1: 0.024000 Kernel 2: 94.414001 Copyback: 0.018000 Sum: 0.041000 It 1,Best ac:0.000523 1.000000 fi:0.294292. Ave ac:0.005394,0.008753 Initialization: 7.106000 Memcpy Classifiers: 0.807000 Memcpy Instances: 11.730000 Kernel 1: 0.026000 Kernel 2: 92.431000 Copyback: 0.017000 Sum: 0.037000 It 2,Best ac:0.001046 0.666667 fi:0.433143. Ave ac:0.004807,0.006957 Initialization: 6.934000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.631000 Kernel 1: 0.024000 Kernel 2: 91.178001 Copyback: 0.017000 Sum: 0.029000 It 3,Best ac:0.000523 1.000000 fi:0.294292. Ave ac:0.004247,0.006593 Initialization: 6.154000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.686000 Kernel 1: 0.024000 Kernel 2: 90.700996 Copyback: 0.017000 Sum: 0.031000 It 4,Best ac:0.000784 1.000000 fi:0.099941. Ave ac:0.004701,0.006984 Initialization: 5.957000 Memcpy Classifiers: 0.434000 Memcpy Instances: 10.091000 Kernel 1: 0.033000 Kernel 2: 92.417999 Copyback: 0.018000 Sum: 0.036000 It 5,Best ac:0.000784 1.000000 fi:0.099941. Ave ac:0.003775,0.006405 Initialization: 7.164000 Memcpy Classifiers: 0.665000 Memcpy Instances: 9.599000 Kernel 1: 0.023000 Kernel 2: 87.885002 Copyback: 0.017000 Sum: 0.035000 It 6,Best ac:0.001045 1.000000 fi:0.099810. Ave ac:0.004109,0.007159 Initialization: 7.013000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.658000 Kernel 1: 0.023000 Kernel 2: 87.003998 Copyback: 0.017000 Sum: 0.030000 It 7,Best ac:0.000523 1.000000 fi:0.294292. Ave ac:0.003535,0.006307 Initialization: 6.561000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.697000 Kernel 1: 0.023000 Kernel 2: 85.838997 Copyback: 0.017000 Sum: 0.032000 It 8,Best ac:0.001045 1.000000 fi:0.099810. Ave ac:0.003307,0.005630 Initialization: 7.522000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.713000 Kernel 1: 0.033000 Kernel 2: 87.413002 Copyback: 0.018000 Sum: 0.037000 It 9,Best ac:0.000523 1.000000 fi:0.293371. Ave ac:0.002555,0.004208 Iteration 10:MDL fitness activated Error 0.293371 TL 0.047423 MDL Theory Length Weight: 2.0621036046 (4) Initialization: 6.527000 Memcpy Classifiers: 0.564000 Memcpy Instances: 7.962000 Kernel 1: 0.032000 Kernel 2: 84.886002 Copyback: 0.018000 Sum: 0.032000 It 10,Best ac:0.001569 1.000000 fi:0.151710. Ave ac:0.002682,0.004713 Initialization: 7.186000 Memcpy Classifiers: 0.712000 Memcpy Instances: 11.296000 Kernel 1: 0.023000 Kernel 2: 85.864998 Copyback: 0.017000 Sum: 0.026000 It 11,Best ac:0.000784 1.000000 fi:0.171672. Ave ac:0.002625,0.004483 Initialization: 5.577000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.618000 Kernel 1: 0.023000 Kernel 2: 84.841003 Copyback: 0.018000 Sum: 0.043000 It 12,Best ac:0.000784 1.000000 fi:0.167112. Ave ac:0.003442,0.005994 Initialization: 7.608000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.615000 Kernel 1: 0.023000 Kernel 2: 85.100998 Copyback: 0.017000 Sum: 0.027000 It 13,Best ac:0.000784 1.000000 fi:0.168105. Ave ac:0.003964,0.006638 Initialization: 5.528000 Memcpy Classifiers: 0.386000 Memcpy Instances: 7.626000 Kernel 1: 0.023000 Kernel 2: 84.158997 Copyback: 0.017000 Sum: 0.033000 It 14,Best ac:0.001307 1.000000 fi:0.167060. Ave ac:0.003465,0.006381 Initialization: 5.577000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.617000 Kernel 1: 0.024000 Kernel 2: 84.050003 Copyback: 0.016000 Sum: 0.029000 It 15,Best ac:0.001307 1.000000 fi:0.189646. Ave ac:0.003818,0.006992 Initialization: 5.601000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.634000 Kernel 1: 0.023000 Kernel 2: 82.769997 Copyback: 0.016000 Sum: 0.032000 It 16,Best ac:0.000784 1.000000 fi:0.164317. Ave ac:0.003873,0.006650 Initialization: 5.787000 Memcpy Classifiers: 0.681000 Memcpy Instances: 12.152000 Kernel 1: 0.026000 Kernel 2: 82.041000 Copyback: 0.017000 Sum: 0.029000 It 17,Best ac:0.000784 1.000000 fi:0.157876. Ave ac:0.003008,0.004963 Initialization: 5.510000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.717000 Kernel 1: 0.031000 Kernel 2: 86.728996 Copyback: 0.017000 Sum: 0.029000 It 18,Best ac:0.000784 1.000000 fi:0.147834. Ave ac:0.003530,0.006771 Initialization: 5.555000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.631000 Kernel 1: 0.024000 Kernel 2: 83.726997 Copyback: 0.017000 Sum: 0.029000 It 19,Best ac:0.000784 1.000000 fi:0.152035. Ave ac:0.003886,0.008769 Initialization: 5.536000 Memcpy Classifiers: 0.418000 Memcpy Instances: 7.647000 Kernel 1: 0.023000 Kernel 2: 86.792000 Copyback: 0.017000 Sum: 0.030000 It 20,Best ac:0.001568 1.000000 fi:0.144463. Ave ac:0.003271,0.006112 Initialization: 5.512000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.637000 Kernel 1: 0.025000 Kernel 2: 87.126999 Copyback: 0.017000 Sum: 0.028000 It 21,Best ac:0.002352 1.000000 fi:0.149052. Ave ac:0.003463,0.005979 Initialization: 5.536000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.648000 Kernel 1: 0.023000 Kernel 2: 80.852997 Copyback: 0.016000 Sum: 0.029000 It 22,Best ac:0.000784 1.000000 fi:0.153956. Ave ac:0.002580,0.005262 Initialization: 5.562000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.617000 Kernel 1: 0.023000 Kernel 2: 82.952003 Copyback: 0.017000 Sum: 0.025000 It 23,Best ac:0.000784 1.000000 fi:0.143509. Ave ac:0.002646,0.005173 Initialization: 5.604000 Memcpy Classifiers: 0.399000 Memcpy Instances: 7.620000 Kernel 1: 0.023000 Kernel 2: 81.904999 Copyback: 0.017000 Sum: 0.027000 It 24,Best ac:0.000784 1.000000 fi:0.148083. Ave ac:0.002999,0.005505 Initialization: 5.536000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.642000 Kernel 1: 0.024000 Kernel 2: 78.943001 Copyback: 0.016000 Sum: 0.027000 It 25,Best ac:0.000784 1.000000 fi:0.143509. Ave ac:0.002084,0.004738 Initialization: 5.553000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.642000 Kernel 1: 0.024000 Kernel 2: 79.842003 Copyback: 0.017000 Sum: 0.031000 It 26,Best ac:0.000784 1.000000 fi:0.149839. Ave ac:0.002459,0.006272 Initialization: 5.613000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.625000 Kernel 1: 0.024000 Kernel 2: 78.064003 Copyback: 0.016000 Sum: 0.031000 It 27,Best ac:0.000784 1.000000 fi:0.144637. Ave ac:0.003213,0.006206 Initialization: 6.418000 Memcpy Classifiers: 0.344000 Memcpy Instances: 7.633000 Kernel 1: 0.024000 Kernel 2: 78.491997 Copyback: 0.017000 Sum: 0.028000 It 28,Best ac:0.002090 1.000000 fi:0.129381. Ave ac:0.004169,0.009172 Initialization: 5.511000 Memcpy Classifiers: 0.402000 Memcpy Instances: 10.384000 Kernel 1: 0.023000 Kernel 2: 77.726997 Copyback: 0.017000 Sum: 0.025000 It 29,Best ac:0.001307 1.000000 fi:0.132796. Ave ac:0.002450,0.004998 Initialization: 5.716000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.623000 Kernel 1: 0.024000 Kernel 2: 79.829002 Copyback: 0.017000 Sum: 0.027000 It 30,Best ac:0.000784 1.000000 fi:0.149839. Ave ac:0.002409,0.005524 Initialization: 5.588000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.615000 Kernel 1: 0.023000 Kernel 2: 80.749001 Copyback: 0.017000 Sum: 0.023000 It 31,Best ac:0.000784 1.000000 fi:0.139323. Ave ac:0.002258,0.004369 Initialization: 5.565000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.635000 Kernel 1: 0.023000 Kernel 2: 80.051003 Copyback: 0.017000 Sum: 0.025000 It 32,Best ac:0.000784 1.000000 fi:0.141700. Ave ac:0.002712,0.007532 Initialization: 5.554000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.644000 Kernel 1: 0.024000 Kernel 2: 78.024002 Copyback: 0.017000 Sum: 0.030000 It 33,Best ac:0.001307 1.000000 fi:0.148503. Ave ac:0.002777,0.007689 Initialization: 28.350000 Memcpy Instances: 462.545013 Memcpy Classifiers: 0.074000 Kernel 1: 0.025000 Kernel 2: 517.302002 Copyback: 0.015000 Sum: 0.018000 Memcpy Classifiers: 0.070000 Kernel 1: 0.014000 Kernel 2: 523.046997 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.105000 Kernel 1: 0.022000 Kernel 2: 526.267029 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.071000 Kernel 1: 0.013000 Kernel 2: 506.322998 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.072000 Kernel 1: 0.015000 Kernel 2: 511.946991 Copyback: 0.016000 Sum: 0.004000 Memcpy Classifiers: 0.090000 Kernel 1: 0.016000 Kernel 2: 527.117004 Copyback: 0.017000 Sum: 0.004000 Memcpy Classifiers: 0.106000 Kernel 1: 0.022000 Kernel 2: 515.997009 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.071000 Kernel 1: 0.012000 Kernel 2: 517.146973 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.106000 Kernel 1: 0.021000 Kernel 2: 527.841003 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.047000 Kernel 1: 0.014000 Kernel 2: 130.966003 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.000784 0.595238 fi:0.556866. Ave ac:0.004656,0.018166 Best acc 0.000784 0.595238 Rule:Att PSSM_-1_12 is [<-0.838926]|Att PSSM_-1_13 is [<4.267271]|Att PSSM_0_12 is [<-3.005445]|Att PSSM_1_4 is [-6.387501,-4.152628]|Att PSSM_2_12 is [-5.303995,4.378142]|Att PSSM_3_7 is [<-1.782080]|Att PSSM_3_11 is [-3.401870,3.627454]|Att PSSM_4_11 is [<5.207456]|1 Accuracy : 0.789604 0 1 152895 11185 38182 32376 Removed 233 instances. 191077 Instances left. Acc of rule 0.000768-0.630901 Initialization: 5.895000 Memcpy Classifiers: 0.637000 Memcpy Instances: 9.251000 Kernel 1: 0.025000 Kernel 2: 94.797997 Copyback: 0.017000 Sum: 0.040000 Initial population average accuracy1:0.005330 accuracy2:0.195383 Initialization: 5.604000 Memcpy Classifiers: 0.847000 Memcpy Instances: 11.841000 Kernel 1: 0.026000 Kernel 2: 94.521004 Copyback: 0.017000 Sum: 0.047000 It 0,Best ac:0.001571 0.600000 fi:0.499545. Ave ac:0.005121,0.010284 Initialization: 5.739000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.607000 Kernel 1: 0.023000 Kernel 2: 92.220001 Copyback: 0.018000 Sum: 0.031000 It 1,Best ac:0.000785 1.000000 fi:0.099940. Ave ac:0.004522,0.007661 Initialization: 6.694000 Memcpy Classifiers: 0.715000 Memcpy Instances: 9.585000 Kernel 1: 0.023000 Kernel 2: 92.623001 Copyback: 0.017000 Sum: 0.028000 It 2,Best ac:0.000785 1.000000 fi:0.099939. Ave ac:0.004656,0.007329 Initialization: 7.646000 Memcpy Classifiers: 0.505000 Memcpy Instances: 10.193000 Kernel 1: 0.023000 Kernel 2: 90.714996 Copyback: 0.017000 Sum: 0.033000 It 3,Best ac:0.001047 1.000000 fi:0.099808. Ave ac:0.003282,0.006604 Initialization: 5.616000 Memcpy Classifiers: 0.522000 Memcpy Instances: 11.343000 Kernel 1: 0.027000 Kernel 2: 90.504997 Copyback: 0.018000 Sum: 0.040000 It 4,Best ac:0.000785 1.000000 fi:0.099940. Ave ac:0.003291,0.005712 Initialization: 7.059000 Memcpy Classifiers: 0.557000 Memcpy Instances: 7.755000 Kernel 1: 0.022000 Kernel 2: 90.736000 Copyback: 0.018000 Sum: 0.029000 It 5,Best ac:0.000785 1.000000 fi:0.099939. Ave ac:0.003850,0.007196 Initialization: 5.773000 Memcpy Classifiers: 0.561000 Memcpy Instances: 10.156000 Kernel 1: 0.026000 Kernel 2: 90.925003 Copyback: 0.371000 Sum: 0.034000 It 6,Best ac:0.001308 1.000000 fi:0.099677. Ave ac:0.003130,0.005287 Initialization: 7.167000 Memcpy Classifiers: 0.741000 Memcpy Instances: 10.852000 Kernel 1: 0.026000 Kernel 2: 92.096001 Copyback: 0.017000 Sum: 0.034000 It 7,Best ac:0.000785 1.000000 fi:0.099939. Ave ac:0.002492,0.003897 Initialization: 6.037000 Memcpy Classifiers: 0.547000 Memcpy Instances: 10.068000 Kernel 1: 0.023000 Kernel 2: 90.753998 Copyback: 0.016000 Sum: 0.033000 It 8,Best ac:0.000785 1.000000 fi:0.099939. Ave ac:0.003484,0.005389 Initialization: 5.816000 Memcpy Classifiers: 0.871000 Memcpy Instances: 9.351000 Kernel 1: 0.024000 Kernel 2: 89.805000 Copyback: 0.018000 Sum: 0.037000 It 9,Best ac:0.001832 1.000000 fi:0.099413. Ave ac:0.002767,0.004527 Iteration 10:MDL fitness activated Error 0.099413 TL 0.043366 MDL Theory Length Weight: 0.7641470626 (1) Initialization: 6.332000 Memcpy Classifiers: 0.477000 Memcpy Instances: 10.034000 Kernel 1: 0.026000 Kernel 2: 87.709999 Copyback: 0.017000 Sum: 0.034000 It 10,Best ac:0.001047 1.000000 fi:0.124792. Ave ac:0.001819,0.003268 Initialization: 5.571000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.974000 Kernel 1: 0.032000 Kernel 2: 87.939003 Copyback: 0.017000 Sum: 0.037000 It 11,Best ac:0.000785 1.000000 fi:0.123816. Ave ac:0.001765,0.002877 Initialization: 5.685000 Memcpy Classifiers: 0.505000 Memcpy Instances: 10.956000 Kernel 1: 0.024000 Kernel 2: 87.182999 Copyback: 0.017000 Sum: 0.032000 It 12,Best ac:0.000785 1.000000 fi:0.127304. Ave ac:0.002273,0.004826 Initialization: 6.176000 Memcpy Classifiers: 0.654000 Memcpy Instances: 13.145000 Kernel 1: 0.026000 Kernel 2: 88.422997 Copyback: 0.018000 Sum: 0.030000 It 13,Best ac:0.001047 1.000000 fi:0.125323. Ave ac:0.002654,0.003566 Initialization: 8.398000 Memcpy Classifiers: 0.775000 Memcpy Instances: 10.944000 Kernel 1: 0.027000 Kernel 2: 88.642998 Copyback: 0.017000 Sum: 0.031000 It 14,Best ac:0.001047 1.000000 fi:0.125323. Ave ac:0.001554,0.002127 Initialization: 7.434000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.686000 Kernel 1: 0.023000 Kernel 2: 87.823997 Copyback: 0.018000 Sum: 0.041000 It 15,Best ac:0.000785 1.000000 fi:0.134997. Ave ac:0.001915,0.002523 Initialization: 6.817000 Memcpy Classifiers: 0.467000 Memcpy Instances: 8.616000 Kernel 1: 0.032000 Kernel 2: 85.454002 Copyback: 0.018000 Sum: 0.042000 It 16,Best ac:0.000785 1.000000 fi:0.124923. Ave ac:0.001782,0.002571 Initialization: 7.407000 Memcpy Classifiers: 0.926000 Memcpy Instances: 10.182000 Kernel 1: 0.024000 Kernel 2: 88.860001 Copyback: 0.017000 Sum: 0.029000 It 17,Best ac:0.001047 1.000000 fi:0.124654. Ave ac:0.002250,0.003320 Initialization: 6.835000 Memcpy Classifiers: 0.716000 Memcpy Instances: 7.655000 Kernel 1: 0.024000 Kernel 2: 89.124001 Copyback: 0.017000 Sum: 0.030000 It 18,Best ac:0.000785 1.000000 fi:0.123819. Ave ac:0.002751,0.003561 Initialization: 5.764000 Memcpy Classifiers: 0.486000 Memcpy Instances: 7.619000 Kernel 1: 0.024000 Kernel 2: 87.788002 Copyback: 0.017000 Sum: 0.025000 It 19,Best ac:0.000785 1.000000 fi:0.121826. Ave ac:0.001834,0.002484 Initialization: 8.386000 Memcpy Classifiers: 0.580000 Memcpy Instances: 10.849000 Kernel 1: 0.024000 Kernel 2: 86.834000 Copyback: 0.018000 Sum: 0.039000 It 20,Best ac:0.000785 1.000000 fi:0.122575. Ave ac:0.002166,0.003051 Initialization: 7.865000 Memcpy Classifiers: 0.712000 Memcpy Instances: 7.763000 Kernel 1: 0.022000 Kernel 2: 84.305000 Copyback: 0.017000 Sum: 0.028000 It 21,Best ac:0.000785 1.000000 fi:0.123116. Ave ac:0.001245,0.001858 Initialization: 6.696000 Memcpy Classifiers: 0.433000 Memcpy Instances: 10.446000 Kernel 1: 0.026000 Kernel 2: 87.246002 Copyback: 0.017000 Sum: 0.031000 It 22,Best ac:0.001309 1.000000 fi:0.122068. Ave ac:0.001313,0.002638 Initialization: 5.561000 Memcpy Classifiers: 0.433000 Memcpy Instances: 9.792000 Kernel 1: 0.024000 Kernel 2: 86.825996 Copyback: 0.017000 Sum: 0.030000 It 23,Best ac:0.000785 1.000000 fi:0.118493. Ave ac:0.001530,0.002280 Initialization: 8.063000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.732000 Kernel 1: 0.022000 Kernel 2: 84.664001 Copyback: 0.017000 Sum: 0.033000 It 24,Best ac:0.001047 1.000000 fi:0.121932. Ave ac:0.001339,0.002402 Initialization: 6.661000 Memcpy Classifiers: 0.565000 Memcpy Instances: 8.579000 Kernel 1: 0.024000 Kernel 2: 83.028000 Copyback: 0.017000 Sum: 0.033000 It 25,Best ac:0.001047 1.000000 fi:0.116862. Ave ac:0.001806,0.003145 Initialization: 5.977000 Memcpy Classifiers: 0.487000 Memcpy Instances: 11.067000 Kernel 1: 0.026000 Kernel 2: 82.456001 Copyback: 0.018000 Sum: 0.049000 It 26,Best ac:0.001047 1.000000 fi:0.121273. Ave ac:0.002186,0.003207 Initialization: 5.547000 Memcpy Classifiers: 0.433000 Memcpy Instances: 10.720000 Kernel 1: 0.024000 Kernel 2: 84.888000 Copyback: 0.018000 Sum: 0.038000 It 27,Best ac:0.001309 1.000000 fi:0.122091. Ave ac:0.002011,0.002752 Initialization: 7.541000 Memcpy Classifiers: 0.775000 Memcpy Instances: 9.143000 Kernel 1: 0.029000 Kernel 2: 84.081001 Copyback: 0.017000 Sum: 0.029000 It 28,Best ac:0.000785 1.000000 fi:0.118314. Ave ac:0.002002,0.003113 Initialization: 5.887000 Memcpy Classifiers: 0.872000 Memcpy Instances: 11.296000 Kernel 1: 0.026000 Kernel 2: 84.736000 Copyback: 0.017000 Sum: 0.034000 It 29,Best ac:0.001308 1.000000 fi:0.123587. Ave ac:0.001481,0.002114 Initialization: 6.920000 Memcpy Classifiers: 0.540000 Memcpy Instances: 8.475000 Kernel 1: 0.023000 Kernel 2: 84.336998 Copyback: 0.016000 Sum: 0.029000 It 30,Best ac:0.000785 1.000000 fi:0.117472. Ave ac:0.001996,0.002997 Initialization: 6.864000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.900000 Kernel 1: 0.032000 Kernel 2: 85.385002 Copyback: 0.017000 Sum: 0.035000 It 31,Best ac:0.001047 1.000000 fi:0.124742. Ave ac:0.001486,0.003325 Initialization: 5.744000 Memcpy Classifiers: 0.487000 Memcpy Instances: 10.982000 Kernel 1: 0.023000 Kernel 2: 85.049004 Copyback: 0.017000 Sum: 0.029000 It 32,Best ac:0.000785 1.000000 fi:0.119079. Ave ac:0.001813,0.002777 Initialization: 7.844000 Memcpy Classifiers: 0.785000 Memcpy Instances: 7.980000 Kernel 1: 0.032000 Kernel 2: 84.712997 Copyback: 0.018000 Sum: 0.035000 It 33,Best ac:0.001308 1.000000 fi:0.121297. Ave ac:0.001984,0.003600 Initialization: 31.292999 Memcpy Instances: 465.671997 Memcpy Classifiers: 0.138000 Kernel 1: 0.034000 Kernel 2: 561.781006 Copyback: 0.020000 Sum: 0.015000 Memcpy Classifiers: 0.097000 Kernel 1: 0.018000 Kernel 2: 563.148987 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.094000 Kernel 1: 0.013000 Kernel 2: 569.870972 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.095000 Kernel 1: 0.012000 Kernel 2: 561.432007 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.095000 Kernel 1: 0.015000 Kernel 2: 570.854004 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.114000 Kernel 1: 0.016000 Kernel 2: 566.679016 Copyback: 0.368000 Sum: 0.002000 Memcpy Classifiers: 0.136000 Kernel 1: 0.023000 Kernel 2: 567.362000 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.136000 Kernel 1: 0.022000 Kernel 2: 538.656006 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.114000 Kernel 1: 0.016000 Kernel 2: 562.174011 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.049000 Kernel 1: 0.012000 Kernel 2: 137.723007 Copyback: 0.015000 Sum: 0.000000 It 34,Best ac:0.000680 0.599078 fi:0.523306. Ave ac:0.002139,0.007532 Best acc 0.000680 0.599078 Initialization: 6.290000 Memcpy Classifiers: 0.904000 Memcpy Instances: 11.605000 Kernel 1: 0.029000 Kernel 2: 92.055000 Copyback: 0.017000 Sum: 0.034000 Initial population average accuracy1:0.005291 accuracy2:0.192132 Initialization: 5.630000 Memcpy Classifiers: 0.487000 Memcpy Instances: 10.767000 Kernel 1: 0.023000 Kernel 2: 94.644997 Copyback: 0.016000 Sum: 0.036000 It 0,Best ac:0.001047 1.000000 fi:0.099808. Ave ac:0.006227,0.011839 Initialization: 5.590000 Memcpy Classifiers: 0.505000 Memcpy Instances: 10.021000 Kernel 1: 0.022000 Kernel 2: 93.575996 Copyback: 0.018000 Sum: 0.033000 It 1,Best ac:0.001309 1.000000 fi:0.099676. Ave ac:0.005309,0.010625 Initialization: 5.573000 Memcpy Classifiers: 0.469000 Memcpy Instances: 9.171000 Kernel 1: 0.032000 Kernel 2: 92.275002 Copyback: 0.017000 Sum: 0.029000 It 2,Best ac:0.000785 1.000000 fi:0.099939. Ave ac:0.005001,0.008636 Initialization: 5.582000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.654000 Kernel 1: 0.023000 Kernel 2: 89.494003 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.000785 1.000000 fi:0.099939. Ave ac:0.005412,0.009184 Initialization: 5.521000 Memcpy Classifiers: 0.494000 Memcpy Instances: 7.618000 Kernel 1: 0.024000 Kernel 2: 87.600998 Copyback: 0.016000 Sum: 0.028000 It 4,Best ac:0.001308 0.833333 fi:0.266344. Ave ac:0.004283,0.006369 Initialization: 5.565000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.623000 Kernel 1: 0.024000 Kernel 2: 86.726997 Copyback: 0.017000 Sum: 0.027000 It 5,Best ac:0.002093 1.000000 fi:0.099283. Ave ac:0.004712,0.006081 Initialization: 5.500000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.632000 Kernel 1: 0.023000 Kernel 2: 83.657997 Copyback: 0.017000 Sum: 0.028000 It 6,Best ac:0.001047 1.000000 fi:0.099808. Ave ac:0.003604,0.004423 Initialization: 5.584000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.613000 Kernel 1: 0.024000 Kernel 2: 83.044998 Copyback: 0.017000 Sum: 0.030000 It 7,Best ac:0.001047 1.000000 fi:0.099808. Ave ac:0.003364,0.003856 Initialization: 5.508000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.617000 Kernel 1: 0.023000 Kernel 2: 82.477997 Copyback: 0.017000 Sum: 0.030000 It 8,Best ac:0.001309 1.000000 fi:0.099677. Ave ac:0.003123,0.003464 Initialization: 5.542000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.676000 Kernel 1: 0.024000 Kernel 2: 82.961998 Copyback: 0.017000 Sum: 0.029000 It 9,Best ac:0.001047 1.000000 fi:0.099808. Ave ac:0.003330,0.003876 Iteration 10:MDL fitness activated Error 0.099808 TL 0.042033 MDL Theory Length Weight: 0.7915018186 (5) Initialization: 5.574000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.638000 Kernel 1: 0.023000 Kernel 2: 83.428001 Copyback: 0.017000 Sum: 0.031000 It 10,Best ac:0.001308 1.000000 fi:0.124667. Ave ac:0.002603,0.003729 Initialization: 5.589000 Memcpy Classifiers: 0.499000 Memcpy Instances: 7.625000 Kernel 1: 0.023000 Kernel 2: 82.417000 Copyback: 0.016000 Sum: 0.029000 It 11,Best ac:0.000785 1.000000 fi:0.118111. Ave ac:0.002654,0.003929 Initialization: 6.807000 Memcpy Classifiers: 0.680000 Memcpy Instances: 7.886000 Kernel 1: 0.024000 Kernel 2: 81.280998 Copyback: 0.016000 Sum: 0.030000 It 12,Best ac:0.001308 1.000000 fi:0.130749. Ave ac:0.002456,0.003356 Initialization: 5.556000 Memcpy Classifiers: 0.474000 Memcpy Instances: 7.699000 Kernel 1: 0.022000 Kernel 2: 81.893997 Copyback: 0.016000 Sum: 0.033000 It 13,Best ac:0.001309 1.000000 fi:0.126847. Ave ac:0.002625,0.003483 Initialization: 5.506000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.627000 Kernel 1: 0.023000 Kernel 2: 83.908997 Copyback: 0.016000 Sum: 0.026000 It 14,Best ac:0.001047 1.000000 fi:0.125356. Ave ac:0.002479,0.003143 Initialization: 5.550000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.623000 Kernel 1: 0.023000 Kernel 2: 81.668999 Copyback: 0.017000 Sum: 0.029000 It 15,Best ac:0.000785 1.000000 fi:0.126641. Ave ac:0.003204,0.003830 Initialization: 5.561000 Memcpy Classifiers: 0.441000 Memcpy Instances: 7.602000 Kernel 1: 0.024000 Kernel 2: 82.764000 Copyback: 0.018000 Sum: 0.025000 It 16,Best ac:0.001309 1.000000 fi:0.124085. Ave ac:0.002037,0.002553 Initialization: 5.557000 Memcpy Classifiers: 0.445000 Memcpy Instances: 7.612000 Kernel 1: 0.023000 Kernel 2: 82.369003 Copyback: 0.017000 Sum: 0.034000 It 17,Best ac:0.001047 1.000000 fi:0.119495. Ave ac:0.002019,0.003189 Initialization: 5.552000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.619000 Kernel 1: 0.024000 Kernel 2: 78.997002 Copyback: 0.016000 Sum: 0.028000 It 18,Best ac:0.001308 1.000000 fi:0.120334. Ave ac:0.002005,0.002206 Initialization: 5.550000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.614000 Kernel 1: 0.022000 Kernel 2: 80.274002 Copyback: 0.017000 Sum: 0.028000 It 19,Best ac:0.001047 1.000000 fi:0.120575. Ave ac:0.002094,0.002541 Initialization: 5.532000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.625000 Kernel 1: 0.023000 Kernel 2: 80.920998 Copyback: 0.017000 Sum: 0.029000 It 20,Best ac:0.001832 1.000000 fi:0.123155. Ave ac:0.001970,0.002219 MDL Theory Length Weight: 0.7123516367 (10) Initialization: 6.961000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.665000 Kernel 1: 0.023000 Kernel 2: 81.403000 Copyback: 0.016000 Sum: 0.030000 It 21,Best ac:0.000785 1.000000 fi:0.124394. Ave ac:0.002048,0.002107 Initialization: 5.556000 Memcpy Classifiers: 0.455000 Memcpy Instances: 10.541000 Kernel 1: 0.022000 Kernel 2: 79.720001 Copyback: 0.017000 Sum: 0.025000 It 22,Best ac:0.001047 1.000000 fi:0.129751. Ave ac:0.002007,0.002355 Initialization: 5.457000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.615000 Kernel 1: 0.023000 Kernel 2: 81.777000 Copyback: 0.017000 Sum: 0.026000 It 23,Best ac:0.001832 1.000000 fi:0.122664. Ave ac:0.001765,0.002307 Initialization: 5.504000 Memcpy Classifiers: 0.445000 Memcpy Instances: 7.640000 Kernel 1: 0.023000 Kernel 2: 84.550003 Copyback: 0.017000 Sum: 0.026000 It 24,Best ac:0.000785 1.000000 fi:0.115793. Ave ac:0.002114,0.002265 Initialization: 5.559000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.623000 Kernel 1: 0.023000 Kernel 2: 79.571999 Copyback: 0.017000 Sum: 0.035000 It 25,Best ac:0.001047 1.000000 fi:0.122204. Ave ac:0.002314,0.002674 Initialization: 5.511000 Memcpy Classifiers: 0.389000 Memcpy Instances: 7.607000 Kernel 1: 0.023000 Kernel 2: 77.672997 Copyback: 0.017000 Sum: 0.029000 It 26,Best ac:0.001047 1.000000 fi:0.116879. Ave ac:0.002127,0.003126 Initialization: 5.499000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.645000 Kernel 1: 0.023000 Kernel 2: 75.735001 Copyback: 0.018000 Sum: 0.034000 It 27,Best ac:0.001047 1.000000 fi:0.119510. Ave ac:0.002108,0.002802 Initialization: 5.515000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.605000 Kernel 1: 0.025000 Kernel 2: 77.578003 Copyback: 0.017000 Sum: 0.030000 It 28,Best ac:0.001047 1.000000 fi:0.121444. Ave ac:0.001906,0.002777 Initialization: 5.501000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.649000 Kernel 1: 0.023000 Kernel 2: 78.389999 Copyback: 0.017000 Sum: 0.028000 It 29,Best ac:0.000785 1.000000 fi:0.119726. Ave ac:0.001871,0.002875 Initialization: 5.881000 Memcpy Classifiers: 0.428000 Memcpy Instances: 7.632000 Kernel 1: 0.023000 Kernel 2: 77.051003 Copyback: 0.372000 Sum: 0.033000 It 30,Best ac:0.000785 1.000000 fi:0.119726. Ave ac:0.002086,0.003151 Initialization: 5.559000 Memcpy Classifiers: 0.451000 Memcpy Instances: 9.461000 Kernel 1: 0.032000 Kernel 2: 77.541000 Copyback: 0.017000 Sum: 0.030000 It 31,Best ac:0.000785 1.000000 fi:0.120167. Ave ac:0.001787,0.002880 Initialization: 5.497000 Memcpy Classifiers: 0.405000 Memcpy Instances: 7.617000 Kernel 1: 0.024000 Kernel 2: 77.245003 Copyback: 0.016000 Sum: 0.027000 It 32,Best ac:0.000785 1.000000 fi:0.120050. Ave ac:0.002220,0.003228 Initialization: 5.546000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.609000 Kernel 1: 0.025000 Kernel 2: 78.500000 Copyback: 0.017000 Sum: 0.031000 It 33,Best ac:0.000785 1.000000 fi:0.119710. Ave ac:0.001451,0.002273 MDL Theory Length Weight: 0.6411164731 (10) Initialization: 28.228001 Memcpy Instances: 378.829010 Memcpy Classifiers: 0.092000 Kernel 1: 0.026000 Kernel 2: 529.901978 Copyback: 0.015000 Sum: 0.015000 Memcpy Classifiers: 0.090000 Kernel 1: 0.013000 Kernel 2: 551.518982 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.088000 Kernel 1: 0.012000 Kernel 2: 546.190002 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.088000 Kernel 1: 0.012000 Kernel 2: 552.663025 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.089000 Kernel 1: 0.015000 Kernel 2: 536.270020 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.087000 Kernel 1: 0.013000 Kernel 2: 540.750977 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.088000 Kernel 1: 0.013000 Kernel 2: 537.385010 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.088000 Kernel 1: 0.012000 Kernel 2: 529.405029 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.088000 Kernel 1: 0.012000 Kernel 2: 532.935974 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.048000 Kernel 1: 0.011000 Kernel 2: 136.026001 Copyback: 0.015000 Sum: 0.000000 It 34,Best ac:0.000754 0.582996 fi:0.532323. Ave ac:0.001821,0.005709 Best acc 0.000754 0.582996 Rule:Att PSSM_-3_18 is [<3.704514]|Att PSSM_-2_6 is [<-2.168916]|Att PSSM_-1_5 is [-5.257721,4.034246]|Att PSSM_-1_12 is [<-2.281153]|Att PSSM_-1_13 is [-3.144254,9.713181]|Att PSSM_0_12 is [<-0.757647]|Att PSSM_0_13 is [-6.795325,10.853787]|Att PSSM_1_10 is [-3.148346,6.214712]|Att PSSM_2_6 is [<-2.732691]|Att PSSM_3_9 is [<7.777690]|Att PSSM_4_2 is [<-3.405774]|1 Accuracy : 0.789787 0 1 152808 11272 38052 32506 Removed 217 instances. 190860 Instances left. Acc of rule 0.000680-0.599078 Initialization: 5.689000 Memcpy Classifiers: 0.557000 Memcpy Instances: 7.615000 Kernel 1: 0.025000 Kernel 2: 92.793999 Copyback: 0.017000 Sum: 0.040000 Initial population average accuracy1:0.004818 accuracy2:0.185634 Initialization: 5.527000 Memcpy Classifiers: 0.523000 Memcpy Instances: 7.648000 Kernel 1: 0.024000 Kernel 2: 91.809998 Copyback: 0.017000 Sum: 0.044000 It 0,Best ac:0.000524 1.000000 fi:0.288728. Ave ac:0.004271,0.006588 Initialization: 5.530000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.612000 Kernel 1: 0.024000 Kernel 2: 92.563004 Copyback: 0.017000 Sum: 0.029000 It 1,Best ac:0.001048 0.800000 fi:0.299806. Ave ac:0.004164,0.006093 Initialization: 5.517000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.632000 Kernel 1: 0.023000 Kernel 2: 93.863998 Copyback: 0.016000 Sum: 0.030000 It 2,Best ac:0.001572 0.857143 fi:0.242400. Ave ac:0.004512,0.007239 Initialization: 5.552000 Memcpy Classifiers: 0.449000 Memcpy Instances: 7.600000 Kernel 1: 0.023000 Kernel 2: 91.641998 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.002620 0.833333 fi:0.265682. Ave ac:0.004064,0.007168 Initialization: 5.574000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.598000 Kernel 1: 0.024000 Kernel 2: 88.984001 Copyback: 0.017000 Sum: 0.025000 It 4,Best ac:0.001310 0.833333 fi:0.266341. Ave ac:0.003706,0.005575 Initialization: 5.548000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.606000 Kernel 1: 0.023000 Kernel 2: 88.529999 Copyback: 0.017000 Sum: 0.026000 It 5,Best ac:0.000786 1.000000 fi:0.099938. Ave ac:0.003102,0.005389 Initialization: 5.584000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.611000 Kernel 1: 0.024000 Kernel 2: 89.816002 Copyback: 0.017000 Sum: 0.029000 It 6,Best ac:0.000786 1.000000 fi:0.099938. Ave ac:0.003289,0.006597 Initialization: 5.535000 Memcpy Classifiers: 0.486000 Memcpy Instances: 7.616000 Kernel 1: 0.023000 Kernel 2: 88.315002 Copyback: 0.017000 Sum: 0.027000 It 7,Best ac:0.001310 1.000000 fi:0.099674. Ave ac:0.003123,0.005040 Initialization: 6.080000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.596000 Kernel 1: 0.024000 Kernel 2: 87.568001 Copyback: 0.017000 Sum: 0.031000 It 8,Best ac:0.000786 1.000000 fi:0.099938. Ave ac:0.002496,0.003805 Initialization: 6.282000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.621000 Kernel 1: 0.023000 Kernel 2: 86.555000 Copyback: 0.017000 Sum: 0.028000 It 9,Best ac:0.000786 1.000000 fi:0.099938. Ave ac:0.002536,0.004271 Iteration 10:MDL fitness activated Error 0.099938 TL 0.036984 MDL Theory Length Weight: 0.9007355562 (3) Initialization: 6.488000 Memcpy Classifiers: 0.726000 Memcpy Instances: 9.882000 Kernel 1: 0.024000 Kernel 2: 88.387001 Copyback: 0.017000 Sum: 0.035000 It 10,Best ac:0.000786 1.000000 fi:0.129954. Ave ac:0.002822,0.004535 Initialization: 5.664000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.648000 Kernel 1: 0.022000 Kernel 2: 86.695999 Copyback: 0.017000 Sum: 0.032000 It 11,Best ac:0.001310 1.000000 fi:0.124769. Ave ac:0.003302,0.004359 Initialization: 5.556000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.594000 Kernel 1: 0.024000 Kernel 2: 82.542999 Copyback: 0.017000 Sum: 0.029000 It 12,Best ac:0.000786 1.000000 fi:0.132221. Ave ac:0.003074,0.004981 Initialization: 5.500000 Memcpy Classifiers: 0.399000 Memcpy Instances: 7.609000 Kernel 1: 0.023000 Kernel 2: 82.484001 Copyback: 0.017000 Sum: 0.029000 It 13,Best ac:0.001310 1.000000 fi:0.129166. Ave ac:0.003207,0.004833 Initialization: 5.412000 Memcpy Classifiers: 0.396000 Memcpy Instances: 7.616000 Kernel 1: 0.023000 Kernel 2: 79.086998 Copyback: 0.017000 Sum: 0.036000 It 14,Best ac:0.001048 1.000000 fi:0.132121. Ave ac:0.003176,0.004736 Initialization: 5.451000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.618000 Kernel 1: 0.023000 Kernel 2: 78.910004 Copyback: 0.017000 Sum: 0.032000 It 15,Best ac:0.000786 1.000000 fi:0.134134. Ave ac:0.003657,0.005407 Initialization: 5.567000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.600000 Kernel 1: 0.023000 Kernel 2: 77.569000 Copyback: 0.016000 Sum: 0.028000 It 16,Best ac:0.002096 1.000000 fi:0.124770. Ave ac:0.003292,0.005337 Initialization: 5.508000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.616000 Kernel 1: 0.023000 Kernel 2: 76.554001 Copyback: 0.017000 Sum: 0.028000 It 17,Best ac:0.001310 1.000000 fi:0.119460. Ave ac:0.003050,0.004224 Initialization: 5.476000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.607000 Kernel 1: 0.023000 Kernel 2: 76.511002 Copyback: 0.016000 Sum: 0.029000 It 18,Best ac:0.001310 1.000000 fi:0.132649. Ave ac:0.003395,0.006013 Initialization: 5.567000 Memcpy Classifiers: 0.397000 Memcpy Instances: 12.145000 Kernel 1: 0.026000 Kernel 2: 75.636002 Copyback: 0.017000 Sum: 0.029000 It 19,Best ac:0.000786 1.000000 fi:0.116586. Ave ac:0.003001,0.005372 Initialization: 5.546000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.609000 Kernel 1: 0.022000 Kernel 2: 76.417999 Copyback: 0.017000 Sum: 0.026000 It 20,Best ac:0.001572 0.857143 fi:0.279555. Ave ac:0.003178,0.005011 Initialization: 5.511000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.630000 Kernel 1: 0.023000 Kernel 2: 77.917000 Copyback: 0.017000 Sum: 0.028000 It 21,Best ac:0.000786 1.000000 fi:0.130156. Ave ac:0.003895,0.006313 Initialization: 5.631000 Memcpy Classifiers: 0.437000 Memcpy Instances: 7.627000 Kernel 1: 0.023000 Kernel 2: 79.043999 Copyback: 0.017000 Sum: 0.031000 It 22,Best ac:0.000786 1.000000 fi:0.131983. Ave ac:0.004034,0.005773 Initialization: 5.592000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.618000 Kernel 1: 0.023000 Kernel 2: 77.959999 Copyback: 0.017000 Sum: 0.027000 It 23,Best ac:0.001310 1.000000 fi:0.127364. Ave ac:0.003628,0.005254 Initialization: 5.565000 Memcpy Classifiers: 0.378000 Memcpy Instances: 7.615000 Kernel 1: 0.023000 Kernel 2: 75.877998 Copyback: 0.017000 Sum: 0.028000 It 24,Best ac:0.000786 1.000000 fi:0.125604. Ave ac:0.002810,0.004878 Initialization: 5.552000 Memcpy Classifiers: 0.399000 Memcpy Instances: 7.616000 Kernel 1: 0.024000 Kernel 2: 75.667999 Copyback: 0.017000 Sum: 0.025000 It 25,Best ac:0.000786 1.000000 fi:0.126176. Ave ac:0.002581,0.003623 Initialization: 7.133000 Memcpy Classifiers: 0.415000 Memcpy Instances: 11.961000 Kernel 1: 0.024000 Kernel 2: 76.320000 Copyback: 0.017000 Sum: 0.025000 It 26,Best ac:0.001572 1.000000 fi:0.116191. Ave ac:0.002293,0.002861 Initialization: 5.522000 Memcpy Classifiers: 0.397000 Memcpy Instances: 10.293000 Kernel 1: 0.032000 Kernel 2: 76.500000 Copyback: 0.017000 Sum: 0.026000 It 27,Best ac:0.000786 1.000000 fi:0.127733. Ave ac:0.001938,0.002903 Initialization: 5.580000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.596000 Kernel 1: 0.023000 Kernel 2: 76.643997 Copyback: 0.017000 Sum: 0.026000 It 28,Best ac:0.001048 1.000000 fi:0.126786. Ave ac:0.002206,0.004412 Initialization: 5.561000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.624000 Kernel 1: 0.024000 Kernel 2: 77.042000 Copyback: 0.017000 Sum: 0.024000 It 29,Best ac:0.000786 1.000000 fi:0.126048. Ave ac:0.002685,0.005693 Initialization: 5.528000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.593000 Kernel 1: 0.024000 Kernel 2: 78.567001 Copyback: 0.017000 Sum: 0.032000 It 30,Best ac:0.001048 1.000000 fi:0.121503. Ave ac:0.001957,0.002720 Initialization: 5.505000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.610000 Kernel 1: 0.024000 Kernel 2: 79.517998 Copyback: 0.016000 Sum: 0.029000 It 31,Best ac:0.000786 1.000000 fi:0.131271. Ave ac:0.002190,0.003462 Initialization: 5.519000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.619000 Kernel 1: 0.024000 Kernel 2: 79.775002 Copyback: 0.017000 Sum: 0.028000 It 32,Best ac:0.000786 1.000000 fi:0.127169. Ave ac:0.002215,0.003247 Initialization: 5.584000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.600000 Kernel 1: 0.024000 Kernel 2: 80.221001 Copyback: 0.017000 Sum: 0.029000 It 33,Best ac:0.001310 1.000000 fi:0.127364. Ave ac:0.001936,0.002380 Initialization: 29.181000 Memcpy Instances: 379.691010 Memcpy Classifiers: 0.093000 Kernel 1: 0.026000 Kernel 2: 534.916992 Copyback: 0.369000 Sum: 0.017000 Memcpy Classifiers: 0.093000 Kernel 1: 0.012000 Kernel 2: 547.443970 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.091000 Kernel 1: 0.011000 Kernel 2: 534.874023 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.091000 Kernel 1: 0.012000 Kernel 2: 532.463013 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.091000 Kernel 1: 0.012000 Kernel 2: 524.278015 Copyback: 0.016000 Sum: 0.004000 Memcpy Classifiers: 0.097000 Kernel 1: 0.014000 Kernel 2: 526.640015 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.090000 Kernel 1: 0.012000 Kernel 2: 530.859009 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.091000 Kernel 1: 0.014000 Kernel 2: 571.578979 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.091000 Kernel 1: 0.011000 Kernel 2: 536.565979 Copyback: 0.016000 Sum: 0.004000 Memcpy Classifiers: 0.048000 Kernel 1: 0.014000 Kernel 2: 148.606995 Copyback: 0.015000 Sum: 0.000000 It 34,Best ac:0.001577 0.602000 fi:0.534695. Ave ac:0.002025,0.006000 Best acc 0.001577 0.602000 Initialization: 5.556000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.595000 Kernel 1: 0.026000 Kernel 2: 94.301003 Copyback: 0.017000 Sum: 0.041000 Initial population average accuracy1:0.005778 accuracy2:0.204163 Initialization: 5.569000 Memcpy Classifiers: 0.488000 Memcpy Instances: 10.266000 Kernel 1: 0.023000 Kernel 2: 92.686996 Copyback: 0.017000 Sum: 0.047000 It 0,Best ac:0.001048 1.000000 fi:0.099806. Ave ac:0.006050,0.010094 Initialization: 5.553000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.688000 Kernel 1: 0.023000 Kernel 2: 92.359001 Copyback: 0.020000 Sum: 0.035000 It 1,Best ac:0.000786 1.000000 fi:0.099938. Ave ac:0.005895,0.009004 Initialization: 5.939000 Memcpy Classifiers: 0.489000 Memcpy Instances: 7.928000 Kernel 1: 0.032000 Kernel 2: 90.830002 Copyback: 0.017000 Sum: 0.032000 It 2,Best ac:0.000524 1.000000 fi:0.288728. Ave ac:0.004050,0.006519 Initialization: 5.756000 Memcpy Classifiers: 0.487000 Memcpy Instances: 11.214000 Kernel 1: 0.027000 Kernel 2: 89.939003 Copyback: 0.017000 Sum: 0.027000 It 3,Best ac:0.001310 0.833333 fi:0.266341. Ave ac:0.003778,0.006576 Initialization: 5.542000 Memcpy Classifiers: 0.467000 Memcpy Instances: 7.605000 Kernel 1: 0.024000 Kernel 2: 90.477997 Copyback: 0.018000 Sum: 0.032000 It 4,Best ac:0.001310 1.000000 fi:0.099674. Ave ac:0.003392,0.006097 Initialization: 8.135000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.638000 Kernel 1: 0.024000 Kernel 2: 90.266998 Copyback: 0.017000 Sum: 0.039000 It 5,Best ac:0.000786 1.000000 fi:0.099938. Ave ac:0.003219,0.006365 Initialization: 6.067000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.676000 Kernel 1: 0.023000 Kernel 2: 92.510002 Copyback: 0.018000 Sum: 0.039000 It 6,Best ac:0.000786 1.000000 fi:0.099938. Ave ac:0.003225,0.006110 Initialization: 5.550000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.594000 Kernel 1: 0.024000 Kernel 2: 93.029999 Copyback: 0.019000 Sum: 0.039000 It 7,Best ac:0.001834 1.000000 fi:0.099411. Ave ac:0.002907,0.005133 Initialization: 5.497000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.621000 Kernel 1: 0.024000 Kernel 2: 91.665001 Copyback: 0.019000 Sum: 0.041000 It 8,Best ac:0.001572 1.000000 fi:0.099543. Ave ac:0.002804,0.005833 Initialization: 5.508000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.644000 Kernel 1: 0.026000 Kernel 2: 92.103996 Copyback: 0.368000 Sum: 0.044000 It 9,Best ac:0.000786 1.000000 fi:0.099938. Ave ac:0.002057,0.004301 Iteration 10:MDL fitness activated Error 0.099938 TL 0.022348 MDL Theory Length Weight: 1.4906315855 (3) Initialization: 5.527000 Memcpy Classifiers: 0.475000 Memcpy Instances: 7.619000 Kernel 1: 0.023000 Kernel 2: 94.038002 Copyback: 0.017000 Sum: 0.028000 It 10,Best ac:0.000786 1.000000 fi:0.143559. Ave ac:0.002863,0.006305 Initialization: 5.520000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.628000 Kernel 1: 0.023000 Kernel 2: 89.333000 Copyback: 0.017000 Sum: 0.034000 It 11,Best ac:0.001048 1.000000 fi:0.151820. Ave ac:0.002677,0.005259 Initialization: 5.518000 Memcpy Classifiers: 0.432000 Memcpy Instances: 7.657000 Kernel 1: 0.024000 Kernel 2: 90.096001 Copyback: 0.017000 Sum: 0.028000 It 12,Best ac:0.001572 1.000000 fi:0.127476. Ave ac:0.002293,0.008190 Initialization: 5.806000 Memcpy Classifiers: 0.454000 Memcpy Instances: 8.460000 Kernel 1: 0.023000 Kernel 2: 87.047997 Copyback: 0.016000 Sum: 0.031000 It 13,Best ac:0.000786 1.000000 fi:0.132233. Ave ac:0.002236,0.006339 Initialization: 6.526000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.630000 Kernel 1: 0.023000 Kernel 2: 81.125999 Copyback: 0.017000 Sum: 0.037000 It 14,Best ac:0.000786 1.000000 fi:0.127235. Ave ac:0.001476,0.003808 Initialization: 5.503000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.323000 Kernel 1: 0.026000 Kernel 2: 80.181000 Copyback: 0.016000 Sum: 0.027000 It 15,Best ac:0.001048 1.000000 fi:0.131095. Ave ac:0.001262,0.002753 Initialization: 5.582000 Memcpy Classifiers: 0.452000 Memcpy Instances: 7.635000 Kernel 1: 0.022000 Kernel 2: 79.352997 Copyback: 0.017000 Sum: 0.027000 It 16,Best ac:0.000786 1.000000 fi:0.135752. Ave ac:0.001465,0.004325 Initialization: 5.546000 Memcpy Classifiers: 0.360000 Memcpy Instances: 7.616000 Kernel 1: 0.024000 Kernel 2: 76.928001 Copyback: 0.017000 Sum: 0.033000 It 17,Best ac:0.001310 1.000000 fi:0.126971. Ave ac:0.001183,0.002464 Initialization: 5.582000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.607000 Kernel 1: 0.023000 Kernel 2: 76.447998 Copyback: 0.017000 Sum: 0.028000 It 18,Best ac:0.001048 1.000000 fi:0.135197. Ave ac:0.000995,0.002511 Initialization: 5.558000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.608000 Kernel 1: 0.024000 Kernel 2: 75.712997 Copyback: 0.017000 Sum: 0.036000 It 19,Best ac:0.000786 1.000000 fi:0.142747. Ave ac:0.001292,0.003492 Initialization: 5.572000 Memcpy Classifiers: 0.359000 Memcpy Instances: 7.612000 Kernel 1: 0.023000 Kernel 2: 74.190002 Copyback: 0.017000 Sum: 0.029000 It 20,Best ac:0.000786 1.000000 fi:0.133308. Ave ac:0.001201,0.005237 Initialization: 5.534000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.638000 Kernel 1: 0.023000 Kernel 2: 74.304001 Copyback: 0.016000 Sum: 0.029000 It 21,Best ac:0.000786 1.000000 fi:0.130594. Ave ac:0.002144,0.007657 Initialization: 5.698000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.633000 Kernel 1: 0.024000 Kernel 2: 74.722000 Copyback: 0.017000 Sum: 0.032000 It 22,Best ac:0.000786 1.000000 fi:0.134693. Ave ac:0.002024,0.005818 Initialization: 5.587000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.596000 Kernel 1: 0.024000 Kernel 2: 77.114998 Copyback: 0.017000 Sum: 0.028000 It 23,Best ac:0.000786 1.000000 fi:0.147367. Ave ac:0.000912,0.001721 Initialization: 5.517000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.619000 Kernel 1: 0.023000 Kernel 2: 74.054001 Copyback: 0.017000 Sum: 0.030000 It 24,Best ac:0.001048 1.000000 fi:0.134655. Ave ac:0.001643,0.004618 Initialization: 5.558000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.609000 Kernel 1: 0.024000 Kernel 2: 75.161003 Copyback: 0.017000 Sum: 0.031000 It 25,Best ac:0.001048 1.000000 fi:0.126102. Ave ac:0.001529,0.004143 Initialization: 5.543000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.600000 Kernel 1: 0.024000 Kernel 2: 72.032997 Copyback: 0.018000 Sum: 0.032000 It 26,Best ac:0.000786 1.000000 fi:0.130594. Ave ac:0.001698,0.004793 Initialization: 5.570000 Memcpy Classifiers: 0.318000 Memcpy Instances: 7.641000 Kernel 1: 0.026000 Kernel 2: 72.518997 Copyback: 0.017000 Sum: 0.028000 It 27,Best ac:0.001048 1.000000 fi:0.133172. Ave ac:0.001390,0.004809 Initialization: 6.840000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.640000 Kernel 1: 0.023000 Kernel 2: 75.526001 Copyback: 0.017000 Sum: 0.029000 It 28,Best ac:0.001310 0.833333 fi:0.295725. Ave ac:0.002222,0.006760 Initialization: 5.491000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.145000 Kernel 1: 0.033000 Kernel 2: 71.943001 Copyback: 0.017000 Sum: 0.025000 It 29,Best ac:0.000524 1.000000 fi:0.312286. Ave ac:0.001613,0.008387 Initialization: 5.557000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.623000 Kernel 1: 0.024000 Kernel 2: 74.595001 Copyback: 0.017000 Sum: 0.031000 It 30,Best ac:0.000524 1.000000 fi:0.321034. Ave ac:0.003213,0.010122 Initialization: 5.551000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.633000 Kernel 1: 0.024000 Kernel 2: 74.875999 Copyback: 0.017000 Sum: 0.026000 It 31,Best ac:0.000524 1.000000 fi:0.304936. Ave ac:0.003223,0.009718 Initialization: 5.513000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.607000 Kernel 1: 0.024000 Kernel 2: 76.085999 Copyback: 0.017000 Sum: 0.029000 It 32,Best ac:0.000786 1.000000 fi:0.127910. Ave ac:0.003240,0.009040 Initialization: 5.483000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.617000 Kernel 1: 0.023000 Kernel 2: 77.825996 Copyback: 0.017000 Sum: 0.023000 It 33,Best ac:0.000786 1.000000 fi:0.132167. Ave ac:0.002242,0.007169 Initialization: 30.058001 Memcpy Instances: 382.802002 Memcpy Classifiers: 0.095000 Kernel 1: 0.027000 Kernel 2: 557.015991 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.093000 Kernel 1: 0.013000 Kernel 2: 565.536011 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.091000 Kernel 1: 0.012000 Kernel 2: 555.875000 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.090000 Kernel 1: 0.012000 Kernel 2: 550.659973 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.092000 Kernel 1: 0.014000 Kernel 2: 558.005005 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.092000 Kernel 1: 0.012000 Kernel 2: 539.926025 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.091000 Kernel 1: 0.012000 Kernel 2: 541.221985 Copyback: 0.369000 Sum: 0.002000 Memcpy Classifiers: 0.092000 Kernel 1: 0.012000 Kernel 2: 542.349976 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.093000 Kernel 1: 0.014000 Kernel 2: 536.781006 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.054000 Kernel 1: 0.020000 Kernel 2: 132.143997 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.000718 0.543651 fi:0.589687. Ave ac:0.002929,0.013355 Best acc 0.000718 0.543651 Rule:Att PSSM_-4_12 is [<-2.738560]|Att PSSM_-3_7 is [-6.551103,0.551103]|Att PSSM_-2_20 is [-1.701955,5.487649]|Att PSSM_-1_6 is [-4.012103,8.606131]|Att PSSM_-1_11 is [<2.139025]|Att PSSM_0_4 is [-5.132008,-0.867992]|Att PSSM_0_7 is [<-2.605862]|Att PSSM_0_12 is [-6.153579,-1.849990]|Att PSSM_1_7 is [-6.906308,-1.146428]|Att PSSM_2_6 is [-5.797701,1.171250]|Att PSSM_3_6 is [-6.282505,-0.165682]|Att PSSM_3_12 is [-6.144368,3.699353]|Att PSSM_4_5 is [<2.734103]|Att PSSM_4_19 is [-6.051848,4.924605]|1 Accuracy : 0.790222 0 1 152609 11471 37751 32807 Removed 500 instances. 190360 Instances left. Acc of rule 0.001577-0.602000 Initialization: 6.032000 Memcpy Classifiers: 0.523000 Memcpy Instances: 7.587000 Kernel 1: 0.025000 Kernel 2: 93.025002 Copyback: 0.018000 Sum: 0.040000 Initial population average accuracy1:0.006464 accuracy2:0.186777 Initialization: 5.521000 Memcpy Classifiers: 0.557000 Memcpy Instances: 7.601000 Kernel 1: 0.023000 Kernel 2: 93.226997 Copyback: 0.017000 Sum: 0.043000 It 0,Best ac:0.001313 0.833333 fi:0.266336. Ave ac:0.006286,0.011356 Initialization: 5.609000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.621000 Kernel 1: 0.023000 Kernel 2: 92.542000 Copyback: 0.016000 Sum: 0.027000 It 1,Best ac:0.000788 0.750000 fi:0.349935. Ave ac:0.004982,0.009167 Initialization: 6.963000 Memcpy Classifiers: 0.840000 Memcpy Instances: 11.320000 Kernel 1: 0.023000 Kernel 2: 91.932999 Copyback: 0.017000 Sum: 0.029000 It 2,Best ac:0.001576 1.000000 fi:0.099536. Ave ac:0.005179,0.009438 Initialization: 5.740000 Memcpy Classifiers: 0.451000 Memcpy Instances: 10.831000 Kernel 1: 0.024000 Kernel 2: 90.852997 Copyback: 0.017000 Sum: 0.033000 It 3,Best ac:0.002364 0.900000 fi:0.199138. Ave ac:0.004446,0.007677 Initialization: 6.812000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.267000 Kernel 1: 0.023000 Kernel 2: 91.059998 Copyback: 0.017000 Sum: 0.029000 It 4,Best ac:0.000788 1.000000 fi:0.099935. Ave ac:0.003334,0.005763 Initialization: 5.528000 Memcpy Classifiers: 0.486000 Memcpy Instances: 11.727000 Kernel 1: 0.027000 Kernel 2: 90.539001 Copyback: 0.017000 Sum: 0.029000 It 5,Best ac:0.001839 0.875000 fi:0.224403. Ave ac:0.003464,0.005482 Initialization: 5.557000 Memcpy Classifiers: 0.507000 Memcpy Instances: 10.998000 Kernel 1: 0.023000 Kernel 2: 90.691002 Copyback: 0.017000 Sum: 0.028000 It 6,Best ac:0.000788 1.000000 fi:0.099935. Ave ac:0.004047,0.008518 Initialization: 5.509000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.581000 Kernel 1: 0.022000 Kernel 2: 89.351997 Copyback: 0.017000 Sum: 0.031000 It 7,Best ac:0.000788 1.000000 fi:0.099935. Ave ac:0.003239,0.007114 Initialization: 6.695000 Memcpy Classifiers: 0.640000 Memcpy Instances: 10.843000 Kernel 1: 0.024000 Kernel 2: 90.436996 Copyback: 0.018000 Sum: 0.036000 It 8,Best ac:0.000788 1.000000 fi:0.099935. Ave ac:0.003415,0.005875 Initialization: 6.088000 Memcpy Classifiers: 0.882000 Memcpy Instances: 11.144000 Kernel 1: 0.027000 Kernel 2: 90.809998 Copyback: 0.016000 Sum: 0.026000 It 9,Best ac:0.001313 1.000000 fi:0.099669. Ave ac:0.002893,0.004854 Iteration 10:MDL fitness activated Error 0.099669 TL 0.031426 MDL Theory Length Weight: 1.0571837997 (8) Initialization: 7.419000 Memcpy Classifiers: 0.450000 Memcpy Instances: 9.670000 Kernel 1: 0.023000 Kernel 2: 91.903999 Copyback: 0.017000 Sum: 0.033000 It 10,Best ac:0.000788 1.000000 fi:0.133622. Ave ac:0.002636,0.004908 Initialization: 6.125000 Memcpy Classifiers: 0.490000 Memcpy Instances: 8.777000 Kernel 1: 0.032000 Kernel 2: 91.017998 Copyback: 0.017000 Sum: 0.041000 It 11,Best ac:0.001313 1.000000 fi:0.133087. Ave ac:0.002503,0.004349 Initialization: 6.730000 Memcpy Classifiers: 0.590000 Memcpy Instances: 10.115000 Kernel 1: 0.025000 Kernel 2: 89.778999 Copyback: 0.018000 Sum: 0.033000 It 12,Best ac:0.000788 1.000000 fi:0.143291. Ave ac:0.002467,0.004701 Initialization: 7.177000 Memcpy Classifiers: 0.748000 Memcpy Instances: 10.422000 Kernel 1: 0.024000 Kernel 2: 88.584000 Copyback: 0.017000 Sum: 0.032000 It 13,Best ac:0.000788 1.000000 fi:0.141263. Ave ac:0.002743,0.004950 Initialization: 6.617000 Memcpy Classifiers: 0.565000 Memcpy Instances: 9.097000 Kernel 1: 0.032000 Kernel 2: 84.300003 Copyback: 0.017000 Sum: 0.030000 It 14,Best ac:0.001576 1.000000 fi:0.138646. Ave ac:0.003006,0.007499 Initialization: 6.498000 Memcpy Classifiers: 0.679000 Memcpy Instances: 9.958000 Kernel 1: 0.023000 Kernel 2: 83.961998 Copyback: 0.017000 Sum: 0.026000 It 15,Best ac:0.000788 1.000000 fi:0.133183. Ave ac:0.002967,0.006888 Initialization: 7.666000 Memcpy Classifiers: 0.400000 Memcpy Instances: 7.622000 Kernel 1: 0.022000 Kernel 2: 85.271004 Copyback: 0.017000 Sum: 0.029000 It 16,Best ac:0.001838 0.875000 fi:0.276734. Ave ac:0.002796,0.007144 Initialization: 6.807000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.317000 Kernel 1: 0.033000 Kernel 2: 83.342003 Copyback: 0.370000 Sum: 0.032000 It 17,Best ac:0.001313 1.000000 fi:0.137937. Ave ac:0.003125,0.005883 Initialization: 8.040000 Memcpy Classifiers: 0.416000 Memcpy Instances: 10.729000 Kernel 1: 0.032000 Kernel 2: 81.848000 Copyback: 0.017000 Sum: 0.035000 It 18,Best ac:0.000788 1.000000 fi:0.135800. Ave ac:0.002552,0.004406 Initialization: 6.672000 Memcpy Classifiers: 0.602000 Memcpy Instances: 9.918000 Kernel 1: 0.025000 Kernel 2: 82.000999 Copyback: 0.017000 Sum: 0.028000 It 19,Best ac:0.000788 1.000000 fi:0.135808. Ave ac:0.002449,0.005044 Initialization: 5.581000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.577000 Kernel 1: 0.024000 Kernel 2: 84.475998 Copyback: 0.017000 Sum: 0.030000 It 20,Best ac:0.000788 1.000000 fi:0.125620. Ave ac:0.003035,0.005839 Initialization: 6.190000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.579000 Kernel 1: 0.023000 Kernel 2: 85.789001 Copyback: 0.017000 Sum: 0.029000 It 21,Best ac:0.001051 1.000000 fi:0.127664. Ave ac:0.002273,0.004293 Initialization: 5.939000 Memcpy Classifiers: 0.408000 Memcpy Instances: 11.728000 Kernel 1: 0.022000 Kernel 2: 87.454002 Copyback: 0.017000 Sum: 0.031000 It 22,Best ac:0.000788 1.000000 fi:0.125619. Ave ac:0.002216,0.006345 Initialization: 5.534000 Memcpy Classifiers: 0.383000 Memcpy Instances: 10.258000 Kernel 1: 0.026000 Kernel 2: 86.850998 Copyback: 0.016000 Sum: 0.028000 It 23,Best ac:0.000788 1.000000 fi:0.141105. Ave ac:0.002224,0.004067 Initialization: 7.077000 Memcpy Classifiers: 0.744000 Memcpy Instances: 8.669000 Kernel 1: 0.024000 Kernel 2: 86.764999 Copyback: 0.017000 Sum: 0.030000 It 24,Best ac:0.001313 1.000000 fi:0.129062. Ave ac:0.002478,0.005889 Initialization: 5.621000 Memcpy Classifiers: 0.397000 Memcpy Instances: 9.707000 Kernel 1: 0.022000 Kernel 2: 84.319000 Copyback: 0.017000 Sum: 0.030000 It 25,Best ac:0.001051 1.000000 fi:0.126069. Ave ac:0.002068,0.003422 Initialization: 6.141000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.583000 Kernel 1: 0.023000 Kernel 2: 84.832001 Copyback: 0.017000 Sum: 0.024000 It 26,Best ac:0.000788 1.000000 fi:0.127291. Ave ac:0.002011,0.003683 Initialization: 5.505000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.592000 Kernel 1: 0.022000 Kernel 2: 83.496002 Copyback: 0.017000 Sum: 0.025000 It 27,Best ac:0.000788 1.000000 fi:0.128436. Ave ac:0.002414,0.004296 Initialization: 5.557000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.574000 Kernel 1: 0.023000 Kernel 2: 82.746002 Copyback: 0.018000 Sum: 0.038000 It 28,Best ac:0.000788 1.000000 fi:0.126946. Ave ac:0.002239,0.003894 Initialization: 5.594000 Memcpy Classifiers: 0.414000 Memcpy Instances: 7.731000 Kernel 1: 0.021000 Kernel 2: 83.209000 Copyback: 0.017000 Sum: 0.033000 It 29,Best ac:0.000788 1.000000 fi:0.130859. Ave ac:0.002098,0.003456 Initialization: 7.198000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.588000 Kernel 1: 0.023000 Kernel 2: 84.431000 Copyback: 0.017000 Sum: 0.028000 It 30,Best ac:0.000788 1.000000 fi:0.125619. Ave ac:0.002418,0.003524 Initialization: 5.561000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.594000 Kernel 1: 0.024000 Kernel 2: 81.838997 Copyback: 0.017000 Sum: 0.035000 It 31,Best ac:0.000788 1.000000 fi:0.132984. Ave ac:0.002728,0.004588 MDL Theory Length Weight: 0.9514654198 (10) Initialization: 5.541000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.590000 Kernel 1: 0.023000 Kernel 2: 81.078003 Copyback: 0.018000 Sum: 0.026000 It 32,Best ac:0.000788 1.000000 fi:0.118842. Ave ac:0.002576,0.004737 Initialization: 6.759000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.617000 Kernel 1: 0.023000 Kernel 2: 81.258003 Copyback: 0.017000 Sum: 0.026000 It 33,Best ac:0.001313 1.000000 fi:0.126146. Ave ac:0.001850,0.003157 Initialization: 28.547001 Memcpy Instances: 381.855011 Memcpy Classifiers: 0.082000 Kernel 1: 0.027000 Kernel 2: 525.328003 Copyback: 0.015000 Sum: 0.017000 Memcpy Classifiers: 0.079000 Kernel 1: 0.012000 Kernel 2: 548.046021 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.079000 Kernel 1: 0.013000 Kernel 2: 545.487000 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.079000 Kernel 1: 0.012000 Kernel 2: 539.085999 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.079000 Kernel 1: 0.013000 Kernel 2: 551.879028 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.078000 Kernel 1: 0.012000 Kernel 2: 551.732971 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.117000 Kernel 1: 0.022000 Kernel 2: 555.635010 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.079000 Kernel 1: 0.012000 Kernel 2: 531.801025 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.085000 Kernel 1: 0.012000 Kernel 2: 512.620972 Copyback: 0.369000 Sum: 0.001000 It 34,Best ac:0.000667 0.496094 fi:0.633646. Ave ac:0.002213,0.007450 Best acc 0.000667 0.496094 Initialization: 5.523000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.610000 Kernel 1: 0.026000 Kernel 2: 93.734001 Copyback: 0.017000 Sum: 0.041000 Initial population average accuracy1:0.004506 accuracy2:0.194337 Initialization: 5.519000 Memcpy Classifiers: 0.474000 Memcpy Instances: 7.589000 Kernel 1: 0.025000 Kernel 2: 93.806000 Copyback: 0.017000 Sum: 0.049000 It 0,Best ac:0.002364 0.692308 fi:0.406830. Ave ac:0.005023,0.008191 Initialization: 5.552000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.573000 Kernel 1: 0.024000 Kernel 2: 91.834000 Copyback: 0.017000 Sum: 0.033000 It 1,Best ac:0.000525 1.000000 fi:0.283075. Ave ac:0.005278,0.008844 Initialization: 5.589000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.581000 Kernel 1: 0.025000 Kernel 2: 92.150002 Copyback: 0.016000 Sum: 0.031000 It 2,Best ac:0.000788 1.000000 fi:0.099935. Ave ac:0.005915,0.009295 Initialization: 5.608000 Memcpy Classifiers: 0.488000 Memcpy Instances: 10.019000 Kernel 1: 0.024000 Kernel 2: 92.775002 Copyback: 0.018000 Sum: 0.038000 It 3,Best ac:0.001313 0.833333 fi:0.266336. Ave ac:0.005184,0.009109 Initialization: 6.126000 Memcpy Classifiers: 0.518000 Memcpy Instances: 7.641000 Kernel 1: 0.023000 Kernel 2: 91.497002 Copyback: 0.018000 Sum: 0.040000 It 4,Best ac:0.000788 1.000000 fi:0.099935. Ave ac:0.005115,0.009162 Initialization: 6.503000 Memcpy Classifiers: 0.756000 Memcpy Instances: 10.800000 Kernel 1: 0.027000 Kernel 2: 91.924004 Copyback: 0.017000 Sum: 0.031000 It 5,Best ac:0.000788 1.000000 fi:0.099935. Ave ac:0.003361,0.006404 Initialization: 7.849000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.698000 Kernel 1: 0.024000 Kernel 2: 89.860001 Copyback: 0.018000 Sum: 0.042000 It 6,Best ac:0.000788 1.000000 fi:0.099935. Ave ac:0.002892,0.004610 Initialization: 6.295000 Memcpy Classifiers: 0.850000 Memcpy Instances: 11.473000 Kernel 1: 0.024000 Kernel 2: 90.966003 Copyback: 0.018000 Sum: 0.039000 It 7,Best ac:0.001576 1.000000 fi:0.099536. Ave ac:0.003356,0.006725 Initialization: 7.058000 Memcpy Classifiers: 0.640000 Memcpy Instances: 9.278000 Kernel 1: 0.024000 Kernel 2: 87.289001 Copyback: 0.017000 Sum: 0.036000 It 8,Best ac:0.000788 1.000000 fi:0.099935. Ave ac:0.003043,0.006069 Initialization: 6.555000 Memcpy Classifiers: 0.591000 Memcpy Instances: 8.913000 Kernel 1: 0.027000 Kernel 2: 90.768997 Copyback: 0.017000 Sum: 0.038000 It 9,Best ac:0.001051 1.000000 fi:0.099802. Ave ac:0.003073,0.006550 Iteration 10:MDL fitness activated Error 0.099802 TL 0.041164 MDL Theory Length Weight: 0.8081716539 (3) Initialization: 5.738000 Memcpy Classifiers: 0.779000 Memcpy Instances: 10.590000 Kernel 1: 0.024000 Kernel 2: 88.375999 Copyback: 0.017000 Sum: 0.041000 It 10,Best ac:0.001051 1.000000 fi:0.127884. Ave ac:0.003478,0.007049 Initialization: 5.593000 Memcpy Classifiers: 0.451000 Memcpy Instances: 10.916000 Kernel 1: 0.023000 Kernel 2: 90.115997 Copyback: 0.017000 Sum: 0.031000 It 11,Best ac:0.000788 1.000000 fi:0.125117. Ave ac:0.003167,0.005788 Initialization: 6.137000 Memcpy Classifiers: 0.450000 Memcpy Instances: 9.492000 Kernel 1: 0.032000 Kernel 2: 89.695000 Copyback: 0.017000 Sum: 0.029000 It 12,Best ac:0.001050 1.000000 fi:0.124158. Ave ac:0.003650,0.006655 Initialization: 7.381000 Memcpy Classifiers: 0.670000 Memcpy Instances: 10.807000 Kernel 1: 0.027000 Kernel 2: 89.747002 Copyback: 0.018000 Sum: 0.037000 It 13,Best ac:0.000788 1.000000 fi:0.120768. Ave ac:0.003142,0.006479 Initialization: 5.814000 Memcpy Classifiers: 0.596000 Memcpy Instances: 9.804000 Kernel 1: 0.033000 Kernel 2: 90.943001 Copyback: 0.018000 Sum: 0.042000 It 14,Best ac:0.000788 1.000000 fi:0.123430. Ave ac:0.003450,0.006891 Initialization: 6.826000 Memcpy Classifiers: 0.640000 Memcpy Instances: 9.560000 Kernel 1: 0.023000 Kernel 2: 87.559998 Copyback: 0.018000 Sum: 0.037000 It 15,Best ac:0.000788 1.000000 fi:0.117314. Ave ac:0.003053,0.006507 Initialization: 7.136000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.198000 Kernel 1: 0.032000 Kernel 2: 90.277000 Copyback: 0.017000 Sum: 0.030000 It 16,Best ac:0.001051 1.000000 fi:0.127340. Ave ac:0.002916,0.005426 Initialization: 5.559000 Memcpy Classifiers: 0.433000 Memcpy Instances: 10.910000 Kernel 1: 0.023000 Kernel 2: 89.245003 Copyback: 0.017000 Sum: 0.028000 It 17,Best ac:0.000788 1.000000 fi:0.123140. Ave ac:0.002882,0.006075 Initialization: 7.771000 Memcpy Classifiers: 0.587000 Memcpy Instances: 7.617000 Kernel 1: 0.023000 Kernel 2: 86.638000 Copyback: 0.017000 Sum: 0.037000 It 18,Best ac:0.001839 1.000000 fi:0.115652. Ave ac:0.003128,0.005908 Initialization: 6.982000 Memcpy Classifiers: 0.680000 Memcpy Instances: 11.840000 Kernel 1: 0.026000 Kernel 2: 86.944000 Copyback: 0.017000 Sum: 0.041000 It 19,Best ac:0.000788 1.000000 fi:0.120043. Ave ac:0.002846,0.005853 Initialization: 5.638000 Memcpy Classifiers: 0.398000 Memcpy Instances: 10.427000 Kernel 1: 0.023000 Kernel 2: 84.956001 Copyback: 0.017000 Sum: 0.030000 It 20,Best ac:0.001051 1.000000 fi:0.133334. Ave ac:0.002562,0.005185 Initialization: 5.562000 Memcpy Classifiers: 0.379000 Memcpy Instances: 9.812000 Kernel 1: 0.023000 Kernel 2: 83.740997 Copyback: 0.017000 Sum: 0.029000 It 21,Best ac:0.000788 1.000000 fi:0.119693. Ave ac:0.003608,0.006534 Initialization: 5.530000 Memcpy Classifiers: 0.434000 Memcpy Instances: 11.372000 Kernel 1: 0.029000 Kernel 2: 86.608002 Copyback: 0.017000 Sum: 0.028000 It 22,Best ac:0.002627 1.000000 fi:0.121052. Ave ac:0.003114,0.006697 Initialization: 7.803000 Memcpy Classifiers: 0.744000 Memcpy Instances: 10.849000 Kernel 1: 0.023000 Kernel 2: 83.427002 Copyback: 0.017000 Sum: 0.031000 It 23,Best ac:0.002627 0.833333 fi:0.294309. Ave ac:0.002546,0.004776 Initialization: 7.811000 Memcpy Classifiers: 0.573000 Memcpy Instances: 9.647000 Kernel 1: 0.023000 Kernel 2: 85.058998 Copyback: 0.017000 Sum: 0.029000 It 24,Best ac:0.001313 1.000000 fi:0.118764. Ave ac:0.003662,0.005821 Initialization: 6.579000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.318000 Kernel 1: 0.032000 Kernel 2: 84.055000 Copyback: 0.018000 Sum: 0.027000 It 25,Best ac:0.000788 1.000000 fi:0.121300. Ave ac:0.003032,0.004823 Initialization: 6.468000 Memcpy Classifiers: 0.398000 Memcpy Instances: 10.670000 Kernel 1: 0.030000 Kernel 2: 83.664001 Copyback: 0.018000 Sum: 0.045000 It 26,Best ac:0.001576 1.000000 fi:0.117066. Ave ac:0.003102,0.005956 Initialization: 5.520000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.634000 Kernel 1: 0.023000 Kernel 2: 85.262001 Copyback: 0.017000 Sum: 0.030000 It 27,Best ac:0.001576 1.000000 fi:0.120772. Ave ac:0.002483,0.004384 MDL Theory Length Weight: 0.7273544885 (10) Initialization: 6.689000 Memcpy Classifiers: 0.680000 Memcpy Instances: 11.730000 Kernel 1: 0.023000 Kernel 2: 82.305000 Copyback: 0.017000 Sum: 0.030000 It 28,Best ac:0.000788 1.000000 fi:0.117369. Ave ac:0.002439,0.005256 Initialization: 5.784000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.043000 Kernel 1: 0.033000 Kernel 2: 85.332001 Copyback: 0.017000 Sum: 0.029000 It 29,Best ac:0.001051 1.000000 fi:0.119331. Ave ac:0.001829,0.003323 Initialization: 6.269000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.288000 Kernel 1: 0.023000 Kernel 2: 82.515999 Copyback: 0.018000 Sum: 0.039000 It 30,Best ac:0.000788 1.000000 fi:0.114826. Ave ac:0.002246,0.003789 Initialization: 7.033000 Memcpy Classifiers: 0.398000 Memcpy Instances: 9.504000 Kernel 1: 0.032000 Kernel 2: 79.629997 Copyback: 0.017000 Sum: 0.032000 It 31,Best ac:0.001051 1.000000 fi:0.115443. Ave ac:0.002139,0.003838 Initialization: 7.216000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.580000 Kernel 1: 0.023000 Kernel 2: 82.719002 Copyback: 0.017000 Sum: 0.028000 It 32,Best ac:0.001313 1.000000 fi:0.119512. Ave ac:0.001811,0.003503 Initialization: 6.286000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.425000 Kernel 1: 0.033000 Kernel 2: 82.410004 Copyback: 0.017000 Sum: 0.027000 It 33,Best ac:0.001051 1.000000 fi:0.115560. Ave ac:0.002027,0.003687 Initialization: 28.680000 Memcpy Instances: 454.184998 Memcpy Classifiers: 0.089000 Kernel 1: 0.024000 Kernel 2: 562.237000 Copyback: 0.367000 Sum: 0.021000 Memcpy Classifiers: 0.124000 Kernel 1: 0.022000 Kernel 2: 562.866028 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.085000 Kernel 1: 0.014000 Kernel 2: 555.369995 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.085000 Kernel 1: 0.013000 Kernel 2: 542.939026 Copyback: 0.018000 Sum: 0.005000 Memcpy Classifiers: 0.124000 Kernel 1: 0.023000 Kernel 2: 557.421021 Copyback: 0.017000 Sum: 0.006000 Memcpy Classifiers: 0.087000 Kernel 1: 0.016000 Kernel 2: 555.117004 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.118000 Kernel 1: 0.014000 Kernel 2: 561.986023 Copyback: 0.017000 Sum: 0.003000 Memcpy Classifiers: 0.123000 Kernel 1: 0.023000 Kernel 2: 545.458008 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.091000 Kernel 1: 0.013000 Kernel 2: 534.700989 Copyback: 0.015000 Sum: 0.002000 It 34,Best ac:0.000835 0.567857 fi:0.547831. Ave ac:0.002438,0.008538 Best acc 0.000835 0.567857 Rule:Att PSSM_-4_12 is [<-0.071903]|Att PSSM_-1_2 is [-6.117333,6.638513]|Att PSSM_-1_13 is [-2.299018,4.845714]|Att PSSM_0_4 is [<5.386013]|Att PSSM_0_12 is [<-3.949434]|Att PSSM_1_20 is [0.983749,5.487689]|Att PSSM_3_19 is [<4.670152]|Att PSSM_4_12 is [-6.292634,-1.217390]|1 Accuracy : 0.790383 0 1 152488 11592 37592 32966 Removed 280 instances. 190080 Instances left. Acc of rule 0.000835-0.567857 Initialization: 7.317000 Memcpy Classifiers: 0.692000 Memcpy Instances: 10.683000 Kernel 1: 0.025000 Kernel 2: 94.830002 Copyback: 0.020000 Sum: 0.051000 Initial population average accuracy1:0.004939 accuracy2:0.195562 Initialization: 7.922000 Memcpy Classifiers: 0.857000 Memcpy Instances: 10.989000 Kernel 1: 0.022000 Kernel 2: 92.247002 Copyback: 0.017000 Sum: 0.045000 It 0,Best ac:0.000526 1.000000 fi:0.279257. Ave ac:0.004429,0.007249 Initialization: 8.223000 Memcpy Classifiers: 0.769000 Memcpy Instances: 9.826000 Kernel 1: 0.024000 Kernel 2: 92.888000 Copyback: 0.018000 Sum: 0.037000 It 1,Best ac:0.001052 0.800000 fi:0.299800. Ave ac:0.004264,0.007296 Initialization: 5.758000 Memcpy Classifiers: 0.840000 Memcpy Instances: 9.531000 Kernel 1: 0.023000 Kernel 2: 91.441002 Copyback: 0.016000 Sum: 0.025000 It 2,Best ac:0.000526 1.000000 fi:0.280215. Ave ac:0.004022,0.006359 Initialization: 6.177000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.603000 Kernel 1: 0.022000 Kernel 2: 91.168999 Copyback: 0.017000 Sum: 0.033000 It 3,Best ac:0.000789 1.000000 fi:0.099933. Ave ac:0.003039,0.006077 Initialization: 6.629000 Memcpy Classifiers: 0.639000 Memcpy Instances: 8.882000 Kernel 1: 0.032000 Kernel 2: 91.361000 Copyback: 0.017000 Sum: 0.029000 It 4,Best ac:0.001578 1.000000 fi:0.099533. Ave ac:0.003690,0.006914 Initialization: 6.604000 Memcpy Classifiers: 0.839000 Memcpy Instances: 10.252000 Kernel 1: 0.024000 Kernel 2: 92.035004 Copyback: 0.017000 Sum: 0.034000 It 5,Best ac:0.000789 1.000000 fi:0.099933. Ave ac:0.003625,0.005427 Initialization: 6.906000 Memcpy Classifiers: 0.775000 Memcpy Instances: 11.700000 Kernel 1: 0.023000 Kernel 2: 89.420998 Copyback: 0.017000 Sum: 0.032000 It 6,Best ac:0.001579 0.857143 fi:0.242390. Ave ac:0.003399,0.006188 Initialization: 6.070000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.146000 Kernel 1: 0.032000 Kernel 2: 89.478996 Copyback: 0.017000 Sum: 0.030000 It 7,Best ac:0.001315 0.833333 fi:0.266332. Ave ac:0.003281,0.006139 Initialization: 6.616000 Memcpy Classifiers: 0.664000 Memcpy Instances: 9.324000 Kernel 1: 0.024000 Kernel 2: 89.579002 Copyback: 0.017000 Sum: 0.031000 It 8,Best ac:0.001842 1.000000 fi:0.099400. Ave ac:0.002974,0.005290 Initialization: 5.605000 Memcpy Classifiers: 0.487000 Memcpy Instances: 10.061000 Kernel 1: 0.023000 Kernel 2: 89.103996 Copyback: 0.018000 Sum: 0.037000 It 9,Best ac:0.000789 1.000000 fi:0.099933. Ave ac:0.002824,0.005615 Iteration 10:MDL fitness activated Error 0.099933 TL 0.041210 MDL Theory Length Weight: 0.8083177895 (2) Initialization: 5.685000 Memcpy Classifiers: 0.504000 Memcpy Instances: 7.624000 Kernel 1: 0.023000 Kernel 2: 88.821999 Copyback: 0.017000 Sum: 0.032000 It 10,Best ac:0.001315 0.833333 fi:0.289033. Ave ac:0.002362,0.004206 Initialization: 7.886000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.606000 Kernel 1: 0.021000 Kernel 2: 86.490997 Copyback: 0.019000 Sum: 0.039000 It 11,Best ac:0.000789 1.000000 fi:0.126082. Ave ac:0.002312,0.004744 Initialization: 7.977000 Memcpy Classifiers: 0.502000 Memcpy Instances: 8.374000 Kernel 1: 0.032000 Kernel 2: 87.905998 Copyback: 0.017000 Sum: 0.033000 It 12,Best ac:0.001052 1.000000 fi:0.128962. Ave ac:0.002524,0.006373 Initialization: 7.824000 Memcpy Classifiers: 0.807000 Memcpy Instances: 11.036000 Kernel 1: 0.024000 Kernel 2: 87.730003 Copyback: 0.019000 Sum: 0.040000 It 13,Best ac:0.000789 1.000000 fi:0.140442. Ave ac:0.002714,0.005528 Initialization: 5.469000 Memcpy Classifiers: 0.469000 Memcpy Instances: 9.551000 Kernel 1: 0.023000 Kernel 2: 88.568001 Copyback: 0.017000 Sum: 0.029000 It 14,Best ac:0.001052 1.000000 fi:0.141808. Ave ac:0.002062,0.003967 Initialization: 7.557000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.600000 Kernel 1: 0.023000 Kernel 2: 90.142998 Copyback: 0.018000 Sum: 0.038000 It 15,Best ac:0.000789 1.000000 fi:0.123734. Ave ac:0.002560,0.005484 Initialization: 6.324000 Memcpy Classifiers: 0.451000 Memcpy Instances: 10.036000 Kernel 1: 0.023000 Kernel 2: 90.400002 Copyback: 0.017000 Sum: 0.029000 It 16,Best ac:0.000789 1.000000 fi:0.127815. Ave ac:0.002302,0.003331 Initialization: 6.002000 Memcpy Classifiers: 0.775000 Memcpy Instances: 12.754000 Kernel 1: 0.026000 Kernel 2: 89.774002 Copyback: 0.018000 Sum: 0.038000 It 17,Best ac:0.000789 1.000000 fi:0.133844. Ave ac:0.001857,0.003415 Initialization: 5.596000 Memcpy Classifiers: 0.469000 Memcpy Instances: 11.152000 Kernel 1: 0.027000 Kernel 2: 88.148003 Copyback: 0.017000 Sum: 0.027000 It 18,Best ac:0.001052 1.000000 fi:0.114979. Ave ac:0.002561,0.004639 Initialization: 6.661000 Memcpy Classifiers: 0.614000 Memcpy Instances: 8.525000 Kernel 1: 0.024000 Kernel 2: 87.624001 Copyback: 0.017000 Sum: 0.027000 It 19,Best ac:0.001315 1.000000 fi:0.129932. Ave ac:0.002578,0.004084 Initialization: 6.087000 Memcpy Classifiers: 0.489000 Memcpy Instances: 9.541000 Kernel 1: 0.032000 Kernel 2: 88.079002 Copyback: 0.017000 Sum: 0.031000 It 20,Best ac:0.000789 1.000000 fi:0.126952. Ave ac:0.002044,0.003357 Initialization: 6.404000 Memcpy Classifiers: 0.818000 Memcpy Instances: 10.345000 Kernel 1: 0.024000 Kernel 2: 86.249001 Copyback: 0.017000 Sum: 0.028000 It 21,Best ac:0.000789 1.000000 fi:0.133276. Ave ac:0.002258,0.004878 Initialization: 5.521000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.972000 Kernel 1: 0.032000 Kernel 2: 89.300003 Copyback: 0.017000 Sum: 0.029000 It 22,Best ac:0.001052 1.000000 fi:0.126575. Ave ac:0.002514,0.003988 Initialization: 5.830000 Memcpy Classifiers: 0.484000 Memcpy Instances: 10.371000 Kernel 1: 0.023000 Kernel 2: 90.526001 Copyback: 0.017000 Sum: 0.030000 It 23,Best ac:0.000789 1.000000 fi:0.126082. Ave ac:0.002723,0.004221 Initialization: 6.571000 Memcpy Classifiers: 0.590000 Memcpy Instances: 8.846000 Kernel 1: 0.023000 Kernel 2: 92.767998 Copyback: 0.017000 Sum: 0.035000 It 24,Best ac:0.001315 1.000000 fi:0.126711. Ave ac:0.001963,0.002266 Initialization: 5.602000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.565000 Kernel 1: 0.023000 Kernel 2: 91.364998 Copyback: 0.017000 Sum: 0.036000 It 25,Best ac:0.001578 1.000000 fi:0.122080. Ave ac:0.001562,0.002538 Initialization: 6.766000 Memcpy Classifiers: 0.485000 Memcpy Instances: 7.583000 Kernel 1: 0.023000 Kernel 2: 89.786003 Copyback: 0.017000 Sum: 0.031000 It 26,Best ac:0.000789 1.000000 fi:0.123181. Ave ac:0.001573,0.002710 Initialization: 5.568000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.569000 Kernel 1: 0.024000 Kernel 2: 88.801003 Copyback: 0.018000 Sum: 0.038000 It 27,Best ac:0.001052 1.000000 fi:0.129764. Ave ac:0.001875,0.003180 MDL Theory Length Weight: 0.7274860105 (10) Initialization: 7.134000 Memcpy Classifiers: 0.496000 Memcpy Instances: 7.580000 Kernel 1: 0.024000 Kernel 2: 88.185997 Copyback: 0.017000 Sum: 0.027000 It 28,Best ac:0.001315 1.000000 fi:0.118720. Ave ac:0.001802,0.002643 Initialization: 6.281000 Memcpy Classifiers: 0.776000 Memcpy Instances: 11.516000 Kernel 1: 0.027000 Kernel 2: 86.944000 Copyback: 0.017000 Sum: 0.030000 It 29,Best ac:0.001052 1.000000 fi:0.118931. Ave ac:0.001385,0.002167 Initialization: 5.607000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.560000 Kernel 1: 0.025000 Kernel 2: 84.908997 Copyback: 0.017000 Sum: 0.033000 It 30,Best ac:0.001052 1.000000 fi:0.133237. Ave ac:0.001410,0.001890 Initialization: 7.090000 Memcpy Classifiers: 0.712000 Memcpy Instances: 9.531000 Kernel 1: 0.033000 Kernel 2: 84.290001 Copyback: 0.018000 Sum: 0.041000 It 31,Best ac:0.000789 1.000000 fi:0.123547. Ave ac:0.002164,0.002400 Initialization: 6.536000 Memcpy Classifiers: 0.451000 Memcpy Instances: 9.022000 Kernel 1: 0.023000 Kernel 2: 87.554001 Copyback: 0.017000 Sum: 0.028000 It 32,Best ac:0.000789 1.000000 fi:0.118835. Ave ac:0.001757,0.002079 Initialization: 7.256000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.580000 Kernel 1: 0.023000 Kernel 2: 82.831001 Copyback: 0.016000 Sum: 0.032000 It 33,Best ac:0.001315 0.833333 fi:0.293450. Ave ac:0.002166,0.004285 Initialization: 32.840000 Memcpy Instances: 433.458008 Memcpy Classifiers: 0.116000 Kernel 1: 0.029000 Kernel 2: 578.275024 Copyback: 0.015000 Sum: 0.017000 Memcpy Classifiers: 0.095000 Kernel 1: 0.014000 Kernel 2: 572.955994 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.094000 Kernel 1: 0.013000 Kernel 2: 571.992004 Copyback: 0.367000 Sum: 0.003000 Memcpy Classifiers: 0.113000 Kernel 1: 0.018000 Kernel 2: 576.252991 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.094000 Kernel 1: 0.013000 Kernel 2: 581.715027 Copyback: 0.023000 Sum: 0.002000 Memcpy Classifiers: 0.135000 Kernel 1: 0.022000 Kernel 2: 583.625000 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.094000 Kernel 1: 0.012000 Kernel 2: 577.060974 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.094000 Kernel 1: 0.012000 Kernel 2: 600.085999 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.099000 Kernel 1: 0.012000 Kernel 2: 549.461975 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.001052 0.560224 fi:0.558630. Ave ac:0.002674,0.008223 Best acc 0.001052 0.560224 Initialization: 5.540000 Memcpy Classifiers: 0.558000 Memcpy Instances: 7.601000 Kernel 1: 0.025000 Kernel 2: 94.207001 Copyback: 0.017000 Sum: 0.039000 Initial population average accuracy1:0.004515 accuracy2:0.194289 Initialization: 6.495000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.608000 Kernel 1: 0.022000 Kernel 2: 94.853996 Copyback: 0.016000 Sum: 0.036000 It 0,Best ac:0.001841 0.875000 fi:0.224400. Ave ac:0.004696,0.008477 Initialization: 7.294000 Memcpy Classifiers: 0.707000 Memcpy Instances: 9.873000 Kernel 1: 0.024000 Kernel 2: 92.960999 Copyback: 0.017000 Sum: 0.029000 It 1,Best ac:0.000526 1.000000 fi:0.280215. Ave ac:0.005032,0.007888 Initialization: 6.724000 Memcpy Classifiers: 0.665000 Memcpy Instances: 8.942000 Kernel 1: 0.027000 Kernel 2: 92.593002 Copyback: 0.017000 Sum: 0.033000 It 2,Best ac:0.000789 1.000000 fi:0.099933. Ave ac:0.004054,0.007069 Initialization: 5.896000 Memcpy Classifiers: 0.469000 Memcpy Instances: 10.340000 Kernel 1: 0.027000 Kernel 2: 90.751999 Copyback: 0.017000 Sum: 0.027000 It 3,Best ac:0.000526 1.000000 fi:0.279257. Ave ac:0.004149,0.007711 Initialization: 5.916000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.575000 Kernel 1: 0.023000 Kernel 2: 87.855003 Copyback: 0.017000 Sum: 0.031000 It 4,Best ac:0.000526 1.000000 fi:0.280215. Ave ac:0.004204,0.007124 Initialization: 5.924000 Memcpy Classifiers: 0.808000 Memcpy Instances: 9.863000 Kernel 1: 0.022000 Kernel 2: 86.205002 Copyback: 0.017000 Sum: 0.032000 It 5,Best ac:0.000789 1.000000 fi:0.099933. Ave ac:0.003743,0.006032 Initialization: 5.602000 Memcpy Classifiers: 0.467000 Memcpy Instances: 7.622000 Kernel 1: 0.023000 Kernel 2: 85.124001 Copyback: 0.017000 Sum: 0.034000 It 6,Best ac:0.000789 1.000000 fi:0.099933. Ave ac:0.003286,0.006013 Initialization: 5.545000 Memcpy Classifiers: 0.475000 Memcpy Instances: 7.728000 Kernel 1: 0.034000 Kernel 2: 86.945000 Copyback: 0.016000 Sum: 0.031000 It 7,Best ac:0.000789 1.000000 fi:0.099933. Ave ac:0.003042,0.006214 Initialization: 5.560000 Memcpy Classifiers: 0.451000 Memcpy Instances: 9.059000 Kernel 1: 0.023000 Kernel 2: 86.096001 Copyback: 0.017000 Sum: 0.029000 It 8,Best ac:0.001315 1.000000 fi:0.099667. Ave ac:0.003316,0.005642 Initialization: 5.537000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.571000 Kernel 1: 0.024000 Kernel 2: 87.084999 Copyback: 0.017000 Sum: 0.031000 It 9,Best ac:0.001052 1.000000 fi:0.099800. Ave ac:0.002884,0.004517 Iteration 10:MDL fitness activated Error 0.099800 TL 0.035573 MDL Theory Length Weight: 0.9351658137 (2) Initialization: 6.706000 Memcpy Classifiers: 0.872000 Memcpy Instances: 11.635000 Kernel 1: 0.022000 Kernel 2: 85.246002 Copyback: 0.016000 Sum: 0.029000 It 10,Best ac:0.000789 1.000000 fi:0.132623. Ave ac:0.003326,0.005255 Initialization: 5.545000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.568000 Kernel 1: 0.024000 Kernel 2: 83.189003 Copyback: 0.017000 Sum: 0.027000 It 11,Best ac:0.000526 1.000000 fi:0.299890. Ave ac:0.002802,0.005231 Initialization: 5.536000 Memcpy Classifiers: 0.489000 Memcpy Instances: 7.564000 Kernel 1: 0.024000 Kernel 2: 84.540001 Copyback: 0.018000 Sum: 0.031000 It 12,Best ac:0.000789 1.000000 fi:0.139252. Ave ac:0.002737,0.004794 Initialization: 5.565000 Memcpy Classifiers: 0.432000 Memcpy Instances: 7.573000 Kernel 1: 0.023000 Kernel 2: 87.286003 Copyback: 0.017000 Sum: 0.025000 It 13,Best ac:0.000789 1.000000 fi:0.129034. Ave ac:0.003418,0.006638 Initialization: 7.446000 Memcpy Classifiers: 0.467000 Memcpy Instances: 7.575000 Kernel 1: 0.024000 Kernel 2: 85.915001 Copyback: 0.017000 Sum: 0.030000 It 14,Best ac:0.001315 1.000000 fi:0.127952. Ave ac:0.002703,0.004611 Initialization: 5.558000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.868000 Kernel 1: 0.025000 Kernel 2: 85.679001 Copyback: 0.371000 Sum: 0.029000 It 15,Best ac:0.001052 1.000000 fi:0.126523. Ave ac:0.002589,0.004227 Initialization: 6.190000 Memcpy Classifiers: 0.431000 Memcpy Instances: 7.574000 Kernel 1: 0.023000 Kernel 2: 83.174004 Copyback: 0.017000 Sum: 0.025000 It 16,Best ac:0.000789 1.000000 fi:0.131881. Ave ac:0.002437,0.004112 Initialization: 7.007000 Memcpy Classifiers: 0.450000 Memcpy Instances: 11.845000 Kernel 1: 0.023000 Kernel 2: 83.539001 Copyback: 0.017000 Sum: 0.029000 It 17,Best ac:0.001052 1.000000 fi:0.132098. Ave ac:0.002374,0.003952 Initialization: 6.602000 Memcpy Classifiers: 0.807000 Memcpy Instances: 12.913000 Kernel 1: 0.026000 Kernel 2: 81.211998 Copyback: 0.017000 Sum: 0.029000 It 18,Best ac:0.001578 1.000000 fi:0.128924. Ave ac:0.002220,0.003019 Initialization: 5.557000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.565000 Kernel 1: 0.024000 Kernel 2: 82.065002 Copyback: 0.017000 Sum: 0.028000 It 19,Best ac:0.000789 1.000000 fi:0.130074. Ave ac:0.001834,0.003335 Initialization: 7.390000 Memcpy Classifiers: 0.827000 Memcpy Instances: 10.432000 Kernel 1: 0.024000 Kernel 2: 84.573997 Copyback: 0.017000 Sum: 0.033000 It 20,Best ac:0.000789 1.000000 fi:0.118906. Ave ac:0.002380,0.003308 Initialization: 7.063000 Memcpy Classifiers: 0.743000 Memcpy Instances: 11.686000 Kernel 1: 0.024000 Kernel 2: 85.528000 Copyback: 0.017000 Sum: 0.030000 It 21,Best ac:0.001052 1.000000 fi:0.119892. Ave ac:0.002620,0.003890 Initialization: 5.551000 Memcpy Classifiers: 0.511000 Memcpy Instances: 10.607000 Kernel 1: 0.022000 Kernel 2: 81.646004 Copyback: 0.018000 Sum: 0.042000 It 22,Best ac:0.001578 1.000000 fi:0.119299. Ave ac:0.002740,0.004196 Initialization: 5.543000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.560000 Kernel 1: 0.025000 Kernel 2: 84.877998 Copyback: 0.017000 Sum: 0.030000 It 23,Best ac:0.000789 1.000000 fi:0.126533. Ave ac:0.002197,0.003187 Initialization: 5.531000 Memcpy Classifiers: 0.488000 Memcpy Instances: 7.566000 Kernel 1: 0.023000 Kernel 2: 84.176003 Copyback: 0.017000 Sum: 0.038000 It 24,Best ac:0.001315 1.000000 fi:0.119432. Ave ac:0.001467,0.002880 Initialization: 6.873000 Memcpy Classifiers: 0.486000 Memcpy Instances: 7.579000 Kernel 1: 0.024000 Kernel 2: 85.657997 Copyback: 0.017000 Sum: 0.029000 It 25,Best ac:0.001052 1.000000 fi:0.135028. Ave ac:0.001758,0.003363 Initialization: 5.575000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.569000 Kernel 1: 0.024000 Kernel 2: 87.482002 Copyback: 0.017000 Sum: 0.031000 It 26,Best ac:0.001052 1.000000 fi:0.119892. Ave ac:0.002194,0.003521 Initialization: 5.559000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.593000 Kernel 1: 0.023000 Kernel 2: 87.858002 Copyback: 0.017000 Sum: 0.031000 It 27,Best ac:0.000789 1.000000 fi:0.128442. Ave ac:0.001770,0.002421 Initialization: 7.056000 Memcpy Classifiers: 0.664000 Memcpy Instances: 8.518000 Kernel 1: 0.033000 Kernel 2: 86.740997 Copyback: 0.017000 Sum: 0.029000 It 28,Best ac:0.001841 0.875000 fi:0.249284. Ave ac:0.002127,0.004754 Initialization: 6.553000 Memcpy Classifiers: 0.871000 Memcpy Instances: 11.932000 Kernel 1: 0.026000 Kernel 2: 86.260002 Copyback: 0.018000 Sum: 0.040000 It 29,Best ac:0.000789 1.000000 fi:0.133826. Ave ac:0.001738,0.002722 MDL Theory Length Weight: 0.8416492323 (10) Initialization: 5.629000 Memcpy Classifiers: 0.490000 Memcpy Instances: 7.562000 Kernel 1: 0.024000 Kernel 2: 84.639000 Copyback: 0.017000 Sum: 0.038000 It 30,Best ac:0.000789 1.000000 fi:0.120099. Ave ac:0.002227,0.003545 Initialization: 5.537000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.559000 Kernel 1: 0.024000 Kernel 2: 85.086998 Copyback: 0.017000 Sum: 0.030000 It 31,Best ac:0.000789 1.000000 fi:0.117640. Ave ac:0.002250,0.003038 Initialization: 5.555000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.586000 Kernel 1: 0.023000 Kernel 2: 85.038002 Copyback: 0.018000 Sum: 0.036000 It 32,Best ac:0.001315 1.000000 fi:0.128246. Ave ac:0.001951,0.003062 Initialization: 6.708000 Memcpy Classifiers: 0.680000 Memcpy Instances: 9.939000 Kernel 1: 0.025000 Kernel 2: 86.599998 Copyback: 0.017000 Sum: 0.030000 It 33,Best ac:0.000789 1.000000 fi:0.122094. Ave ac:0.001732,0.004959 Initialization: 29.007999 Memcpy Instances: 428.084015 Memcpy Classifiers: 0.096000 Kernel 1: 0.025000 Kernel 2: 569.929993 Copyback: 0.016000 Sum: 0.013000 Memcpy Classifiers: 0.095000 Kernel 1: 0.014000 Kernel 2: 564.994995 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.093000 Kernel 1: 0.014000 Kernel 2: 583.262024 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.095000 Kernel 1: 0.013000 Kernel 2: 576.119995 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.133000 Kernel 1: 0.022000 Kernel 2: 559.776978 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.094000 Kernel 1: 0.012000 Kernel 2: 577.236023 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.094000 Kernel 1: 0.013000 Kernel 2: 578.354980 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.094000 Kernel 1: 0.013000 Kernel 2: 592.646973 Copyback: 0.369000 Sum: 0.002000 Memcpy Classifiers: 0.101000 Kernel 1: 0.012000 Kernel 2: 552.379028 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.001121 0.560526 fi:0.561400. Ave ac:0.001737,0.005806 Best acc 0.001121 0.560526 Rule:Att PSSM_-4_2 is [<3.544322]|Att PSSM_-3_10 is [>-3.810166]|Att PSSM_-3_11 is [-3.079351,5.119584]|Att PSSM_-2_11 is [<6.791351]|Att PSSM_-2_12 is [-6.514372,5.052646]|Att PSSM_-1_7 is [-5.365464,1.805509]|Att PSSM_-1_18 is [-2.779251,6.719061]|Att PSSM_0_2 is [<-1.568062]|Att PSSM_0_4 is [-7.962478,-4.358296]|Att PSSM_1_6 is [-5.735327,6.021308]|Att PSSM_1_8 is [<2.470345]|Att PSSM_1_18 is [-3.717391,7.717391]|1 Accuracy : 0.790580 0 1 152321 11759 37379 33179 Removed 380 instances. 189700 Instances left. Acc of rule 0.001121-0.560526 Initialization: 8.061000 Memcpy Classifiers: 0.835000 Memcpy Instances: 9.845000 Kernel 1: 0.024000 Kernel 2: 93.802002 Copyback: 0.017000 Sum: 0.035000 Initial population average accuracy1:0.005115 accuracy2:0.188868 Initialization: 5.475000 Memcpy Classifiers: 0.606000 Memcpy Instances: 7.562000 Kernel 1: 0.023000 Kernel 2: 92.068001 Copyback: 0.017000 Sum: 0.028000 It 0,Best ac:0.001055 1.000000 fi:0.099796. Ave ac:0.005542,0.009596 Initialization: 7.237000 Memcpy Classifiers: 0.540000 Memcpy Instances: 10.570000 Kernel 1: 0.023000 Kernel 2: 92.521004 Copyback: 0.017000 Sum: 0.037000 It 1,Best ac:0.000527 1.000000 fi:0.275398. Ave ac:0.004921,0.008080 Initialization: 5.997000 Memcpy Classifiers: 0.872000 Memcpy Instances: 7.721000 Kernel 1: 0.025000 Kernel 2: 91.054001 Copyback: 0.017000 Sum: 0.030000 It 2,Best ac:0.001318 0.833333 fi:0.266329. Ave ac:0.004807,0.008149 Initialization: 7.814000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.558000 Kernel 1: 0.023000 Kernel 2: 92.560997 Copyback: 0.017000 Sum: 0.027000 It 3,Best ac:0.000791 1.000000 fi:0.099931. Ave ac:0.005766,0.009923 Initialization: 7.728000 Memcpy Classifiers: 0.799000 Memcpy Instances: 10.612000 Kernel 1: 0.024000 Kernel 2: 92.107002 Copyback: 0.017000 Sum: 0.028000 It 4,Best ac:0.000791 1.000000 fi:0.099931. Ave ac:0.004889,0.007439 Initialization: 7.177000 Memcpy Classifiers: 0.903000 Memcpy Instances: 7.810000 Kernel 1: 0.023000 Kernel 2: 89.621002 Copyback: 0.018000 Sum: 0.038000 It 5,Best ac:0.000791 1.000000 fi:0.099931. Ave ac:0.004909,0.009165 Initialization: 6.198000 Memcpy Classifiers: 0.486000 Memcpy Instances: 7.589000 Kernel 1: 0.023000 Kernel 2: 89.419998 Copyback: 0.018000 Sum: 0.036000 It 6,Best ac:0.001055 1.000000 fi:0.099796. Ave ac:0.004587,0.008154 Initialization: 5.518000 Memcpy Classifiers: 0.569000 Memcpy Instances: 9.011000 Kernel 1: 0.032000 Kernel 2: 88.139999 Copyback: 0.017000 Sum: 0.026000 It 7,Best ac:0.000791 1.000000 fi:0.099931. Ave ac:0.003661,0.009481 Initialization: 6.247000 Memcpy Classifiers: 0.807000 Memcpy Instances: 10.836000 Kernel 1: 0.026000 Kernel 2: 88.383003 Copyback: 0.018000 Sum: 0.039000 It 8,Best ac:0.001581 1.000000 fi:0.099529. Ave ac:0.003502,0.007241 Initialization: 7.973000 Memcpy Classifiers: 0.629000 Memcpy Instances: 7.607000 Kernel 1: 0.023000 Kernel 2: 88.335999 Copyback: 0.017000 Sum: 0.035000 It 9,Best ac:0.001846 1.000000 fi:0.099393. Ave ac:0.002680,0.005255 Iteration 10:MDL fitness activated Error 0.099393 TL 0.031477 MDL Theory Length Weight: 1.0525556859 (1) Initialization: 6.356000 Memcpy Classifiers: 0.488000 Memcpy Instances: 10.201000 Kernel 1: 0.026000 Kernel 2: 85.139999 Copyback: 0.019000 Sum: 0.040000 It 10,Best ac:0.000791 1.000000 fi:0.135660. Ave ac:0.003104,0.006090 Initialization: 6.572000 Memcpy Classifiers: 0.570000 Memcpy Instances: 8.675000 Kernel 1: 0.033000 Kernel 2: 83.969002 Copyback: 0.018000 Sum: 0.030000 It 11,Best ac:0.000527 1.000000 fi:0.301061. Ave ac:0.003300,0.006897 Initialization: 5.695000 Memcpy Classifiers: 0.486000 Memcpy Instances: 7.730000 Kernel 1: 0.032000 Kernel 2: 83.697998 Copyback: 0.018000 Sum: 0.042000 It 12,Best ac:0.000791 1.000000 fi:0.140037. Ave ac:0.003096,0.005925 Initialization: 6.363000 Memcpy Classifiers: 0.488000 Memcpy Instances: 10.504000 Kernel 1: 0.033000 Kernel 2: 83.455002 Copyback: 0.018000 Sum: 0.031000 It 13,Best ac:0.000791 1.000000 fi:0.131848. Ave ac:0.003104,0.005607 Initialization: 7.563000 Memcpy Classifiers: 0.807000 Memcpy Instances: 10.822000 Kernel 1: 0.025000 Kernel 2: 79.703003 Copyback: 0.018000 Sum: 0.035000 It 14,Best ac:0.000791 1.000000 fi:0.141909. Ave ac:0.003005,0.006830 Initialization: 5.591000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.449000 Kernel 1: 0.031000 Kernel 2: 81.454002 Copyback: 0.018000 Sum: 0.038000 It 15,Best ac:0.000791 1.000000 fi:0.153734. Ave ac:0.003007,0.005726 Initialization: 6.346000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.809000 Kernel 1: 0.033000 Kernel 2: 79.178001 Copyback: 0.017000 Sum: 0.028000 It 16,Best ac:0.001054 1.000000 fi:0.139903. Ave ac:0.002894,0.005617 Initialization: 7.458000 Memcpy Classifiers: 0.683000 Memcpy Instances: 11.388000 Kernel 1: 0.026000 Kernel 2: 79.870003 Copyback: 0.018000 Sum: 0.036000 It 17,Best ac:0.000791 1.000000 fi:0.147192. Ave ac:0.002041,0.003490 Initialization: 7.575000 Memcpy Classifiers: 0.415000 Memcpy Instances: 11.451000 Kernel 1: 0.026000 Kernel 2: 78.403000 Copyback: 0.017000 Sum: 0.026000 It 18,Best ac:0.000791 1.000000 fi:0.139233. Ave ac:0.002729,0.006334 Initialization: 5.724000 Memcpy Classifiers: 0.744000 Memcpy Instances: 9.176000 Kernel 1: 0.022000 Kernel 2: 80.277000 Copyback: 0.346000 Sum: 0.029000 It 19,Best ac:0.000791 1.000000 fi:0.132920. Ave ac:0.002741,0.004333 Initialization: 5.969000 Memcpy Classifiers: 0.398000 Memcpy Instances: 9.838000 Kernel 1: 0.022000 Kernel 2: 78.892998 Copyback: 0.017000 Sum: 0.030000 It 20,Best ac:0.000791 1.000000 fi:0.127272. Ave ac:0.002169,0.003501 Initialization: 6.056000 Memcpy Classifiers: 0.416000 Memcpy Instances: 10.954000 Kernel 1: 0.024000 Kernel 2: 77.858002 Copyback: 0.018000 Sum: 0.034000 It 21,Best ac:0.001054 1.000000 fi:0.141520. Ave ac:0.002137,0.004632 Initialization: 5.534000 Memcpy Classifiers: 0.480000 Memcpy Instances: 10.815000 Kernel 1: 0.033000 Kernel 2: 79.588997 Copyback: 0.017000 Sum: 0.028000 It 22,Best ac:0.001055 1.000000 fi:0.130261. Ave ac:0.002602,0.005907 Initialization: 7.762000 Memcpy Classifiers: 0.649000 Memcpy Instances: 10.503000 Kernel 1: 0.023000 Kernel 2: 79.709000 Copyback: 0.018000 Sum: 0.037000 It 23,Best ac:0.001054 1.000000 fi:0.140522. Ave ac:0.002209,0.004733 Initialization: 5.595000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.547000 Kernel 1: 0.024000 Kernel 2: 78.226997 Copyback: 0.017000 Sum: 0.027000 It 24,Best ac:0.000791 1.000000 fi:0.129315. Ave ac:0.002407,0.004690 Initialization: 6.401000 Memcpy Classifiers: 0.397000 Memcpy Instances: 10.527000 Kernel 1: 0.027000 Kernel 2: 78.940002 Copyback: 0.017000 Sum: 0.026000 It 25,Best ac:0.000791 1.000000 fi:0.129657. Ave ac:0.002783,0.007091 Initialization: 5.959000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.569000 Kernel 1: 0.024000 Kernel 2: 78.833000 Copyback: 0.018000 Sum: 0.030000 It 26,Best ac:0.000791 1.000000 fi:0.128601. Ave ac:0.003175,0.006072 Initialization: 7.442000 Memcpy Classifiers: 0.712000 Memcpy Instances: 10.541000 Kernel 1: 0.024000 Kernel 2: 78.426003 Copyback: 0.017000 Sum: 0.028000 It 27,Best ac:0.001054 1.000000 fi:0.129221. Ave ac:0.002697,0.006423 Initialization: 5.594000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.871000 Kernel 1: 0.023000 Kernel 2: 78.635002 Copyback: 0.016000 Sum: 0.026000 It 28,Best ac:0.000791 1.000000 fi:0.129683. Ave ac:0.003047,0.006999 Initialization: 6.669000 Memcpy Classifiers: 0.582000 Memcpy Instances: 10.701000 Kernel 1: 0.024000 Kernel 2: 79.704002 Copyback: 0.017000 Sum: 0.023000 It 29,Best ac:0.001054 1.000000 fi:0.129220. Ave ac:0.002929,0.006361 MDL Theory Length Weight: 0.9473001173 (10) Initialization: 5.706000 Memcpy Classifiers: 0.744000 Memcpy Instances: 9.464000 Kernel 1: 0.023000 Kernel 2: 81.374001 Copyback: 0.017000 Sum: 0.025000 It 30,Best ac:0.000791 1.000000 fi:0.125315. Ave ac:0.002644,0.005270 Initialization: 7.566000 Memcpy Classifiers: 0.712000 Memcpy Instances: 8.394000 Kernel 1: 0.032000 Kernel 2: 79.078003 Copyback: 0.017000 Sum: 0.026000 It 31,Best ac:0.000791 1.000000 fi:0.123763. Ave ac:0.002099,0.003976 Initialization: 6.869000 Memcpy Classifiers: 0.613000 Memcpy Instances: 8.639000 Kernel 1: 0.032000 Kernel 2: 80.636002 Copyback: 0.017000 Sum: 0.023000 It 32,Best ac:0.001318 1.000000 fi:0.122652. Ave ac:0.001969,0.003100 Initialization: 8.166000 Memcpy Classifiers: 0.744000 Memcpy Instances: 11.672000 Kernel 1: 0.023000 Kernel 2: 83.068001 Copyback: 0.017000 Sum: 0.027000 It 33,Best ac:0.000791 1.000000 fi:0.123952. Ave ac:0.002296,0.003686 Initialization: 28.617001 Memcpy Instances: 483.239990 Memcpy Classifiers: 0.080000 Kernel 1: 0.026000 Kernel 2: 558.992004 Copyback: 0.016000 Sum: 0.021000 Memcpy Classifiers: 0.119000 Kernel 1: 0.021000 Kernel 2: 547.958984 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.078000 Kernel 1: 0.013000 Kernel 2: 552.296021 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.101000 Kernel 1: 0.016000 Kernel 2: 566.398987 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.080000 Kernel 1: 0.015000 Kernel 2: 543.328003 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.080000 Kernel 1: 0.013000 Kernel 2: 570.072021 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.078000 Kernel 1: 0.013000 Kernel 2: 582.560974 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.079000 Kernel 1: 0.012000 Kernel 2: 564.719971 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.120000 Kernel 1: 0.020000 Kernel 2: 520.812988 Copyback: 0.366000 Sum: 0.001000 It 34,Best ac:0.000975 0.545723 fi:0.580595. Ave ac:0.002216,0.007674 Best acc 0.000975 0.545723 Initialization: 6.771000 Memcpy Classifiers: 0.664000 Memcpy Instances: 10.732000 Kernel 1: 0.028000 Kernel 2: 93.166000 Copyback: 0.018000 Sum: 0.044000 Initial population average accuracy1:0.005484 accuracy2:0.191087 Initialization: 7.158000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.565000 Kernel 1: 0.023000 Kernel 2: 91.338997 Copyback: 0.017000 Sum: 0.040000 It 0,Best ac:0.001318 0.625000 fi:0.474663. Ave ac:0.005843,0.011517 Initialization: 6.229000 Memcpy Classifiers: 0.541000 Memcpy Instances: 8.422000 Kernel 1: 0.022000 Kernel 2: 91.264999 Copyback: 0.017000 Sum: 0.036000 It 1,Best ac:0.000527 1.000000 fi:0.275398. Ave ac:0.005299,0.008817 Initialization: 5.540000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.573000 Kernel 1: 0.023000 Kernel 2: 90.367996 Copyback: 0.017000 Sum: 0.029000 It 2,Best ac:0.000791 1.000000 fi:0.099931. Ave ac:0.004707,0.007291 Initialization: 5.525000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.564000 Kernel 1: 0.024000 Kernel 2: 86.777000 Copyback: 0.016000 Sum: 0.035000 It 3,Best ac:0.001318 0.833333 fi:0.266330. Ave ac:0.005031,0.008593 Initialization: 5.617000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.555000 Kernel 1: 0.024000 Kernel 2: 88.375000 Copyback: 0.017000 Sum: 0.028000 It 4,Best ac:0.000791 1.000000 fi:0.099931. Ave ac:0.004997,0.009013 Initialization: 5.540000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.564000 Kernel 1: 0.024000 Kernel 2: 88.957001 Copyback: 0.017000 Sum: 0.028000 It 5,Best ac:0.001318 1.000000 fi:0.099663. Ave ac:0.004703,0.009790 Initialization: 5.530000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.555000 Kernel 1: 0.024000 Kernel 2: 88.532997 Copyback: 0.017000 Sum: 0.029000 It 6,Best ac:0.000791 1.000000 fi:0.099931. Ave ac:0.004511,0.009067 Initialization: 5.532000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.559000 Kernel 1: 0.024000 Kernel 2: 88.471001 Copyback: 0.019000 Sum: 0.037000 It 7,Best ac:0.000527 1.000000 fi:0.275398. Ave ac:0.004075,0.008162 Initialization: 6.892000 Memcpy Classifiers: 0.457000 Memcpy Instances: 7.571000 Kernel 1: 0.023000 Kernel 2: 88.736000 Copyback: 0.017000 Sum: 0.031000 It 8,Best ac:0.003427 0.866667 fi:0.231999. Ave ac:0.004019,0.008102 Initialization: 5.514000 Memcpy Classifiers: 0.432000 Memcpy Instances: 7.566000 Kernel 1: 0.024000 Kernel 2: 90.403000 Copyback: 0.017000 Sum: 0.025000 It 9,Best ac:0.001054 1.000000 fi:0.099797. Ave ac:0.003247,0.006263 Iteration 10:MDL fitness activated Error 0.099797 TL 0.030063 MDL Theory Length Weight: 1.1065230038 (5) Initialization: 5.613000 Memcpy Classifiers: 0.462000 Memcpy Instances: 7.568000 Kernel 1: 0.023000 Kernel 2: 90.290001 Copyback: 0.017000 Sum: 0.026000 It 10,Best ac:0.000791 1.000000 fi:0.152196. Ave ac:0.002704,0.005019 Initialization: 5.536000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.560000 Kernel 1: 0.023000 Kernel 2: 85.501999 Copyback: 0.017000 Sum: 0.027000 It 11,Best ac:0.001054 1.000000 fi:0.149905. Ave ac:0.002646,0.005000 Initialization: 6.630000 Memcpy Classifiers: 0.470000 Memcpy Instances: 10.791000 Kernel 1: 0.022000 Kernel 2: 85.130997 Copyback: 0.017000 Sum: 0.029000 It 12,Best ac:0.001318 0.833333 fi:0.295698. Ave ac:0.002872,0.006689 Initialization: 5.556000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.546000 Kernel 1: 0.023000 Kernel 2: 86.045998 Copyback: 0.017000 Sum: 0.026000 It 13,Best ac:0.001054 1.000000 fi:0.134194. Ave ac:0.002278,0.003387 Initialization: 5.547000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.591000 Kernel 1: 0.022000 Kernel 2: 82.370003 Copyback: 0.017000 Sum: 0.029000 It 14,Best ac:0.001054 1.000000 fi:0.138414. Ave ac:0.002368,0.006435 Initialization: 5.510000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.557000 Kernel 1: 0.025000 Kernel 2: 82.552002 Copyback: 0.017000 Sum: 0.033000 It 15,Best ac:0.001055 1.000000 fi:0.131400. Ave ac:0.002682,0.007368 Initialization: 5.546000 Memcpy Classifiers: 0.436000 Memcpy Instances: 7.549000 Kernel 1: 0.023000 Kernel 2: 85.210999 Copyback: 0.017000 Sum: 0.030000 It 16,Best ac:0.000791 1.000000 fi:0.136209. Ave ac:0.002594,0.006139 Initialization: 5.553000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.545000 Kernel 1: 0.024000 Kernel 2: 85.786003 Copyback: 0.017000 Sum: 0.027000 It 17,Best ac:0.000791 1.000000 fi:0.135559. Ave ac:0.001863,0.003423 Initialization: 5.535000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.547000 Kernel 1: 0.023000 Kernel 2: 83.194000 Copyback: 0.017000 Sum: 0.029000 It 18,Best ac:0.000791 1.000000 fi:0.136824. Ave ac:0.001084,0.002743 Initialization: 5.539000 Memcpy Classifiers: 0.467000 Memcpy Instances: 7.550000 Kernel 1: 0.023000 Kernel 2: 80.772003 Copyback: 0.016000 Sum: 0.030000 It 19,Best ac:0.001054 1.000000 fi:0.130148. Ave ac:0.002365,0.007226 Initialization: 5.550000 Memcpy Classifiers: 0.415000 Memcpy Instances: 9.215000 Kernel 1: 0.072000 Kernel 2: 79.484001 Copyback: 0.017000 Sum: 0.033000 It 20,Best ac:0.001055 1.000000 fi:0.130146. Ave ac:0.002441,0.005033 Initialization: 5.557000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.556000 Kernel 1: 0.023000 Kernel 2: 78.961998 Copyback: 0.016000 Sum: 0.028000 It 21,Best ac:0.001054 1.000000 fi:0.118564. Ave ac:0.002054,0.004111 Initialization: 5.527000 Memcpy Classifiers: 0.467000 Memcpy Instances: 7.578000 Kernel 1: 0.023000 Kernel 2: 77.877998 Copyback: 0.017000 Sum: 0.031000 It 22,Best ac:0.000791 1.000000 fi:0.125775. Ave ac:0.002457,0.005239 Initialization: 7.863000 Memcpy Classifiers: 0.774000 Memcpy Instances: 8.142000 Kernel 1: 0.023000 Kernel 2: 77.962997 Copyback: 0.017000 Sum: 0.031000 It 23,Best ac:0.001054 1.000000 fi:0.134741. Ave ac:0.002118,0.003941 Initialization: 5.543000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.550000 Kernel 1: 0.024000 Kernel 2: 77.672997 Copyback: 0.017000 Sum: 0.027000 It 24,Best ac:0.000791 1.000000 fi:0.131452. Ave ac:0.002242,0.003307 Initialization: 5.526000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.560000 Kernel 1: 0.023000 Kernel 2: 75.792000 Copyback: 0.017000 Sum: 0.027000 It 25,Best ac:0.001845 1.000000 fi:0.127067. Ave ac:0.002090,0.004351 Initialization: 5.606000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.555000 Kernel 1: 0.024000 Kernel 2: 75.853996 Copyback: 0.017000 Sum: 0.028000 It 26,Best ac:0.000791 1.000000 fi:0.129147. Ave ac:0.001862,0.003868 Initialization: 5.571000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.552000 Kernel 1: 0.024000 Kernel 2: 74.260002 Copyback: 0.016000 Sum: 0.028000 It 27,Best ac:0.001318 0.833333 fi:0.292173. Ave ac:0.001423,0.005363 Initialization: 5.537000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.550000 Kernel 1: 0.023000 Kernel 2: 75.859001 Copyback: 0.017000 Sum: 0.029000 It 28,Best ac:0.000791 1.000000 fi:0.128185. Ave ac:0.002863,0.007534 Initialization: 5.542000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.591000 Kernel 1: 0.023000 Kernel 2: 76.415001 Copyback: 0.017000 Sum: 0.026000 It 29,Best ac:0.000791 1.000000 fi:0.128185. Ave ac:0.002325,0.005440 Initialization: 5.541000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.563000 Kernel 1: 0.024000 Kernel 2: 76.581001 Copyback: 0.016000 Sum: 0.028000 It 30,Best ac:0.001318 1.000000 fi:0.120585. Ave ac:0.002163,0.004744 MDL Theory Length Weight: 0.9958707034 (10) Initialization: 5.553000 Memcpy Classifiers: 0.378000 Memcpy Instances: 7.542000 Kernel 1: 0.024000 Kernel 2: 76.663002 Copyback: 0.017000 Sum: 0.029000 It 31,Best ac:0.001582 1.000000 fi:0.112963. Ave ac:0.001630,0.002759 Initialization: 6.075000 Memcpy Classifiers: 0.352000 Memcpy Instances: 10.070000 Kernel 1: 0.023000 Kernel 2: 73.422997 Copyback: 0.016000 Sum: 0.029000 It 32,Best ac:0.000791 1.000000 fi:0.126197. Ave ac:0.001415,0.003051 Initialization: 5.555000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.565000 Kernel 1: 0.023000 Kernel 2: 75.987000 Copyback: 0.017000 Sum: 0.027000 It 33,Best ac:0.000791 1.000000 fi:0.122866. Ave ac:0.001471,0.003400 Initialization: 28.448000 Memcpy Instances: 379.665009 Memcpy Classifiers: 0.076000 Kernel 1: 0.027000 Kernel 2: 538.184998 Copyback: 0.015000 Sum: 0.017000 Memcpy Classifiers: 0.074000 Kernel 1: 0.012000 Kernel 2: 509.436005 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.012000 Kernel 2: 537.471008 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.073000 Kernel 1: 0.012000 Kernel 2: 523.541016 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.012000 Kernel 2: 514.581970 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.073000 Kernel 1: 0.012000 Kernel 2: 529.315002 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.072000 Kernel 1: 0.012000 Kernel 2: 521.786011 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.073000 Kernel 1: 0.012000 Kernel 2: 535.393005 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.079000 Kernel 1: 0.012000 Kernel 2: 518.658997 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.000727 0.618834 fi:0.498019. Ave ac:0.002735,0.011695 Best acc 0.000727 0.618834 Rule:Att PSSM_-4_7 is [<-0.554547]|Att PSSM_-2_7 is [-5.761182,4.770669]|Att PSSM_-1_5 is [-5.503541,6.831460]|Att PSSM_0_1 is [3.010807,6.606817]|Att PSSM_0_6 is [<-1.296406]|Att PSSM_4_13 is [1.404680,10.999429]|1 Accuracy : 0.790805 0 1 152236 11844 37241 33317 Removed 223 instances. 189477 Instances left. Acc of rule 0.000727-0.618834 Initialization: 7.124000 Memcpy Classifiers: 0.594000 Memcpy Instances: 7.536000 Kernel 1: 0.026000 Kernel 2: 92.582001 Copyback: 0.017000 Sum: 0.043000 Initial population average accuracy1:0.005153 accuracy2:0.187498 Initialization: 5.556000 Memcpy Classifiers: 0.504000 Memcpy Instances: 7.540000 Kernel 1: 0.026000 Kernel 2: 93.274002 Copyback: 0.017000 Sum: 0.053000 It 0,Best ac:0.000528 1.000000 fi:0.273452. Ave ac:0.005281,0.011375 Initialization: 5.533000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.538000 Kernel 1: 0.024000 Kernel 2: 90.081001 Copyback: 0.016000 Sum: 0.034000 It 1,Best ac:0.001056 1.000000 fi:0.099794. Ave ac:0.005675,0.011437 Initialization: 5.529000 Memcpy Classifiers: 0.557000 Memcpy Instances: 7.572000 Kernel 1: 0.023000 Kernel 2: 89.818001 Copyback: 0.017000 Sum: 0.028000 It 2,Best ac:0.000792 0.750000 fi:0.349930. Ave ac:0.005508,0.010288 Initialization: 5.531000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.547000 Kernel 1: 0.024000 Kernel 2: 88.362000 Copyback: 0.017000 Sum: 0.026000 It 3,Best ac:0.000528 1.000000 fi:0.273452. Ave ac:0.004640,0.008367 Initialization: 5.551000 Memcpy Classifiers: 0.504000 Memcpy Instances: 7.547000 Kernel 1: 0.024000 Kernel 2: 89.690002 Copyback: 0.018000 Sum: 0.044000 It 4,Best ac:0.000792 1.000000 fi:0.099929. Ave ac:0.004323,0.009869 Initialization: 5.561000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.533000 Kernel 1: 0.024000 Kernel 2: 87.889000 Copyback: 0.016000 Sum: 0.033000 It 5,Best ac:0.000792 1.000000 fi:0.099929. Ave ac:0.003863,0.007018 Initialization: 5.558000 Memcpy Classifiers: 0.557000 Memcpy Instances: 7.580000 Kernel 1: 0.023000 Kernel 2: 88.010002 Copyback: 0.017000 Sum: 0.028000 It 6,Best ac:0.001319 1.000000 fi:0.099660. Ave ac:0.003814,0.006960 Initialization: 5.527000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.542000 Kernel 1: 0.024000 Kernel 2: 86.961998 Copyback: 0.017000 Sum: 0.030000 It 7,Best ac:0.001055 1.000000 fi:0.099795. Ave ac:0.004378,0.007376 Initialization: 5.552000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.552000 Kernel 1: 0.024000 Kernel 2: 83.833000 Copyback: 0.017000 Sum: 0.031000 It 8,Best ac:0.000792 1.000000 fi:0.099930. Ave ac:0.004819,0.008569 Initialization: 5.519000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.553000 Kernel 1: 0.024000 Kernel 2: 80.917000 Copyback: 0.017000 Sum: 0.029000 It 9,Best ac:0.001055 1.000000 fi:0.099795. Ave ac:0.003590,0.006226 Iteration 10:MDL fitness activated Error 0.099795 TL 0.028851 MDL Theory Length Weight: 1.1530062420 (4) Initialization: 5.546000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.538000 Kernel 1: 0.024000 Kernel 2: 80.130997 Copyback: 0.017000 Sum: 0.028000 It 10,Best ac:0.001319 0.833333 fi:0.294932. Ave ac:0.003721,0.007048 Initialization: 5.555000 Memcpy Classifiers: 0.477000 Memcpy Instances: 7.537000 Kernel 1: 0.024000 Kernel 2: 79.053001 Copyback: 0.017000 Sum: 0.031000 It 11,Best ac:0.000792 1.000000 fi:0.128083. Ave ac:0.003126,0.006302 Initialization: 5.535000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.540000 Kernel 1: 0.023000 Kernel 2: 79.688004 Copyback: 0.016000 Sum: 0.028000 It 12,Best ac:0.000792 1.000000 fi:0.161296. Ave ac:0.003612,0.007865 Initialization: 5.507000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.559000 Kernel 1: 0.024000 Kernel 2: 81.504997 Copyback: 0.017000 Sum: 0.028000 It 13,Best ac:0.001056 1.000000 fi:0.150655. Ave ac:0.003547,0.007056 Initialization: 5.553000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.556000 Kernel 1: 0.023000 Kernel 2: 81.130997 Copyback: 0.017000 Sum: 0.029000 It 14,Best ac:0.001056 1.000000 fi:0.120685. Ave ac:0.002857,0.004745 Initialization: 5.534000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.548000 Kernel 1: 0.024000 Kernel 2: 79.217003 Copyback: 0.017000 Sum: 0.026000 It 15,Best ac:0.001055 1.000000 fi:0.143736. Ave ac:0.002360,0.004451 Initialization: 5.549000 Memcpy Classifiers: 0.426000 Memcpy Instances: 11.001000 Kernel 1: 0.023000 Kernel 2: 79.431999 Copyback: 0.017000 Sum: 0.025000 It 16,Best ac:0.001056 1.000000 fi:0.124276. Ave ac:0.002726,0.004621 Initialization: 5.528000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.563000 Kernel 1: 0.024000 Kernel 2: 81.033997 Copyback: 0.017000 Sum: 0.030000 It 17,Best ac:0.001055 1.000000 fi:0.131359. Ave ac:0.002418,0.004224 Initialization: 5.573000 Memcpy Classifiers: 0.486000 Memcpy Instances: 7.543000 Kernel 1: 0.023000 Kernel 2: 81.791000 Copyback: 0.017000 Sum: 0.027000 It 18,Best ac:0.000792 1.000000 fi:0.129307. Ave ac:0.002739,0.005488 Initialization: 5.556000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.558000 Kernel 1: 0.023000 Kernel 2: 82.096001 Copyback: 0.016000 Sum: 0.031000 It 19,Best ac:0.000528 1.000000 fi:0.317380. Ave ac:0.002595,0.004799 Initialization: 5.534000 Memcpy Classifiers: 0.414000 Memcpy Instances: 7.549000 Kernel 1: 0.023000 Kernel 2: 78.669998 Copyback: 0.016000 Sum: 0.028000 It 20,Best ac:0.001055 1.000000 fi:0.141265. Ave ac:0.002913,0.004280 Initialization: 5.571000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.545000 Kernel 1: 0.024000 Kernel 2: 79.088997 Copyback: 0.017000 Sum: 0.028000 It 21,Best ac:0.001055 1.000000 fi:0.128233. Ave ac:0.003100,0.005250 Initialization: 5.544000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.548000 Kernel 1: 0.023000 Kernel 2: 81.375000 Copyback: 0.017000 Sum: 0.027000 It 22,Best ac:0.001056 1.000000 fi:0.136697. Ave ac:0.002571,0.005233 Initialization: 5.546000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.546000 Kernel 1: 0.024000 Kernel 2: 80.489998 Copyback: 0.017000 Sum: 0.027000 It 23,Best ac:0.001056 1.000000 fi:0.124582. Ave ac:0.002843,0.005087 MDL Theory Length Weight: 1.0377056178 (10) Initialization: 5.556000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.556000 Kernel 1: 0.024000 Kernel 2: 78.386002 Copyback: 0.017000 Sum: 0.029000 It 24,Best ac:0.000792 1.000000 fi:0.134117. Ave ac:0.002565,0.005261 Initialization: 5.552000 Memcpy Classifiers: 0.414000 Memcpy Instances: 8.062000 Kernel 1: 0.023000 Kernel 2: 79.512001 Copyback: 0.017000 Sum: 0.036000 It 25,Best ac:0.001055 1.000000 fi:0.125694. Ave ac:0.002858,0.004919 Initialization: 6.204000 Memcpy Classifiers: 0.607000 Memcpy Instances: 10.901000 Kernel 1: 0.025000 Kernel 2: 78.583000 Copyback: 0.017000 Sum: 0.028000 It 26,Best ac:0.000792 1.000000 fi:0.132501. Ave ac:0.002495,0.004460 Initialization: 8.207000 Memcpy Classifiers: 0.744000 Memcpy Instances: 10.460000 Kernel 1: 0.022000 Kernel 2: 79.078003 Copyback: 0.017000 Sum: 0.032000 It 27,Best ac:0.001319 1.000000 fi:0.136415. Ave ac:0.002613,0.003705 Initialization: 7.301000 Memcpy Classifiers: 0.775000 Memcpy Instances: 11.645000 Kernel 1: 0.023000 Kernel 2: 79.405998 Copyback: 0.017000 Sum: 0.028000 It 28,Best ac:0.000792 1.000000 fi:0.128534. Ave ac:0.002873,0.006074 Initialization: 5.558000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.544000 Kernel 1: 0.024000 Kernel 2: 78.901001 Copyback: 0.017000 Sum: 0.030000 It 29,Best ac:0.001055 1.000000 fi:0.120730. Ave ac:0.002226,0.003608 Initialization: 5.543000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.557000 Kernel 1: 0.024000 Kernel 2: 79.375999 Copyback: 0.017000 Sum: 0.029000 It 30,Best ac:0.000792 1.000000 fi:0.123453. Ave ac:0.002816,0.006826 Initialization: 5.632000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.541000 Kernel 1: 0.024000 Kernel 2: 78.627998 Copyback: 0.018000 Sum: 0.038000 It 31,Best ac:0.001847 0.875000 fi:0.256253. Ave ac:0.002482,0.004890 Initialization: 5.532000 Memcpy Classifiers: 0.478000 Memcpy Instances: 9.047000 Kernel 1: 0.023000 Kernel 2: 80.106003 Copyback: 0.017000 Sum: 0.033000 It 32,Best ac:0.001055 1.000000 fi:0.125421. Ave ac:0.002661,0.005678 Initialization: 5.962000 Memcpy Classifiers: 0.450000 Memcpy Instances: 11.061000 Kernel 1: 0.026000 Kernel 2: 82.901001 Copyback: 0.018000 Sum: 0.040000 It 33,Best ac:0.000792 1.000000 fi:0.124679. Ave ac:0.003096,0.007065 Initialization: 30.931999 Memcpy Instances: 446.746002 Memcpy Classifiers: 0.093000 Kernel 1: 0.025000 Kernel 2: 574.179993 Copyback: 0.015000 Sum: 0.017000 Memcpy Classifiers: 0.112000 Kernel 1: 0.017000 Kernel 2: 552.140015 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.112000 Kernel 1: 0.016000 Kernel 2: 562.187988 Copyback: 0.017000 Sum: 0.004000 Memcpy Classifiers: 0.091000 Kernel 1: 0.016000 Kernel 2: 568.539001 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.092000 Kernel 1: 0.014000 Kernel 2: 560.557007 Copyback: 0.368000 Sum: 0.002000 Memcpy Classifiers: 0.090000 Kernel 1: 0.014000 Kernel 2: 560.534973 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.091000 Kernel 1: 0.014000 Kernel 2: 575.351990 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.133000 Kernel 1: 0.023000 Kernel 2: 561.909973 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.099000 Kernel 1: 0.012000 Kernel 2: 522.443970 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.000939 0.549383 fi:0.572504. Ave ac:0.002568,0.008323 Best acc 0.000939 0.549383 Initialization: 7.352000 Memcpy Classifiers: 0.739000 Memcpy Instances: 9.318000 Kernel 1: 0.025000 Kernel 2: 92.819000 Copyback: 0.018000 Sum: 0.044000 Initial population average accuracy1:0.005207 accuracy2:0.186181 Initialization: 7.774000 Memcpy Classifiers: 0.690000 Memcpy Instances: 10.665000 Kernel 1: 0.024000 Kernel 2: 93.779999 Copyback: 0.017000 Sum: 0.033000 It 0,Best ac:0.000792 1.000000 fi:0.099930. Ave ac:0.004401,0.007086 Initialization: 5.690000 Memcpy Classifiers: 0.487000 Memcpy Instances: 10.550000 Kernel 1: 0.023000 Kernel 2: 92.692001 Copyback: 0.018000 Sum: 0.039000 It 1,Best ac:0.000792 1.000000 fi:0.099930. Ave ac:0.003494,0.006347 Initialization: 7.979000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.549000 Kernel 1: 0.024000 Kernel 2: 91.053001 Copyback: 0.017000 Sum: 0.033000 It 2,Best ac:0.000792 1.000000 fi:0.099930. Ave ac:0.003011,0.005167 Initialization: 5.544000 Memcpy Classifiers: 0.504000 Memcpy Instances: 7.551000 Kernel 1: 0.023000 Kernel 2: 91.586998 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.000792 1.000000 fi:0.099930. Ave ac:0.002356,0.004562 Initialization: 5.458000 Memcpy Classifiers: 0.504000 Memcpy Instances: 9.975000 Kernel 1: 0.033000 Kernel 2: 90.025002 Copyback: 0.018000 Sum: 0.039000 It 4,Best ac:0.001847 1.000000 fi:0.099391. Ave ac:0.002847,0.004428 Initialization: 5.853000 Memcpy Classifiers: 0.698000 Memcpy Instances: 8.952000 Kernel 1: 0.023000 Kernel 2: 88.997002 Copyback: 0.018000 Sum: 0.037000 It 5,Best ac:0.000528 1.000000 fi:0.273452. Ave ac:0.002191,0.003377 Initialization: 5.658000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.117000 Kernel 1: 0.032000 Kernel 2: 89.095001 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.001583 1.000000 fi:0.099526. Ave ac:0.002405,0.004089 Initialization: 6.728000 Memcpy Classifiers: 0.480000 Memcpy Instances: 7.535000 Kernel 1: 0.025000 Kernel 2: 90.657997 Copyback: 0.017000 Sum: 0.034000 It 7,Best ac:0.001583 1.000000 fi:0.099526. Ave ac:0.002389,0.004074 Initialization: 6.224000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.909000 Kernel 1: 0.023000 Kernel 2: 88.997002 Copyback: 0.018000 Sum: 0.032000 It 8,Best ac:0.001055 1.000000 fi:0.099795. Ave ac:0.002536,0.003736 Initialization: 6.079000 Memcpy Classifiers: 0.487000 Memcpy Instances: 9.844000 Kernel 1: 0.024000 Kernel 2: 89.042999 Copyback: 0.016000 Sum: 0.030000 It 9,Best ac:0.001584 0.857143 fi:0.242382. Ave ac:0.002496,0.004227 Iteration 10:MDL fitness activated Error 0.242382 TL 0.038012 MDL Theory Length Weight: 2.1254971306 (6) Initialization: 5.559000 Memcpy Classifiers: 0.468000 Memcpy Instances: 10.209000 Kernel 1: 0.023000 Kernel 2: 88.292000 Copyback: 0.017000 Sum: 0.029000 It 10,Best ac:0.001055 1.000000 fi:0.191227. Ave ac:0.002217,0.003595 Initialization: 7.536000 Memcpy Classifiers: 0.485000 Memcpy Instances: 7.575000 Kernel 1: 0.025000 Kernel 2: 90.537003 Copyback: 0.018000 Sum: 0.044000 It 11,Best ac:0.001055 1.000000 fi:0.189667. Ave ac:0.003039,0.005491 Initialization: 5.518000 Memcpy Classifiers: 0.487000 Memcpy Instances: 9.315000 Kernel 1: 0.027000 Kernel 2: 89.207001 Copyback: 0.019000 Sum: 0.044000 It 12,Best ac:0.000792 1.000000 fi:0.179430. Ave ac:0.002913,0.004967 Initialization: 6.054000 Memcpy Classifiers: 0.494000 Memcpy Instances: 7.560000 Kernel 1: 0.023000 Kernel 2: 92.098000 Copyback: 0.017000 Sum: 0.033000 It 13,Best ac:0.001056 1.000000 fi:0.188358. Ave ac:0.002934,0.005250 Initialization: 7.881000 Memcpy Classifiers: 0.521000 Memcpy Instances: 7.547000 Kernel 1: 0.023000 Kernel 2: 90.058998 Copyback: 0.017000 Sum: 0.038000 It 14,Best ac:0.000792 1.000000 fi:0.179159. Ave ac:0.002704,0.005929 Initialization: 7.075000 Memcpy Classifiers: 0.690000 Memcpy Instances: 10.137000 Kernel 1: 0.024000 Kernel 2: 91.823997 Copyback: 0.018000 Sum: 0.040000 It 15,Best ac:0.000792 1.000000 fi:0.177881. Ave ac:0.002042,0.003881 Initialization: 6.616000 Memcpy Classifiers: 0.614000 Memcpy Instances: 8.345000 Kernel 1: 0.024000 Kernel 2: 92.728996 Copyback: 0.017000 Sum: 0.030000 It 16,Best ac:0.000792 1.000000 fi:0.183147. Ave ac:0.001636,0.002388 Initialization: 5.823000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.538000 Kernel 1: 0.023000 Kernel 2: 92.971001 Copyback: 0.017000 Sum: 0.028000 It 17,Best ac:0.001319 1.000000 fi:0.177738. Ave ac:0.002283,0.004755 Initialization: 5.758000 Memcpy Classifiers: 0.454000 Memcpy Instances: 11.074000 Kernel 1: 0.023000 Kernel 2: 91.058998 Copyback: 0.018000 Sum: 0.037000 It 18,Best ac:0.000792 1.000000 fi:0.151872. Ave ac:0.002336,0.004303 Initialization: 5.547000 Memcpy Classifiers: 0.493000 Memcpy Instances: 8.681000 Kernel 1: 0.031000 Kernel 2: 89.439003 Copyback: 0.018000 Sum: 0.041000 It 19,Best ac:0.000792 1.000000 fi:0.196885. Ave ac:0.002329,0.003747 Initialization: 5.845000 Memcpy Classifiers: 0.450000 Memcpy Instances: 10.336000 Kernel 1: 0.023000 Kernel 2: 89.069000 Copyback: 0.017000 Sum: 0.037000 It 20,Best ac:0.000792 1.000000 fi:0.186557. Ave ac:0.002819,0.004459 Initialization: 5.689000 Memcpy Classifiers: 0.451000 Memcpy Instances: 10.394000 Kernel 1: 0.023000 Kernel 2: 88.219002 Copyback: 0.018000 Sum: 0.036000 It 21,Best ac:0.001055 1.000000 fi:0.165637. Ave ac:0.002600,0.004458 Initialization: 5.542000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.533000 Kernel 1: 0.024000 Kernel 2: 88.037003 Copyback: 0.017000 Sum: 0.029000 It 22,Best ac:0.001584 1.000000 fi:0.160741. Ave ac:0.002418,0.003910 Initialization: 7.610000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.567000 Kernel 1: 0.023000 Kernel 2: 88.206001 Copyback: 0.017000 Sum: 0.031000 It 23,Best ac:0.000792 1.000000 fi:0.173029. Ave ac:0.002245,0.003024 Initialization: 6.586000 Memcpy Classifiers: 0.590000 Memcpy Instances: 8.772000 Kernel 1: 0.031000 Kernel 2: 87.628998 Copyback: 0.017000 Sum: 0.032000 It 24,Best ac:0.000792 1.000000 fi:0.170528. Ave ac:0.002512,0.003846 Initialization: 5.556000 Memcpy Classifiers: 0.425000 Memcpy Instances: 10.960000 Kernel 1: 0.023000 Kernel 2: 83.667000 Copyback: 0.370000 Sum: 0.028000 It 25,Best ac:0.000792 1.000000 fi:0.169579. Ave ac:0.002229,0.003555 Initialization: 7.862000 Memcpy Classifiers: 0.519000 Memcpy Instances: 7.571000 Kernel 1: 0.023000 Kernel 2: 85.908997 Copyback: 0.018000 Sum: 0.036000 It 26,Best ac:0.001055 1.000000 fi:0.151920. Ave ac:0.003022,0.004758 Initialization: 5.457000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.562000 Kernel 1: 0.023000 Kernel 2: 86.203003 Copyback: 0.017000 Sum: 0.036000 It 27,Best ac:0.000792 1.000000 fi:0.163614. Ave ac:0.002689,0.003834 MDL Theory Length Weight: 1.9129474175 (10) Initialization: 7.199000 Memcpy Classifiers: 0.682000 Memcpy Instances: 8.169000 Kernel 1: 0.022000 Kernel 2: 86.275002 Copyback: 0.017000 Sum: 0.034000 It 28,Best ac:0.002376 1.000000 fi:0.163661. Ave ac:0.002595,0.003818 Initialization: 7.290000 Memcpy Classifiers: 0.680000 Memcpy Instances: 11.696000 Kernel 1: 0.023000 Kernel 2: 85.876999 Copyback: 0.017000 Sum: 0.032000 It 29,Best ac:0.000792 1.000000 fi:0.164951. Ave ac:0.002674,0.004064 Initialization: 6.286000 Memcpy Classifiers: 0.381000 Memcpy Instances: 10.549000 Kernel 1: 0.022000 Kernel 2: 85.459999 Copyback: 0.018000 Sum: 0.039000 It 30,Best ac:0.001055 1.000000 fi:0.149497. Ave ac:0.003193,0.005451 Initialization: 6.828000 Memcpy Classifiers: 0.515000 Memcpy Instances: 8.526000 Kernel 1: 0.024000 Kernel 2: 85.202003 Copyback: 0.017000 Sum: 0.029000 It 31,Best ac:0.000792 1.000000 fi:0.145479. Ave ac:0.003356,0.005238 Initialization: 8.179000 Memcpy Classifiers: 0.644000 Memcpy Instances: 10.660000 Kernel 1: 0.024000 Kernel 2: 86.109001 Copyback: 0.018000 Sum: 0.038000 It 32,Best ac:0.000792 1.000000 fi:0.164899. Ave ac:0.002680,0.004493 Initialization: 6.603000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.923000 Kernel 1: 0.032000 Kernel 2: 84.778999 Copyback: 0.018000 Sum: 0.040000 It 33,Best ac:0.000792 1.000000 fi:0.156119. Ave ac:0.002953,0.004448 Initialization: 31.747000 Memcpy Instances: 426.553986 Memcpy Classifiers: 0.080000 Kernel 1: 0.025000 Kernel 2: 572.047974 Copyback: 0.016000 Sum: 0.016000 Memcpy Classifiers: 0.080000 Kernel 1: 0.014000 Kernel 2: 569.335022 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.100000 Kernel 1: 0.024000 Kernel 2: 589.512024 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.100000 Kernel 1: 0.017000 Kernel 2: 575.056030 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.100000 Kernel 1: 0.017000 Kernel 2: 600.331970 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.118000 Kernel 1: 0.022000 Kernel 2: 588.802979 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.118000 Kernel 1: 0.021000 Kernel 2: 575.971985 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.079000 Kernel 1: 0.013000 Kernel 2: 587.392029 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.085000 Kernel 1: 0.013000 Kernel 2: 549.367981 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.000961 0.587097 fi:0.577717. Ave ac:0.002234,0.006929 Best acc 0.000961 0.587097 Rule:Att PSSM_-2_10 is [<7.652009]|Att PSSM_-2_15 is [-5.783410,-0.216590]|Att PSSM_-1_10 is [>-0.830847]|Att PSSM_0_4 is [-7.766635,0.106247]|Att PSSM_0_12 is [-5.586223,-1.685327]|Att PSSM_1_15 is [<-0.263498]|Att PSSM_1_16 is [-0.663605,4.301128]|Att PSSM_2_12 is [-6.002671,-1.997329]|Att PSSM_2_16 is [<3.261825]|Att PSSM_3_12 is [<-1.355241]|Att PSSM_4_7 is [<-1.932684]|Att PSSM_4_19 is [-5.084920,7.231434]|1 Accuracy : 0.791036 0 1 152108 11972 37059 33499 Removed 310 instances. 189167 Instances left. Acc of rule 0.000961-0.587097 Initialization: 5.796000 Memcpy Classifiers: 0.540000 Memcpy Instances: 10.959000 Kernel 1: 0.023000 Kernel 2: 93.960999 Copyback: 0.018000 Sum: 0.053000 Initial population average accuracy1:0.005009 accuracy2:0.200300 Initialization: 5.581000 Memcpy Classifiers: 0.539000 Memcpy Instances: 9.686000 Kernel 1: 0.023000 Kernel 2: 93.473000 Copyback: 0.017000 Sum: 0.052000 It 0,Best ac:0.000793 1.000000 fi:0.099927. Ave ac:0.004357,0.008302 Initialization: 5.731000 Memcpy Classifiers: 0.522000 Memcpy Instances: 9.226000 Kernel 1: 0.023000 Kernel 2: 92.314003 Copyback: 0.017000 Sum: 0.028000 It 1,Best ac:0.000529 1.000000 fi:0.270515. Ave ac:0.004857,0.009559 Initialization: 5.544000 Memcpy Classifiers: 0.433000 Memcpy Instances: 10.015000 Kernel 1: 0.024000 Kernel 2: 94.009003 Copyback: 0.018000 Sum: 0.039000 It 2,Best ac:0.001322 0.833333 fi:0.266323. Ave ac:0.004997,0.009083 Initialization: 6.969000 Memcpy Classifiers: 0.775000 Memcpy Instances: 11.363000 Kernel 1: 0.025000 Kernel 2: 89.553001 Copyback: 0.018000 Sum: 0.041000 It 3,Best ac:0.000529 1.000000 fi:0.269530. Ave ac:0.005356,0.010714 Initialization: 8.025000 Memcpy Classifiers: 0.780000 Memcpy Instances: 8.004000 Kernel 1: 0.023000 Kernel 2: 89.830002 Copyback: 0.017000 Sum: 0.031000 It 4,Best ac:0.000793 1.000000 fi:0.099928. Ave ac:0.007112,0.013912 Initialization: 5.473000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.546000 Kernel 1: 0.024000 Kernel 2: 88.994003 Copyback: 0.018000 Sum: 0.040000 It 5,Best ac:0.000793 1.000000 fi:0.099928. Ave ac:0.007340,0.012305 Initialization: 6.267000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.538000 Kernel 1: 0.023000 Kernel 2: 87.337997 Copyback: 0.016000 Sum: 0.033000 It 6,Best ac:0.001057 1.000000 fi:0.099792. Ave ac:0.006975,0.011899 Initialization: 6.468000 Memcpy Classifiers: 0.416000 Memcpy Instances: 10.152000 Kernel 1: 0.022000 Kernel 2: 82.251999 Copyback: 0.017000 Sum: 0.030000 It 7,Best ac:0.000793 1.000000 fi:0.099927. Ave ac:0.004362,0.006930 Initialization: 6.551000 Memcpy Classifiers: 0.565000 Memcpy Instances: 7.867000 Kernel 1: 0.024000 Kernel 2: 81.391998 Copyback: 0.017000 Sum: 0.033000 It 8,Best ac:0.000793 1.000000 fi:0.099927. Ave ac:0.004392,0.007071 Initialization: 5.611000 Memcpy Classifiers: 0.415000 Memcpy Instances: 10.433000 Kernel 1: 0.024000 Kernel 2: 81.578003 Copyback: 0.016000 Sum: 0.027000 It 9,Best ac:0.001322 1.000000 fi:0.099657. Ave ac:0.003998,0.006032 Iteration 10:MDL fitness activated Error 0.099657 TL 0.038992 MDL Theory Length Weight: 0.8519358996 (1) Initialization: 5.516000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.538000 Kernel 1: 0.022000 Kernel 2: 84.286003 Copyback: 0.016000 Sum: 0.033000 It 10,Best ac:0.001057 1.000000 fi:0.126953. Ave ac:0.003602,0.006174 Initialization: 5.514000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.530000 Kernel 1: 0.023000 Kernel 2: 82.584999 Copyback: 0.017000 Sum: 0.025000 It 11,Best ac:0.000793 1.000000 fi:0.126174. Ave ac:0.003188,0.005224 Initialization: 5.538000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.522000 Kernel 1: 0.024000 Kernel 2: 82.938004 Copyback: 0.017000 Sum: 0.028000 It 12,Best ac:0.001057 1.000000 fi:0.116884. Ave ac:0.002003,0.003304 Initialization: 5.763000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.558000 Kernel 1: 0.023000 Kernel 2: 78.568001 Copyback: 0.018000 Sum: 0.041000 It 13,Best ac:0.001057 1.000000 fi:0.120765. Ave ac:0.002399,0.004341 Initialization: 6.200000 Memcpy Classifiers: 0.454000 Memcpy Instances: 10.365000 Kernel 1: 0.025000 Kernel 2: 80.322998 Copyback: 0.017000 Sum: 0.029000 It 14,Best ac:0.000793 1.000000 fi:0.125574. Ave ac:0.003112,0.004985 Initialization: 6.595000 Memcpy Classifiers: 0.650000 Memcpy Instances: 8.141000 Kernel 1: 0.023000 Kernel 2: 78.477997 Copyback: 0.017000 Sum: 0.026000 It 15,Best ac:0.000529 1.000000 fi:0.294965. Ave ac:0.003195,0.005591 Initialization: 6.105000 Memcpy Classifiers: 0.375000 Memcpy Instances: 10.298000 Kernel 1: 0.023000 Kernel 2: 77.285004 Copyback: 0.017000 Sum: 0.027000 It 16,Best ac:0.001057 1.000000 fi:0.122360. Ave ac:0.003273,0.005598 Initialization: 7.031000 Memcpy Classifiers: 0.433000 Memcpy Instances: 10.324000 Kernel 1: 0.033000 Kernel 2: 78.544998 Copyback: 0.018000 Sum: 0.030000 It 17,Best ac:0.001322 1.000000 fi:0.125025. Ave ac:0.002681,0.006284 Initialization: 7.622000 Memcpy Classifiers: 0.361000 Memcpy Instances: 11.336000 Kernel 1: 0.027000 Kernel 2: 75.047997 Copyback: 0.018000 Sum: 0.036000 It 18,Best ac:0.000793 1.000000 fi:0.123111. Ave ac:0.002752,0.005118 Initialization: 5.523000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.530000 Kernel 1: 0.024000 Kernel 2: 77.019997 Copyback: 0.017000 Sum: 0.030000 It 19,Best ac:0.000793 1.000000 fi:0.116684. Ave ac:0.002499,0.004296 Initialization: 5.736000 Memcpy Classifiers: 0.605000 Memcpy Instances: 7.729000 Kernel 1: 0.023000 Kernel 2: 75.324997 Copyback: 0.019000 Sum: 0.078000 It 20,Best ac:0.000793 1.000000 fi:0.128004. Ave ac:0.003221,0.005475 Initialization: 5.595000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.052000 Kernel 1: 0.023000 Kernel 2: 74.019997 Copyback: 0.018000 Sum: 0.038000 It 21,Best ac:0.000793 1.000000 fi:0.119350. Ave ac:0.002251,0.003580 Initialization: 6.538000 Memcpy Classifiers: 0.472000 Memcpy Instances: 8.258000 Kernel 1: 0.023000 Kernel 2: 74.585999 Copyback: 0.017000 Sum: 0.033000 It 22,Best ac:0.000793 1.000000 fi:0.119436. Ave ac:0.002261,0.004837 Initialization: 7.571000 Memcpy Classifiers: 0.609000 Memcpy Instances: 10.773000 Kernel 1: 0.027000 Kernel 2: 75.797997 Copyback: 0.017000 Sum: 0.035000 It 23,Best ac:0.000793 1.000000 fi:0.118164. Ave ac:0.003172,0.005541 Initialization: 5.977000 Memcpy Classifiers: 0.398000 Memcpy Instances: 9.374000 Kernel 1: 0.032000 Kernel 2: 78.085999 Copyback: 0.017000 Sum: 0.031000 It 24,Best ac:0.001850 1.000000 fi:0.112696. Ave ac:0.003845,0.007824 Initialization: 6.451000 Memcpy Classifiers: 0.360000 Memcpy Instances: 7.605000 Kernel 1: 0.023000 Kernel 2: 78.586998 Copyback: 0.017000 Sum: 0.026000 It 25,Best ac:0.001057 1.000000 fi:0.115638. Ave ac:0.003887,0.008760 Initialization: 7.305000 Memcpy Classifiers: 0.648000 Memcpy Instances: 8.168000 Kernel 1: 0.024000 Kernel 2: 79.109001 Copyback: 0.017000 Sum: 0.032000 It 26,Best ac:0.000793 1.000000 fi:0.112733. Ave ac:0.003818,0.010323 Initialization: 6.390000 Memcpy Classifiers: 0.520000 Memcpy Instances: 10.125000 Kernel 1: 0.024000 Kernel 2: 77.182999 Copyback: 0.018000 Sum: 0.038000 It 27,Best ac:0.000793 1.000000 fi:0.127373. Ave ac:0.002510,0.006335 Initialization: 5.573000 Memcpy Classifiers: 0.351000 Memcpy Instances: 10.872000 Kernel 1: 0.024000 Kernel 2: 75.693001 Copyback: 0.369000 Sum: 0.035000 It 28,Best ac:0.000793 1.000000 fi:0.114781. Ave ac:0.004771,0.010358 Initialization: 5.542000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.592000 Kernel 1: 0.023000 Kernel 2: 73.459999 Copyback: 0.017000 Sum: 0.027000 It 29,Best ac:0.000793 1.000000 fi:0.132742. Ave ac:0.005436,0.011694 Initialization: 8.088000 Memcpy Classifiers: 0.558000 Memcpy Instances: 9.954000 Kernel 1: 0.025000 Kernel 2: 73.751999 Copyback: 0.017000 Sum: 0.026000 It 30,Best ac:0.000793 1.000000 fi:0.123111. Ave ac:0.005848,0.009882 Initialization: 5.592000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.593000 Kernel 1: 0.023000 Kernel 2: 73.755997 Copyback: 0.017000 Sum: 0.027000 It 31,Best ac:0.000793 1.000000 fi:0.116720. Ave ac:0.006214,0.009615 Initialization: 6.033000 Memcpy Classifiers: 0.351000 Memcpy Instances: 11.605000 Kernel 1: 0.024000 Kernel 2: 74.151001 Copyback: 0.020000 Sum: 0.034000 It 32,Best ac:0.000793 1.000000 fi:0.123608. Ave ac:0.005007,0.008659 Initialization: 5.978000 Memcpy Classifiers: 0.567000 Memcpy Instances: 7.557000 Kernel 1: 0.023000 Kernel 2: 71.785004 Copyback: 0.017000 Sum: 0.025000 It 33,Best ac:0.000793 1.000000 fi:0.122726. Ave ac:0.004717,0.008606 MDL Theory Length Weight: 0.7667423097 (10) Initialization: 32.230999 Memcpy Instances: 424.865997 Memcpy Classifiers: 0.120000 Kernel 1: 0.032000 Kernel 2: 516.135986 Copyback: 0.015000 Sum: 0.019000 Memcpy Classifiers: 0.102000 Kernel 1: 0.017000 Kernel 2: 521.221985 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.118000 Kernel 1: 0.022000 Kernel 2: 519.549011 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.079000 Kernel 1: 0.013000 Kernel 2: 513.306030 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.080000 Kernel 1: 0.013000 Kernel 2: 497.136993 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.101000 Kernel 1: 0.016000 Kernel 2: 513.802002 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.118000 Kernel 1: 0.021000 Kernel 2: 518.965027 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.079000 Kernel 1: 0.013000 Kernel 2: 522.492004 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.086000 Kernel 1: 0.013000 Kernel 2: 491.500000 Copyback: 0.015000 Sum: 0.002000 It 34,Best ac:0.000640 0.523810 fi:0.607650. Ave ac:0.004037,0.013373 Best acc 0.000640 0.523810 Initialization: 5.501000 Memcpy Classifiers: 0.612000 Memcpy Instances: 7.526000 Kernel 1: 0.025000 Kernel 2: 92.694000 Copyback: 0.372000 Sum: 0.040000 Initial population average accuracy1:0.004948 accuracy2:0.182926 Initialization: 5.521000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.530000 Kernel 1: 0.023000 Kernel 2: 94.144997 Copyback: 0.016000 Sum: 0.044000 It 0,Best ac:0.001322 0.833333 fi:0.266323. Ave ac:0.005158,0.008702 Initialization: 5.554000 Memcpy Classifiers: 0.486000 Memcpy Instances: 7.535000 Kernel 1: 0.023000 Kernel 2: 92.522003 Copyback: 0.017000 Sum: 0.027000 It 1,Best ac:0.000529 1.000000 fi:0.269530. Ave ac:0.004896,0.007651 Initialization: 5.521000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.534000 Kernel 1: 0.023000 Kernel 2: 92.216003 Copyback: 0.016000 Sum: 0.027000 It 2,Best ac:0.000529 1.000000 fi:0.269530. Ave ac:0.004194,0.007726 Initialization: 5.521000 Memcpy Classifiers: 0.504000 Memcpy Instances: 7.546000 Kernel 1: 0.024000 Kernel 2: 93.321999 Copyback: 0.017000 Sum: 0.028000 It 3,Best ac:0.001321 0.833333 fi:0.266323. Ave ac:0.004651,0.008337 Initialization: 5.546000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.522000 Kernel 1: 0.023000 Kernel 2: 92.427002 Copyback: 0.017000 Sum: 0.027000 It 4,Best ac:0.001322 1.000000 fi:0.099657. Ave ac:0.004505,0.007861 Initialization: 5.525000 Memcpy Classifiers: 0.504000 Memcpy Instances: 7.525000 Kernel 1: 0.023000 Kernel 2: 93.245003 Copyback: 0.020000 Sum: 0.039000 It 5,Best ac:0.000793 1.000000 fi:0.099927. Ave ac:0.003714,0.006768 Initialization: 5.531000 Memcpy Classifiers: 0.504000 Memcpy Instances: 7.534000 Kernel 1: 0.025000 Kernel 2: 93.856003 Copyback: 0.017000 Sum: 0.035000 It 6,Best ac:0.001321 1.000000 fi:0.099657. Ave ac:0.002985,0.005853 Initialization: 5.533000 Memcpy Classifiers: 0.504000 Memcpy Instances: 7.537000 Kernel 1: 0.023000 Kernel 2: 93.607002 Copyback: 0.017000 Sum: 0.030000 It 7,Best ac:0.001586 1.000000 fi:0.099521. Ave ac:0.002830,0.005480 Initialization: 5.543000 Memcpy Classifiers: 0.506000 Memcpy Instances: 10.134000 Kernel 1: 0.024000 Kernel 2: 93.362999 Copyback: 0.016000 Sum: 0.029000 It 8,Best ac:0.000793 1.000000 fi:0.099927. Ave ac:0.002534,0.004831 Initialization: 5.544000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.529000 Kernel 1: 0.024000 Kernel 2: 90.134003 Copyback: 0.017000 Sum: 0.025000 It 9,Best ac:0.000529 1.000000 fi:0.270515. Ave ac:0.002374,0.006635 Iteration 10:MDL fitness activated Error 0.270515 TL 0.034029 MDL Theory Length Weight: 2.6498112825 (3) Initialization: 5.529000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.549000 Kernel 1: 0.025000 Kernel 2: 88.802002 Copyback: 0.017000 Sum: 0.031000 It 10,Best ac:0.001057 1.000000 fi:0.208550. Ave ac:0.003153,0.006729 Initialization: 5.692000 Memcpy Classifiers: 0.476000 Memcpy Instances: 7.563000 Kernel 1: 0.025000 Kernel 2: 88.586998 Copyback: 0.017000 Sum: 0.037000 It 11,Best ac:0.000793 1.000000 fi:0.181946. Ave ac:0.002343,0.003868 Initialization: 5.503000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.529000 Kernel 1: 0.023000 Kernel 2: 87.952003 Copyback: 0.017000 Sum: 0.037000 It 12,Best ac:0.001057 1.000000 fi:0.161323. Ave ac:0.002927,0.005231 Initialization: 5.546000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.541000 Kernel 1: 0.024000 Kernel 2: 87.723000 Copyback: 0.016000 Sum: 0.031000 It 13,Best ac:0.001586 1.000000 fi:0.159218. Ave ac:0.002714,0.005141 Initialization: 5.555000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.531000 Kernel 1: 0.024000 Kernel 2: 85.441002 Copyback: 0.017000 Sum: 0.028000 It 14,Best ac:0.001057 1.000000 fi:0.211642. Ave ac:0.002173,0.004619 Initialization: 5.543000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.533000 Kernel 1: 0.024000 Kernel 2: 86.095001 Copyback: 0.017000 Sum: 0.033000 It 15,Best ac:0.000793 1.000000 fi:0.187478. Ave ac:0.002641,0.004203 Initialization: 5.549000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.529000 Kernel 1: 0.023000 Kernel 2: 84.900002 Copyback: 0.017000 Sum: 0.030000 It 16,Best ac:0.001057 1.000000 fi:0.197908. Ave ac:0.002838,0.005097 Initialization: 5.538000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.547000 Kernel 1: 0.023000 Kernel 2: 81.947998 Copyback: 0.017000 Sum: 0.034000 It 17,Best ac:0.001057 1.000000 fi:0.137598. Ave ac:0.002933,0.005145 Initialization: 5.510000 Memcpy Classifiers: 0.414000 Memcpy Instances: 7.542000 Kernel 1: 0.024000 Kernel 2: 79.057999 Copyback: 0.016000 Sum: 0.033000 It 18,Best ac:0.001057 1.000000 fi:0.204544. Ave ac:0.002365,0.004603 Initialization: 5.610000 Memcpy Classifiers: 0.497000 Memcpy Instances: 7.529000 Kernel 1: 0.025000 Kernel 2: 78.846001 Copyback: 0.017000 Sum: 0.032000 It 19,Best ac:0.001850 1.000000 fi:0.182337. Ave ac:0.002871,0.005095 Initialization: 5.520000 Memcpy Classifiers: 0.414000 Memcpy Instances: 7.532000 Kernel 1: 0.024000 Kernel 2: 77.843002 Copyback: 0.016000 Sum: 0.029000 It 20,Best ac:0.002379 1.000000 fi:0.162248. Ave ac:0.003301,0.006696 Initialization: 5.525000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.555000 Kernel 1: 0.023000 Kernel 2: 81.496002 Copyback: 0.017000 Sum: 0.027000 It 21,Best ac:0.000793 1.000000 fi:0.187094. Ave ac:0.003608,0.008084 Initialization: 5.510000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.536000 Kernel 1: 0.024000 Kernel 2: 80.009003 Copyback: 0.016000 Sum: 0.025000 It 22,Best ac:0.000793 1.000000 fi:0.166367. Ave ac:0.003071,0.005518 Initialization: 5.547000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.526000 Kernel 1: 0.025000 Kernel 2: 80.833000 Copyback: 0.017000 Sum: 0.029000 It 23,Best ac:0.000529 1.000000 fi:0.351353. Ave ac:0.003388,0.007464 Initialization: 5.531000 Memcpy Classifiers: 0.503000 Memcpy Instances: 7.545000 Kernel 1: 0.024000 Kernel 2: 83.390999 Copyback: 0.017000 Sum: 0.030000 It 24,Best ac:0.001057 1.000000 fi:0.159489. Ave ac:0.002474,0.004195 Initialization: 5.486000 Memcpy Classifiers: 0.486000 Memcpy Instances: 7.537000 Kernel 1: 0.024000 Kernel 2: 82.402000 Copyback: 0.017000 Sum: 0.027000 It 25,Best ac:0.000793 1.000000 fi:0.161038. Ave ac:0.002476,0.004304 Initialization: 5.529000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.533000 Kernel 1: 0.024000 Kernel 2: 81.271004 Copyback: 0.016000 Sum: 0.029000 It 26,Best ac:0.000793 1.000000 fi:0.181338. Ave ac:0.002849,0.006080 MDL Theory Length Weight: 2.3848301542 (10) Initialization: 5.558000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.537000 Kernel 1: 0.024000 Kernel 2: 80.244003 Copyback: 0.017000 Sum: 0.030000 It 27,Best ac:0.001321 1.000000 fi:0.146924. Ave ac:0.003182,0.005183 Initialization: 5.530000 Memcpy Classifiers: 0.494000 Memcpy Instances: 7.529000 Kernel 1: 0.024000 Kernel 2: 80.147003 Copyback: 0.017000 Sum: 0.028000 It 28,Best ac:0.001057 1.000000 fi:0.150828. Ave ac:0.002311,0.004125 Initialization: 5.516000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.548000 Kernel 1: 0.023000 Kernel 2: 77.696999 Copyback: 0.016000 Sum: 0.031000 It 29,Best ac:0.001322 1.000000 fi:0.152976. Ave ac:0.002856,0.005682 Initialization: 5.526000 Memcpy Classifiers: 0.405000 Memcpy Instances: 7.535000 Kernel 1: 0.024000 Kernel 2: 75.915001 Copyback: 0.016000 Sum: 0.031000 It 30,Best ac:0.001057 1.000000 fi:0.152085. Ave ac:0.002032,0.003496 Initialization: 5.463000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.527000 Kernel 1: 0.024000 Kernel 2: 80.417000 Copyback: 0.017000 Sum: 0.026000 It 31,Best ac:0.002115 1.000000 fi:0.149815. Ave ac:0.002262,0.004087 Initialization: 5.539000 Memcpy Classifiers: 0.364000 Memcpy Instances: 7.524000 Kernel 1: 0.023000 Kernel 2: 79.966003 Copyback: 0.017000 Sum: 0.029000 It 32,Best ac:0.001057 1.000000 fi:0.151809. Ave ac:0.002096,0.005336 Initialization: 5.521000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.535000 Kernel 1: 0.023000 Kernel 2: 82.947998 Copyback: 0.017000 Sum: 0.027000 It 33,Best ac:0.001322 1.000000 fi:0.151950. Ave ac:0.003297,0.006804 Initialization: 28.474001 Memcpy Instances: 367.886993 Memcpy Classifiers: 0.085000 Kernel 1: 0.029000 Kernel 2: 545.638977 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.082000 Kernel 1: 0.013000 Kernel 2: 549.013000 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.088000 Kernel 1: 0.013000 Kernel 2: 560.043030 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.081000 Kernel 1: 0.013000 Kernel 2: 553.755981 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.082000 Kernel 1: 0.012000 Kernel 2: 544.857971 Copyback: 0.368000 Sum: 0.002000 Memcpy Classifiers: 0.081000 Kernel 1: 0.013000 Kernel 2: 507.341003 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.081000 Kernel 1: 0.012000 Kernel 2: 539.398987 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.082000 Kernel 1: 0.013000 Kernel 2: 519.357971 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.088000 Kernel 1: 0.013000 Kernel 2: 525.466980 Copyback: 0.014000 Sum: 0.002000 It 34,Best ac:0.000782 0.580392 fi:0.592810. Ave ac:0.001958,0.006154 Best acc 0.000782 0.580392 Rule:Att PSSM_-4_18 is [-7.801025,1.801025]|Att PSSM_-3_6 is [-4.740235,4.850486]|Att PSSM_-1_5 is [0.837429,4.138832]|Att PSSM_0_7 is [<-2.780769]|Att PSSM_0_15 is [-6.191548,5.033626]|Att PSSM_0_20 is [-3.518376,4.621727]|Att PSSM_1_7 is [<-1.494002]|Att PSSM_1_13 is [<3.313672]|Att PSSM_1_18 is [-4.665534,-1.308091]|Att PSSM_4_4 is [-6.386094,2.817101]|1 Accuracy : 0.791210 0 1 152001 12079 36911 33647 Removed 255 instances. 188912 Instances left. Acc of rule 0.000782-0.580392 Initialization: 5.531000 Memcpy Classifiers: 0.521000 Memcpy Instances: 7.622000 Kernel 1: 0.025000 Kernel 2: 95.315002 Copyback: 0.020000 Sum: 0.060000 Initial population average accuracy1:0.005255 accuracy2:0.181008 Initialization: 7.034000 Memcpy Classifiers: 0.939000 Memcpy Instances: 10.044000 Kernel 1: 0.024000 Kernel 2: 94.182999 Copyback: 0.017000 Sum: 0.047000 It 0,Best ac:0.000794 1.000000 fi:0.099926. Ave ac:0.005548,0.010565 Initialization: 5.571000 Memcpy Classifiers: 0.540000 Memcpy Instances: 7.516000 Kernel 1: 0.024000 Kernel 2: 96.490997 Copyback: 0.017000 Sum: 0.029000 It 1,Best ac:0.001059 0.666667 fi:0.433123. Ave ac:0.005540,0.010515 Initialization: 5.535000 Memcpy Classifiers: 0.486000 Memcpy Instances: 7.517000 Kernel 1: 0.023000 Kernel 2: 93.721001 Copyback: 0.017000 Sum: 0.028000 It 2,Best ac:0.000794 1.000000 fi:0.099926. Ave ac:0.004463,0.008124 Initialization: 5.507000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.524000 Kernel 1: 0.022000 Kernel 2: 96.178001 Copyback: 0.017000 Sum: 0.028000 It 3,Best ac:0.000529 1.000000 fi:0.266561. Ave ac:0.003918,0.006406 Initialization: 5.526000 Memcpy Classifiers: 0.504000 Memcpy Instances: 7.516000 Kernel 1: 0.023000 Kernel 2: 93.666000 Copyback: 0.017000 Sum: 0.033000 It 4,Best ac:0.000794 1.000000 fi:0.099926. Ave ac:0.003807,0.006189 Initialization: 5.530000 Memcpy Classifiers: 0.504000 Memcpy Instances: 7.543000 Kernel 1: 0.023000 Kernel 2: 93.733002 Copyback: 0.016000 Sum: 0.026000 It 5,Best ac:0.000794 1.000000 fi:0.099926. Ave ac:0.004214,0.007378 Initialization: 5.577000 Memcpy Classifiers: 0.486000 Memcpy Instances: 7.525000 Kernel 1: 0.024000 Kernel 2: 91.944000 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.000794 1.000000 fi:0.099926. Ave ac:0.003962,0.007094 Initialization: 5.508000 Memcpy Classifiers: 0.486000 Memcpy Instances: 7.524000 Kernel 1: 0.022000 Kernel 2: 88.976997 Copyback: 0.017000 Sum: 0.030000 It 7,Best ac:0.000529 1.000000 fi:0.267553. Ave ac:0.002807,0.004659 Initialization: 5.508000 Memcpy Classifiers: 0.539000 Memcpy Instances: 7.525000 Kernel 1: 0.024000 Kernel 2: 92.003998 Copyback: 0.373000 Sum: 0.033000 It 8,Best ac:0.000794 1.000000 fi:0.099926. Ave ac:0.002560,0.005154 Initialization: 5.543000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.527000 Kernel 1: 0.023000 Kernel 2: 93.505997 Copyback: 0.017000 Sum: 0.029000 It 9,Best ac:0.001323 1.000000 fi:0.099654. Ave ac:0.003594,0.006615 Iteration 10:MDL fitness activated Error 0.099654 TL 0.037226 MDL Theory Length Weight: 0.8923340353 (1) Initialization: 5.486000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.532000 Kernel 1: 0.023000 Kernel 2: 91.819000 Copyback: 0.017000 Sum: 0.031000 It 10,Best ac:0.001059 1.000000 fi:0.122539. Ave ac:0.002973,0.005506 Initialization: 5.555000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.528000 Kernel 1: 0.024000 Kernel 2: 90.809998 Copyback: 0.017000 Sum: 0.027000 It 11,Best ac:0.000794 1.000000 fi:0.132477. Ave ac:0.002444,0.004450 Initialization: 5.517000 Memcpy Classifiers: 0.467000 Memcpy Instances: 7.523000 Kernel 1: 0.024000 Kernel 2: 90.703003 Copyback: 0.017000 Sum: 0.032000 It 12,Best ac:0.000794 1.000000 fi:0.139864. Ave ac:0.002544,0.004574 Initialization: 5.518000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.532000 Kernel 1: 0.023000 Kernel 2: 89.823997 Copyback: 0.017000 Sum: 0.031000 It 13,Best ac:0.001059 1.000000 fi:0.130797. Ave ac:0.002816,0.005125 Initialization: 5.507000 Memcpy Classifiers: 0.523000 Memcpy Instances: 7.528000 Kernel 1: 0.024000 Kernel 2: 90.014999 Copyback: 0.017000 Sum: 0.033000 It 14,Best ac:0.000794 1.000000 fi:0.125487. Ave ac:0.003012,0.005462 Initialization: 5.527000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.541000 Kernel 1: 0.023000 Kernel 2: 88.056999 Copyback: 0.016000 Sum: 0.037000 It 15,Best ac:0.000529 1.000000 fi:0.297825. Ave ac:0.002567,0.005336 Initialization: 5.586000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.518000 Kernel 1: 0.024000 Kernel 2: 89.644997 Copyback: 0.017000 Sum: 0.030000 It 16,Best ac:0.000794 1.000000 fi:0.129055. Ave ac:0.002393,0.003555 Initialization: 5.513000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.510000 Kernel 1: 0.024000 Kernel 2: 85.148003 Copyback: 0.016000 Sum: 0.035000 It 17,Best ac:0.000529 1.000000 fi:0.293592. Ave ac:0.002690,0.005432 Initialization: 5.526000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.537000 Kernel 1: 0.023000 Kernel 2: 85.660004 Copyback: 0.017000 Sum: 0.027000 It 18,Best ac:0.001059 1.000000 fi:0.127997. Ave ac:0.002315,0.005149 Initialization: 5.550000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.510000 Kernel 1: 0.024000 Kernel 2: 86.142998 Copyback: 0.017000 Sum: 0.032000 It 19,Best ac:0.001323 1.000000 fi:0.133961. Ave ac:0.002485,0.004931 MDL Theory Length Weight: 0.8031006318 (11) Initialization: 5.521000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.533000 Kernel 1: 0.023000 Kernel 2: 85.561996 Copyback: 0.017000 Sum: 0.029000 It 20,Best ac:0.001059 1.000000 fi:0.124117. Ave ac:0.001716,0.003754 Initialization: 5.574000 Memcpy Classifiers: 0.378000 Memcpy Instances: 7.548000 Kernel 1: 0.023000 Kernel 2: 86.061996 Copyback: 0.017000 Sum: 0.030000 It 21,Best ac:0.001059 1.000000 fi:0.128180. Ave ac:0.001674,0.002970 Initialization: 5.503000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.522000 Kernel 1: 0.024000 Kernel 2: 86.685997 Copyback: 0.016000 Sum: 0.035000 It 22,Best ac:0.000794 0.750000 fi:0.378280. Ave ac:0.001521,0.002752 Initialization: 5.508000 Memcpy Classifiers: 0.360000 Memcpy Instances: 7.530000 Kernel 1: 0.023000 Kernel 2: 84.146004 Copyback: 0.017000 Sum: 0.026000 It 23,Best ac:0.001588 0.857143 fi:0.278563. Ave ac:0.002420,0.004355 Initialization: 5.532000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.524000 Kernel 1: 0.024000 Kernel 2: 90.421997 Copyback: 0.016000 Sum: 0.029000 It 24,Best ac:0.001323 1.000000 fi:0.120648. Ave ac:0.001897,0.002807 Initialization: 5.553000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.539000 Kernel 1: 0.023000 Kernel 2: 87.235001 Copyback: 0.016000 Sum: 0.024000 It 25,Best ac:0.000794 1.000000 fi:0.129990. Ave ac:0.002130,0.002860 Initialization: 5.571000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.514000 Kernel 1: 0.023000 Kernel 2: 88.194000 Copyback: 0.017000 Sum: 0.026000 It 26,Best ac:0.000794 1.000000 fi:0.130553. Ave ac:0.001490,0.002650 Initialization: 5.536000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.519000 Kernel 1: 0.023000 Kernel 2: 88.166000 Copyback: 0.017000 Sum: 0.029000 It 27,Best ac:0.000529 1.000000 fi:0.290888. Ave ac:0.002235,0.004178 Initialization: 5.501000 Memcpy Classifiers: 0.371000 Memcpy Instances: 7.516000 Kernel 1: 0.024000 Kernel 2: 88.637001 Copyback: 0.017000 Sum: 0.025000 It 28,Best ac:0.000794 1.000000 fi:0.126142. Ave ac:0.003271,0.005733 Initialization: 5.534000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.517000 Kernel 1: 0.024000 Kernel 2: 91.598999 Copyback: 0.017000 Sum: 0.026000 It 29,Best ac:0.000529 1.000000 fi:0.296025. Ave ac:0.002582,0.004087 Initialization: 5.541000 Memcpy Classifiers: 0.378000 Memcpy Instances: 7.509000 Kernel 1: 0.024000 Kernel 2: 92.796997 Copyback: 0.017000 Sum: 0.027000 It 30,Best ac:0.001059 1.000000 fi:0.124117. Ave ac:0.002864,0.005081 Initialization: 5.539000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.534000 Kernel 1: 0.022000 Kernel 2: 88.891998 Copyback: 0.017000 Sum: 0.024000 It 31,Best ac:0.000794 1.000000 fi:0.135831. Ave ac:0.002495,0.005346 Initialization: 5.527000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.539000 Kernel 1: 0.025000 Kernel 2: 86.888000 Copyback: 0.017000 Sum: 0.026000 It 32,Best ac:0.001058 1.000000 fi:0.124402. Ave ac:0.001770,0.003452 Initialization: 5.524000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.523000 Kernel 1: 0.023000 Kernel 2: 88.961998 Copyback: 0.017000 Sum: 0.027000 It 33,Best ac:0.001059 1.000000 fi:0.126025. Ave ac:0.002251,0.003886 MDL Theory Length Weight: 0.7227905686 (10) Initialization: 28.907000 Memcpy Instances: 367.360992 Memcpy Classifiers: 0.093000 Kernel 1: 0.030000 Kernel 2: 579.625000 Copyback: 0.016000 Sum: 0.017000 Memcpy Classifiers: 0.090000 Kernel 1: 0.012000 Kernel 2: 577.403015 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.090000 Kernel 1: 0.012000 Kernel 2: 578.471985 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.089000 Kernel 1: 0.012000 Kernel 2: 589.210022 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.089000 Kernel 1: 0.012000 Kernel 2: 591.051025 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.089000 Kernel 1: 0.012000 Kernel 2: 575.278015 Copyback: 0.369000 Sum: 0.002000 Memcpy Classifiers: 0.090000 Kernel 1: 0.012000 Kernel 2: 580.094971 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.089000 Kernel 1: 0.012000 Kernel 2: 567.672974 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.084000 Kernel 1: 0.012000 Kernel 2: 489.647003 Copyback: 0.014000 Sum: 0.002000 It 34,Best ac:0.000990 0.486979 fi:0.645414. Ave ac:0.002169,0.006646 Best acc 0.000990 0.486979 Initialization: 5.599000 Memcpy Classifiers: 0.524000 Memcpy Instances: 7.513000 Kernel 1: 0.025000 Kernel 2: 96.098000 Copyback: 0.017000 Sum: 0.042000 Initial population average accuracy1:0.004652 accuracy2:0.195696 Initialization: 6.652000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.530000 Kernel 1: 0.023000 Kernel 2: 96.442001 Copyback: 0.017000 Sum: 0.048000 It 0,Best ac:0.000794 0.750000 fi:0.349926. Ave ac:0.005147,0.007776 Initialization: 6.758000 Memcpy Classifiers: 0.690000 Memcpy Instances: 8.243000 Kernel 1: 0.032000 Kernel 2: 94.433998 Copyback: 0.017000 Sum: 0.033000 It 1,Best ac:0.001059 1.000000 fi:0.099790. Ave ac:0.005169,0.008340 Initialization: 5.484000 Memcpy Classifiers: 0.468000 Memcpy Instances: 10.404000 Kernel 1: 0.027000 Kernel 2: 91.403999 Copyback: 0.017000 Sum: 0.034000 It 2,Best ac:0.000529 1.000000 fi:0.266561. Ave ac:0.004900,0.007837 Initialization: 5.460000 Memcpy Classifiers: 0.468000 Memcpy Instances: 9.328000 Kernel 1: 0.026000 Kernel 2: 91.360001 Copyback: 0.017000 Sum: 0.032000 It 3,Best ac:0.001323 1.000000 fi:0.099654. Ave ac:0.005265,0.008919 Initialization: 5.549000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.508000 Kernel 1: 0.024000 Kernel 2: 90.699997 Copyback: 0.017000 Sum: 0.028000 It 4,Best ac:0.001323 0.833333 fi:0.266321. Ave ac:0.003720,0.006328 Initialization: 6.791000 Memcpy Classifiers: 0.486000 Memcpy Instances: 7.537000 Kernel 1: 0.024000 Kernel 2: 91.397003 Copyback: 0.017000 Sum: 0.033000 It 5,Best ac:0.001323 1.000000 fi:0.099654. Ave ac:0.003969,0.007136 Initialization: 6.419000 Memcpy Classifiers: 0.488000 Memcpy Instances: 7.630000 Kernel 1: 0.024000 Kernel 2: 90.568001 Copyback: 0.018000 Sum: 0.042000 It 6,Best ac:0.002647 1.000000 fi:0.098974. Ave ac:0.003007,0.005536 Initialization: 5.741000 Memcpy Classifiers: 0.451000 Memcpy Instances: 10.182000 Kernel 1: 0.022000 Kernel 2: 89.177002 Copyback: 0.016000 Sum: 0.028000 It 7,Best ac:0.001853 1.000000 fi:0.099382. Ave ac:0.002720,0.004980 Initialization: 6.092000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.519000 Kernel 1: 0.023000 Kernel 2: 91.098999 Copyback: 0.019000 Sum: 0.041000 It 8,Best ac:0.001853 1.000000 fi:0.099382. Ave ac:0.002803,0.004610 Initialization: 6.337000 Memcpy Classifiers: 0.775000 Memcpy Instances: 10.095000 Kernel 1: 0.022000 Kernel 2: 90.255997 Copyback: 0.017000 Sum: 0.034000 It 9,Best ac:0.000794 1.000000 fi:0.099926. Ave ac:0.001780,0.004303 Iteration 10:MDL fitness activated Error 0.099926 TL 0.049241 MDL Theory Length Weight: 0.6764440436 (4) Initialization: 5.929000 Memcpy Classifiers: 0.523000 Memcpy Instances: 11.009000 Kernel 1: 0.025000 Kernel 2: 89.663002 Copyback: 0.017000 Sum: 0.031000 It 10,Best ac:0.000794 1.000000 fi:0.129992. Ave ac:0.002517,0.005002 Initialization: 8.330000 Memcpy Classifiers: 0.689000 Memcpy Instances: 10.732000 Kernel 1: 0.026000 Kernel 2: 88.764000 Copyback: 0.017000 Sum: 0.027000 It 11,Best ac:0.000794 1.000000 fi:0.122247. Ave ac:0.002859,0.004511 Initialization: 6.912000 Memcpy Classifiers: 0.744000 Memcpy Instances: 9.041000 Kernel 1: 0.023000 Kernel 2: 88.458000 Copyback: 0.017000 Sum: 0.031000 It 12,Best ac:0.000794 1.000000 fi:0.123595. Ave ac:0.002423,0.003662 Initialization: 8.108000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.554000 Kernel 1: 0.024000 Kernel 2: 88.371002 Copyback: 0.018000 Sum: 0.040000 It 13,Best ac:0.001059 1.000000 fi:0.120022. Ave ac:0.001816,0.003701 Initialization: 7.585000 Memcpy Classifiers: 0.415000 Memcpy Instances: 9.664000 Kernel 1: 0.023000 Kernel 2: 92.541000 Copyback: 0.017000 Sum: 0.061000 It 14,Best ac:0.000794 1.000000 fi:0.120898. Ave ac:0.002134,0.003422 Initialization: 5.843000 Memcpy Classifiers: 0.460000 Memcpy Instances: 11.277000 Kernel 1: 0.024000 Kernel 2: 90.413002 Copyback: 0.017000 Sum: 0.030000 It 15,Best ac:0.001059 1.000000 fi:0.116072. Ave ac:0.001586,0.003003 Initialization: 5.534000 Memcpy Classifiers: 0.453000 Memcpy Instances: 10.750000 Kernel 1: 0.022000 Kernel 2: 91.341003 Copyback: 0.018000 Sum: 0.033000 It 16,Best ac:0.000794 1.000000 fi:0.117179. Ave ac:0.001747,0.002725 Initialization: 6.304000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.356000 Kernel 1: 0.023000 Kernel 2: 91.018997 Copyback: 0.017000 Sum: 0.028000 It 17,Best ac:0.001853 1.000000 fi:0.117449. Ave ac:0.001551,0.002383 Initialization: 6.554000 Memcpy Classifiers: 0.648000 Memcpy Instances: 8.198000 Kernel 1: 0.023000 Kernel 2: 92.643997 Copyback: 0.018000 Sum: 0.038000 It 18,Best ac:0.001059 1.000000 fi:0.123887. Ave ac:0.001395,0.002391 Initialization: 5.848000 Memcpy Classifiers: 0.713000 Memcpy Instances: 11.331000 Kernel 1: 0.027000 Kernel 2: 91.815002 Copyback: 0.017000 Sum: 0.027000 It 19,Best ac:0.000794 1.000000 fi:0.113829. Ave ac:0.001318,0.002717 Initialization: 6.525000 Memcpy Classifiers: 0.566000 Memcpy Instances: 8.794000 Kernel 1: 0.024000 Kernel 2: 91.871002 Copyback: 0.017000 Sum: 0.031000 It 20,Best ac:0.000794 1.000000 fi:0.123873. Ave ac:0.001284,0.003476 Initialization: 5.762000 Memcpy Classifiers: 0.416000 Memcpy Instances: 10.664000 Kernel 1: 0.027000 Kernel 2: 91.373001 Copyback: 0.018000 Sum: 0.030000 It 21,Best ac:0.001323 1.000000 fi:0.119665. Ave ac:0.001213,0.002134 Initialization: 5.780000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.594000 Kernel 1: 0.023000 Kernel 2: 95.236000 Copyback: 0.017000 Sum: 0.031000 It 22,Best ac:0.001059 1.000000 fi:0.119491. Ave ac:0.000975,0.002316 Initialization: 6.583000 Memcpy Classifiers: 0.565000 Memcpy Instances: 8.741000 Kernel 1: 0.023000 Kernel 2: 88.878998 Copyback: 0.018000 Sum: 0.040000 It 23,Best ac:0.000794 1.000000 fi:0.116715. Ave ac:0.002092,0.003252 Initialization: 5.513000 Memcpy Classifiers: 0.415000 Memcpy Instances: 10.044000 Kernel 1: 0.032000 Kernel 2: 89.459000 Copyback: 0.017000 Sum: 0.031000 It 24,Best ac:0.000794 1.000000 fi:0.119546. Ave ac:0.001780,0.002800 Initialization: 5.503000 Memcpy Classifiers: 0.379000 Memcpy Instances: 9.752000 Kernel 1: 0.031000 Kernel 2: 91.362000 Copyback: 0.017000 Sum: 0.032000 It 25,Best ac:0.000794 1.000000 fi:0.113829. Ave ac:0.001044,0.001807 Initialization: 7.581000 Memcpy Classifiers: 0.648000 Memcpy Instances: 10.558000 Kernel 1: 0.023000 Kernel 2: 92.748001 Copyback: 0.017000 Sum: 0.028000 It 26,Best ac:0.000794 1.000000 fi:0.117179. Ave ac:0.001341,0.001777 Initialization: 6.255000 Memcpy Classifiers: 0.415000 Memcpy Instances: 9.885000 Kernel 1: 0.026000 Kernel 2: 91.578003 Copyback: 0.017000 Sum: 0.026000 It 27,Best ac:0.001059 1.000000 fi:0.116390. Ave ac:0.001341,0.002499 Initialization: 6.223000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.583000 Kernel 1: 0.024000 Kernel 2: 93.359001 Copyback: 0.017000 Sum: 0.027000 It 28,Best ac:0.000794 1.000000 fi:0.118357. Ave ac:0.002392,0.004482 MDL Theory Length Weight: 0.6087996392 (10) Initialization: 5.743000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.527000 Kernel 1: 0.024000 Kernel 2: 89.575996 Copyback: 0.018000 Sum: 0.039000 It 29,Best ac:0.001058 1.000000 fi:0.115617. Ave ac:0.001731,0.002898 Initialization: 5.551000 Memcpy Classifiers: 0.378000 Memcpy Instances: 8.310000 Kernel 1: 0.033000 Kernel 2: 90.038002 Copyback: 0.018000 Sum: 0.038000 It 30,Best ac:0.001323 1.000000 fi:0.115750. Ave ac:0.001621,0.002324 Initialization: 5.621000 Memcpy Classifiers: 0.378000 Memcpy Instances: 7.681000 Kernel 1: 0.023000 Kernel 2: 89.774002 Copyback: 0.370000 Sum: 0.033000 It 31,Best ac:0.001323 1.000000 fi:0.120918. Ave ac:0.001427,0.002468 Initialization: 7.060000 Memcpy Classifiers: 0.540000 Memcpy Instances: 10.140000 Kernel 1: 0.024000 Kernel 2: 89.078003 Copyback: 0.017000 Sum: 0.028000 It 32,Best ac:0.001323 1.000000 fi:0.117056. Ave ac:0.001688,0.002392 Initialization: 6.522000 Memcpy Classifiers: 0.462000 Memcpy Instances: 8.985000 Kernel 1: 0.026000 Kernel 2: 89.980003 Copyback: 0.017000 Sum: 0.029000 It 33,Best ac:0.001059 1.000000 fi:0.119728. Ave ac:0.001362,0.002480 Initialization: 34.523998 Memcpy Instances: 404.101990 Memcpy Classifiers: 0.084000 Kernel 1: 0.025000 Kernel 2: 586.353027 Copyback: 0.015000 Sum: 0.021000 Memcpy Classifiers: 0.122000 Kernel 1: 0.021000 Kernel 2: 587.198975 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.105000 Kernel 1: 0.017000 Kernel 2: 616.164978 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.121000 Kernel 1: 0.021000 Kernel 2: 587.999023 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.108000 Kernel 1: 0.018000 Kernel 2: 584.218994 Copyback: 0.020000 Sum: 0.005000 Memcpy Classifiers: 0.083000 Kernel 1: 0.018000 Kernel 2: 576.687988 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.121000 Kernel 1: 0.022000 Kernel 2: 611.661011 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.122000 Kernel 1: 0.021000 Kernel 2: 611.085999 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.082000 Kernel 1: 0.014000 Kernel 2: 467.686005 Copyback: 0.014000 Sum: 0.002000 It 34,Best ac:0.000815 0.548043 fi:0.567968. Ave ac:0.001649,0.005087 Best acc 0.000815 0.548043 Rule:Att PSSM_-3_8 is [<-0.490244]|Att PSSM_-1_4 is [-7.712463,0.296938]|Att PSSM_-1_5 is [-3.098073,10.367184]|Att PSSM_0_6 is [<-2.316267]|Att PSSM_0_12 is [<-0.250964]|Att PSSM_1_5 is [0.832246,7.656030]|Att PSSM_1_14 is [-2.575136,4.673012]|Att PSSM_2_15 is [-5.684891,1.583424]|Att PSSM_2_17 is [<4.109246]|Att PSSM_4_6 is [-5.806832,8.060859]|1 Accuracy : 0.791325 0 1 151874 12206 36757 33801 Removed 281 instances. 188631 Instances left. Acc of rule 0.000815-0.548043 Initialization: 5.693000 Memcpy Classifiers: 0.606000 Memcpy Instances: 7.507000 Kernel 1: 0.026000 Kernel 2: 92.956001 Copyback: 0.017000 Sum: 0.038000 Initial population average accuracy1:0.004232 accuracy2:0.181762 Initialization: 5.540000 Memcpy Classifiers: 0.472000 Memcpy Instances: 7.503000 Kernel 1: 0.023000 Kernel 2: 91.283997 Copyback: 0.018000 Sum: 0.040000 It 0,Best ac:0.000795 0.600000 fi:0.499924. Ave ac:0.004779,0.007693 Initialization: 5.502000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.502000 Kernel 1: 0.022000 Kernel 2: 91.703003 Copyback: 0.017000 Sum: 0.030000 It 1,Best ac:0.000795 0.750000 fi:0.349924. Ave ac:0.005433,0.009799 Initialization: 5.527000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.514000 Kernel 1: 0.024000 Kernel 2: 91.094002 Copyback: 0.016000 Sum: 0.028000 It 2,Best ac:0.000530 1.000000 fi:0.263567. Ave ac:0.004889,0.009359 Initialization: 5.522000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.500000 Kernel 1: 0.025000 Kernel 2: 90.497002 Copyback: 0.017000 Sum: 0.028000 It 3,Best ac:0.000795 1.000000 fi:0.099924. Ave ac:0.003509,0.007539 Initialization: 5.533000 Memcpy Classifiers: 0.504000 Memcpy Instances: 7.510000 Kernel 1: 0.025000 Kernel 2: 90.927002 Copyback: 0.017000 Sum: 0.028000 It 4,Best ac:0.000795 1.000000 fi:0.099924. Ave ac:0.003425,0.006335 Initialization: 5.552000 Memcpy Classifiers: 0.523000 Memcpy Instances: 7.534000 Kernel 1: 0.024000 Kernel 2: 92.689003 Copyback: 0.016000 Sum: 0.031000 It 5,Best ac:0.001060 1.000000 fi:0.099788. Ave ac:0.003477,0.006300 Initialization: 5.487000 Memcpy Classifiers: 0.495000 Memcpy Instances: 7.507000 Kernel 1: 0.024000 Kernel 2: 92.714996 Copyback: 0.017000 Sum: 0.025000 It 6,Best ac:0.000530 1.000000 fi:0.263567. Ave ac:0.003703,0.009265 Initialization: 5.488000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.511000 Kernel 1: 0.024000 Kernel 2: 95.184998 Copyback: 0.017000 Sum: 0.029000 It 7,Best ac:0.001060 1.000000 fi:0.099788. Ave ac:0.003715,0.008559 Initialization: 5.509000 Memcpy Classifiers: 0.499000 Memcpy Instances: 7.513000 Kernel 1: 0.024000 Kernel 2: 94.308998 Copyback: 0.016000 Sum: 0.025000 It 8,Best ac:0.000795 1.000000 fi:0.099924. Ave ac:0.002942,0.006164 Initialization: 5.588000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.506000 Kernel 1: 0.024000 Kernel 2: 92.629997 Copyback: 0.017000 Sum: 0.030000 It 9,Best ac:0.000795 1.000000 fi:0.099925. Ave ac:0.002795,0.004820 Iteration 10:MDL fitness activated Error 0.099925 TL 0.038123 MDL Theory Length Weight: 0.8736947535 (5) Initialization: 5.501000 Memcpy Classifiers: 0.504000 Memcpy Instances: 7.520000 Kernel 1: 0.022000 Kernel 2: 94.929001 Copyback: 0.017000 Sum: 0.025000 It 10,Best ac:0.000795 1.000000 fi:0.136108. Ave ac:0.002593,0.004575 Initialization: 5.571000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.506000 Kernel 1: 0.023000 Kernel 2: 94.375999 Copyback: 0.017000 Sum: 0.027000 It 11,Best ac:0.000795 1.000000 fi:0.130257. Ave ac:0.002762,0.007521 Initialization: 5.552000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.502000 Kernel 1: 0.023000 Kernel 2: 94.179001 Copyback: 0.017000 Sum: 0.031000 It 12,Best ac:0.000795 1.000000 fi:0.132735. Ave ac:0.002280,0.004106 Initialization: 5.530000 Memcpy Classifiers: 0.485000 Memcpy Instances: 7.507000 Kernel 1: 0.024000 Kernel 2: 93.266998 Copyback: 0.017000 Sum: 0.033000 It 13,Best ac:0.001325 1.000000 fi:0.123548. Ave ac:0.002904,0.006224 Initialization: 5.508000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.541000 Kernel 1: 0.023000 Kernel 2: 91.102997 Copyback: 0.017000 Sum: 0.029000 It 14,Best ac:0.001060 1.000000 fi:0.128707. Ave ac:0.002245,0.004885 Initialization: 5.501000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.510000 Kernel 1: 0.023000 Kernel 2: 89.572998 Copyback: 0.017000 Sum: 0.028000 It 15,Best ac:0.000795 1.000000 fi:0.132521. Ave ac:0.003119,0.008925 Initialization: 5.532000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.498000 Kernel 1: 0.023000 Kernel 2: 90.033997 Copyback: 0.016000 Sum: 0.027000 It 16,Best ac:0.001060 1.000000 fi:0.128011. Ave ac:0.002558,0.004886 Initialization: 5.517000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.499000 Kernel 1: 0.023000 Kernel 2: 92.350998 Copyback: 0.017000 Sum: 0.029000 It 17,Best ac:0.000795 1.000000 fi:0.128478. Ave ac:0.002897,0.004728 Initialization: 5.475000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.526000 Kernel 1: 0.023000 Kernel 2: 91.497002 Copyback: 0.017000 Sum: 0.027000 It 18,Best ac:0.001591 0.857143 fi:0.277185. Ave ac:0.002231,0.003806 Initialization: 5.497000 Memcpy Classifiers: 0.432000 Memcpy Instances: 7.537000 Kernel 1: 0.023000 Kernel 2: 90.665001 Copyback: 0.017000 Sum: 0.028000 It 19,Best ac:0.000795 1.000000 fi:0.120501. Ave ac:0.003095,0.006189 Initialization: 5.522000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.496000 Kernel 1: 0.023000 Kernel 2: 87.325996 Copyback: 0.017000 Sum: 0.030000 It 20,Best ac:0.001326 1.000000 fi:0.131023. Ave ac:0.003008,0.004666 Initialization: 5.533000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.502000 Kernel 1: 0.024000 Kernel 2: 90.483002 Copyback: 0.017000 Sum: 0.028000 It 21,Best ac:0.000795 1.000000 fi:0.126966. Ave ac:0.002701,0.005832 Initialization: 5.546000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.503000 Kernel 1: 0.023000 Kernel 2: 86.389999 Copyback: 0.017000 Sum: 0.028000 It 22,Best ac:0.000795 1.000000 fi:0.117495. Ave ac:0.001795,0.003683 Initialization: 5.535000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.500000 Kernel 1: 0.023000 Kernel 2: 90.313004 Copyback: 0.017000 Sum: 0.029000 It 23,Best ac:0.001060 1.000000 fi:0.122778. Ave ac:0.002299,0.004168 Initialization: 5.502000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.507000 Kernel 1: 0.023000 Kernel 2: 88.194000 Copyback: 0.016000 Sum: 0.030000 It 24,Best ac:0.000795 1.000000 fi:0.120142. Ave ac:0.002221,0.003490 Initialization: 5.524000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.508000 Kernel 1: 0.024000 Kernel 2: 85.478996 Copyback: 0.017000 Sum: 0.031000 It 25,Best ac:0.000795 1.000000 fi:0.120142. Ave ac:0.002305,0.003353 Initialization: 5.567000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.504000 Kernel 1: 0.022000 Kernel 2: 86.347000 Copyback: 0.017000 Sum: 0.029000 It 26,Best ac:0.001326 1.000000 fi:0.126503. Ave ac:0.002265,0.004834 Initialization: 5.506000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.511000 Kernel 1: 0.024000 Kernel 2: 84.224998 Copyback: 0.017000 Sum: 0.034000 It 27,Best ac:0.000795 1.000000 fi:0.122995. Ave ac:0.002247,0.004390 Initialization: 5.512000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.504000 Kernel 1: 0.024000 Kernel 2: 79.719002 Copyback: 0.019000 Sum: 0.037000 It 28,Best ac:0.001326 1.000000 fi:0.131881. Ave ac:0.001931,0.003744 Initialization: 5.517000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.503000 Kernel 1: 0.025000 Kernel 2: 80.267998 Copyback: 0.016000 Sum: 0.028000 It 29,Best ac:0.000795 1.000000 fi:0.129152. Ave ac:0.002327,0.006056 Initialization: 5.556000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.531000 Kernel 1: 0.023000 Kernel 2: 83.822998 Copyback: 0.018000 Sum: 0.031000 It 30,Best ac:0.001590 1.000000 fi:0.126129. Ave ac:0.002583,0.005037 Initialization: 6.539000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.552000 Kernel 1: 0.023000 Kernel 2: 81.291000 Copyback: 0.017000 Sum: 0.030000 It 31,Best ac:0.001855 0.875000 fi:0.253499. Ave ac:0.002566,0.005583 MDL Theory Length Weight: 0.7863252782 (10) Initialization: 5.867000 Memcpy Classifiers: 0.744000 Memcpy Instances: 11.624000 Kernel 1: 0.024000 Kernel 2: 81.852997 Copyback: 0.017000 Sum: 0.030000 It 32,Best ac:0.001060 1.000000 fi:0.121979. Ave ac:0.002259,0.004252 Initialization: 7.135000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.499000 Kernel 1: 0.023000 Kernel 2: 83.051003 Copyback: 0.017000 Sum: 0.033000 It 33,Best ac:0.001325 1.000000 fi:0.118225. Ave ac:0.001888,0.003567 Initialization: 31.018000 Memcpy Instances: 413.842987 Memcpy Classifiers: 0.096000 Kernel 1: 0.026000 Kernel 2: 580.231995 Copyback: 0.015000 Sum: 0.017000 Memcpy Classifiers: 0.094000 Kernel 1: 0.013000 Kernel 2: 565.669006 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.132000 Kernel 1: 0.022000 Kernel 2: 583.731018 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.110000 Kernel 1: 0.016000 Kernel 2: 568.815002 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.092000 Kernel 1: 0.012000 Kernel 2: 563.487976 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.091000 Kernel 1: 0.013000 Kernel 2: 565.997009 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.093000 Kernel 1: 0.012000 Kernel 2: 561.513977 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.130000 Kernel 1: 0.021000 Kernel 2: 572.812988 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.085000 Kernel 1: 0.013000 Kernel 2: 476.218994 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.000928 0.540123 fi:0.583685. Ave ac:0.002190,0.006839 Best acc 0.000928 0.540123 Initialization: 5.494000 Memcpy Classifiers: 0.539000 Memcpy Instances: 7.526000 Kernel 1: 0.026000 Kernel 2: 92.514000 Copyback: 0.017000 Sum: 0.039000 Initial population average accuracy1:0.005544 accuracy2:0.195368 Initialization: 5.495000 Memcpy Classifiers: 0.526000 Memcpy Instances: 7.505000 Kernel 1: 0.023000 Kernel 2: 92.103996 Copyback: 0.018000 Sum: 0.057000 It 0,Best ac:0.000530 1.000000 fi:0.263567. Ave ac:0.005199,0.008386 Initialization: 6.201000 Memcpy Classifiers: 0.505000 Memcpy Instances: 10.763000 Kernel 1: 0.024000 Kernel 2: 91.796997 Copyback: 0.018000 Sum: 0.032000 It 1,Best ac:0.000795 1.000000 fi:0.099924. Ave ac:0.003697,0.006955 Initialization: 6.986000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.510000 Kernel 1: 0.024000 Kernel 2: 92.427002 Copyback: 0.371000 Sum: 0.029000 It 2,Best ac:0.000795 1.000000 fi:0.099924. Ave ac:0.003644,0.006179 Initialization: 5.987000 Memcpy Classifiers: 0.488000 Memcpy Instances: 9.291000 Kernel 1: 0.032000 Kernel 2: 94.058998 Copyback: 0.016000 Sum: 0.025000 It 3,Best ac:0.001325 1.000000 fi:0.099651. Ave ac:0.004309,0.007606 Initialization: 5.548000 Memcpy Classifiers: 0.522000 Memcpy Instances: 9.646000 Kernel 1: 0.023000 Kernel 2: 91.850998 Copyback: 0.018000 Sum: 0.037000 It 4,Best ac:0.000795 1.000000 fi:0.099924. Ave ac:0.004314,0.007753 Initialization: 5.528000 Memcpy Classifiers: 0.487000 Memcpy Instances: 11.236000 Kernel 1: 0.026000 Kernel 2: 91.075996 Copyback: 0.017000 Sum: 0.029000 It 5,Best ac:0.001326 1.000000 fi:0.099651. Ave ac:0.002935,0.004910 Initialization: 6.122000 Memcpy Classifiers: 0.510000 Memcpy Instances: 9.204000 Kernel 1: 0.031000 Kernel 2: 88.271004 Copyback: 0.017000 Sum: 0.028000 It 6,Best ac:0.001060 1.000000 fi:0.099788. Ave ac:0.003016,0.005146 Initialization: 6.908000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.501000 Kernel 1: 0.023000 Kernel 2: 85.719002 Copyback: 0.017000 Sum: 0.038000 It 7,Best ac:0.001325 1.000000 fi:0.099651. Ave ac:0.003279,0.005263 Initialization: 6.541000 Memcpy Classifiers: 0.529000 Memcpy Instances: 9.146000 Kernel 1: 0.037000 Kernel 2: 86.293999 Copyback: 0.017000 Sum: 0.035000 It 8,Best ac:0.000795 1.000000 fi:0.099924. Ave ac:0.002467,0.005155 Initialization: 7.048000 Memcpy Classifiers: 0.686000 Memcpy Instances: 11.029000 Kernel 1: 0.026000 Kernel 2: 87.855003 Copyback: 0.018000 Sum: 0.042000 It 9,Best ac:0.001060 1.000000 fi:0.099788. Ave ac:0.002814,0.004598 Iteration 10:MDL fitness activated Error 0.099788 TL 0.043284 MDL Theory Length Weight: 0.7684834581 (7) Initialization: 6.217000 Memcpy Classifiers: 0.451000 Memcpy Instances: 9.827000 Kernel 1: 0.025000 Kernel 2: 85.817001 Copyback: 0.017000 Sum: 0.028000 It 10,Best ac:0.001326 1.000000 fi:0.131757. Ave ac:0.003099,0.005086 Initialization: 6.658000 Memcpy Classifiers: 0.713000 Memcpy Instances: 10.987000 Kernel 1: 0.025000 Kernel 2: 82.263000 Copyback: 0.017000 Sum: 0.029000 It 11,Best ac:0.000795 1.000000 fi:0.125628. Ave ac:0.002890,0.004309 Initialization: 5.864000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.511000 Kernel 1: 0.024000 Kernel 2: 85.487999 Copyback: 0.017000 Sum: 0.026000 It 12,Best ac:0.000795 1.000000 fi:0.136051. Ave ac:0.002773,0.005043 Initialization: 5.691000 Memcpy Classifiers: 0.451000 Memcpy Instances: 10.891000 Kernel 1: 0.023000 Kernel 2: 85.132004 Copyback: 0.018000 Sum: 0.038000 It 13,Best ac:0.001060 1.000000 fi:0.130045. Ave ac:0.002879,0.005080 Initialization: 5.453000 Memcpy Classifiers: 0.449000 Memcpy Instances: 9.268000 Kernel 1: 0.032000 Kernel 2: 82.540001 Copyback: 0.018000 Sum: 0.036000 It 14,Best ac:0.001060 1.000000 fi:0.131049. Ave ac:0.002883,0.004289 Initialization: 5.524000 Memcpy Classifiers: 0.486000 Memcpy Instances: 9.091000 Kernel 1: 0.026000 Kernel 2: 85.563004 Copyback: 0.016000 Sum: 0.029000 It 15,Best ac:0.000795 1.000000 fi:0.133187. Ave ac:0.002215,0.002986 Initialization: 5.516000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.515000 Kernel 1: 0.024000 Kernel 2: 83.192001 Copyback: 0.017000 Sum: 0.026000 It 16,Best ac:0.001856 1.000000 fi:0.124347. Ave ac:0.001642,0.002258 Initialization: 5.602000 Memcpy Classifiers: 0.806000 Memcpy Instances: 11.171000 Kernel 1: 0.026000 Kernel 2: 86.044998 Copyback: 0.018000 Sum: 0.040000 It 17,Best ac:0.000795 1.000000 fi:0.125592. Ave ac:0.002284,0.003317 Initialization: 5.507000 Memcpy Classifiers: 0.468000 Memcpy Instances: 9.127000 Kernel 1: 0.031000 Kernel 2: 83.932999 Copyback: 0.017000 Sum: 0.035000 It 18,Best ac:0.000795 1.000000 fi:0.126792. Ave ac:0.002055,0.003025 Initialization: 6.418000 Memcpy Classifiers: 0.505000 Memcpy Instances: 10.308000 Kernel 1: 0.024000 Kernel 2: 87.420998 Copyback: 0.017000 Sum: 0.027000 It 19,Best ac:0.000795 1.000000 fi:0.126491. Ave ac:0.002139,0.002965 Initialization: 5.534000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.498000 Kernel 1: 0.022000 Kernel 2: 87.124001 Copyback: 0.017000 Sum: 0.028000 It 20,Best ac:0.000795 1.000000 fi:0.128394. Ave ac:0.002307,0.002913 Initialization: 5.546000 Memcpy Classifiers: 0.492000 Memcpy Instances: 7.509000 Kernel 1: 0.023000 Kernel 2: 88.251999 Copyback: 0.018000 Sum: 0.036000 It 21,Best ac:0.001060 1.000000 fi:0.123191. Ave ac:0.001969,0.002691 Initialization: 5.434000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.016000 Kernel 1: 0.022000 Kernel 2: 86.366997 Copyback: 0.017000 Sum: 0.030000 It 22,Best ac:0.000795 1.000000 fi:0.129441. Ave ac:0.002477,0.003254 Initialization: 5.834000 Memcpy Classifiers: 0.488000 Memcpy Instances: 7.510000 Kernel 1: 0.024000 Kernel 2: 86.537003 Copyback: 0.017000 Sum: 0.028000 It 23,Best ac:0.000795 1.000000 fi:0.126792. Ave ac:0.002061,0.002910 Initialization: 6.064000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.082000 Kernel 1: 0.032000 Kernel 2: 87.367996 Copyback: 0.017000 Sum: 0.027000 It 24,Best ac:0.001060 1.000000 fi:0.129321. Ave ac:0.002050,0.002911 Initialization: 7.690000 Memcpy Classifiers: 0.660000 Memcpy Instances: 9.827000 Kernel 1: 0.024000 Kernel 2: 87.928001 Copyback: 0.018000 Sum: 0.035000 It 25,Best ac:0.000795 1.000000 fi:0.119368. Ave ac:0.001979,0.002622 Initialization: 5.500000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.061000 Kernel 1: 0.032000 Kernel 2: 84.918999 Copyback: 0.018000 Sum: 0.040000 It 26,Best ac:0.001590 1.000000 fi:0.130189. Ave ac:0.001663,0.002370 Initialization: 6.026000 Memcpy Classifiers: 0.471000 Memcpy Instances: 10.932000 Kernel 1: 0.023000 Kernel 2: 86.446999 Copyback: 0.017000 Sum: 0.032000 It 27,Best ac:0.000795 1.000000 fi:0.126490. Ave ac:0.001738,0.002128 Initialization: 6.577000 Memcpy Classifiers: 0.717000 Memcpy Instances: 10.511000 Kernel 1: 0.024000 Kernel 2: 86.455002 Copyback: 0.017000 Sum: 0.030000 It 28,Best ac:0.000795 1.000000 fi:0.125627. Ave ac:0.002048,0.002465 Initialization: 5.495000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.801000 Kernel 1: 0.032000 Kernel 2: 85.872002 Copyback: 0.017000 Sum: 0.030000 It 29,Best ac:0.001060 1.000000 fi:0.126475. Ave ac:0.001479,0.001935 Initialization: 5.540000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.496000 Kernel 1: 0.024000 Kernel 2: 87.853996 Copyback: 0.017000 Sum: 0.027000 It 30,Best ac:0.000795 1.000000 fi:0.124893. Ave ac:0.001697,0.002510 Initialization: 6.579000 Memcpy Classifiers: 0.665000 Memcpy Instances: 7.935000 Kernel 1: 0.022000 Kernel 2: 87.992996 Copyback: 0.018000 Sum: 0.040000 It 31,Best ac:0.000795 1.000000 fi:0.126652. Ave ac:0.001940,0.003476 Initialization: 6.891000 Memcpy Classifiers: 0.468000 Memcpy Instances: 10.042000 Kernel 1: 0.023000 Kernel 2: 88.411003 Copyback: 0.017000 Sum: 0.027000 It 32,Best ac:0.001325 1.000000 fi:0.128567. Ave ac:0.001769,0.002192 Initialization: 6.127000 Memcpy Classifiers: 0.467000 Memcpy Instances: 7.725000 Kernel 1: 0.024000 Kernel 2: 86.846001 Copyback: 0.018000 Sum: 0.026000 It 33,Best ac:0.000795 1.000000 fi:0.123225. Ave ac:0.001317,0.001868 Initialization: 31.806000 Memcpy Instances: 449.783997 Memcpy Classifiers: 0.099000 Kernel 1: 0.028000 Kernel 2: 576.114990 Copyback: 0.014000 Sum: 0.017000 Memcpy Classifiers: 0.097000 Kernel 1: 0.013000 Kernel 2: 578.802979 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.096000 Kernel 1: 0.013000 Kernel 2: 593.427979 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.102000 Kernel 1: 0.013000 Kernel 2: 587.867004 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.097000 Kernel 1: 0.013000 Kernel 2: 598.814026 Copyback: 0.369000 Sum: 0.002000 Memcpy Classifiers: 0.095000 Kernel 1: 0.013000 Kernel 2: 576.684021 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.146000 Kernel 1: 0.021000 Kernel 2: 589.734985 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.096000 Kernel 1: 0.014000 Kernel 2: 602.047974 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.089000 Kernel 1: 0.013000 Kernel 2: 506.238007 Copyback: 0.015000 Sum: 0.002000 It 34,Best ac:0.000747 0.573171 fi:0.556311. Ave ac:0.001704,0.005158 Best acc 0.000747 0.573171 Rule:Att PSSM_-3_12 is [-4.904083,-1.095917]|Att PSSM_-3_15 is [<2.094119]|Att PSSM_-2_17 is [-5.722644,1.491603]|Att PSSM_-1_7 is [<-0.888126]|Att PSSM_-1_14 is [<2.933591]|Att PSSM_0_4 is [-7.655819,-3.357736]|Att PSSM_0_19 is [<5.281908]|Att PSSM_1_7 is [<-2.255629]|Att PSSM_2_6 is [-4.171083,6.171083]|Att PSSM_2_15 is [<2.583319]|Att PSSM_3_9 is [-4.856937,2.900434]|Att PSSM_3_16 is [-5.576816,4.030235]|Att PSSM_4_3 is [>-3.334114]|Att PSSM_4_12 is [-5.122297,-1.774690]|1 Accuracy : 0.791479 0 1 151769 12311 36616 33942 Removed 246 instances. 188385 Instances left. Acc of rule 0.000747-0.573171 Initialization: 6.160000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.517000 Kernel 1: 0.024000 Kernel 2: 93.275002 Copyback: 0.018000 Sum: 0.040000 Initial population average accuracy1:0.004783 accuracy2:0.178808 Initialization: 6.333000 Memcpy Classifiers: 0.840000 Memcpy Instances: 11.465000 Kernel 1: 0.026000 Kernel 2: 91.431000 Copyback: 0.017000 Sum: 0.030000 It 0,Best ac:0.000796 0.750000 fi:0.349922. Ave ac:0.005923,0.010919 Initialization: 5.567000 Memcpy Classifiers: 0.504000 Memcpy Instances: 7.496000 Kernel 1: 0.024000 Kernel 2: 92.635002 Copyback: 0.018000 Sum: 0.037000 It 1,Best ac:0.000531 1.000000 fi:0.260549. Ave ac:0.006682,0.011188 Initialization: 5.514000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.495000 Kernel 1: 0.024000 Kernel 2: 91.252998 Copyback: 0.017000 Sum: 0.028000 It 2,Best ac:0.000531 1.000000 fi:0.261558. Ave ac:0.005519,0.009358 Initialization: 5.526000 Memcpy Classifiers: 0.486000 Memcpy Instances: 10.639000 Kernel 1: 0.022000 Kernel 2: 88.581001 Copyback: 0.017000 Sum: 0.027000 It 3,Best ac:0.000796 1.000000 fi:0.099922. Ave ac:0.004882,0.007589 Initialization: 5.459000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.550000 Kernel 1: 0.024000 Kernel 2: 87.400002 Copyback: 0.371000 Sum: 0.028000 It 4,Best ac:0.000796 1.000000 fi:0.099923. Ave ac:0.003774,0.006663 Initialization: 5.529000 Memcpy Classifiers: 0.469000 Memcpy Instances: 9.735000 Kernel 1: 0.023000 Kernel 2: 86.450996 Copyback: 0.017000 Sum: 0.027000 It 5,Best ac:0.000531 1.000000 fi:0.260549. Ave ac:0.003522,0.005815 Initialization: 5.490000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.522000 Kernel 1: 0.024000 Kernel 2: 87.624001 Copyback: 0.017000 Sum: 0.028000 It 6,Best ac:0.000796 1.000000 fi:0.099922. Ave ac:0.002677,0.004422 Initialization: 7.868000 Memcpy Classifiers: 0.771000 Memcpy Instances: 7.499000 Kernel 1: 0.024000 Kernel 2: 87.685997 Copyback: 0.017000 Sum: 0.032000 It 7,Best ac:0.000796 1.000000 fi:0.099923. Ave ac:0.002327,0.003915 Initialization: 5.517000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.494000 Kernel 1: 0.024000 Kernel 2: 88.160004 Copyback: 0.018000 Sum: 0.037000 It 8,Best ac:0.001592 1.000000 fi:0.099511. Ave ac:0.002442,0.003758 Initialization: 6.241000 Memcpy Classifiers: 0.540000 Memcpy Instances: 7.557000 Kernel 1: 0.023000 Kernel 2: 87.492996 Copyback: 0.017000 Sum: 0.033000 It 9,Best ac:0.000796 1.000000 fi:0.099922. Ave ac:0.002139,0.003049 Iteration 10:MDL fitness activated Error 0.099922 TL 0.040950 MDL Theory Length Weight: 0.8133657351 (2) Initialization: 5.610000 Memcpy Classifiers: 0.557000 Memcpy Instances: 7.540000 Kernel 1: 0.024000 Kernel 2: 86.570000 Copyback: 0.018000 Sum: 0.030000 It 10,Best ac:0.001327 1.000000 fi:0.133183. Ave ac:0.002096,0.003489 Initialization: 7.415000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.503000 Kernel 1: 0.024000 Kernel 2: 84.797997 Copyback: 0.017000 Sum: 0.026000 It 11,Best ac:0.001592 0.857143 fi:0.289691. Ave ac:0.002031,0.003663 Initialization: 5.582000 Memcpy Classifiers: 0.485000 Memcpy Instances: 7.530000 Kernel 1: 0.024000 Kernel 2: 83.973999 Copyback: 0.017000 Sum: 0.030000 It 12,Best ac:0.000531 1.000000 fi:0.287777. Ave ac:0.001814,0.003246 Initialization: 7.605000 Memcpy Classifiers: 0.871000 Memcpy Instances: 8.449000 Kernel 1: 0.023000 Kernel 2: 86.088997 Copyback: 0.017000 Sum: 0.030000 It 13,Best ac:0.001327 1.000000 fi:0.148219. Ave ac:0.002683,0.006137 Initialization: 7.429000 Memcpy Classifiers: 0.815000 Memcpy Instances: 7.548000 Kernel 1: 0.024000 Kernel 2: 81.917999 Copyback: 0.017000 Sum: 0.033000 It 14,Best ac:0.000796 1.000000 fi:0.123948. Ave ac:0.002934,0.006001 Initialization: 5.562000 Memcpy Classifiers: 0.468000 Memcpy Instances: 10.183000 Kernel 1: 0.022000 Kernel 2: 82.390999 Copyback: 0.016000 Sum: 0.030000 It 15,Best ac:0.001062 1.000000 fi:0.132132. Ave ac:0.003048,0.004489 Initialization: 5.506000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.495000 Kernel 1: 0.023000 Kernel 2: 82.913002 Copyback: 0.018000 Sum: 0.043000 It 16,Best ac:0.001327 0.833333 fi:0.290684. Ave ac:0.002878,0.004168 Initialization: 8.072000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.737000 Kernel 1: 0.023000 Kernel 2: 81.651001 Copyback: 0.017000 Sum: 0.027000 It 17,Best ac:0.000796 1.000000 fi:0.131220. Ave ac:0.002747,0.004180 Initialization: 6.282000 Memcpy Classifiers: 0.497000 Memcpy Instances: 7.947000 Kernel 1: 0.024000 Kernel 2: 83.160004 Copyback: 0.017000 Sum: 0.032000 It 18,Best ac:0.000796 1.000000 fi:0.130252. Ave ac:0.002648,0.003700 Initialization: 5.494000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.487000 Kernel 1: 0.025000 Kernel 2: 83.602997 Copyback: 0.017000 Sum: 0.033000 It 19,Best ac:0.000796 1.000000 fi:0.131454. Ave ac:0.002736,0.003814 Initialization: 5.571000 Memcpy Classifiers: 0.451000 Memcpy Instances: 9.179000 Kernel 1: 0.023000 Kernel 2: 84.915001 Copyback: 0.017000 Sum: 0.028000 It 20,Best ac:0.002123 1.000000 fi:0.126283. Ave ac:0.002601,0.003963 Initialization: 8.319000 Memcpy Classifiers: 0.775000 Memcpy Instances: 8.075000 Kernel 1: 0.024000 Kernel 2: 83.707001 Copyback: 0.017000 Sum: 0.030000 It 21,Best ac:0.000796 1.000000 fi:0.126051. Ave ac:0.002326,0.003020 Initialization: 5.573000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.517000 Kernel 1: 0.023000 Kernel 2: 84.959999 Copyback: 0.017000 Sum: 0.025000 It 22,Best ac:0.000796 1.000000 fi:0.120743. Ave ac:0.001809,0.002543 Initialization: 5.514000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.495000 Kernel 1: 0.024000 Kernel 2: 85.013000 Copyback: 0.018000 Sum: 0.042000 It 23,Best ac:0.000796 1.000000 fi:0.125526. Ave ac:0.002018,0.002748 Initialization: 5.525000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.713000 Kernel 1: 0.032000 Kernel 2: 83.723999 Copyback: 0.017000 Sum: 0.034000 It 24,Best ac:0.000796 1.000000 fi:0.124973. Ave ac:0.001824,0.002815 Initialization: 5.498000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.494000 Kernel 1: 0.024000 Kernel 2: 83.205002 Copyback: 0.017000 Sum: 0.032000 It 25,Best ac:0.001062 1.000000 fi:0.123518. Ave ac:0.001673,0.002154 Initialization: 6.899000 Memcpy Classifiers: 0.774000 Memcpy Instances: 8.770000 Kernel 1: 0.024000 Kernel 2: 85.125999 Copyback: 0.017000 Sum: 0.028000 It 26,Best ac:0.000796 1.000000 fi:0.125525. Ave ac:0.001908,0.002951 Initialization: 5.479000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.501000 Kernel 1: 0.023000 Kernel 2: 81.877998 Copyback: 0.018000 Sum: 0.038000 It 27,Best ac:0.001327 1.000000 fi:0.124698. Ave ac:0.001969,0.002506 Initialization: 7.175000 Memcpy Classifiers: 0.417000 Memcpy Instances: 9.762000 Kernel 1: 0.021000 Kernel 2: 80.202003 Copyback: 0.017000 Sum: 0.030000 It 28,Best ac:0.001327 1.000000 fi:0.124365. Ave ac:0.001865,0.002080 Initialization: 5.508000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.497000 Kernel 1: 0.024000 Kernel 2: 79.052002 Copyback: 0.017000 Sum: 0.027000 It 29,Best ac:0.000796 1.000000 fi:0.127150. Ave ac:0.001085,0.001544 Initialization: 5.540000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.845000 Kernel 1: 0.023000 Kernel 2: 81.320999 Copyback: 0.016000 Sum: 0.027000 It 30,Best ac:0.000796 1.000000 fi:0.124537. Ave ac:0.001048,0.002334 Initialization: 5.504000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.504000 Kernel 1: 0.023000 Kernel 2: 84.074997 Copyback: 0.019000 Sum: 0.039000 It 31,Best ac:0.000796 1.000000 fi:0.135132. Ave ac:0.001710,0.002638 MDL Theory Length Weight: 0.7320291616 (10) Initialization: 5.500000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.495000 Kernel 1: 0.024000 Kernel 2: 83.668999 Copyback: 0.017000 Sum: 0.032000 It 32,Best ac:0.000796 1.000000 fi:0.126239. Ave ac:0.001933,0.003145 Initialization: 6.690000 Memcpy Classifiers: 0.466000 Memcpy Instances: 8.425000 Kernel 1: 0.023000 Kernel 2: 80.751999 Copyback: 0.016000 Sum: 0.031000 It 33,Best ac:0.001062 1.000000 fi:0.126101. Ave ac:0.001894,0.002571 Initialization: 32.237999 Memcpy Instances: 450.291992 Memcpy Classifiers: 0.095000 Kernel 1: 0.023000 Kernel 2: 572.916992 Copyback: 0.015000 Sum: 0.018000 Memcpy Classifiers: 0.093000 Kernel 1: 0.013000 Kernel 2: 579.013000 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.092000 Kernel 1: 0.013000 Kernel 2: 562.265991 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.112000 Kernel 1: 0.017000 Kernel 2: 561.232971 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.092000 Kernel 1: 0.012000 Kernel 2: 566.442993 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.092000 Kernel 1: 0.013000 Kernel 2: 557.130005 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.093000 Kernel 1: 0.012000 Kernel 2: 559.494019 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.131000 Kernel 1: 0.021000 Kernel 2: 559.809998 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.085000 Kernel 1: 0.013000 Kernel 2: 479.286987 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.000865 0.554422 fi:0.572762. Ave ac:0.001823,0.005448 Best acc 0.000865 0.554422 Initialization: 5.507000 Memcpy Classifiers: 0.538000 Memcpy Instances: 9.186000 Kernel 1: 0.034000 Kernel 2: 92.134003 Copyback: 0.018000 Sum: 0.046000 Initial population average accuracy1:0.005447 accuracy2:0.197499 Initialization: 7.746000 Memcpy Classifiers: 0.486000 Memcpy Instances: 7.516000 Kernel 1: 0.022000 Kernel 2: 92.427002 Copyback: 0.019000 Sum: 0.043000 It 0,Best ac:0.000796 1.000000 fi:0.099922. Ave ac:0.005154,0.009990 Initialization: 5.569000 Memcpy Classifiers: 0.561000 Memcpy Instances: 9.647000 Kernel 1: 0.023000 Kernel 2: 93.179001 Copyback: 0.017000 Sum: 0.029000 It 1,Best ac:0.000531 1.000000 fi:0.260549. Ave ac:0.005490,0.009948 Initialization: 5.586000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.489000 Kernel 1: 0.023000 Kernel 2: 91.468002 Copyback: 0.018000 Sum: 0.032000 It 2,Best ac:0.000796 1.000000 fi:0.099922. Ave ac:0.005413,0.008128 Initialization: 6.849000 Memcpy Classifiers: 0.486000 Memcpy Instances: 7.508000 Kernel 1: 0.000000 Kernel 2: 88.379997 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.001327 0.714286 fi:0.385363. Ave ac:0.004073,0.006332 Initialization: 5.487000 Memcpy Classifiers: 0.487000 Memcpy Instances: 9.110000 Kernel 1: 0.026000 Kernel 2: 86.213997 Copyback: 0.018000 Sum: 0.033000 It 4,Best ac:0.001062 1.000000 fi:0.099785. Ave ac:0.004230,0.006639 Initialization: 6.719000 Memcpy Classifiers: 0.469000 Memcpy Instances: 10.790000 Kernel 1: 0.024000 Kernel 2: 83.638000 Copyback: 0.017000 Sum: 0.027000 It 5,Best ac:0.001062 1.000000 fi:0.099785. Ave ac:0.003496,0.006050 Initialization: 6.539000 Memcpy Classifiers: 0.689000 Memcpy Instances: 9.376000 Kernel 1: 0.023000 Kernel 2: 83.251999 Copyback: 0.017000 Sum: 0.026000 It 6,Best ac:0.000796 1.000000 fi:0.099922. Ave ac:0.003326,0.005603 Initialization: 5.554000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.507000 Kernel 1: 0.024000 Kernel 2: 83.921997 Copyback: 0.017000 Sum: 0.027000 It 7,Best ac:0.000796 1.000000 fi:0.099922. Ave ac:0.002918,0.004469 Initialization: 5.515000 Memcpy Classifiers: 0.467000 Memcpy Instances: 7.497000 Kernel 1: 0.024000 Kernel 2: 83.113998 Copyback: 0.017000 Sum: 0.028000 It 8,Best ac:0.001327 1.000000 fi:0.099649. Ave ac:0.002447,0.004041 Initialization: 5.518000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.548000 Kernel 1: 0.023000 Kernel 2: 83.681000 Copyback: 0.017000 Sum: 0.028000 It 9,Best ac:0.001062 1.000000 fi:0.099785. Ave ac:0.002067,0.003530 Iteration 10:MDL fitness activated Error 0.099785 TL 0.047726 MDL Theory Length Weight: 0.6969387422 (2) Initialization: 5.483000 Memcpy Classifiers: 0.483000 Memcpy Instances: 7.493000 Kernel 1: 0.024000 Kernel 2: 84.726997 Copyback: 0.018000 Sum: 0.036000 It 10,Best ac:0.001062 1.000000 fi:0.125792. Ave ac:0.002811,0.005006 Initialization: 5.566000 Memcpy Classifiers: 0.468000 Memcpy Instances: 10.466000 Kernel 1: 0.026000 Kernel 2: 85.093002 Copyback: 0.018000 Sum: 0.035000 It 11,Best ac:0.000531 1.000000 fi:0.286911. Ave ac:0.002386,0.004103 Initialization: 5.524000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.494000 Kernel 1: 0.024000 Kernel 2: 86.036003 Copyback: 0.017000 Sum: 0.025000 It 12,Best ac:0.000796 1.000000 fi:0.130312. Ave ac:0.002003,0.003216 Initialization: 7.369000 Memcpy Classifiers: 0.755000 Memcpy Instances: 9.923000 Kernel 1: 0.025000 Kernel 2: 85.681999 Copyback: 0.017000 Sum: 0.031000 It 13,Best ac:0.000796 1.000000 fi:0.124479. Ave ac:0.002166,0.004051 Initialization: 5.525000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.535000 Kernel 1: 0.023000 Kernel 2: 84.169998 Copyback: 0.018000 Sum: 0.039000 It 14,Best ac:0.000796 1.000000 fi:0.123835. Ave ac:0.002164,0.003327 Initialization: 5.499000 Memcpy Classifiers: 0.486000 Memcpy Instances: 7.486000 Kernel 1: 0.024000 Kernel 2: 84.317001 Copyback: 0.017000 Sum: 0.031000 It 15,Best ac:0.000796 1.000000 fi:0.121283. Ave ac:0.001703,0.003077 Initialization: 5.533000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.576000 Kernel 1: 0.033000 Kernel 2: 83.290001 Copyback: 0.018000 Sum: 0.044000 It 16,Best ac:0.000796 1.000000 fi:0.123251. Ave ac:0.001689,0.002826 Initialization: 5.564000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.555000 Kernel 1: 0.021000 Kernel 2: 84.230003 Copyback: 0.017000 Sum: 0.033000 It 17,Best ac:0.001062 1.000000 fi:0.120859. Ave ac:0.002344,0.004015 Initialization: 6.921000 Memcpy Classifiers: 0.614000 Memcpy Instances: 8.391000 Kernel 1: 0.033000 Kernel 2: 85.306000 Copyback: 0.018000 Sum: 0.039000 It 18,Best ac:0.001327 1.000000 fi:0.116629. Ave ac:0.001895,0.003418 Initialization: 5.502000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.524000 Kernel 1: 0.024000 Kernel 2: 82.494003 Copyback: 0.017000 Sum: 0.028000 It 19,Best ac:0.001327 1.000000 fi:0.117332. Ave ac:0.001909,0.002621 Initialization: 7.011000 Memcpy Classifiers: 0.712000 Memcpy Instances: 8.674000 Kernel 1: 0.023000 Kernel 2: 81.057999 Copyback: 0.018000 Sum: 0.038000 It 20,Best ac:0.000796 1.000000 fi:0.117168. Ave ac:0.002080,0.003917 Initialization: 6.514000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.491000 Kernel 1: 0.024000 Kernel 2: 78.916000 Copyback: 0.017000 Sum: 0.032000 It 21,Best ac:0.001061 1.000000 fi:0.121582. Ave ac:0.001626,0.003073 Initialization: 5.579000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.513000 Kernel 1: 0.023000 Kernel 2: 79.869003 Copyback: 0.017000 Sum: 0.027000 It 22,Best ac:0.000796 1.000000 fi:0.117167. Ave ac:0.002100,0.004828 Initialization: 5.529000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.498000 Kernel 1: 0.024000 Kernel 2: 80.778999 Copyback: 0.017000 Sum: 0.038000 It 23,Best ac:0.002124 1.000000 fi:0.121010. Ave ac:0.001972,0.004309 Initialization: 5.489000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.533000 Kernel 1: 0.023000 Kernel 2: 79.739998 Copyback: 0.018000 Sum: 0.037000 It 24,Best ac:0.001062 1.000000 fi:0.116765. Ave ac:0.002461,0.005095 Initialization: 5.509000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.496000 Kernel 1: 0.025000 Kernel 2: 81.261002 Copyback: 0.017000 Sum: 0.027000 It 25,Best ac:0.000796 1.000000 fi:0.116931. Ave ac:0.002707,0.006271 Initialization: 5.516000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.486000 Kernel 1: 0.024000 Kernel 2: 78.796997 Copyback: 0.017000 Sum: 0.028000 It 26,Best ac:0.000796 1.000000 fi:0.117121. Ave ac:0.002384,0.003879 Initialization: 5.987000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.413000 Kernel 1: 0.023000 Kernel 2: 79.221001 Copyback: 0.017000 Sum: 0.032000 It 27,Best ac:0.000796 1.000000 fi:0.119354. Ave ac:0.002223,0.003616 MDL Theory Length Weight: 0.6272448680 (10) Initialization: 7.750000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.501000 Kernel 1: 0.024000 Kernel 2: 79.220001 Copyback: 0.017000 Sum: 0.030000 It 28,Best ac:0.000796 1.000000 fi:0.112851. Ave ac:0.001676,0.004338 Initialization: 5.998000 Memcpy Classifiers: 0.399000 Memcpy Instances: 7.489000 Kernel 1: 0.024000 Kernel 2: 78.665001 Copyback: 0.018000 Sum: 0.029000 It 29,Best ac:0.000796 1.000000 fi:0.113398. Ave ac:0.002407,0.005290 Initialization: 7.783000 Memcpy Classifiers: 0.600000 Memcpy Instances: 9.155000 Kernel 1: 0.023000 Kernel 2: 80.596001 Copyback: 0.017000 Sum: 0.028000 It 30,Best ac:0.001062 1.000000 fi:0.115311. Ave ac:0.002856,0.005433 Initialization: 6.628000 Memcpy Classifiers: 0.680000 Memcpy Instances: 7.921000 Kernel 1: 0.023000 Kernel 2: 78.762001 Copyback: 0.371000 Sum: 0.028000 It 31,Best ac:0.000796 1.000000 fi:0.120512. Ave ac:0.002822,0.004755 Initialization: 6.305000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.531000 Kernel 1: 0.024000 Kernel 2: 79.651001 Copyback: 0.017000 Sum: 0.025000 It 32,Best ac:0.001062 1.000000 fi:0.116578. Ave ac:0.002727,0.006378 Initialization: 5.600000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.512000 Kernel 1: 0.024000 Kernel 2: 78.060997 Copyback: 0.017000 Sum: 0.026000 It 33,Best ac:0.000796 1.000000 fi:0.116415. Ave ac:0.002741,0.005660 Initialization: 32.819000 Memcpy Instances: 406.147003 Memcpy Classifiers: 0.082000 Kernel 1: 0.024000 Kernel 2: 541.320007 Copyback: 0.016000 Sum: 0.014000 Memcpy Classifiers: 0.082000 Kernel 1: 0.014000 Kernel 2: 544.752991 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.080000 Kernel 1: 0.013000 Kernel 2: 550.091003 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.080000 Kernel 1: 0.012000 Kernel 2: 550.247009 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.081000 Kernel 1: 0.012000 Kernel 2: 534.088989 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.088000 Kernel 1: 0.013000 Kernel 2: 545.427002 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.080000 Kernel 1: 0.012000 Kernel 2: 545.466003 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.080000 Kernel 1: 0.012000 Kernel 2: 546.203979 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.104000 Kernel 1: 0.022000 Kernel 2: 463.497986 Copyback: 0.018000 Sum: 0.004000 It 34,Best ac:0.001258 0.537415 fi:0.581885. Ave ac:0.002260,0.008066 Best acc 0.001258 0.537415 Rule:Att PSSM_-4_4 is [<2.947766]|Att PSSM_-4_6 is [<-0.170429]|Att PSSM_-3_12 is [<1.328922]|Att PSSM_-3_13 is [0.237677,5.020795]|Att PSSM_-2_1 is [<4.474346]|Att PSSM_0_2 is [-5.929474,-2.070526]|Att PSSM_0_4 is [<1.441532]|Att PSSM_0_15 is [-6.437512,-1.562487]|Att PSSM_0_19 is [-4.360092,3.479462]|Att PSSM_1_4 is [-4.812674,0.812674]|Att PSSM_1_14 is [-2.052436,2.868359]|Att PSSM_4_14 is [-6.223526,-1.776474]|1 Accuracy : 0.791615 0 1 151638 12442 36453 34105 Removed 294 instances. 188091 Instances left. Acc of rule 0.000865-0.554422 Initialization: 5.711000 Memcpy Classifiers: 0.576000 Memcpy Instances: 8.034000 Kernel 1: 0.033000 Kernel 2: 93.574997 Copyback: 0.017000 Sum: 0.040000 Initial population average accuracy1:0.004723 accuracy2:0.184948 Initialization: 5.532000 Memcpy Classifiers: 0.522000 Memcpy Instances: 10.829000 Kernel 1: 0.023000 Kernel 2: 93.542999 Copyback: 0.019000 Sum: 0.061000 It 0,Best ac:0.000532 1.000000 fi:0.257506. Ave ac:0.005524,0.008404 Initialization: 5.504000 Memcpy Classifiers: 0.523000 Memcpy Instances: 10.999000 Kernel 1: 0.026000 Kernel 2: 93.375000 Copyback: 0.016000 Sum: 0.030000 It 1,Best ac:0.000532 1.000000 fi:0.257506. Ave ac:0.005002,0.007960 Initialization: 5.579000 Memcpy Classifiers: 0.486000 Memcpy Instances: 7.486000 Kernel 1: 0.024000 Kernel 2: 91.537003 Copyback: 0.017000 Sum: 0.031000 It 2,Best ac:0.001063 0.666667 fi:0.433116. Ave ac:0.005509,0.008738 Initialization: 5.549000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.481000 Kernel 1: 0.023000 Kernel 2: 90.426003 Copyback: 0.017000 Sum: 0.038000 It 3,Best ac:0.000531 1.000000 fi:0.258523. Ave ac:0.004367,0.006495 Initialization: 5.556000 Memcpy Classifiers: 0.494000 Memcpy Instances: 9.875000 Kernel 1: 0.022000 Kernel 2: 86.955002 Copyback: 0.016000 Sum: 0.030000 It 4,Best ac:0.000797 1.000000 fi:0.099921. Ave ac:0.003903,0.005710 Initialization: 5.538000 Memcpy Classifiers: 0.468000 Memcpy Instances: 9.669000 Kernel 1: 0.023000 Kernel 2: 85.656998 Copyback: 0.017000 Sum: 0.031000 It 5,Best ac:0.001329 1.000000 fi:0.099645. Ave ac:0.003896,0.005043 Initialization: 5.507000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.501000 Kernel 1: 0.023000 Kernel 2: 85.957001 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.001595 1.000000 fi:0.099508. Ave ac:0.003219,0.004634 Initialization: 5.490000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.125000 Kernel 1: 0.032000 Kernel 2: 85.855003 Copyback: 0.017000 Sum: 0.030000 It 7,Best ac:0.000798 1.000000 fi:0.099921. Ave ac:0.002648,0.003998 Initialization: 5.546000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.490000 Kernel 1: 0.023000 Kernel 2: 85.000000 Copyback: 0.016000 Sum: 0.029000 It 8,Best ac:0.001063 1.000000 fi:0.099783. Ave ac:0.002448,0.003228 Initialization: 5.524000 Memcpy Classifiers: 0.451000 Memcpy Instances: 10.025000 Kernel 1: 0.026000 Kernel 2: 84.893997 Copyback: 0.017000 Sum: 0.029000 It 9,Best ac:0.001063 1.000000 fi:0.099783. Ave ac:0.002339,0.003235 Iteration 10:MDL fitness activated Error 0.099783 TL 0.051572 MDL Theory Length Weight: 0.6449469841 (4) Initialization: 5.517000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.479000 Kernel 1: 0.023000 Kernel 2: 86.637001 Copyback: 0.017000 Sum: 0.029000 It 10,Best ac:0.001064 1.000000 fi:0.121287. Ave ac:0.002614,0.003557 Initialization: 6.888000 Memcpy Classifiers: 0.775000 Memcpy Instances: 11.575000 Kernel 1: 0.033000 Kernel 2: 85.629997 Copyback: 0.017000 Sum: 0.029000 It 11,Best ac:0.001063 1.000000 fi:0.128424. Ave ac:0.002147,0.002936 Initialization: 7.355000 Memcpy Classifiers: 0.487000 Memcpy Instances: 10.118000 Kernel 1: 0.025000 Kernel 2: 87.007004 Copyback: 0.017000 Sum: 0.028000 It 12,Best ac:0.001064 1.000000 fi:0.123618. Ave ac:0.002284,0.002847 Initialization: 6.740000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.487000 Kernel 1: 0.023000 Kernel 2: 86.232002 Copyback: 0.018000 Sum: 0.036000 It 13,Best ac:0.001063 1.000000 fi:0.130105. Ave ac:0.002530,0.003939 Initialization: 6.118000 Memcpy Classifiers: 0.807000 Memcpy Instances: 11.569000 Kernel 1: 0.024000 Kernel 2: 86.436996 Copyback: 0.017000 Sum: 0.034000 It 14,Best ac:0.000797 1.000000 fi:0.129257. Ave ac:0.002848,0.004469 Initialization: 5.463000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.480000 Kernel 1: 0.024000 Kernel 2: 86.672997 Copyback: 0.017000 Sum: 0.026000 It 15,Best ac:0.000797 1.000000 fi:0.121425. Ave ac:0.003454,0.005138 Initialization: 5.493000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.502000 Kernel 1: 0.024000 Kernel 2: 85.484001 Copyback: 0.017000 Sum: 0.031000 It 16,Best ac:0.000797 1.000000 fi:0.125678. Ave ac:0.002833,0.004328 Initialization: 6.121000 Memcpy Classifiers: 0.787000 Memcpy Instances: 9.807000 Kernel 1: 0.024000 Kernel 2: 87.320000 Copyback: 0.017000 Sum: 0.041000 It 17,Best ac:0.001064 1.000000 fi:0.129245. Ave ac:0.002718,0.003941 Initialization: 7.811000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.498000 Kernel 1: 0.023000 Kernel 2: 85.552002 Copyback: 0.017000 Sum: 0.031000 It 18,Best ac:0.001064 1.000000 fi:0.124143. Ave ac:0.001893,0.002683 Initialization: 6.186000 Memcpy Classifiers: 0.487000 Memcpy Instances: 10.531000 Kernel 1: 0.026000 Kernel 2: 84.871002 Copyback: 0.017000 Sum: 0.026000 It 19,Best ac:0.000797 1.000000 fi:0.123594. Ave ac:0.002304,0.003231 MDL Theory Length Weight: 0.5804522857 (14) Initialization: 5.730000 Memcpy Classifiers: 0.468000 Memcpy Instances: 9.764000 Kernel 1: 0.024000 Kernel 2: 83.864998 Copyback: 0.018000 Sum: 0.038000 It 20,Best ac:0.000797 1.000000 fi:0.121523. Ave ac:0.002180,0.003460 Initialization: 5.632000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.480000 Kernel 1: 0.023000 Kernel 2: 86.454002 Copyback: 0.018000 Sum: 0.038000 It 21,Best ac:0.000798 1.000000 fi:0.119274. Ave ac:0.001743,0.002339 Initialization: 8.280000 Memcpy Classifiers: 0.722000 Memcpy Instances: 9.822000 Kernel 1: 0.024000 Kernel 2: 85.130997 Copyback: 0.017000 Sum: 0.030000 It 22,Best ac:0.001329 1.000000 fi:0.120827. Ave ac:0.002203,0.002992 Initialization: 6.064000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.484000 Kernel 1: 0.023000 Kernel 2: 82.290001 Copyback: 0.017000 Sum: 0.046000 It 23,Best ac:0.000797 1.000000 fi:0.121022. Ave ac:0.001890,0.003529 Initialization: 7.222000 Memcpy Classifiers: 0.774000 Memcpy Instances: 8.287000 Kernel 1: 0.024000 Kernel 2: 82.593002 Copyback: 0.017000 Sum: 0.029000 It 24,Best ac:0.001595 1.000000 fi:0.117939. Ave ac:0.002273,0.003773 Initialization: 6.557000 Memcpy Classifiers: 0.614000 Memcpy Instances: 8.117000 Kernel 1: 0.023000 Kernel 2: 83.031998 Copyback: 0.017000 Sum: 0.035000 It 25,Best ac:0.001329 1.000000 fi:0.124157. Ave ac:0.002016,0.003773 Initialization: 6.124000 Memcpy Classifiers: 0.744000 Memcpy Instances: 10.864000 Kernel 1: 0.026000 Kernel 2: 81.813004 Copyback: 0.017000 Sum: 0.032000 It 26,Best ac:0.001064 1.000000 fi:0.126099. Ave ac:0.001776,0.002540 Initialization: 5.519000 Memcpy Classifiers: 0.468000 Memcpy Instances: 11.418000 Kernel 1: 0.026000 Kernel 2: 81.360001 Copyback: 0.017000 Sum: 0.027000 It 27,Best ac:0.000797 1.000000 fi:0.119274. Ave ac:0.002003,0.003008 Initialization: 6.050000 Memcpy Classifiers: 0.469000 Memcpy Instances: 10.559000 Kernel 1: 0.026000 Kernel 2: 81.759003 Copyback: 0.018000 Sum: 0.033000 It 28,Best ac:0.000798 1.000000 fi:0.117025. Ave ac:0.001705,0.002841 Initialization: 5.748000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.463000 Kernel 1: 0.023000 Kernel 2: 81.023003 Copyback: 0.017000 Sum: 0.033000 It 29,Best ac:0.000797 1.000000 fi:0.115403. Ave ac:0.001941,0.002873 Initialization: 5.534000 Memcpy Classifiers: 0.451000 Memcpy Instances: 10.437000 Kernel 1: 0.024000 Kernel 2: 81.190002 Copyback: 0.018000 Sum: 0.038000 It 30,Best ac:0.000797 1.000000 fi:0.116721. Ave ac:0.001547,0.002108 Initialization: 5.699000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.518000 Kernel 1: 0.024000 Kernel 2: 82.749001 Copyback: 0.017000 Sum: 0.025000 It 31,Best ac:0.000797 1.000000 fi:0.116224. Ave ac:0.001860,0.002946 Initialization: 6.520000 Memcpy Classifiers: 0.639000 Memcpy Instances: 8.212000 Kernel 1: 0.031000 Kernel 2: 82.182999 Copyback: 0.017000 Sum: 0.032000 It 32,Best ac:0.000798 1.000000 fi:0.119996. Ave ac:0.001535,0.002510 Initialization: 7.110000 Memcpy Classifiers: 0.702000 Memcpy Instances: 10.252000 Kernel 1: 0.025000 Kernel 2: 80.063004 Copyback: 0.018000 Sum: 0.037000 It 33,Best ac:0.001595 1.000000 fi:0.117564. Ave ac:0.001808,0.003095 Initialization: 31.667000 Memcpy Instances: 451.385010 Memcpy Classifiers: 0.141000 Kernel 1: 0.034000 Kernel 2: 548.008972 Copyback: 0.015000 Sum: 0.014000 Memcpy Classifiers: 0.097000 Kernel 1: 0.014000 Kernel 2: 568.997009 Copyback: 0.019000 Sum: 0.005000 Memcpy Classifiers: 0.097000 Kernel 1: 0.017000 Kernel 2: 568.500000 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.096000 Kernel 1: 0.013000 Kernel 2: 563.843994 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.137000 Kernel 1: 0.022000 Kernel 2: 556.880005 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.096000 Kernel 1: 0.014000 Kernel 2: 569.692993 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.096000 Kernel 1: 0.012000 Kernel 2: 552.770020 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.097000 Kernel 1: 0.013000 Kernel 2: 578.484009 Copyback: 0.017000 Sum: 0.005000 Memcpy Classifiers: 0.088000 Kernel 1: 0.016000 Kernel 2: 450.339996 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.000914 0.616487 fi:0.505297. Ave ac:0.002139,0.006447 Best acc 0.000914 0.616487 Initialization: 6.478000 Memcpy Classifiers: 0.539000 Memcpy Instances: 7.487000 Kernel 1: 0.024000 Kernel 2: 91.612999 Copyback: 0.017000 Sum: 0.037000 Initial population average accuracy1:0.005414 accuracy2:0.193522 Initialization: 7.374000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.520000 Kernel 1: 0.023000 Kernel 2: 93.014000 Copyback: 0.017000 Sum: 0.032000 It 0,Best ac:0.001595 0.857143 fi:0.242365. Ave ac:0.005253,0.009847 Initialization: 5.487000 Memcpy Classifiers: 0.578000 Memcpy Instances: 11.666000 Kernel 1: 0.026000 Kernel 2: 91.896004 Copyback: 0.018000 Sum: 0.030000 It 1,Best ac:0.000532 1.000000 fi:0.257506. Ave ac:0.004375,0.006944 Initialization: 5.584000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.505000 Kernel 1: 0.024000 Kernel 2: 91.228996 Copyback: 0.017000 Sum: 0.026000 It 2,Best ac:0.000797 0.750000 fi:0.349921. Ave ac:0.004732,0.007484 Initialization: 7.609000 Memcpy Classifiers: 0.839000 Memcpy Instances: 8.505000 Kernel 1: 0.024000 Kernel 2: 89.428001 Copyback: 0.016000 Sum: 0.031000 It 3,Best ac:0.000532 1.000000 fi:0.257506. Ave ac:0.004444,0.006814 Initialization: 5.904000 Memcpy Classifiers: 0.871000 Memcpy Instances: 8.931000 Kernel 1: 0.024000 Kernel 2: 90.253998 Copyback: 0.368000 Sum: 0.037000 It 4,Best ac:0.000532 1.000000 fi:0.257506. Ave ac:0.004082,0.007179 Initialization: 7.225000 Memcpy Classifiers: 0.922000 Memcpy Instances: 10.046000 Kernel 1: 0.024000 Kernel 2: 89.931999 Copyback: 0.017000 Sum: 0.027000 It 5,Best ac:0.001329 1.000000 fi:0.099645. Ave ac:0.003762,0.005753 Initialization: 5.779000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.561000 Kernel 1: 0.023000 Kernel 2: 91.771004 Copyback: 0.017000 Sum: 0.029000 It 6,Best ac:0.001595 1.000000 fi:0.099508. Ave ac:0.003541,0.005869 Initialization: 6.262000 Memcpy Classifiers: 0.506000 Memcpy Instances: 7.834000 Kernel 1: 0.023000 Kernel 2: 93.214996 Copyback: 0.016000 Sum: 0.030000 It 7,Best ac:0.001329 1.000000 fi:0.099645. Ave ac:0.003262,0.005096 Initialization: 6.560000 Memcpy Classifiers: 0.469000 Memcpy Instances: 10.751000 Kernel 1: 0.023000 Kernel 2: 90.973000 Copyback: 0.017000 Sum: 0.033000 It 8,Best ac:0.001063 1.000000 fi:0.099783. Ave ac:0.003024,0.005037 Initialization: 6.402000 Memcpy Classifiers: 0.486000 Memcpy Instances: 10.748000 Kernel 1: 0.024000 Kernel 2: 91.792000 Copyback: 0.017000 Sum: 0.026000 It 9,Best ac:0.001329 1.000000 fi:0.099645. Ave ac:0.003329,0.006629 Iteration 10:MDL fitness activated Error 0.099645 TL 0.049913 MDL Theory Length Weight: 0.6654573232 (4) Initialization: 6.730000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.490000 Kernel 1: 0.023000 Kernel 2: 90.667999 Copyback: 0.018000 Sum: 0.030000 It 10,Best ac:0.000797 1.000000 fi:0.136808. Ave ac:0.003011,0.005561 Initialization: 7.180000 Memcpy Classifiers: 0.840000 Memcpy Instances: 10.172000 Kernel 1: 0.024000 Kernel 2: 90.121002 Copyback: 0.017000 Sum: 0.033000 It 11,Best ac:0.000797 1.000000 fi:0.122032. Ave ac:0.002677,0.005265 Initialization: 5.857000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.485000 Kernel 1: 0.023000 Kernel 2: 90.335999 Copyback: 0.018000 Sum: 0.039000 It 12,Best ac:0.002126 1.000000 fi:0.127165. Ave ac:0.003501,0.006248 Initialization: 5.555000 Memcpy Classifiers: 0.505000 Memcpy Instances: 10.190000 Kernel 1: 0.024000 Kernel 2: 90.625999 Copyback: 0.017000 Sum: 0.028000 It 13,Best ac:0.000797 1.000000 fi:0.124692. Ave ac:0.003541,0.006952 Initialization: 6.556000 Memcpy Classifiers: 0.488000 Memcpy Instances: 10.502000 Kernel 1: 0.025000 Kernel 2: 93.757004 Copyback: 0.017000 Sum: 0.043000 It 14,Best ac:0.001063 1.000000 fi:0.123205. Ave ac:0.003955,0.006507 Initialization: 6.338000 Memcpy Classifiers: 0.839000 Memcpy Instances: 9.845000 Kernel 1: 0.031000 Kernel 2: 91.940002 Copyback: 0.017000 Sum: 0.029000 It 15,Best ac:0.001063 1.000000 fi:0.127267. Ave ac:0.003366,0.006464 Initialization: 6.463000 Memcpy Classifiers: 0.739000 Memcpy Instances: 8.946000 Kernel 1: 0.033000 Kernel 2: 92.906998 Copyback: 0.017000 Sum: 0.027000 It 16,Best ac:0.001063 1.000000 fi:0.123640. Ave ac:0.003139,0.005987 Initialization: 8.129000 Memcpy Classifiers: 0.469000 Memcpy Instances: 10.751000 Kernel 1: 0.024000 Kernel 2: 92.375000 Copyback: 0.017000 Sum: 0.028000 It 17,Best ac:0.000798 1.000000 fi:0.129943. Ave ac:0.002964,0.006257 Initialization: 6.200000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.495000 Kernel 1: 0.024000 Kernel 2: 91.592003 Copyback: 0.019000 Sum: 0.032000 It 18,Best ac:0.000797 1.000000 fi:0.126152. Ave ac:0.003657,0.007560 Initialization: 5.498000 Memcpy Classifiers: 0.467000 Memcpy Instances: 7.504000 Kernel 1: 0.025000 Kernel 2: 91.637001 Copyback: 0.018000 Sum: 0.035000 It 19,Best ac:0.001595 0.857143 fi:0.268368. Ave ac:0.002212,0.003756 Initialization: 6.514000 Memcpy Classifiers: 0.665000 Memcpy Instances: 7.754000 Kernel 1: 0.022000 Kernel 2: 92.477997 Copyback: 0.018000 Sum: 0.038000 It 20,Best ac:0.000798 1.000000 fi:0.130113. Ave ac:0.002257,0.004489 MDL Theory Length Weight: 0.5989115909 (10) Initialization: 7.855000 Memcpy Classifiers: 0.640000 Memcpy Instances: 9.205000 Kernel 1: 0.023000 Kernel 2: 90.219002 Copyback: 0.018000 Sum: 0.037000 It 21,Best ac:0.001595 1.000000 fi:0.118872. Ave ac:0.002987,0.005649 Initialization: 5.470000 Memcpy Classifiers: 0.467000 Memcpy Instances: 11.157000 Kernel 1: 0.029000 Kernel 2: 91.458000 Copyback: 0.017000 Sum: 0.029000 It 22,Best ac:0.000798 1.000000 fi:0.119525. Ave ac:0.002939,0.004798 Initialization: 6.081000 Memcpy Classifiers: 0.505000 Memcpy Instances: 9.481000 Kernel 1: 0.023000 Kernel 2: 89.565002 Copyback: 0.017000 Sum: 0.031000 It 23,Best ac:0.001063 1.000000 fi:0.119388. Ave ac:0.002897,0.005116 Initialization: 7.083000 Memcpy Classifiers: 0.806000 Memcpy Instances: 8.464000 Kernel 1: 0.023000 Kernel 2: 90.527000 Copyback: 0.017000 Sum: 0.028000 It 24,Best ac:0.000798 1.000000 fi:0.121323. Ave ac:0.001843,0.003884 Initialization: 6.333000 Memcpy Classifiers: 0.919000 Memcpy Instances: 10.944000 Kernel 1: 0.026000 Kernel 2: 89.787003 Copyback: 0.017000 Sum: 0.030000 It 25,Best ac:0.000797 1.000000 fi:0.118709. Ave ac:0.001710,0.002790 Initialization: 6.516000 Memcpy Classifiers: 0.639000 Memcpy Instances: 10.716000 Kernel 1: 0.026000 Kernel 2: 90.434998 Copyback: 0.017000 Sum: 0.028000 It 26,Best ac:0.001063 1.000000 fi:0.117055. Ave ac:0.002294,0.003226 Initialization: 6.268000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.478000 Kernel 1: 0.023000 Kernel 2: 90.994003 Copyback: 0.017000 Sum: 0.031000 It 27,Best ac:0.001063 1.000000 fi:0.120016. Ave ac:0.002330,0.004524 Initialization: 5.563000 Memcpy Classifiers: 0.505000 Memcpy Instances: 11.298000 Kernel 1: 0.025000 Kernel 2: 90.188004 Copyback: 0.017000 Sum: 0.031000 It 28,Best ac:0.001063 1.000000 fi:0.124294. Ave ac:0.002314,0.005591 Initialization: 5.571000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.555000 Kernel 1: 0.023000 Kernel 2: 89.730003 Copyback: 0.018000 Sum: 0.037000 It 29,Best ac:0.000797 1.000000 fi:0.129818. Ave ac:0.002073,0.004684 Initialization: 5.520000 Memcpy Classifiers: 0.652000 Memcpy Instances: 12.152000 Kernel 1: 0.025000 Kernel 2: 90.341003 Copyback: 0.017000 Sum: 0.037000 It 30,Best ac:0.000797 1.000000 fi:0.117437. Ave ac:0.002308,0.005113 Initialization: 7.190000 Memcpy Classifiers: 0.615000 Memcpy Instances: 9.210000 Kernel 1: 0.024000 Kernel 2: 88.452003 Copyback: 0.018000 Sum: 0.041000 It 31,Best ac:0.000797 1.000000 fi:0.120845. Ave ac:0.001942,0.005267 Initialization: 5.496000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.486000 Kernel 1: 0.023000 Kernel 2: 87.372002 Copyback: 0.017000 Sum: 0.032000 It 32,Best ac:0.000797 1.000000 fi:0.114574. Ave ac:0.002632,0.005974 Initialization: 6.868000 Memcpy Classifiers: 0.698000 Memcpy Instances: 10.674000 Kernel 1: 0.026000 Kernel 2: 87.737999 Copyback: 0.017000 Sum: 0.029000 It 33,Best ac:0.001064 1.000000 fi:0.114436. Ave ac:0.002380,0.005438 Initialization: 33.608002 Memcpy Instances: 446.436005 Memcpy Classifiers: 0.136000 Kernel 1: 0.034000 Kernel 2: 606.026978 Copyback: 0.016000 Sum: 0.017000 Memcpy Classifiers: 0.096000 Kernel 1: 0.014000 Kernel 2: 626.929016 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.135000 Kernel 1: 0.022000 Kernel 2: 619.835999 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.134000 Kernel 1: 0.021000 Kernel 2: 633.004028 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.135000 Kernel 1: 0.021000 Kernel 2: 636.546997 Copyback: 0.368000 Sum: 0.002000 Memcpy Classifiers: 0.135000 Kernel 1: 0.022000 Kernel 2: 602.060974 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.134000 Kernel 1: 0.021000 Kernel 2: 626.494019 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.134000 Kernel 1: 0.021000 Kernel 2: 616.609985 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.087000 Kernel 1: 0.012000 Kernel 2: 522.523987 Copyback: 0.014000 Sum: 0.002000 It 34,Best ac:0.000914 0.603509 fi:0.517753. Ave ac:0.002415,0.008196 Best acc 0.000914 0.603509 Rule:Att PSSM_-3_6 is [-5.842172,-0.157829]|Att PSSM_-2_2 is [-2.810608,7.860847]|Att PSSM_-2_5 is [<1.615286]|Att PSSM_-2_18 is [<6.510883]|Att PSSM_0_4 is [-6.235779,-1.764221]|Att PSSM_0_8 is [-6.163383,0.163383]|Att PSSM_0_12 is [<-2.035310]|Att PSSM_1_4 is [-6.378988,-0.500788]|Att PSSM_2_6 is [>-6.703465]|Att PSSM_2_16 is [-4.453982,1.873824]|Att PSSM_3_1 is [1.240332,6.937984]|Att PSSM_3_15 is [-5.675406,4.065480]|Att PSSM_4_8 is [<3.932852]|Att PSSM_4_12 is [<-1.805665]|1 Accuracy : 0.791892 0 1 151531 12549 36281 34277 Removed 279 instances. 187812 Instances left. Acc of rule 0.000914-0.616487 Initialization: 7.162000 Memcpy Classifiers: 0.559000 Memcpy Instances: 7.468000 Kernel 1: 0.023000 Kernel 2: 93.330002 Copyback: 0.017000 Sum: 0.032000 Initial population average accuracy1:0.004569 accuracy2:0.200466 Initialization: 6.979000 Memcpy Classifiers: 0.904000 Memcpy Instances: 11.391000 Kernel 1: 0.032000 Kernel 2: 90.560997 Copyback: 0.017000 Sum: 0.026000 It 0,Best ac:0.000799 1.000000 fi:0.099919. Ave ac:0.004525,0.008831 Initialization: 5.525000 Memcpy Classifiers: 0.568000 Memcpy Instances: 11.630000 Kernel 1: 0.027000 Kernel 2: 90.407997 Copyback: 0.019000 Sum: 0.031000 It 1,Best ac:0.000799 0.600000 fi:0.499919. Ave ac:0.003877,0.006621 Initialization: 5.536000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.216000 Kernel 1: 0.032000 Kernel 2: 90.861000 Copyback: 0.017000 Sum: 0.028000 It 2,Best ac:0.000799 1.000000 fi:0.099919. Ave ac:0.004092,0.007157 Initialization: 5.516000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.464000 Kernel 1: 0.025000 Kernel 2: 88.517998 Copyback: 0.372000 Sum: 0.033000 It 3,Best ac:0.000532 1.000000 fi:0.253410. Ave ac:0.003667,0.005919 Initialization: 5.437000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.519000 Kernel 1: 0.023000 Kernel 2: 86.851997 Copyback: 0.016000 Sum: 0.036000 It 4,Best ac:0.000799 1.000000 fi:0.099918. Ave ac:0.003607,0.005022 Initialization: 5.477000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.476000 Kernel 1: 0.024000 Kernel 2: 87.347000 Copyback: 0.018000 Sum: 0.045000 It 5,Best ac:0.000533 1.000000 fi:0.253410. Ave ac:0.004075,0.005515 Initialization: 5.441000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.500000 Kernel 1: 0.024000 Kernel 2: 85.736000 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.000799 1.000000 fi:0.099919. Ave ac:0.003539,0.005162 Initialization: 5.509000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.554000 Kernel 1: 0.023000 Kernel 2: 86.174004 Copyback: 0.017000 Sum: 0.026000 It 7,Best ac:0.000799 1.000000 fi:0.099919. Ave ac:0.002406,0.003562 Initialization: 5.627000 Memcpy Classifiers: 0.433000 Memcpy Instances: 10.112000 Kernel 1: 0.024000 Kernel 2: 90.712997 Copyback: 0.017000 Sum: 0.032000 It 8,Best ac:0.000799 1.000000 fi:0.099918. Ave ac:0.003980,0.005462 Initialization: 5.574000 Memcpy Classifiers: 0.415000 Memcpy Instances: 10.187000 Kernel 1: 0.031000 Kernel 2: 86.440002 Copyback: 0.019000 Sum: 0.036000 It 9,Best ac:0.001065 1.000000 fi:0.099781. Ave ac:0.003116,0.005832 Iteration 10:MDL fitness activated Error 0.099781 TL 0.051088 MDL Theory Length Weight: 0.6510433025 (1) Initialization: 6.035000 Memcpy Classifiers: 0.774000 Memcpy Instances: 9.416000 Kernel 1: 0.024000 Kernel 2: 90.139999 Copyback: 0.018000 Sum: 0.038000 It 10,Best ac:0.001065 1.000000 fi:0.119404. Ave ac:0.002849,0.004670 Initialization: 6.596000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.547000 Kernel 1: 0.033000 Kernel 2: 87.956001 Copyback: 0.018000 Sum: 0.039000 It 11,Best ac:0.001065 1.000000 fi:0.119913. Ave ac:0.002658,0.004928 Initialization: 6.878000 Memcpy Classifiers: 0.775000 Memcpy Instances: 11.441000 Kernel 1: 0.025000 Kernel 2: 89.089996 Copyback: 0.017000 Sum: 0.030000 It 12,Best ac:0.001065 1.000000 fi:0.116357. Ave ac:0.002966,0.004945 Initialization: 6.870000 Memcpy Classifiers: 0.807000 Memcpy Instances: 10.721000 Kernel 1: 0.026000 Kernel 2: 84.838997 Copyback: 0.017000 Sum: 0.030000 It 13,Best ac:0.000799 1.000000 fi:0.129612. Ave ac:0.002186,0.003627 Initialization: 5.559000 Memcpy Classifiers: 0.468000 Memcpy Instances: 9.120000 Kernel 1: 0.031000 Kernel 2: 85.108002 Copyback: 0.017000 Sum: 0.031000 It 14,Best ac:0.001331 1.000000 fi:0.121385. Ave ac:0.002690,0.004378 Initialization: 7.265000 Memcpy Classifiers: 0.775000 Memcpy Instances: 10.129000 Kernel 1: 0.024000 Kernel 2: 84.080002 Copyback: 0.018000 Sum: 0.037000 It 15,Best ac:0.000799 1.000000 fi:0.118450. Ave ac:0.003112,0.004824 Initialization: 5.578000 Memcpy Classifiers: 0.451000 Memcpy Instances: 10.814000 Kernel 1: 0.025000 Kernel 2: 82.429001 Copyback: 0.018000 Sum: 0.031000 It 16,Best ac:0.001065 1.000000 fi:0.115840. Ave ac:0.002810,0.005404 Initialization: 5.511000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.459000 Kernel 1: 0.023000 Kernel 2: 83.417999 Copyback: 0.017000 Sum: 0.026000 It 17,Best ac:0.001065 1.000000 fi:0.124844. Ave ac:0.002641,0.004980 Initialization: 5.556000 Memcpy Classifiers: 0.434000 Memcpy Instances: 10.175000 Kernel 1: 0.023000 Kernel 2: 84.330002 Copyback: 0.017000 Sum: 0.029000 It 18,Best ac:0.001065 1.000000 fi:0.115667. Ave ac:0.002162,0.003695 Initialization: 6.660000 Memcpy Classifiers: 0.541000 Memcpy Instances: 9.448000 Kernel 1: 0.022000 Kernel 2: 80.605003 Copyback: 0.019000 Sum: 0.042000 It 19,Best ac:0.001065 1.000000 fi:0.120312. Ave ac:0.002464,0.004708 Initialization: 6.756000 Memcpy Classifiers: 0.565000 Memcpy Instances: 8.201000 Kernel 1: 0.022000 Kernel 2: 80.026001 Copyback: 0.017000 Sum: 0.036000 It 20,Best ac:0.000799 1.000000 fi:0.116440. Ave ac:0.002822,0.006389 Initialization: 5.840000 Memcpy Classifiers: 0.414000 Memcpy Instances: 9.740000 Kernel 1: 0.032000 Kernel 2: 77.174004 Copyback: 0.017000 Sum: 0.028000 It 21,Best ac:0.001065 1.000000 fi:0.123241. Ave ac:0.002620,0.005225 Initialization: 7.182000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.481000 Kernel 1: 0.023000 Kernel 2: 78.915001 Copyback: 0.017000 Sum: 0.032000 It 22,Best ac:0.001331 1.000000 fi:0.116846. Ave ac:0.002478,0.004143 Initialization: 5.998000 Memcpy Classifiers: 0.420000 Memcpy Instances: 10.666000 Kernel 1: 0.022000 Kernel 2: 82.672997 Copyback: 0.017000 Sum: 0.031000 It 23,Best ac:0.000799 1.000000 fi:0.117400. Ave ac:0.003249,0.005813 Initialization: 5.548000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.466000 Kernel 1: 0.024000 Kernel 2: 80.071999 Copyback: 0.019000 Sum: 0.035000 It 24,Best ac:0.000799 1.000000 fi:0.115390. Ave ac:0.002576,0.004624 Initialization: 5.503000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.485000 Kernel 1: 0.023000 Kernel 2: 79.546997 Copyback: 0.018000 Sum: 0.038000 It 25,Best ac:0.001065 1.000000 fi:0.118124. Ave ac:0.002403,0.004597 Initialization: 5.488000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.492000 Kernel 1: 0.023000 Kernel 2: 82.994003 Copyback: 0.017000 Sum: 0.031000 It 26,Best ac:0.000799 1.000000 fi:0.126344. Ave ac:0.002174,0.003997 Initialization: 7.592000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.484000 Kernel 1: 0.023000 Kernel 2: 86.329002 Copyback: 0.017000 Sum: 0.030000 It 27,Best ac:0.001331 1.000000 fi:0.121584. Ave ac:0.003213,0.004871 Initialization: 6.125000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.304000 Kernel 1: 0.031000 Kernel 2: 86.554001 Copyback: 0.018000 Sum: 0.040000 It 28,Best ac:0.000799 1.000000 fi:0.119606. Ave ac:0.002827,0.005311 Initialization: 6.045000 Memcpy Classifiers: 0.457000 Memcpy Instances: 7.522000 Kernel 1: 0.023000 Kernel 2: 89.021004 Copyback: 0.017000 Sum: 0.025000 It 29,Best ac:0.000799 1.000000 fi:0.119582. Ave ac:0.002655,0.004384 Initialization: 5.480000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.463000 Kernel 1: 0.025000 Kernel 2: 87.807999 Copyback: 0.017000 Sum: 0.028000 It 30,Best ac:0.001332 1.000000 fi:0.120416. Ave ac:0.002602,0.003442 Initialization: 6.809000 Memcpy Classifiers: 0.486000 Memcpy Instances: 7.492000 Kernel 1: 0.024000 Kernel 2: 87.846001 Copyback: 0.017000 Sum: 0.027000 It 31,Best ac:0.001864 1.000000 fi:0.115327. Ave ac:0.002685,0.005011 Initialization: 6.354000 Memcpy Classifiers: 0.651000 Memcpy Instances: 8.365000 Kernel 1: 0.022000 Kernel 2: 85.184998 Copyback: 0.017000 Sum: 0.029000 It 32,Best ac:0.001065 1.000000 fi:0.119445. Ave ac:0.002879,0.004922 Initialization: 5.522000 Memcpy Classifiers: 0.434000 Memcpy Instances: 10.999000 Kernel 1: 0.027000 Kernel 2: 86.805000 Copyback: 0.016000 Sum: 0.025000 It 33,Best ac:0.000799 1.000000 fi:0.121860. Ave ac:0.002108,0.003872 Initialization: 28.330999 Memcpy Instances: 370.513000 Memcpy Classifiers: 0.092000 Kernel 1: 0.028000 Kernel 2: 611.481018 Copyback: 0.015000 Sum: 0.018000 Memcpy Classifiers: 0.090000 Kernel 1: 0.013000 Kernel 2: 573.935974 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.088000 Kernel 1: 0.012000 Kernel 2: 579.176025 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.088000 Kernel 1: 0.012000 Kernel 2: 585.335999 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.089000 Kernel 1: 0.012000 Kernel 2: 555.447021 Copyback: 0.367000 Sum: 0.003000 Memcpy Classifiers: 0.126000 Kernel 1: 0.021000 Kernel 2: 600.421997 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.089000 Kernel 1: 0.013000 Kernel 2: 595.559998 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.089000 Kernel 1: 0.012000 Kernel 2: 570.426025 Copyback: 0.027000 Sum: 0.012000 Memcpy Classifiers: 0.119000 Kernel 1: 0.029000 Kernel 2: 483.714996 Copyback: 0.016000 Sum: 0.002000 It 34,Best ac:0.000703 0.571429 fi:0.552001. Ave ac:0.002337,0.007118 Best acc 0.000703 0.571429 Initialization: 5.505000 Memcpy Classifiers: 0.560000 Memcpy Instances: 7.469000 Kernel 1: 0.025000 Kernel 2: 92.018997 Copyback: 0.017000 Sum: 0.039000 Initial population average accuracy1:0.004725 accuracy2:0.196416 Initialization: 5.360000 Memcpy Classifiers: 0.556000 Memcpy Instances: 7.495000 Kernel 1: 0.023000 Kernel 2: 92.042000 Copyback: 0.017000 Sum: 0.033000 It 0,Best ac:0.000799 0.750000 fi:0.349919. Ave ac:0.004863,0.009326 Initialization: 5.437000 Memcpy Classifiers: 0.523000 Memcpy Instances: 7.463000 Kernel 1: 0.024000 Kernel 2: 91.977997 Copyback: 0.016000 Sum: 0.033000 It 1,Best ac:0.000799 1.000000 fi:0.099919. Ave ac:0.004703,0.008359 Initialization: 5.408000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.516000 Kernel 1: 0.023000 Kernel 2: 91.483002 Copyback: 0.017000 Sum: 0.029000 It 2,Best ac:0.000532 1.000000 fi:0.254438. Ave ac:0.004061,0.007075 Initialization: 5.478000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.674000 Kernel 1: 0.028000 Kernel 2: 90.652000 Copyback: 0.017000 Sum: 0.030000 It 3,Best ac:0.000799 1.000000 fi:0.099919. Ave ac:0.003804,0.006473 Initialization: 5.452000 Memcpy Classifiers: 0.486000 Memcpy Instances: 7.504000 Kernel 1: 0.023000 Kernel 2: 90.691002 Copyback: 0.017000 Sum: 0.030000 It 4,Best ac:0.000532 1.000000 fi:0.254438. Ave ac:0.003630,0.005866 Initialization: 5.473000 Memcpy Classifiers: 0.504000 Memcpy Instances: 7.483000 Kernel 1: 0.024000 Kernel 2: 91.544998 Copyback: 0.017000 Sum: 0.026000 It 5,Best ac:0.000532 1.000000 fi:0.253410. Ave ac:0.004195,0.007255 Initialization: 5.380000 Memcpy Classifiers: 0.504000 Memcpy Instances: 7.489000 Kernel 1: 0.023000 Kernel 2: 90.832001 Copyback: 0.017000 Sum: 0.033000 It 6,Best ac:0.001065 1.000000 fi:0.099781. Ave ac:0.003248,0.005517 Initialization: 5.459000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.478000 Kernel 1: 0.024000 Kernel 2: 90.775002 Copyback: 0.017000 Sum: 0.029000 It 7,Best ac:0.000799 1.000000 fi:0.099918. Ave ac:0.002505,0.005370 Initialization: 5.542000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.470000 Kernel 1: 0.023000 Kernel 2: 90.806000 Copyback: 0.018000 Sum: 0.036000 It 8,Best ac:0.001598 0.857143 fi:0.242360. Ave ac:0.003480,0.006903 Initialization: 5.555000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.471000 Kernel 1: 0.024000 Kernel 2: 89.185997 Copyback: 0.017000 Sum: 0.030000 It 9,Best ac:0.001332 1.000000 fi:0.099642. Ave ac:0.002883,0.005233 Iteration 10:MDL fitness activated Error 0.099642 TL 0.041490 MDL Theory Length Weight: 0.8005204651 (1) Initialization: 5.492000 Memcpy Classifiers: 0.575000 Memcpy Instances: 7.473000 Kernel 1: 0.024000 Kernel 2: 89.060997 Copyback: 0.016000 Sum: 0.030000 It 10,Best ac:0.000799 1.000000 fi:0.128335. Ave ac:0.002967,0.006580 Initialization: 5.424000 Memcpy Classifiers: 0.486000 Memcpy Instances: 7.496000 Kernel 1: 0.023000 Kernel 2: 88.714996 Copyback: 0.017000 Sum: 0.028000 It 11,Best ac:0.000799 1.000000 fi:0.132963. Ave ac:0.002793,0.006213 Initialization: 7.290000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.464000 Kernel 1: 0.025000 Kernel 2: 87.879997 Copyback: 0.017000 Sum: 0.032000 It 12,Best ac:0.000799 1.000000 fi:0.120745. Ave ac:0.003744,0.007287 Initialization: 6.008000 Memcpy Classifiers: 0.575000 Memcpy Instances: 8.644000 Kernel 1: 0.024000 Kernel 2: 83.181999 Copyback: 0.017000 Sum: 0.029000 It 13,Best ac:0.001331 0.833333 fi:0.283298. Ave ac:0.003319,0.006003 Initialization: 6.484000 Memcpy Classifiers: 0.808000 Memcpy Instances: 10.263000 Kernel 1: 0.023000 Kernel 2: 83.904999 Copyback: 0.017000 Sum: 0.029000 It 14,Best ac:0.001065 1.000000 fi:0.141837. Ave ac:0.003370,0.008044 Initialization: 5.481000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.464000 Kernel 1: 0.024000 Kernel 2: 82.875999 Copyback: 0.017000 Sum: 0.026000 It 15,Best ac:0.000799 1.000000 fi:0.117505. Ave ac:0.003556,0.007727 Initialization: 5.800000 Memcpy Classifiers: 0.766000 Memcpy Instances: 10.473000 Kernel 1: 0.024000 Kernel 2: 83.841003 Copyback: 0.016000 Sum: 0.033000 It 16,Best ac:0.000799 1.000000 fi:0.122080. Ave ac:0.004741,0.010816 Initialization: 5.443000 Memcpy Classifiers: 0.488000 Memcpy Instances: 7.494000 Kernel 1: 0.024000 Kernel 2: 79.415001 Copyback: 0.017000 Sum: 0.036000 It 17,Best ac:0.000799 1.000000 fi:0.118791. Ave ac:0.004667,0.010698 Initialization: 5.499000 Memcpy Classifiers: 0.467000 Memcpy Instances: 7.488000 Kernel 1: 0.023000 Kernel 2: 79.614998 Copyback: 0.017000 Sum: 0.028000 It 18,Best ac:0.000799 1.000000 fi:0.138805. Ave ac:0.003830,0.010720 Initialization: 8.331000 Memcpy Classifiers: 0.840000 Memcpy Instances: 11.570000 Kernel 1: 0.023000 Kernel 2: 80.459000 Copyback: 0.017000 Sum: 0.029000 It 19,Best ac:0.000799 1.000000 fi:0.126018. Ave ac:0.002569,0.006333 Initialization: 5.522000 Memcpy Classifiers: 0.469000 Memcpy Instances: 9.975000 Kernel 1: 0.024000 Kernel 2: 79.242996 Copyback: 0.017000 Sum: 0.029000 It 20,Best ac:0.001065 1.000000 fi:0.123061. Ave ac:0.002855,0.006802 Initialization: 5.486000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.478000 Kernel 1: 0.024000 Kernel 2: 80.583000 Copyback: 0.017000 Sum: 0.026000 It 21,Best ac:0.000799 1.000000 fi:0.120804. Ave ac:0.002834,0.005651 Initialization: 6.256000 Memcpy Classifiers: 0.468000 Memcpy Instances: 10.403000 Kernel 1: 0.022000 Kernel 2: 79.148003 Copyback: 0.017000 Sum: 0.028000 It 22,Best ac:0.001331 1.000000 fi:0.118330. Ave ac:0.003124,0.008109 Initialization: 5.439000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.495000 Kernel 1: 0.022000 Kernel 2: 78.653000 Copyback: 0.018000 Sum: 0.037000 It 23,Best ac:0.001065 1.000000 fi:0.120036. Ave ac:0.003330,0.007800 Initialization: 5.600000 Memcpy Classifiers: 0.451000 Memcpy Instances: 10.181000 Kernel 1: 0.023000 Kernel 2: 78.974998 Copyback: 0.017000 Sum: 0.028000 It 24,Best ac:0.000799 1.000000 fi:0.124869. Ave ac:0.002388,0.005395 MDL Theory Length Weight: 0.7204684186 (10) Initialization: 5.416000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.488000 Kernel 1: 0.023000 Kernel 2: 80.498001 Copyback: 0.017000 Sum: 0.029000 It 25,Best ac:0.000799 1.000000 fi:0.123408. Ave ac:0.002932,0.006656 Initialization: 5.414000 Memcpy Classifiers: 0.481000 Memcpy Instances: 9.325000 Kernel 1: 0.023000 Kernel 2: 81.280998 Copyback: 0.019000 Sum: 0.039000 It 26,Best ac:0.000799 1.000000 fi:0.124547. Ave ac:0.002794,0.005747 Initialization: 5.405000 Memcpy Classifiers: 0.479000 Memcpy Instances: 7.461000 Kernel 1: 0.023000 Kernel 2: 76.973999 Copyback: 0.018000 Sum: 0.040000 It 27,Best ac:0.000799 1.000000 fi:0.116737. Ave ac:0.001996,0.003838 Initialization: 5.545000 Memcpy Classifiers: 0.416000 Memcpy Instances: 10.708000 Kernel 1: 0.026000 Kernel 2: 74.991997 Copyback: 0.017000 Sum: 0.029000 It 28,Best ac:0.000799 1.000000 fi:0.115746. Ave ac:0.002616,0.006254 Initialization: 5.542000 Memcpy Classifiers: 0.416000 Memcpy Instances: 11.112000 Kernel 1: 0.026000 Kernel 2: 75.160004 Copyback: 0.370000 Sum: 0.038000 It 29,Best ac:0.001597 0.857143 fi:0.264884. Ave ac:0.002579,0.004909 Initialization: 5.441000 Memcpy Classifiers: 0.484000 Memcpy Instances: 10.933000 Kernel 1: 0.028000 Kernel 2: 78.097000 Copyback: 0.017000 Sum: 0.025000 It 30,Best ac:0.000799 1.000000 fi:0.113460. Ave ac:0.002628,0.006425 Initialization: 6.930000 Memcpy Classifiers: 0.700000 Memcpy Instances: 7.463000 Kernel 1: 0.023000 Kernel 2: 76.834999 Copyback: 0.017000 Sum: 0.026000 It 31,Best ac:0.001065 1.000000 fi:0.122131. Ave ac:0.002640,0.005539 Initialization: 5.740000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.465000 Kernel 1: 0.024000 Kernel 2: 75.652000 Copyback: 0.018000 Sum: 0.038000 It 32,Best ac:0.000799 1.000000 fi:0.117359. Ave ac:0.002427,0.004642 Initialization: 6.084000 Memcpy Classifiers: 0.416000 Memcpy Instances: 11.771000 Kernel 1: 0.029000 Kernel 2: 73.967003 Copyback: 0.019000 Sum: 0.040000 It 33,Best ac:0.001331 1.000000 fi:0.119886. Ave ac:0.002242,0.007235 Initialization: 32.023998 Memcpy Instances: 456.621002 Memcpy Classifiers: 0.096000 Kernel 1: 0.026000 Kernel 2: 548.200989 Copyback: 0.015000 Sum: 0.018000 Memcpy Classifiers: 0.093000 Kernel 1: 0.013000 Kernel 2: 543.007019 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.091000 Kernel 1: 0.013000 Kernel 2: 537.469971 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.092000 Kernel 1: 0.014000 Kernel 2: 548.554993 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.092000 Kernel 1: 0.013000 Kernel 2: 538.869019 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.092000 Kernel 1: 0.013000 Kernel 2: 541.340027 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.112000 Kernel 1: 0.016000 Kernel 2: 538.804993 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.130000 Kernel 1: 0.022000 Kernel 2: 516.822021 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.106000 Kernel 1: 0.017000 Kernel 2: 464.578003 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.000745 0.590717 fi:0.529472. Ave ac:0.001948,0.006146 Best acc 0.000745 0.590717 Rule:Att PSSM_-2_7 is [<-1.530139]|Att PSSM_-1_7 is [<2.816747]|Att PSSM_-1_14 is [>-4.597896]|Att PSSM_0_4 is [<-0.012213]|Att PSSM_0_6 is [-5.622495,-2.882933]|Att PSSM_0_10 is [>4.119181]|Att PSSM_0_12 is [<-0.085106]|Att PSSM_3_11 is [-6.172461,1.871653]|Att PSSM_4_7 is [<-0.912897]|Att PSSM_4_18 is [-5.153728,9.609780]|1 Accuracy : 0.792075 0 1 151434 12646 36141 34417 Removed 237 instances. 187575 Instances left. Acc of rule 0.000745-0.590717 Initialization: 8.142000 Memcpy Classifiers: 0.833000 Memcpy Instances: 9.849000 Kernel 1: 0.027000 Kernel 2: 93.254997 Copyback: 0.019000 Sum: 0.054000 Initial population average accuracy1:0.004485 accuracy2:0.192707 Initialization: 7.156000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.508000 Kernel 1: 0.023000 Kernel 2: 92.515999 Copyback: 0.016000 Sum: 0.040000 It 0,Best ac:0.000800 1.000000 fi:0.099917. Ave ac:0.004597,0.007481 Initialization: 5.526000 Memcpy Classifiers: 0.539000 Memcpy Instances: 9.073000 Kernel 1: 0.032000 Kernel 2: 91.641998 Copyback: 0.017000 Sum: 0.028000 It 1,Best ac:0.000533 1.000000 fi:0.251344. Ave ac:0.004422,0.008275 Initialization: 6.798000 Memcpy Classifiers: 0.715000 Memcpy Instances: 8.236000 Kernel 1: 0.023000 Kernel 2: 89.589996 Copyback: 0.017000 Sum: 0.030000 It 2,Best ac:0.001066 1.000000 fi:0.099779. Ave ac:0.003876,0.006002 Initialization: 6.765000 Memcpy Classifiers: 0.840000 Memcpy Instances: 9.504000 Kernel 1: 0.023000 Kernel 2: 90.528999 Copyback: 0.018000 Sum: 0.038000 It 3,Best ac:0.000533 1.000000 fi:0.251344. Ave ac:0.003405,0.005466 Initialization: 5.521000 Memcpy Classifiers: 0.486000 Memcpy Instances: 7.479000 Kernel 1: 0.023000 Kernel 2: 89.058998 Copyback: 0.017000 Sum: 0.030000 It 4,Best ac:0.001600 0.857143 fi:0.242358. Ave ac:0.003541,0.005459 Initialization: 6.206000 Memcpy Classifiers: 0.469000 Memcpy Instances: 10.115000 Kernel 1: 0.023000 Kernel 2: 87.541000 Copyback: 0.017000 Sum: 0.028000 It 5,Best ac:0.001066 1.000000 fi:0.099779. Ave ac:0.003210,0.005218 Initialization: 7.976000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.555000 Kernel 1: 0.031000 Kernel 2: 85.995003 Copyback: 0.018000 Sum: 0.039000 It 6,Best ac:0.001067 1.000000 fi:0.099778. Ave ac:0.002646,0.004211 Initialization: 5.490000 Memcpy Classifiers: 0.504000 Memcpy Instances: 9.895000 Kernel 1: 0.031000 Kernel 2: 85.349998 Copyback: 0.017000 Sum: 0.029000 It 7,Best ac:0.000800 1.000000 fi:0.099917. Ave ac:0.002289,0.004320 Initialization: 5.883000 Memcpy Classifiers: 0.468000 Memcpy Instances: 10.139000 Kernel 1: 0.032000 Kernel 2: 85.327003 Copyback: 0.018000 Sum: 0.038000 It 8,Best ac:0.001066 1.000000 fi:0.099779. Ave ac:0.002428,0.004519 Initialization: 6.300000 Memcpy Classifiers: 0.477000 Memcpy Instances: 9.734000 Kernel 1: 0.023000 Kernel 2: 85.445999 Copyback: 0.017000 Sum: 0.031000 It 9,Best ac:0.001333 1.000000 fi:0.099640. Ave ac:0.002210,0.003556 Iteration 10:MDL fitness activated Error 0.099640 TL 0.038644 MDL Theory Length Weight: 0.8594773205 (1) Initialization: 5.500000 Memcpy Classifiers: 0.471000 Memcpy Instances: 7.459000 Kernel 1: 0.023000 Kernel 2: 86.406998 Copyback: 0.017000 Sum: 0.026000 It 10,Best ac:0.000800 1.000000 fi:0.126970. Ave ac:0.002907,0.004063 Initialization: 5.815000 Memcpy Classifiers: 0.457000 Memcpy Instances: 7.659000 Kernel 1: 0.023000 Kernel 2: 88.671997 Copyback: 0.017000 Sum: 0.032000 It 11,Best ac:0.000800 1.000000 fi:0.135733. Ave ac:0.002758,0.004432 Initialization: 5.513000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.455000 Kernel 1: 0.024000 Kernel 2: 87.338997 Copyback: 0.018000 Sum: 0.039000 It 12,Best ac:0.000800 1.000000 fi:0.132150. Ave ac:0.002355,0.003507 Initialization: 5.540000 Memcpy Classifiers: 0.451000 Memcpy Instances: 9.901000 Kernel 1: 0.023000 Kernel 2: 85.889999 Copyback: 0.017000 Sum: 0.026000 It 13,Best ac:0.000533 1.000000 fi:0.284764. Ave ac:0.002144,0.003698 Initialization: 5.552000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.454000 Kernel 1: 0.024000 Kernel 2: 87.746002 Copyback: 0.017000 Sum: 0.029000 It 14,Best ac:0.001600 1.000000 fi:0.126630. Ave ac:0.002832,0.004689 Initialization: 5.550000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.459000 Kernel 1: 0.024000 Kernel 2: 86.315002 Copyback: 0.018000 Sum: 0.036000 It 15,Best ac:0.000800 1.000000 fi:0.128193. Ave ac:0.001864,0.003070 Initialization: 5.842000 Memcpy Classifiers: 0.419000 Memcpy Instances: 11.137000 Kernel 1: 0.026000 Kernel 2: 85.880997 Copyback: 0.031000 Sum: 0.044000 It 16,Best ac:0.001333 1.000000 fi:0.126516. Ave ac:0.001710,0.002489 Initialization: 5.560000 Memcpy Classifiers: 0.433000 Memcpy Instances: 9.807000 Kernel 1: 0.024000 Kernel 2: 87.900002 Copyback: 0.017000 Sum: 0.033000 It 17,Best ac:0.000800 1.000000 fi:0.132339. Ave ac:0.001809,0.002717 Initialization: 6.678000 Memcpy Classifiers: 0.595000 Memcpy Instances: 9.857000 Kernel 1: 0.023000 Kernel 2: 86.391998 Copyback: 0.018000 Sum: 0.039000 It 18,Best ac:0.001066 1.000000 fi:0.128333. Ave ac:0.001532,0.001952 Initialization: 6.945000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.497000 Kernel 1: 0.023000 Kernel 2: 89.255997 Copyback: 0.017000 Sum: 0.033000 It 19,Best ac:0.000800 1.000000 fi:0.127122. Ave ac:0.002382,0.003266 Initialization: 6.020000 Memcpy Classifiers: 0.416000 Memcpy Instances: 10.237000 Kernel 1: 0.024000 Kernel 2: 84.079002 Copyback: 0.024000 Sum: 0.033000 It 20,Best ac:0.001333 1.000000 fi:0.123994. Ave ac:0.002078,0.003376 Initialization: 5.677000 Memcpy Classifiers: 0.412000 Memcpy Instances: 7.906000 Kernel 1: 0.023000 Kernel 2: 83.766998 Copyback: 0.018000 Sum: 0.042000 It 21,Best ac:0.001066 1.000000 fi:0.125368. Ave ac:0.001980,0.003337 Initialization: 6.766000 Memcpy Classifiers: 0.616000 Memcpy Instances: 7.494000 Kernel 1: 0.023000 Kernel 2: 82.554001 Copyback: 0.020000 Sum: 0.037000 It 22,Best ac:0.000800 1.000000 fi:0.120818. Ave ac:0.001936,0.003991 Initialization: 6.256000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.997000 Kernel 1: 0.024000 Kernel 2: 84.592003 Copyback: 0.018000 Sum: 0.033000 It 23,Best ac:0.001333 1.000000 fi:0.128194. Ave ac:0.001740,0.002392 Initialization: 5.964000 Memcpy Classifiers: 0.680000 Memcpy Instances: 11.911000 Kernel 1: 0.026000 Kernel 2: 84.134003 Copyback: 0.016000 Sum: 0.026000 It 24,Best ac:0.001066 1.000000 fi:0.122327. Ave ac:0.001988,0.003170 Initialization: 7.456000 Memcpy Classifiers: 0.662000 Memcpy Instances: 9.997000 Kernel 1: 0.024000 Kernel 2: 83.194000 Copyback: 0.017000 Sum: 0.033000 It 25,Best ac:0.001066 1.000000 fi:0.131270. Ave ac:0.002027,0.002894 Initialization: 6.960000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.864000 Kernel 1: 0.032000 Kernel 2: 85.672997 Copyback: 0.017000 Sum: 0.031000 It 26,Best ac:0.000800 1.000000 fi:0.125061. Ave ac:0.001610,0.003163 Initialization: 6.453000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.380000 Kernel 1: 0.032000 Kernel 2: 81.889000 Copyback: 0.018000 Sum: 0.030000 It 27,Best ac:0.001066 1.000000 fi:0.129145. Ave ac:0.001990,0.003877 Initialization: 7.626000 Memcpy Classifiers: 0.474000 Memcpy Instances: 9.107000 Kernel 1: 0.023000 Kernel 2: 83.922997 Copyback: 0.017000 Sum: 0.031000 It 28,Best ac:0.001866 1.000000 fi:0.128694. Ave ac:0.001743,0.002755 Initialization: 5.822000 Memcpy Classifiers: 0.680000 Memcpy Instances: 10.725000 Kernel 1: 0.025000 Kernel 2: 81.452003 Copyback: 0.017000 Sum: 0.030000 It 29,Best ac:0.000800 1.000000 fi:0.123881. Ave ac:0.001731,0.002488 Initialization: 7.819000 Memcpy Classifiers: 0.397000 Memcpy Instances: 9.401000 Kernel 1: 0.023000 Kernel 2: 80.785004 Copyback: 0.017000 Sum: 0.026000 It 30,Best ac:0.000800 1.000000 fi:0.127144. Ave ac:0.001710,0.004498 Initialization: 7.999000 Memcpy Classifiers: 0.497000 Memcpy Instances: 7.460000 Kernel 1: 0.024000 Kernel 2: 85.174004 Copyback: 0.017000 Sum: 0.029000 It 31,Best ac:0.001066 1.000000 fi:0.123998. Ave ac:0.001703,0.002686 MDL Theory Length Weight: 0.7735295885 (10) Initialization: 6.531000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.496000 Kernel 1: 0.022000 Kernel 2: 81.114998 Copyback: 0.017000 Sum: 0.064000 It 32,Best ac:0.001333 1.000000 fi:0.125520. Ave ac:0.001650,0.002500 Initialization: 5.597000 Memcpy Classifiers: 0.457000 Memcpy Instances: 8.231000 Kernel 1: 0.023000 Kernel 2: 81.051003 Copyback: 0.017000 Sum: 0.031000 It 33,Best ac:0.000800 1.000000 fi:0.119333. Ave ac:0.001560,0.002054 Initialization: 33.644001 Memcpy Instances: 444.806000 Memcpy Classifiers: 0.083000 Kernel 1: 0.024000 Kernel 2: 570.203003 Copyback: 0.016000 Sum: 0.019000 Memcpy Classifiers: 0.082000 Kernel 1: 0.015000 Kernel 2: 550.435974 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.081000 Kernel 1: 0.013000 Kernel 2: 553.650024 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.081000 Kernel 1: 0.013000 Kernel 2: 553.978027 Copyback: 0.020000 Sum: 0.006000 Memcpy Classifiers: 0.082000 Kernel 1: 0.018000 Kernel 2: 568.062012 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.080000 Kernel 1: 0.014000 Kernel 2: 556.757019 Copyback: 0.016000 Sum: 0.004000 Memcpy Classifiers: 0.082000 Kernel 1: 0.017000 Kernel 2: 557.992981 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.108000 Kernel 1: 0.023000 Kernel 2: 561.260010 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.080000 Kernel 1: 0.012000 Kernel 2: 457.628998 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.000704 0.556962 fi:0.567490. Ave ac:0.001542,0.005678 Best acc 0.000704 0.556962 Initialization: 6.248000 Memcpy Classifiers: 0.530000 Memcpy Instances: 8.381000 Kernel 1: 0.025000 Kernel 2: 91.343002 Copyback: 0.016000 Sum: 0.040000 Initial population average accuracy1:0.004287 accuracy2:0.208230 Initialization: 7.502000 Memcpy Classifiers: 0.924000 Memcpy Instances: 10.864000 Kernel 1: 0.026000 Kernel 2: 90.315002 Copyback: 0.017000 Sum: 0.044000 It 0,Best ac:0.000800 1.000000 fi:0.099917. Ave ac:0.005361,0.009763 Initialization: 5.532000 Memcpy Classifiers: 0.469000 Memcpy Instances: 9.509000 Kernel 1: 0.023000 Kernel 2: 89.244003 Copyback: 0.369000 Sum: 0.040000 It 1,Best ac:0.001333 1.000000 fi:0.099640. Ave ac:0.005420,0.009469 Initialization: 6.428000 Memcpy Classifiers: 0.488000 Memcpy Instances: 7.732000 Kernel 1: 0.023000 Kernel 2: 88.008003 Copyback: 0.017000 Sum: 0.031000 It 2,Best ac:0.000533 1.000000 fi:0.251344. Ave ac:0.004878,0.009499 Initialization: 7.605000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.478000 Kernel 1: 0.023000 Kernel 2: 86.313004 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.000800 1.000000 fi:0.099917. Ave ac:0.005157,0.008935 Initialization: 6.138000 Memcpy Classifiers: 0.457000 Memcpy Instances: 9.877000 Kernel 1: 0.025000 Kernel 2: 85.836998 Copyback: 0.018000 Sum: 0.032000 It 4,Best ac:0.000533 1.000000 fi:0.251344. Ave ac:0.004720,0.008697 Initialization: 6.387000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.527000 Kernel 1: 0.023000 Kernel 2: 86.253998 Copyback: 0.016000 Sum: 0.028000 It 5,Best ac:0.000533 1.000000 fi:0.250307. Ave ac:0.003838,0.007881 Initialization: 5.575000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.461000 Kernel 1: 0.024000 Kernel 2: 85.435997 Copyback: 0.017000 Sum: 0.029000 It 6,Best ac:0.000533 1.000000 fi:0.251344. Ave ac:0.004793,0.009060 Initialization: 5.522000 Memcpy Classifiers: 0.450000 Memcpy Instances: 9.773000 Kernel 1: 0.022000 Kernel 2: 84.873001 Copyback: 0.017000 Sum: 0.032000 It 7,Best ac:0.001333 1.000000 fi:0.099640. Ave ac:0.004597,0.008913 Initialization: 8.056000 Memcpy Classifiers: 0.702000 Memcpy Instances: 8.648000 Kernel 1: 0.024000 Kernel 2: 82.137001 Copyback: 0.017000 Sum: 0.029000 It 8,Best ac:0.001333 1.000000 fi:0.099640. Ave ac:0.004036,0.008228 Initialization: 5.961000 Memcpy Classifiers: 0.488000 Memcpy Instances: 7.485000 Kernel 1: 0.023000 Kernel 2: 84.021004 Copyback: 0.017000 Sum: 0.032000 It 9,Best ac:0.001066 1.000000 fi:0.099779. Ave ac:0.004495,0.008789 Iteration 10:MDL fitness activated Error 0.099779 TL 0.046254 MDL Theory Length Weight: 0.7190653095 (9) Initialization: 6.245000 Memcpy Classifiers: 0.451000 Memcpy Instances: 9.816000 Kernel 1: 0.024000 Kernel 2: 85.841003 Copyback: 0.017000 Sum: 0.031000 It 10,Best ac:0.000800 1.000000 fi:0.132821. Ave ac:0.002982,0.005370 Initialization: 5.900000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.470000 Kernel 1: 0.024000 Kernel 2: 84.594002 Copyback: 0.017000 Sum: 0.026000 It 11,Best ac:0.000533 1.000000 fi:0.276906. Ave ac:0.002814,0.006791 Initialization: 5.492000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.473000 Kernel 1: 0.022000 Kernel 2: 85.636002 Copyback: 0.016000 Sum: 0.029000 It 12,Best ac:0.000533 1.000000 fi:0.276200. Ave ac:0.003007,0.005341 Initialization: 7.150000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.465000 Kernel 1: 0.024000 Kernel 2: 86.487000 Copyback: 0.017000 Sum: 0.027000 It 13,Best ac:0.000800 1.000000 fi:0.124773. Ave ac:0.003112,0.005754 Initialization: 6.855000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.693000 Kernel 1: 0.032000 Kernel 2: 84.780998 Copyback: 0.019000 Sum: 0.036000 It 14,Best ac:0.000800 1.000000 fi:0.127572. Ave ac:0.002938,0.005477 Initialization: 6.197000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.505000 Kernel 1: 0.022000 Kernel 2: 84.475998 Copyback: 0.017000 Sum: 0.026000 It 15,Best ac:0.000800 1.000000 fi:0.120448. Ave ac:0.002636,0.003719 Initialization: 6.115000 Memcpy Classifiers: 0.744000 Memcpy Instances: 11.014000 Kernel 1: 0.024000 Kernel 2: 86.189003 Copyback: 0.017000 Sum: 0.027000 It 16,Best ac:0.000800 1.000000 fi:0.125433. Ave ac:0.003214,0.005574 Initialization: 5.455000 Memcpy Classifiers: 0.432000 Memcpy Instances: 7.514000 Kernel 1: 0.024000 Kernel 2: 84.483002 Copyback: 0.017000 Sum: 0.025000 It 17,Best ac:0.002133 1.000000 fi:0.122586. Ave ac:0.002284,0.003845 Initialization: 5.537000 Memcpy Classifiers: 0.415000 Memcpy Instances: 10.447000 Kernel 1: 0.027000 Kernel 2: 82.421997 Copyback: 0.016000 Sum: 0.026000 It 18,Best ac:0.001066 1.000000 fi:0.125046. Ave ac:0.002399,0.003861 Initialization: 5.487000 Memcpy Classifiers: 0.461000 Memcpy Instances: 7.464000 Kernel 1: 0.024000 Kernel 2: 82.041000 Copyback: 0.017000 Sum: 0.027000 It 19,Best ac:0.000800 1.000000 fi:0.126659. Ave ac:0.002038,0.003044 Initialization: 7.006000 Memcpy Classifiers: 0.744000 Memcpy Instances: 9.899000 Kernel 1: 0.032000 Kernel 2: 83.609001 Copyback: 0.017000 Sum: 0.036000 It 20,Best ac:0.000800 1.000000 fi:0.123149. Ave ac:0.002336,0.004185 Initialization: 5.479000 Memcpy Classifiers: 0.508000 Memcpy Instances: 7.473000 Kernel 1: 0.022000 Kernel 2: 82.425003 Copyback: 0.017000 Sum: 0.027000 It 21,Best ac:0.000800 1.000000 fi:0.125185. Ave ac:0.002253,0.003421 Initialization: 6.059000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.468000 Kernel 1: 0.024000 Kernel 2: 82.033997 Copyback: 0.017000 Sum: 0.028000 It 22,Best ac:0.002132 0.888889 fi:0.238558. Ave ac:0.001900,0.003051 Initialization: 5.511000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.451000 Kernel 1: 0.024000 Kernel 2: 81.460999 Copyback: 0.019000 Sum: 0.029000 It 23,Best ac:0.000800 1.000000 fi:0.129948. Ave ac:0.002352,0.004629 Initialization: 5.500000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.458000 Kernel 1: 0.024000 Kernel 2: 84.194000 Copyback: 0.020000 Sum: 0.042000 It 24,Best ac:0.001066 1.000000 fi:0.126163. Ave ac:0.002463,0.003435 MDL Theory Length Weight: 0.6471587786 (10) Initialization: 5.502000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.477000 Kernel 1: 0.023000 Kernel 2: 80.728996 Copyback: 0.017000 Sum: 0.029000 It 25,Best ac:0.001066 1.000000 fi:0.121944. Ave ac:0.002034,0.002683 Initialization: 6.433000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.463000 Kernel 1: 0.024000 Kernel 2: 81.053001 Copyback: 0.017000 Sum: 0.029000 It 26,Best ac:0.000800 1.000000 fi:0.119929. Ave ac:0.002141,0.003478 Initialization: 5.475000 Memcpy Classifiers: 0.449000 Memcpy Instances: 9.715000 Kernel 1: 0.032000 Kernel 2: 83.300003 Copyback: 0.017000 Sum: 0.033000 It 27,Best ac:0.001333 1.000000 fi:0.123299. Ave ac:0.001970,0.002738 Initialization: 5.470000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.492000 Kernel 1: 0.022000 Kernel 2: 79.946999 Copyback: 0.017000 Sum: 0.034000 It 28,Best ac:0.000800 1.000000 fi:0.125346. Ave ac:0.001131,0.001612 Initialization: 6.274000 Memcpy Classifiers: 0.445000 Memcpy Instances: 10.490000 Kernel 1: 0.023000 Kernel 2: 83.786003 Copyback: 0.017000 Sum: 0.028000 It 29,Best ac:0.001066 1.000000 fi:0.117373. Ave ac:0.001712,0.001944 Initialization: 6.951000 Memcpy Classifiers: 0.566000 Memcpy Instances: 8.288000 Kernel 1: 0.032000 Kernel 2: 81.098999 Copyback: 0.017000 Sum: 0.033000 It 30,Best ac:0.001066 1.000000 fi:0.121230. Ave ac:0.001550,0.001917 Initialization: 5.488000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.477000 Kernel 1: 0.023000 Kernel 2: 81.324997 Copyback: 0.017000 Sum: 0.033000 It 31,Best ac:0.000800 1.000000 fi:0.119280. Ave ac:0.001262,0.001584 Initialization: 5.699000 Memcpy Classifiers: 0.440000 Memcpy Instances: 7.704000 Kernel 1: 0.022000 Kernel 2: 86.025002 Copyback: 0.017000 Sum: 0.031000 It 32,Best ac:0.001066 1.000000 fi:0.122519. Ave ac:0.001711,0.002058 Initialization: 6.409000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.519000 Kernel 1: 0.024000 Kernel 2: 82.211998 Copyback: 0.017000 Sum: 0.029000 It 33,Best ac:0.000800 1.000000 fi:0.125957. Ave ac:0.001646,0.002684 Initialization: 36.667999 Memcpy Instances: 401.567993 Memcpy Classifiers: 0.099000 Kernel 1: 0.024000 Kernel 2: 575.377991 Copyback: 0.017000 Sum: 0.015000 Memcpy Classifiers: 0.099000 Kernel 1: 0.016000 Kernel 2: 552.549988 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.097000 Kernel 1: 0.015000 Kernel 2: 577.796997 Copyback: 0.017000 Sum: 0.004000 Memcpy Classifiers: 0.118000 Kernel 1: 0.019000 Kernel 2: 570.940002 Copyback: 0.019000 Sum: 0.004000 Memcpy Classifiers: 0.141000 Kernel 1: 0.024000 Kernel 2: 560.565002 Copyback: 0.367000 Sum: 0.002000 Memcpy Classifiers: 0.118000 Kernel 1: 0.017000 Kernel 2: 565.997986 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.096000 Kernel 1: 0.013000 Kernel 2: 589.000000 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.138000 Kernel 1: 0.021000 Kernel 2: 552.309021 Copyback: 0.018000 Sum: 0.005000 Memcpy Classifiers: 0.087000 Kernel 1: 0.017000 Kernel 2: 489.588013 Copyback: 0.015000 Sum: 0.002000 It 34,Best ac:0.000725 0.583691 fi:0.541694. Ave ac:0.001785,0.005482 Best acc 0.000725 0.583691 Rule:Att PSSM_-3_7 is [-4.468290,-1.310487]|Att PSSM_-2_6 is [<5.966684]|Att PSSM_-2_7 is [<4.310877]|Att PSSM_-2_9 is [-6.862957,-1.137043]|Att PSSM_-1_2 is [<2.533072]|Att PSSM_-1_12 is [-6.214581,-1.785419]|Att PSSM_-1_13 is [-0.515939,8.515939]|Att PSSM_0_3 is [-5.285917,-2.550117]|Att PSSM_0_7 is [-6.567939,-1.432061]|Att PSSM_1_7 is [<-0.748492]|Att PSSM_2_9 is [<0.927040]|Att PSSM_2_12 is [-6.080325,3.384190]|Att PSSM_3_12 is [<-0.997656]|1 Accuracy : 0.792242 0 1 151337 12743 36005 34553 Removed 233 instances. 187342 Instances left. Acc of rule 0.000725-0.583691 Initialization: 5.464000 Memcpy Classifiers: 0.504000 Memcpy Instances: 7.443000 Kernel 1: 0.024000 Kernel 2: 91.678001 Copyback: 0.017000 Sum: 0.026000 Initial population average accuracy1:0.004787 accuracy2:0.202832 Initialization: 5.505000 Memcpy Classifiers: 0.539000 Memcpy Instances: 7.477000 Kernel 1: 0.023000 Kernel 2: 90.019997 Copyback: 0.017000 Sum: 0.026000 It 0,Best ac:0.000800 1.000000 fi:0.099916. Ave ac:0.005321,0.011026 Initialization: 5.506000 Memcpy Classifiers: 0.467000 Memcpy Instances: 7.459000 Kernel 1: 0.024000 Kernel 2: 89.418999 Copyback: 0.017000 Sum: 0.029000 It 1,Best ac:0.000534 1.000000 fi:0.248225. Ave ac:0.004811,0.007402 Initialization: 5.464000 Memcpy Classifiers: 0.480000 Memcpy Instances: 7.458000 Kernel 1: 0.024000 Kernel 2: 89.767998 Copyback: 0.019000 Sum: 0.040000 It 2,Best ac:0.001068 1.000000 fi:0.099776. Ave ac:0.004702,0.008212 Initialization: 6.866000 Memcpy Classifiers: 0.452000 Memcpy Instances: 7.455000 Kernel 1: 0.023000 Kernel 2: 88.760002 Copyback: 0.017000 Sum: 0.028000 It 3,Best ac:0.000534 1.000000 fi:0.249268. Ave ac:0.004241,0.009240 Initialization: 5.488000 Memcpy Classifiers: 0.505000 Memcpy Instances: 9.799000 Kernel 1: 0.023000 Kernel 2: 87.041000 Copyback: 0.018000 Sum: 0.033000 It 4,Best ac:0.001334 1.000000 fi:0.099637. Ave ac:0.003763,0.006095 Initialization: 5.504000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.440000 Kernel 1: 0.024000 Kernel 2: 85.125999 Copyback: 0.019000 Sum: 0.038000 It 5,Best ac:0.000801 1.000000 fi:0.099916. Ave ac:0.003123,0.005928 Initialization: 5.766000 Memcpy Classifiers: 0.469000 Memcpy Instances: 10.538000 Kernel 1: 0.024000 Kernel 2: 84.580002 Copyback: 0.018000 Sum: 0.036000 It 6,Best ac:0.000801 1.000000 fi:0.099916. Ave ac:0.002841,0.007738 Initialization: 5.725000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.121000 Kernel 1: 0.023000 Kernel 2: 81.973999 Copyback: 0.018000 Sum: 0.038000 It 7,Best ac:0.001068 1.000000 fi:0.099776. Ave ac:0.002266,0.005160 Initialization: 5.662000 Memcpy Classifiers: 0.496000 Memcpy Instances: 9.347000 Kernel 1: 0.032000 Kernel 2: 83.349998 Copyback: 0.017000 Sum: 0.027000 It 8,Best ac:0.000801 1.000000 fi:0.099916. Ave ac:0.003156,0.006549 Initialization: 6.153000 Memcpy Classifiers: 0.467000 Memcpy Instances: 10.679000 Kernel 1: 0.026000 Kernel 2: 85.613998 Copyback: 0.017000 Sum: 0.033000 It 9,Best ac:0.000801 1.000000 fi:0.099916. Ave ac:0.002890,0.004825 Iteration 10:MDL fitness activated Error 0.099916 TL 0.040158 MDL Theory Length Weight: 0.8293571131 (6) Initialization: 5.466000 Memcpy Classifiers: 0.468000 Memcpy Instances: 9.363000 Kernel 1: 0.024000 Kernel 2: 87.528000 Copyback: 0.018000 Sum: 0.031000 It 10,Best ac:0.000801 1.000000 fi:0.129278. Ave ac:0.003013,0.006098 Initialization: 5.512000 Memcpy Classifiers: 0.488000 Memcpy Instances: 10.595000 Kernel 1: 0.023000 Kernel 2: 86.580002 Copyback: 0.018000 Sum: 0.037000 It 11,Best ac:0.001068 1.000000 fi:0.135542. Ave ac:0.002573,0.004888 Initialization: 6.896000 Memcpy Classifiers: 0.808000 Memcpy Instances: 8.940000 Kernel 1: 0.023000 Kernel 2: 87.168999 Copyback: 0.018000 Sum: 0.037000 It 12,Best ac:0.001068 1.000000 fi:0.131970. Ave ac:0.002674,0.006020 Initialization: 5.552000 Memcpy Classifiers: 0.487000 Memcpy Instances: 12.335000 Kernel 1: 0.026000 Kernel 2: 89.358002 Copyback: 0.016000 Sum: 0.025000 It 13,Best ac:0.000801 1.000000 fi:0.127656. Ave ac:0.002334,0.004123 Initialization: 7.600000 Memcpy Classifiers: 0.807000 Memcpy Instances: 10.164000 Kernel 1: 0.024000 Kernel 2: 90.078003 Copyback: 0.017000 Sum: 0.032000 It 14,Best ac:0.000801 1.000000 fi:0.129812. Ave ac:0.002703,0.006795 Initialization: 6.000000 Memcpy Classifiers: 0.486000 Memcpy Instances: 11.568000 Kernel 1: 0.026000 Kernel 2: 90.952003 Copyback: 0.017000 Sum: 0.036000 It 15,Best ac:0.000801 1.000000 fi:0.129913. Ave ac:0.002017,0.004921 Initialization: 5.838000 Memcpy Classifiers: 0.490000 Memcpy Instances: 10.245000 Kernel 1: 0.024000 Kernel 2: 88.667000 Copyback: 0.018000 Sum: 0.031000 It 16,Best ac:0.000801 1.000000 fi:0.125528. Ave ac:0.002339,0.004216 Initialization: 6.243000 Memcpy Classifiers: 0.433000 Memcpy Instances: 10.100000 Kernel 1: 0.026000 Kernel 2: 90.820999 Copyback: 0.017000 Sum: 0.028000 It 17,Best ac:0.000801 1.000000 fi:0.121818. Ave ac:0.002246,0.004599 Initialization: 6.229000 Memcpy Classifiers: 0.745000 Memcpy Instances: 11.586000 Kernel 1: 0.024000 Kernel 2: 91.112999 Copyback: 0.017000 Sum: 0.029000 It 18,Best ac:0.000801 1.000000 fi:0.117703. Ave ac:0.001917,0.003218 Initialization: 5.446000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.466000 Kernel 1: 0.024000 Kernel 2: 87.650002 Copyback: 0.017000 Sum: 0.027000 It 19,Best ac:0.001067 1.000000 fi:0.117564. Ave ac:0.002127,0.003303 Initialization: 5.440000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.457000 Kernel 1: 0.024000 Kernel 2: 88.446999 Copyback: 0.017000 Sum: 0.028000 It 20,Best ac:0.001068 1.000000 fi:0.127628. Ave ac:0.001952,0.004029 Initialization: 5.485000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.456000 Kernel 1: 0.023000 Kernel 2: 88.017998 Copyback: 0.017000 Sum: 0.028000 It 21,Best ac:0.000801 1.000000 fi:0.134706. Ave ac:0.002204,0.004825 Initialization: 5.533000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.491000 Kernel 1: 0.022000 Kernel 2: 89.152000 Copyback: 0.017000 Sum: 0.041000 It 22,Best ac:0.000801 1.000000 fi:0.116650. Ave ac:0.002838,0.004936 Initialization: 5.556000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.451000 Kernel 1: 0.023000 Kernel 2: 90.517998 Copyback: 0.017000 Sum: 0.031000 It 23,Best ac:0.000801 1.000000 fi:0.127992. Ave ac:0.002526,0.003964 Initialization: 5.468000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.481000 Kernel 1: 0.023000 Kernel 2: 89.058998 Copyback: 0.017000 Sum: 0.026000 It 24,Best ac:0.001601 1.000000 fi:0.126035. Ave ac:0.002023,0.003328 Initialization: 5.483000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.481000 Kernel 1: 0.024000 Kernel 2: 85.499001 Copyback: 0.017000 Sum: 0.028000 It 25,Best ac:0.001868 1.000000 fi:0.124491. Ave ac:0.002333,0.003851 Initialization: 5.462000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.479000 Kernel 1: 0.023000 Kernel 2: 84.083000 Copyback: 0.016000 Sum: 0.026000 It 26,Best ac:0.000801 1.000000 fi:0.125046. Ave ac:0.001901,0.003818 Initialization: 5.430000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.476000 Kernel 1: 0.025000 Kernel 2: 82.306000 Copyback: 0.018000 Sum: 0.039000 It 27,Best ac:0.000801 1.000000 fi:0.121940. Ave ac:0.001593,0.002491 Initialization: 6.722000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.468000 Kernel 1: 0.023000 Kernel 2: 85.049004 Copyback: 0.017000 Sum: 0.029000 It 28,Best ac:0.000801 1.000000 fi:0.118449. Ave ac:0.002095,0.003568 Initialization: 5.439000 Memcpy Classifiers: 0.467000 Memcpy Instances: 7.482000 Kernel 1: 0.024000 Kernel 2: 82.425003 Copyback: 0.017000 Sum: 0.026000 It 29,Best ac:0.000801 1.000000 fi:0.119858. Ave ac:0.001795,0.003651 Initialization: 5.336000 Memcpy Classifiers: 0.414000 Memcpy Instances: 7.499000 Kernel 1: 0.024000 Kernel 2: 83.557999 Copyback: 0.019000 Sum: 0.033000 It 30,Best ac:0.001068 1.000000 fi:0.115880. Ave ac:0.002485,0.004040 Initialization: 6.922000 Memcpy Classifiers: 0.753000 Memcpy Instances: 7.494000 Kernel 1: 0.023000 Kernel 2: 83.767998 Copyback: 0.017000 Sum: 0.030000 It 31,Best ac:0.001068 1.000000 fi:0.121414. Ave ac:0.002030,0.005839 Initialization: 5.705000 Memcpy Classifiers: 0.398000 Memcpy Instances: 9.726000 Kernel 1: 0.024000 Kernel 2: 82.320000 Copyback: 0.018000 Sum: 0.035000 It 32,Best ac:0.000801 1.000000 fi:0.119588. Ave ac:0.002551,0.004950 Initialization: 5.524000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.562000 Kernel 1: 0.023000 Kernel 2: 81.947998 Copyback: 0.017000 Sum: 0.027000 It 33,Best ac:0.001068 1.000000 fi:0.115644. Ave ac:0.002535,0.006154 Initialization: 28.913000 Memcpy Instances: 388.731995 Memcpy Classifiers: 0.088000 Kernel 1: 0.024000 Kernel 2: 572.564026 Copyback: 0.015000 Sum: 0.018000 Memcpy Classifiers: 0.082000 Kernel 1: 0.012000 Kernel 2: 553.723999 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.082000 Kernel 1: 0.012000 Kernel 2: 549.705017 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.080000 Kernel 1: 0.013000 Kernel 2: 559.635986 Copyback: 0.016000 Sum: 0.004000 Memcpy Classifiers: 0.081000 Kernel 1: 0.015000 Kernel 2: 561.599976 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.081000 Kernel 1: 0.012000 Kernel 2: 554.776978 Copyback: 0.369000 Sum: 0.002000 Memcpy Classifiers: 0.085000 Kernel 1: 0.013000 Kernel 2: 549.742004 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.080000 Kernel 1: 0.013000 Kernel 2: 533.705994 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.083000 Kernel 1: 0.012000 Kernel 2: 468.562012 Copyback: 0.014000 Sum: 0.002000 It 34,Best ac:0.000811 0.556777 fi:0.568267. Ave ac:0.002401,0.008661 Best acc 0.000811 0.556777 Initialization: 5.537000 Memcpy Classifiers: 0.539000 Memcpy Instances: 8.947000 Kernel 1: 0.025000 Kernel 2: 91.587997 Copyback: 0.017000 Sum: 0.040000 Initial population average accuracy1:0.005253 accuracy2:0.187332 Initialization: 5.419000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.542000 Kernel 1: 0.032000 Kernel 2: 91.417000 Copyback: 0.018000 Sum: 0.060000 It 0,Best ac:0.001334 0.714286 fi:0.385351. Ave ac:0.005393,0.011018 Initialization: 5.440000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.451000 Kernel 1: 0.024000 Kernel 2: 92.859001 Copyback: 0.016000 Sum: 0.027000 It 1,Best ac:0.001601 0.857143 fi:0.242355. Ave ac:0.005219,0.010075 Initialization: 5.464000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.483000 Kernel 1: 0.023000 Kernel 2: 89.681999 Copyback: 0.016000 Sum: 0.029000 It 2,Best ac:0.001068 0.800000 fi:0.299776. Ave ac:0.003470,0.006252 Initialization: 5.495000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.448000 Kernel 1: 0.023000 Kernel 2: 88.442001 Copyback: 0.017000 Sum: 0.029000 It 3,Best ac:0.000801 1.000000 fi:0.099916. Ave ac:0.003655,0.006054 Initialization: 5.486000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.450000 Kernel 1: 0.024000 Kernel 2: 86.487999 Copyback: 0.017000 Sum: 0.034000 It 4,Best ac:0.001068 1.000000 fi:0.099776. Ave ac:0.003302,0.005109 Initialization: 5.444000 Memcpy Classifiers: 0.483000 Memcpy Instances: 7.453000 Kernel 1: 0.023000 Kernel 2: 86.317001 Copyback: 0.017000 Sum: 0.027000 It 5,Best ac:0.000801 1.000000 fi:0.099916. Ave ac:0.003617,0.005897 Initialization: 5.416000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.461000 Kernel 1: 0.023000 Kernel 2: 84.667000 Copyback: 0.017000 Sum: 0.034000 It 6,Best ac:0.000801 1.000000 fi:0.099916. Ave ac:0.004003,0.006644 Initialization: 5.435000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.452000 Kernel 1: 0.023000 Kernel 2: 85.333000 Copyback: 0.017000 Sum: 0.030000 It 7,Best ac:0.000801 1.000000 fi:0.099916. Ave ac:0.002468,0.004979 Initialization: 5.554000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.446000 Kernel 1: 0.023000 Kernel 2: 85.019997 Copyback: 0.018000 Sum: 0.039000 It 8,Best ac:0.001334 1.000000 fi:0.099637. Ave ac:0.002120,0.003302 Initialization: 5.576000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.434000 Kernel 1: 0.032000 Kernel 2: 87.117996 Copyback: 0.018000 Sum: 0.043000 It 9,Best ac:0.001068 1.000000 fi:0.099776. Ave ac:0.002549,0.004408 Iteration 10:MDL fitness activated Error 0.099776 TL 0.037289 MDL Theory Length Weight: 0.8919162950 (2) Initialization: 5.485000 Memcpy Classifiers: 0.450000 Memcpy Instances: 9.934000 Kernel 1: 0.024000 Kernel 2: 85.578003 Copyback: 0.017000 Sum: 0.030000 It 10,Best ac:0.000801 1.000000 fi:0.135249. Ave ac:0.002219,0.004270 Initialization: 5.542000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.454000 Kernel 1: 0.023000 Kernel 2: 87.268997 Copyback: 0.017000 Sum: 0.026000 It 11,Best ac:0.000801 1.000000 fi:0.122803. Ave ac:0.002817,0.005225 Initialization: 5.540000 Memcpy Classifiers: 0.433000 Memcpy Instances: 10.156000 Kernel 1: 0.023000 Kernel 2: 88.606003 Copyback: 0.017000 Sum: 0.030000 It 12,Best ac:0.001068 1.000000 fi:0.120406. Ave ac:0.002958,0.005962 Initialization: 5.490000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.494000 Kernel 1: 0.023000 Kernel 2: 85.578003 Copyback: 0.017000 Sum: 0.027000 It 13,Best ac:0.001068 1.000000 fi:0.143636. Ave ac:0.003367,0.005051 Initialization: 5.467000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.460000 Kernel 1: 0.024000 Kernel 2: 85.674004 Copyback: 0.017000 Sum: 0.026000 It 14,Best ac:0.000801 1.000000 fi:0.127934. Ave ac:0.003179,0.005208 Initialization: 5.427000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.496000 Kernel 1: 0.023000 Kernel 2: 85.322998 Copyback: 0.017000 Sum: 0.033000 It 15,Best ac:0.001868 0.875000 fi:0.245829. Ave ac:0.003738,0.005837 Initialization: 5.418000 Memcpy Classifiers: 0.466000 Memcpy Instances: 7.453000 Kernel 1: 0.024000 Kernel 2: 87.473000 Copyback: 0.017000 Sum: 0.028000 It 16,Best ac:0.001068 1.000000 fi:0.126970. Ave ac:0.003137,0.005681 Initialization: 5.405000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.472000 Kernel 1: 0.024000 Kernel 2: 83.682999 Copyback: 0.017000 Sum: 0.025000 It 17,Best ac:0.001068 1.000000 fi:0.127905. Ave ac:0.003505,0.005236 Initialization: 5.509000 Memcpy Classifiers: 0.432000 Memcpy Instances: 7.439000 Kernel 1: 0.024000 Kernel 2: 86.351997 Copyback: 0.017000 Sum: 0.025000 It 18,Best ac:0.000801 1.000000 fi:0.128131. Ave ac:0.002590,0.004770 Initialization: 5.479000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.446000 Kernel 1: 0.024000 Kernel 2: 82.835999 Copyback: 0.017000 Sum: 0.027000 It 19,Best ac:0.001068 1.000000 fi:0.123099. Ave ac:0.002405,0.004167 Initialization: 5.431000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.475000 Kernel 1: 0.025000 Kernel 2: 86.214996 Copyback: 0.017000 Sum: 0.025000 It 20,Best ac:0.000801 1.000000 fi:0.121790. Ave ac:0.003033,0.006908 Initialization: 5.431000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.467000 Kernel 1: 0.024000 Kernel 2: 84.769997 Copyback: 0.017000 Sum: 0.027000 It 21,Best ac:0.001068 1.000000 fi:0.125629. Ave ac:0.003263,0.005022 MDL Theory Length Weight: 0.8027246655 (10) Initialization: 5.416000 Memcpy Classifiers: 0.432000 Memcpy Instances: 7.493000 Kernel 1: 0.023000 Kernel 2: 88.838997 Copyback: 0.017000 Sum: 0.034000 It 22,Best ac:0.000801 1.000000 fi:0.121203. Ave ac:0.002129,0.003330 Initialization: 5.487000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.481000 Kernel 1: 0.023000 Kernel 2: 85.804001 Copyback: 0.017000 Sum: 0.030000 It 23,Best ac:0.001068 1.000000 fi:0.118518. Ave ac:0.001958,0.002931 Initialization: 5.737000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.464000 Kernel 1: 0.024000 Kernel 2: 88.393997 Copyback: 0.018000 Sum: 0.028000 It 24,Best ac:0.000801 1.000000 fi:0.131818. Ave ac:0.002274,0.004153 Initialization: 7.252000 Memcpy Classifiers: 0.578000 Memcpy Instances: 7.464000 Kernel 1: 0.023000 Kernel 2: 86.698997 Copyback: 0.017000 Sum: 0.030000 It 25,Best ac:0.000800 1.000000 fi:0.121327. Ave ac:0.002406,0.005510 Initialization: 5.609000 Memcpy Classifiers: 0.408000 Memcpy Instances: 10.162000 Kernel 1: 0.023000 Kernel 2: 87.809998 Copyback: 0.016000 Sum: 0.027000 It 26,Best ac:0.001068 1.000000 fi:0.120919. Ave ac:0.002141,0.003549 Initialization: 5.483000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.649000 Kernel 1: 0.023000 Kernel 2: 88.651001 Copyback: 0.017000 Sum: 0.023000 It 27,Best ac:0.001067 1.000000 fi:0.114935. Ave ac:0.002746,0.004930 Initialization: 5.453000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.520000 Kernel 1: 0.023000 Kernel 2: 88.412003 Copyback: 0.017000 Sum: 0.029000 It 28,Best ac:0.000801 1.000000 fi:0.122024. Ave ac:0.001765,0.002632 Initialization: 5.431000 Memcpy Classifiers: 0.467000 Memcpy Instances: 7.461000 Kernel 1: 0.024000 Kernel 2: 87.641998 Copyback: 0.017000 Sum: 0.031000 It 29,Best ac:0.002402 1.000000 fi:0.118034. Ave ac:0.001805,0.002980 Initialization: 5.438000 Memcpy Classifiers: 0.467000 Memcpy Instances: 7.472000 Kernel 1: 0.024000 Kernel 2: 87.845001 Copyback: 0.017000 Sum: 0.032000 It 30,Best ac:0.000801 1.000000 fi:0.118996. Ave ac:0.002005,0.003613 Initialization: 5.431000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.455000 Kernel 1: 0.024000 Kernel 2: 87.175003 Copyback: 0.017000 Sum: 0.028000 It 31,Best ac:0.001068 1.000000 fi:0.121705. Ave ac:0.002551,0.004756 Initialization: 5.544000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.445000 Kernel 1: 0.023000 Kernel 2: 85.339996 Copyback: 0.017000 Sum: 0.028000 It 32,Best ac:0.000801 1.000000 fi:0.118007. Ave ac:0.002595,0.005310 Initialization: 5.463000 Memcpy Classifiers: 0.427000 Memcpy Instances: 7.476000 Kernel 1: 0.024000 Kernel 2: 84.656998 Copyback: 0.017000 Sum: 0.025000 It 33,Best ac:0.001067 1.000000 fi:0.129312. Ave ac:0.002376,0.004796 Initialization: 28.983999 Memcpy Instances: 378.743988 Memcpy Classifiers: 0.093000 Kernel 1: 0.027000 Kernel 2: 564.015015 Copyback: 0.016000 Sum: 0.020000 Memcpy Classifiers: 0.113000 Kernel 1: 0.019000 Kernel 2: 561.473022 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.089000 Kernel 1: 0.012000 Kernel 2: 562.051025 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.126000 Kernel 1: 0.021000 Kernel 2: 570.781006 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.089000 Kernel 1: 0.013000 Kernel 2: 566.991028 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.089000 Kernel 1: 0.012000 Kernel 2: 564.796997 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.089000 Kernel 1: 0.013000 Kernel 2: 563.588989 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.089000 Kernel 1: 0.012000 Kernel 2: 550.448975 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.084000 Kernel 1: 0.012000 Kernel 2: 469.468994 Copyback: 0.014000 Sum: 0.002000 It 34,Best ac:0.001308 0.571096 fi:0.547510. Ave ac:0.002189,0.007239 Best acc 0.001308 0.571096 Rule:Att PSSM_-3_19 is [<7.001983]|Att PSSM_-2_18 is [<7.022484]|Att PSSM_-1_3 is [-6.951599,-1.931736]|Att PSSM_0_7 is [<-4.089454]|Att PSSM_0_14 is [<4.060974]|Att PSSM_1_17 is [-5.260859,3.485161]|Att PSSM_1_18 is [<3.868416]|Att PSSM_1_20 is [-2.504000,5.689710]|Att PSSM_2_14 is [-6.291072,8.862194]|Att PSSM_4_6 is [-5.315623,-0.684377]|1 Accuracy : 0.792502 0 1 151153 12927 35760 34798 Removed 429 instances. 186913 Instances left. Acc of rule 0.001308-0.571096 Initialization: 5.645000 Memcpy Classifiers: 0.556000 Memcpy Instances: 7.476000 Kernel 1: 0.026000 Kernel 2: 91.884003 Copyback: 0.017000 Sum: 0.039000 Initial population average accuracy1:0.005886 accuracy2:0.186993 Initialization: 5.560000 Memcpy Classifiers: 0.558000 Memcpy Instances: 7.453000 Kernel 1: 0.023000 Kernel 2: 94.190002 Copyback: 0.018000 Sum: 0.052000 It 0,Best ac:0.001070 0.800000 fi:0.299772. Ave ac:0.005934,0.009720 Initialization: 5.449000 Memcpy Classifiers: 0.504000 Memcpy Instances: 7.444000 Kernel 1: 0.024000 Kernel 2: 94.190002 Copyback: 0.017000 Sum: 0.026000 It 1,Best ac:0.000802 1.000000 fi:0.099913. Ave ac:0.005368,0.008266 Initialization: 5.492000 Memcpy Classifiers: 0.576000 Memcpy Instances: 7.456000 Kernel 1: 0.024000 Kernel 2: 93.084000 Copyback: 0.016000 Sum: 0.028000 It 2,Best ac:0.000803 1.000000 fi:0.099913. Ave ac:0.003827,0.005981 Initialization: 5.451000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.423000 Kernel 1: 0.024000 Kernel 2: 93.362000 Copyback: 0.016000 Sum: 0.029000 It 3,Best ac:0.000535 1.000000 fi:0.242968. Ave ac:0.003657,0.005445 Initialization: 5.565000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.444000 Kernel 1: 0.023000 Kernel 2: 92.415001 Copyback: 0.018000 Sum: 0.039000 It 4,Best ac:0.001070 1.000000 fi:0.099772. Ave ac:0.003374,0.005238 Initialization: 6.573000 Memcpy Classifiers: 0.807000 Memcpy Instances: 11.528000 Kernel 1: 0.024000 Kernel 2: 91.849998 Copyback: 0.018000 Sum: 0.031000 It 5,Best ac:0.001873 0.875000 fi:0.224351. Ave ac:0.003732,0.006905 Initialization: 5.508000 Memcpy Classifiers: 0.484000 Memcpy Instances: 7.436000 Kernel 1: 0.027000 Kernel 2: 89.961998 Copyback: 0.017000 Sum: 0.028000 It 6,Best ac:0.000802 1.000000 fi:0.099913. Ave ac:0.003394,0.005795 Initialization: 5.489000 Memcpy Classifiers: 0.504000 Memcpy Instances: 7.454000 Kernel 1: 0.023000 Kernel 2: 90.973000 Copyback: 0.016000 Sum: 0.031000 It 7,Best ac:0.001070 1.000000 fi:0.099772. Ave ac:0.002728,0.005254 Initialization: 5.651000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.447000 Kernel 1: 0.023000 Kernel 2: 91.282997 Copyback: 0.016000 Sum: 0.029000 It 8,Best ac:0.001605 1.000000 fi:0.099492. Ave ac:0.003688,0.007086 Initialization: 7.492000 Memcpy Classifiers: 0.481000 Memcpy Instances: 10.735000 Kernel 1: 0.023000 Kernel 2: 91.546997 Copyback: 0.017000 Sum: 0.027000 It 9,Best ac:0.001338 1.000000 fi:0.099632. Ave ac:0.003393,0.006313 Iteration 10:MDL fitness activated Error 0.099632 TL 0.049552 MDL Theory Length Weight: 0.6702155917 (2) Initialization: 6.442000 Memcpy Classifiers: 0.664000 Memcpy Instances: 8.509000 Kernel 1: 0.024000 Kernel 2: 92.211998 Copyback: 0.016000 Sum: 0.027000 It 10,Best ac:0.000803 1.000000 fi:0.125583. Ave ac:0.002502,0.005059 Initialization: 7.232000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.435000 Kernel 1: 0.024000 Kernel 2: 92.336998 Copyback: 0.016000 Sum: 0.028000 It 11,Best ac:0.001070 1.000000 fi:0.122936. Ave ac:0.002545,0.005197 Initialization: 7.039000 Memcpy Classifiers: 0.872000 Memcpy Instances: 10.263000 Kernel 1: 0.023000 Kernel 2: 89.901001 Copyback: 0.017000 Sum: 0.035000 It 12,Best ac:0.000535 1.000000 fi:0.267171. Ave ac:0.002983,0.007609 Initialization: 6.828000 Memcpy Classifiers: 0.934000 Memcpy Instances: 11.437000 Kernel 1: 0.033000 Kernel 2: 88.362999 Copyback: 0.017000 Sum: 0.032000 It 13,Best ac:0.001070 1.000000 fi:0.128715. Ave ac:0.003601,0.007767 Initialization: 5.771000 Memcpy Classifiers: 0.807000 Memcpy Instances: 11.135000 Kernel 1: 0.025000 Kernel 2: 89.999001 Copyback: 0.019000 Sum: 0.031000 It 14,Best ac:0.000803 1.000000 fi:0.122031. Ave ac:0.002750,0.006242 Initialization: 5.528000 Memcpy Classifiers: 0.468000 Memcpy Instances: 10.367000 Kernel 1: 0.024000 Kernel 2: 89.063004 Copyback: 0.017000 Sum: 0.030000 It 15,Best ac:0.000803 1.000000 fi:0.120251. Ave ac:0.003491,0.009067 Initialization: 5.457000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.280000 Kernel 1: 0.023000 Kernel 2: 89.539001 Copyback: 0.018000 Sum: 0.035000 It 16,Best ac:0.001070 1.000000 fi:0.119794. Ave ac:0.003063,0.005639 Initialization: 5.461000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.480000 Kernel 1: 0.024000 Kernel 2: 88.780998 Copyback: 0.017000 Sum: 0.026000 It 17,Best ac:0.000802 1.000000 fi:0.127039. Ave ac:0.002290,0.004858 Initialization: 5.471000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.500000 Kernel 1: 0.024000 Kernel 2: 89.445000 Copyback: 0.017000 Sum: 0.031000 It 18,Best ac:0.000803 1.000000 fi:0.123889. Ave ac:0.003025,0.005585 Initialization: 5.427000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.451000 Kernel 1: 0.024000 Kernel 2: 90.745003 Copyback: 0.017000 Sum: 0.029000 It 19,Best ac:0.001070 1.000000 fi:0.121621. Ave ac:0.003051,0.005291 Initialization: 5.465000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.435000 Kernel 1: 0.025000 Kernel 2: 87.081001 Copyback: 0.017000 Sum: 0.029000 It 20,Best ac:0.001070 1.000000 fi:0.119794. Ave ac:0.001905,0.002461 Initialization: 5.519000 Memcpy Classifiers: 0.498000 Memcpy Instances: 7.443000 Kernel 1: 0.024000 Kernel 2: 89.300003 Copyback: 0.017000 Sum: 0.028000 It 21,Best ac:0.000802 1.000000 fi:0.122707. Ave ac:0.002215,0.003551 Initialization: 5.479000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.434000 Kernel 1: 0.024000 Kernel 2: 87.934998 Copyback: 0.016000 Sum: 0.029000 It 22,Best ac:0.000535 1.000000 fi:0.264346. Ave ac:0.002726,0.004574 Initialization: 5.437000 Memcpy Classifiers: 0.449000 Memcpy Instances: 7.461000 Kernel 1: 0.024000 Kernel 2: 87.353996 Copyback: 0.017000 Sum: 0.030000 It 23,Best ac:0.000803 1.000000 fi:0.120003. Ave ac:0.002773,0.005896 Initialization: 5.432000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.430000 Kernel 1: 0.024000 Kernel 2: 86.820000 Copyback: 0.017000 Sum: 0.029000 It 24,Best ac:0.000803 1.000000 fi:0.114022. Ave ac:0.002697,0.003422 Initialization: 5.407000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.449000 Kernel 1: 0.025000 Kernel 2: 80.614998 Copyback: 0.018000 Sum: 0.039000 It 25,Best ac:0.000803 1.000000 fi:0.115461. Ave ac:0.001784,0.002339 Initialization: 5.501000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.436000 Kernel 1: 0.024000 Kernel 2: 81.987000 Copyback: 0.017000 Sum: 0.042000 It 26,Best ac:0.001070 1.000000 fi:0.119521. Ave ac:0.002216,0.003754 Initialization: 5.442000 Memcpy Classifiers: 0.432000 Memcpy Instances: 7.451000 Kernel 1: 0.024000 Kernel 2: 82.260002 Copyback: 0.017000 Sum: 0.032000 It 27,Best ac:0.001605 1.000000 fi:0.114781. Ave ac:0.002482,0.003547 Initialization: 5.453000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.447000 Kernel 1: 0.024000 Kernel 2: 79.035004 Copyback: 0.016000 Sum: 0.028000 It 28,Best ac:0.000802 1.000000 fi:0.124826. Ave ac:0.002151,0.004413 Initialization: 7.154000 Memcpy Classifiers: 0.471000 Memcpy Instances: 7.442000 Kernel 1: 0.023000 Kernel 2: 79.166000 Copyback: 0.017000 Sum: 0.024000 It 29,Best ac:0.001070 1.000000 fi:0.132983. Ave ac:0.002735,0.005502 Initialization: 5.401000 Memcpy Classifiers: 0.432000 Memcpy Instances: 7.459000 Kernel 1: 0.024000 Kernel 2: 82.295998 Copyback: 0.017000 Sum: 0.027000 It 30,Best ac:0.000803 1.000000 fi:0.116044. Ave ac:0.002388,0.005137 Initialization: 5.516000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.433000 Kernel 1: 0.023000 Kernel 2: 80.583000 Copyback: 0.017000 Sum: 0.033000 It 31,Best ac:0.000803 1.000000 fi:0.109690. Ave ac:0.001627,0.002294 Initialization: 5.505000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.424000 Kernel 1: 0.024000 Kernel 2: 78.916000 Copyback: 0.017000 Sum: 0.031000 It 32,Best ac:0.000803 1.000000 fi:0.115461. Ave ac:0.002080,0.003838 Initialization: 5.497000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.438000 Kernel 1: 0.024000 Kernel 2: 76.440002 Copyback: 0.017000 Sum: 0.031000 It 33,Best ac:0.001338 1.000000 fi:0.122158. Ave ac:0.002489,0.004590 Initialization: 29.459999 Memcpy Instances: 378.638000 Memcpy Classifiers: 0.092000 Kernel 1: 0.028000 Kernel 2: 553.520996 Copyback: 0.369000 Sum: 0.016000 Memcpy Classifiers: 0.090000 Kernel 1: 0.015000 Kernel 2: 542.609985 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.088000 Kernel 1: 0.014000 Kernel 2: 541.690979 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.088000 Kernel 1: 0.013000 Kernel 2: 535.796997 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.089000 Kernel 1: 0.013000 Kernel 2: 528.140991 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.126000 Kernel 1: 0.022000 Kernel 2: 532.960999 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.089000 Kernel 1: 0.013000 Kernel 2: 516.317017 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.089000 Kernel 1: 0.013000 Kernel 2: 534.734985 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.076000 Kernel 1: 0.013000 Kernel 2: 388.217987 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.000653 0.521368 fi:0.602828. Ave ac:0.002663,0.008275 Best acc 0.000653 0.521368 Initialization: 5.503000 Memcpy Classifiers: 0.540000 Memcpy Instances: 7.433000 Kernel 1: 0.026000 Kernel 2: 91.639000 Copyback: 0.017000 Sum: 0.038000 Initial population average accuracy1:0.004611 accuracy2:0.185528 Initialization: 5.461000 Memcpy Classifiers: 0.523000 Memcpy Instances: 7.451000 Kernel 1: 0.024000 Kernel 2: 90.874001 Copyback: 0.016000 Sum: 0.043000 It 0,Best ac:0.000803 1.000000 fi:0.099913. Ave ac:0.005598,0.009477 Initialization: 5.385000 Memcpy Classifiers: 0.507000 Memcpy Instances: 7.446000 Kernel 1: 0.024000 Kernel 2: 88.653000 Copyback: 0.017000 Sum: 0.029000 It 1,Best ac:0.000803 0.750000 fi:0.349913. Ave ac:0.004766,0.008421 Initialization: 5.423000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.457000 Kernel 1: 0.025000 Kernel 2: 87.012001 Copyback: 0.016000 Sum: 0.029000 It 2,Best ac:0.001605 0.857143 fi:0.242350. Ave ac:0.004193,0.008084 Initialization: 5.448000 Memcpy Classifiers: 0.485000 Memcpy Instances: 7.477000 Kernel 1: 0.023000 Kernel 2: 86.210999 Copyback: 0.017000 Sum: 0.030000 It 3,Best ac:0.000802 1.000000 fi:0.099913. Ave ac:0.004563,0.008017 Initialization: 5.469000 Memcpy Classifiers: 0.486000 Memcpy Instances: 7.436000 Kernel 1: 0.024000 Kernel 2: 85.219002 Copyback: 0.017000 Sum: 0.038000 It 4,Best ac:0.001070 1.000000 fi:0.099772. Ave ac:0.005100,0.007860 Initialization: 5.418000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.432000 Kernel 1: 0.024000 Kernel 2: 85.569000 Copyback: 0.017000 Sum: 0.026000 It 5,Best ac:0.000535 1.000000 fi:0.244025. Ave ac:0.003545,0.006561 Initialization: 5.494000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.425000 Kernel 1: 0.025000 Kernel 2: 85.088997 Copyback: 0.018000 Sum: 0.037000 It 6,Best ac:0.001337 1.000000 fi:0.099633. Ave ac:0.003723,0.007166 Initialization: 5.529000 Memcpy Classifiers: 0.488000 Memcpy Instances: 7.432000 Kernel 1: 0.024000 Kernel 2: 82.653000 Copyback: 0.017000 Sum: 0.030000 It 7,Best ac:0.000803 1.000000 fi:0.099913. Ave ac:0.003510,0.006288 Initialization: 5.442000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.440000 Kernel 1: 0.024000 Kernel 2: 82.364998 Copyback: 0.017000 Sum: 0.028000 It 8,Best ac:0.000803 1.000000 fi:0.099913. Ave ac:0.003512,0.006834 Initialization: 5.450000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.819000 Kernel 1: 0.025000 Kernel 2: 82.213997 Copyback: 0.016000 Sum: 0.030000 It 9,Best ac:0.000803 1.000000 fi:0.099913. Ave ac:0.003495,0.006452 Iteration 10:MDL fitness activated Error 0.099913 TL 0.035881 MDL Theory Length Weight: 0.9281856570 (4) Initialization: 5.391000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.445000 Kernel 1: 0.024000 Kernel 2: 79.112000 Copyback: 0.017000 Sum: 0.026000 It 10,Best ac:0.001338 1.000000 fi:0.131070. Ave ac:0.002666,0.004761 Initialization: 5.458000 Memcpy Classifiers: 0.432000 Memcpy Instances: 7.454000 Kernel 1: 0.024000 Kernel 2: 80.917000 Copyback: 0.017000 Sum: 0.031000 It 11,Best ac:0.000803 1.000000 fi:0.128868. Ave ac:0.003370,0.009699 Initialization: 5.523000 Memcpy Classifiers: 0.432000 Memcpy Instances: 7.473000 Kernel 1: 0.022000 Kernel 2: 78.878998 Copyback: 0.017000 Sum: 0.028000 It 12,Best ac:0.000803 1.000000 fi:0.122756. Ave ac:0.002651,0.005613 Initialization: 5.427000 Memcpy Classifiers: 0.432000 Memcpy Instances: 7.422000 Kernel 1: 0.024000 Kernel 2: 79.413002 Copyback: 0.371000 Sum: 0.032000 It 13,Best ac:0.000803 1.000000 fi:0.130948. Ave ac:0.002641,0.004784 Initialization: 5.456000 Memcpy Classifiers: 0.449000 Memcpy Instances: 7.489000 Kernel 1: 0.025000 Kernel 2: 77.151001 Copyback: 0.198000 Sum: 0.031000 It 14,Best ac:0.000802 1.000000 fi:0.122363. Ave ac:0.002424,0.004782 Initialization: 5.502000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.447000 Kernel 1: 0.025000 Kernel 2: 74.391998 Copyback: 0.017000 Sum: 0.029000 It 15,Best ac:0.001070 1.000000 fi:0.128110. Ave ac:0.002528,0.007690 Initialization: 5.450000 Memcpy Classifiers: 0.416000 Memcpy Instances: 11.107000 Kernel 1: 0.028000 Kernel 2: 73.236000 Copyback: 0.017000 Sum: 0.028000 It 16,Best ac:0.000803 1.000000 fi:0.121966. Ave ac:0.002327,0.004684 Initialization: 5.421000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.445000 Kernel 1: 0.024000 Kernel 2: 72.505997 Copyback: 0.017000 Sum: 0.026000 It 17,Best ac:0.000803 1.000000 fi:0.129097. Ave ac:0.002835,0.004956 Initialization: 5.454000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.460000 Kernel 1: 0.024000 Kernel 2: 71.036003 Copyback: 0.017000 Sum: 0.026000 It 18,Best ac:0.001605 1.000000 fi:0.122605. Ave ac:0.002177,0.004176 Initialization: 5.463000 Memcpy Classifiers: 0.426000 Memcpy Instances: 7.494000 Kernel 1: 0.023000 Kernel 2: 70.792999 Copyback: 0.017000 Sum: 0.035000 It 19,Best ac:0.001604 1.000000 fi:0.127773. Ave ac:0.002661,0.005221 Initialization: 5.444000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.433000 Kernel 1: 0.024000 Kernel 2: 72.000999 Copyback: 0.017000 Sum: 0.027000 It 20,Best ac:0.000535 1.000000 fi:0.275075. Ave ac:0.002586,0.005364 Initialization: 5.339000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.444000 Kernel 1: 0.025000 Kernel 2: 69.587997 Copyback: 0.017000 Sum: 0.031000 It 21,Best ac:0.000802 1.000000 fi:0.126662. Ave ac:0.002972,0.006167 Initialization: 5.459000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.435000 Kernel 1: 0.024000 Kernel 2: 68.314003 Copyback: 0.017000 Sum: 0.026000 It 22,Best ac:0.000803 1.000000 fi:0.123778. Ave ac:0.003597,0.006652 Initialization: 5.577000 Memcpy Classifiers: 0.380000 Memcpy Instances: 10.295000 Kernel 1: 0.024000 Kernel 2: 69.714996 Copyback: 0.017000 Sum: 0.025000 It 23,Best ac:0.000803 1.000000 fi:0.134487. Ave ac:0.002834,0.004754 Initialization: 5.453000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.434000 Kernel 1: 0.025000 Kernel 2: 69.846001 Copyback: 0.017000 Sum: 0.026000 It 24,Best ac:0.001338 1.000000 fi:0.119015. Ave ac:0.002707,0.006227 Initialization: 5.467000 Memcpy Classifiers: 0.365000 Memcpy Instances: 7.426000 Kernel 1: 0.024000 Kernel 2: 68.746002 Copyback: 0.016000 Sum: 0.028000 It 25,Best ac:0.001070 1.000000 fi:0.121856. Ave ac:0.002206,0.003695 Initialization: 6.580000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.456000 Kernel 1: 0.024000 Kernel 2: 67.380997 Copyback: 0.017000 Sum: 0.025000 It 26,Best ac:0.002408 1.000000 fi:0.123670. Ave ac:0.002220,0.004497 Initialization: 5.446000 Memcpy Classifiers: 0.360000 Memcpy Instances: 8.587000 Kernel 1: 0.034000 Kernel 2: 68.080002 Copyback: 0.017000 Sum: 0.025000 It 27,Best ac:0.000802 1.000000 fi:0.121005. Ave ac:0.002649,0.004328 Initialization: 5.503000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.443000 Kernel 1: 0.023000 Kernel 2: 67.542999 Copyback: 0.017000 Sum: 0.028000 It 28,Best ac:0.000803 1.000000 fi:0.130983. Ave ac:0.002476,0.005880 Initialization: 5.459000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.425000 Kernel 1: 0.025000 Kernel 2: 68.924004 Copyback: 0.016000 Sum: 0.025000 It 29,Best ac:0.001338 1.000000 fi:0.121756. Ave ac:0.002837,0.007831 Initialization: 5.448000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.445000 Kernel 1: 0.024000 Kernel 2: 68.588997 Copyback: 0.017000 Sum: 0.024000 It 30,Best ac:0.001070 1.000000 fi:0.121183. Ave ac:0.002346,0.003101 Initialization: 5.475000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.437000 Kernel 1: 0.024000 Kernel 2: 70.191002 Copyback: 0.017000 Sum: 0.029000 It 31,Best ac:0.001070 1.000000 fi:0.121826. Ave ac:0.001717,0.005170 Initialization: 5.444000 Memcpy Classifiers: 0.350000 Memcpy Instances: 9.898000 Kernel 1: 0.024000 Kernel 2: 70.274002 Copyback: 0.017000 Sum: 0.030000 It 32,Best ac:0.000803 1.000000 fi:0.119673. Ave ac:0.002520,0.003955 Initialization: 5.456000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.449000 Kernel 1: 0.023000 Kernel 2: 68.964996 Copyback: 0.017000 Sum: 0.025000 It 33,Best ac:0.000803 1.000000 fi:0.117238. Ave ac:0.001895,0.004066 Initialization: 29.264999 Memcpy Instances: 381.497009 Memcpy Classifiers: 0.092000 Kernel 1: 0.028000 Kernel 2: 505.743988 Copyback: 0.015000 Sum: 0.017000 Memcpy Classifiers: 0.090000 Kernel 1: 0.014000 Kernel 2: 503.808990 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.089000 Kernel 1: 0.013000 Kernel 2: 502.734985 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.088000 Kernel 1: 0.013000 Kernel 2: 488.868988 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.089000 Kernel 1: 0.013000 Kernel 2: 505.261993 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.089000 Kernel 1: 0.013000 Kernel 2: 502.977997 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.089000 Kernel 1: 0.013000 Kernel 2: 511.497986 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.089000 Kernel 1: 0.013000 Kernel 2: 503.819000 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.076000 Kernel 1: 0.013000 Kernel 2: 390.630005 Copyback: 0.366000 Sum: 0.002000 It 34,Best ac:0.001033 0.561047 fi:0.559838. Ave ac:0.002391,0.008300 Best acc 0.001033 0.561047 Rule:Att PSSM_-4_12 is [-6.284325,-1.715675]|Att PSSM_-3_9 is [<-4.125954]|Att PSSM_-3_20 is [>1.517849]|Att PSSM_0_12 is [-5.230729,-3.162642]|Att PSSM_0_18 is [<4.235769]|Att PSSM_3_5 is [-5.221458,9.148875]|Att PSSM_4_9 is [<3.385963]|1 Accuracy : 0.792681 0 1 151002 13078 35567 34991 Removed 344 instances. 186569 Instances left. Acc of rule 0.001033-0.561047 Initialization: 6.073000 Memcpy Classifiers: 0.614000 Memcpy Instances: 11.670000 Kernel 1: 0.026000 Kernel 2: 92.170998 Copyback: 0.017000 Sum: 0.040000 Initial population average accuracy1:0.005534 accuracy2:0.185510 Initialization: 5.441000 Memcpy Classifiers: 0.506000 Memcpy Instances: 7.421000 Kernel 1: 0.024000 Kernel 2: 91.648003 Copyback: 0.017000 Sum: 0.045000 It 0,Best ac:0.000804 0.600000 fi:0.499910. Ave ac:0.005878,0.010389 Initialization: 5.477000 Memcpy Classifiers: 0.504000 Memcpy Instances: 7.409000 Kernel 1: 0.030000 Kernel 2: 90.125000 Copyback: 0.017000 Sum: 0.026000 It 1,Best ac:0.000536 1.000000 fi:0.238709. Ave ac:0.004570,0.008209 Initialization: 5.492000 Memcpy Classifiers: 0.523000 Memcpy Instances: 7.428000 Kernel 1: 0.024000 Kernel 2: 91.871002 Copyback: 0.018000 Sum: 0.037000 It 2,Best ac:0.000804 1.000000 fi:0.099910. Ave ac:0.004341,0.006753 Initialization: 5.472000 Memcpy Classifiers: 0.557000 Memcpy Instances: 7.437000 Kernel 1: 0.023000 Kernel 2: 90.950996 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.000536 1.000000 fi:0.238709. Ave ac:0.004519,0.008087 Initialization: 6.619000 Memcpy Classifiers: 0.576000 Memcpy Instances: 7.469000 Kernel 1: 0.023000 Kernel 2: 89.378998 Copyback: 0.016000 Sum: 0.031000 It 4,Best ac:0.000804 1.000000 fi:0.099910. Ave ac:0.003703,0.006528 Initialization: 5.431000 Memcpy Classifiers: 0.558000 Memcpy Instances: 7.437000 Kernel 1: 0.025000 Kernel 2: 87.524002 Copyback: 0.017000 Sum: 0.032000 It 5,Best ac:0.000804 1.000000 fi:0.099911. Ave ac:0.003913,0.007550 Initialization: 7.231000 Memcpy Classifiers: 0.840000 Memcpy Instances: 11.333000 Kernel 1: 0.034000 Kernel 2: 86.225998 Copyback: 0.017000 Sum: 0.030000 It 6,Best ac:0.001072 1.000000 fi:0.099769. Ave ac:0.003780,0.007965 Initialization: 5.559000 Memcpy Classifiers: 0.467000 Memcpy Instances: 10.213000 Kernel 1: 0.027000 Kernel 2: 84.995003 Copyback: 0.017000 Sum: 0.028000 It 7,Best ac:0.000804 1.000000 fi:0.099911. Ave ac:0.003017,0.005206 Initialization: 5.394000 Memcpy Classifiers: 0.467000 Memcpy Instances: 7.432000 Kernel 1: 0.024000 Kernel 2: 85.629997 Copyback: 0.017000 Sum: 0.029000 It 8,Best ac:0.000804 1.000000 fi:0.099910. Ave ac:0.002757,0.005021 Initialization: 5.408000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.405000 Kernel 1: 0.025000 Kernel 2: 86.026001 Copyback: 0.017000 Sum: 0.031000 It 9,Best ac:0.001608 1.000000 fi:0.099487. Ave ac:0.002652,0.004577 Iteration 10:MDL fitness activated Error 0.099487 TL 0.020993 MDL Theory Length Weight: 1.5796519126 (1) Initialization: 5.477000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.414000 Kernel 1: 0.024000 Kernel 2: 87.206001 Copyback: 0.017000 Sum: 0.030000 It 10,Best ac:0.001072 1.000000 fi:0.137695. Ave ac:0.002945,0.005883 Initialization: 5.545000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.047000 Kernel 1: 0.033000 Kernel 2: 86.681999 Copyback: 0.017000 Sum: 0.032000 It 11,Best ac:0.000804 1.000000 fi:0.147389. Ave ac:0.002698,0.005354 Initialization: 7.034000 Memcpy Classifiers: 0.645000 Memcpy Instances: 9.726000 Kernel 1: 0.024000 Kernel 2: 85.416000 Copyback: 0.018000 Sum: 0.071000 It 12,Best ac:0.000804 1.000000 fi:0.157232. Ave ac:0.002780,0.004737 Initialization: 6.618000 Memcpy Classifiers: 0.449000 Memcpy Instances: 7.613000 Kernel 1: 0.023000 Kernel 2: 85.319000 Copyback: 0.020000 Sum: 0.032000 It 13,Best ac:0.000804 1.000000 fi:0.149405. Ave ac:0.002686,0.004429 Initialization: 5.469000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.416000 Kernel 1: 0.025000 Kernel 2: 82.839996 Copyback: 0.017000 Sum: 0.031000 It 14,Best ac:0.001340 1.000000 fi:0.138922. Ave ac:0.003019,0.004753 Initialization: 7.343000 Memcpy Classifiers: 0.611000 Memcpy Instances: 10.608000 Kernel 1: 0.027000 Kernel 2: 83.623001 Copyback: 0.017000 Sum: 0.030000 It 15,Best ac:0.001072 1.000000 fi:0.147835. Ave ac:0.003626,0.006657 Initialization: 7.180000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.612000 Kernel 1: 0.023000 Kernel 2: 82.683998 Copyback: 0.020000 Sum: 0.042000 It 16,Best ac:0.000804 1.000000 fi:0.152005. Ave ac:0.002940,0.005099 Initialization: 6.727000 Memcpy Classifiers: 0.440000 Memcpy Instances: 7.413000 Kernel 1: 0.024000 Kernel 2: 80.936996 Copyback: 0.022000 Sum: 0.041000 It 17,Best ac:0.000804 1.000000 fi:0.163639. Ave ac:0.002715,0.004870 Initialization: 6.990000 Memcpy Classifiers: 0.487000 Memcpy Instances: 10.220000 Kernel 1: 0.024000 Kernel 2: 84.470001 Copyback: 0.018000 Sum: 0.029000 It 18,Best ac:0.001072 1.000000 fi:0.148350. Ave ac:0.002934,0.005333 Initialization: 5.526000 Memcpy Classifiers: 0.419000 Memcpy Instances: 11.375000 Kernel 1: 0.024000 Kernel 2: 80.610001 Copyback: 0.017000 Sum: 0.032000 It 19,Best ac:0.000804 1.000000 fi:0.147820. Ave ac:0.002481,0.004301 MDL Theory Length Weight: 1.4216867213 (11) Initialization: 5.965000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.355000 Kernel 1: 0.033000 Kernel 2: 79.112000 Copyback: 0.017000 Sum: 0.032000 It 20,Best ac:0.000804 1.000000 fi:0.139265. Ave ac:0.002763,0.005151 Initialization: 6.339000 Memcpy Classifiers: 0.745000 Memcpy Instances: 11.530000 Kernel 1: 0.024000 Kernel 2: 81.930000 Copyback: 0.017000 Sum: 0.027000 It 21,Best ac:0.000804 1.000000 fi:0.165495. Ave ac:0.003103,0.008448 Initialization: 5.546000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.512000 Kernel 1: 0.033000 Kernel 2: 81.445000 Copyback: 0.017000 Sum: 0.036000 It 22,Best ac:0.000804 1.000000 fi:0.127984. Ave ac:0.002863,0.005218 Initialization: 5.443000 Memcpy Classifiers: 0.433000 Memcpy Instances: 10.160000 Kernel 1: 0.033000 Kernel 2: 82.195999 Copyback: 0.017000 Sum: 0.027000 It 23,Best ac:0.001340 1.000000 fi:0.133762. Ave ac:0.003165,0.005188 Initialization: 7.349000 Memcpy Classifiers: 0.477000 Memcpy Instances: 7.428000 Kernel 1: 0.023000 Kernel 2: 78.972000 Copyback: 0.017000 Sum: 0.025000 It 24,Best ac:0.000804 1.000000 fi:0.140885. Ave ac:0.002772,0.004507 Initialization: 6.673000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.446000 Kernel 1: 0.024000 Kernel 2: 79.606003 Copyback: 0.017000 Sum: 0.033000 It 25,Best ac:0.000804 1.000000 fi:0.137126. Ave ac:0.002861,0.005297 Initialization: 5.442000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.421000 Kernel 1: 0.024000 Kernel 2: 80.221001 Copyback: 0.018000 Sum: 0.031000 It 26,Best ac:0.000804 1.000000 fi:0.139215. Ave ac:0.002805,0.005704 Initialization: 5.410000 Memcpy Classifiers: 0.446000 Memcpy Instances: 9.009000 Kernel 1: 0.032000 Kernel 2: 79.196999 Copyback: 0.017000 Sum: 0.027000 It 27,Best ac:0.001072 1.000000 fi:0.139607. Ave ac:0.002723,0.004546 Initialization: 5.486000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.970000 Kernel 1: 0.032000 Kernel 2: 77.406998 Copyback: 0.016000 Sum: 0.029000 It 28,Best ac:0.001072 1.000000 fi:0.139074. Ave ac:0.002183,0.003640 Initialization: 5.467000 Memcpy Classifiers: 0.397000 Memcpy Instances: 10.390000 Kernel 1: 0.023000 Kernel 2: 77.452003 Copyback: 0.369000 Sum: 0.036000 It 29,Best ac:0.000804 1.000000 fi:0.158812. Ave ac:0.001975,0.004039 Initialization: 5.442000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.622000 Kernel 1: 0.023000 Kernel 2: 77.000000 Copyback: 0.017000 Sum: 0.029000 It 30,Best ac:0.000804 1.000000 fi:0.154565. Ave ac:0.003056,0.006769 Initialization: 5.524000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.871000 Kernel 1: 0.023000 Kernel 2: 76.440002 Copyback: 0.018000 Sum: 0.034000 It 31,Best ac:0.000804 1.000000 fi:0.155256. Ave ac:0.004024,0.007394 MDL Theory Length Weight: 1.2795180492 (10) Initialization: 7.712000 Memcpy Classifiers: 0.681000 Memcpy Instances: 10.663000 Kernel 1: 0.027000 Kernel 2: 75.885002 Copyback: 0.017000 Sum: 0.027000 It 32,Best ac:0.001072 1.000000 fi:0.141184. Ave ac:0.003116,0.005682 Initialization: 5.463000 Memcpy Classifiers: 0.495000 Memcpy Instances: 7.417000 Kernel 1: 0.023000 Kernel 2: 79.005997 Copyback: 0.017000 Sum: 0.028000 It 33,Best ac:0.000804 1.000000 fi:0.136674. Ave ac:0.002680,0.004024 Initialization: 35.032001 Memcpy Instances: 423.300995 Memcpy Classifiers: 0.091000 Kernel 1: 0.028000 Kernel 2: 527.239990 Copyback: 0.015000 Sum: 0.014000 Memcpy Classifiers: 0.099000 Kernel 1: 0.015000 Kernel 2: 537.616028 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.124000 Kernel 1: 0.022000 Kernel 2: 532.195984 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.088000 Kernel 1: 0.014000 Kernel 2: 523.997009 Copyback: 0.018000 Sum: 0.004000 Memcpy Classifiers: 0.090000 Kernel 1: 0.017000 Kernel 2: 547.330017 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.088000 Kernel 1: 0.014000 Kernel 2: 535.601013 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.089000 Kernel 1: 0.013000 Kernel 2: 532.421997 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.088000 Kernel 1: 0.013000 Kernel 2: 542.330994 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.076000 Kernel 1: 0.013000 Kernel 2: 415.802002 Copyback: 0.016000 Sum: 0.003000 It 34,Best ac:0.019741 0.437099 fi:0.684427. Ave ac:0.002265,0.007204 Best acc 0.019741 0.437099 Initialization: 5.426000 Memcpy Classifiers: 0.540000 Memcpy Instances: 7.465000 Kernel 1: 0.026000 Kernel 2: 90.791000 Copyback: 0.372000 Sum: 0.037000 Initial population average accuracy1:0.005184 accuracy2:0.185783 Initialization: 6.216000 Memcpy Classifiers: 0.512000 Memcpy Instances: 9.923000 Kernel 1: 0.027000 Kernel 2: 89.984001 Copyback: 0.017000 Sum: 0.042000 It 0,Best ac:0.000536 1.000000 fi:0.238709. Ave ac:0.005393,0.009746 Initialization: 6.753000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.439000 Kernel 1: 0.024000 Kernel 2: 90.699997 Copyback: 0.017000 Sum: 0.030000 It 1,Best ac:0.000536 0.666667 fi:0.572042. Ave ac:0.005183,0.008874 Initialization: 6.276000 Memcpy Classifiers: 0.501000 Memcpy Instances: 8.761000 Kernel 1: 0.024000 Kernel 2: 88.123001 Copyback: 0.017000 Sum: 0.032000 It 2,Best ac:0.000536 1.000000 fi:0.238709. Ave ac:0.005327,0.009581 Initialization: 5.460000 Memcpy Classifiers: 0.504000 Memcpy Instances: 8.896000 Kernel 1: 0.033000 Kernel 2: 88.667999 Copyback: 0.017000 Sum: 0.030000 It 3,Best ac:0.000804 0.750000 fi:0.349910. Ave ac:0.004841,0.008600 Initialization: 5.459000 Memcpy Classifiers: 0.449000 Memcpy Instances: 7.430000 Kernel 1: 0.025000 Kernel 2: 89.083000 Copyback: 0.017000 Sum: 0.029000 It 4,Best ac:0.000804 1.000000 fi:0.099910. Ave ac:0.004325,0.006871 Initialization: 5.386000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.434000 Kernel 1: 0.024000 Kernel 2: 87.344002 Copyback: 0.017000 Sum: 0.029000 It 5,Best ac:0.001340 1.000000 fi:0.099629. Ave ac:0.003725,0.006274 Initialization: 5.368000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.403000 Kernel 1: 0.024000 Kernel 2: 87.596001 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.000804 1.000000 fi:0.099910. Ave ac:0.004126,0.006993 Initialization: 5.428000 Memcpy Classifiers: 0.470000 Memcpy Instances: 7.442000 Kernel 1: 0.026000 Kernel 2: 88.180000 Copyback: 0.017000 Sum: 0.030000 It 7,Best ac:0.001340 1.000000 fi:0.099628. Ave ac:0.004371,0.007975 Initialization: 5.398000 Memcpy Classifiers: 0.486000 Memcpy Instances: 7.415000 Kernel 1: 0.025000 Kernel 2: 87.657997 Copyback: 0.017000 Sum: 0.024000 It 8,Best ac:0.001072 1.000000 fi:0.099770. Ave ac:0.004228,0.008132 Initialization: 5.412000 Memcpy Classifiers: 0.470000 Memcpy Instances: 7.424000 Kernel 1: 0.024000 Kernel 2: 83.982002 Copyback: 0.017000 Sum: 0.028000 It 9,Best ac:0.000804 1.000000 fi:0.099911. Ave ac:0.003210,0.005295 Iteration 10:MDL fitness activated Error 0.099911 TL 0.034939 MDL Theory Length Weight: 0.9531871138 (3) Initialization: 5.453000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.419000 Kernel 1: 0.024000 Kernel 2: 83.072998 Copyback: 0.018000 Sum: 0.038000 It 10,Best ac:0.001072 1.000000 fi:0.135867. Ave ac:0.002845,0.005678 Initialization: 5.379000 Memcpy Classifiers: 0.449000 Memcpy Instances: 7.433000 Kernel 1: 0.024000 Kernel 2: 80.949997 Copyback: 0.017000 Sum: 0.028000 It 11,Best ac:0.001072 1.000000 fi:0.125256. Ave ac:0.002690,0.005112 Initialization: 5.405000 Memcpy Classifiers: 0.432000 Memcpy Instances: 7.435000 Kernel 1: 0.024000 Kernel 2: 81.612999 Copyback: 0.017000 Sum: 0.030000 It 12,Best ac:0.000804 1.000000 fi:0.125839. Ave ac:0.002326,0.004027 Initialization: 7.059000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.413000 Kernel 1: 0.024000 Kernel 2: 80.170998 Copyback: 0.017000 Sum: 0.030000 It 13,Best ac:0.000804 1.000000 fi:0.124432. Ave ac:0.002521,0.005928 Initialization: 5.431000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.334000 Kernel 1: 0.034000 Kernel 2: 80.053001 Copyback: 0.016000 Sum: 0.030000 It 14,Best ac:0.000804 1.000000 fi:0.145641. Ave ac:0.002365,0.004460 Initialization: 5.434000 Memcpy Classifiers: 0.399000 Memcpy Instances: 7.447000 Kernel 1: 0.022000 Kernel 2: 80.138000 Copyback: 0.017000 Sum: 0.032000 It 15,Best ac:0.000804 1.000000 fi:0.126965. Ave ac:0.002856,0.005441 Initialization: 5.413000 Memcpy Classifiers: 0.383000 Memcpy Instances: 7.450000 Kernel 1: 0.024000 Kernel 2: 80.210999 Copyback: 0.017000 Sum: 0.027000 It 16,Best ac:0.000804 1.000000 fi:0.134953. Ave ac:0.002393,0.004908 Initialization: 5.471000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.421000 Kernel 1: 0.024000 Kernel 2: 79.476997 Copyback: 0.017000 Sum: 0.025000 It 17,Best ac:0.000804 1.000000 fi:0.126843. Ave ac:0.002598,0.006148 Initialization: 5.422000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.437000 Kernel 1: 0.023000 Kernel 2: 81.197998 Copyback: 0.018000 Sum: 0.037000 It 18,Best ac:0.000804 1.000000 fi:0.123317. Ave ac:0.002137,0.003485 Initialization: 5.439000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.426000 Kernel 1: 0.024000 Kernel 2: 80.070999 Copyback: 0.019000 Sum: 0.039000 It 19,Best ac:0.000804 1.000000 fi:0.128393. Ave ac:0.002080,0.003934 Initialization: 5.451000 Memcpy Classifiers: 0.424000 Memcpy Instances: 7.410000 Kernel 1: 0.024000 Kernel 2: 80.875000 Copyback: 0.017000 Sum: 0.031000 It 20,Best ac:0.001340 1.000000 fi:0.124374. Ave ac:0.001942,0.004057 Initialization: 5.606000 Memcpy Classifiers: 0.680000 Memcpy Instances: 9.438000 Kernel 1: 0.024000 Kernel 2: 81.405998 Copyback: 0.017000 Sum: 0.028000 It 21,Best ac:0.001072 1.000000 fi:0.122815. Ave ac:0.002756,0.006172 Initialization: 6.496000 Memcpy Classifiers: 0.432000 Memcpy Instances: 8.952000 Kernel 1: 0.033000 Kernel 2: 83.442001 Copyback: 0.017000 Sum: 0.026000 It 22,Best ac:0.000804 1.000000 fi:0.130913. Ave ac:0.002471,0.004985 Initialization: 5.555000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.458000 Kernel 1: 0.023000 Kernel 2: 83.098000 Copyback: 0.016000 Sum: 0.025000 It 23,Best ac:0.001608 1.000000 fi:0.123052. Ave ac:0.002353,0.003837 Initialization: 5.395000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.469000 Kernel 1: 0.023000 Kernel 2: 83.848999 Copyback: 0.017000 Sum: 0.026000 It 24,Best ac:0.000804 1.000000 fi:0.125398. Ave ac:0.001872,0.003693 Initialization: 5.388000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.419000 Kernel 1: 0.024000 Kernel 2: 84.945000 Copyback: 0.017000 Sum: 0.026000 It 25,Best ac:0.001340 1.000000 fi:0.121564. Ave ac:0.002900,0.004500 Initialization: 7.051000 Memcpy Classifiers: 0.398000 Memcpy Instances: 9.500000 Kernel 1: 0.024000 Kernel 2: 82.459999 Copyback: 0.017000 Sum: 0.028000 It 26,Best ac:0.000804 1.000000 fi:0.126589. Ave ac:0.001906,0.003527 Initialization: 5.722000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.417000 Kernel 1: 0.025000 Kernel 2: 83.780998 Copyback: 0.017000 Sum: 0.030000 It 27,Best ac:0.001340 1.000000 fi:0.124506. Ave ac:0.002264,0.004472 Initialization: 5.492000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.409000 Kernel 1: 0.025000 Kernel 2: 83.649002 Copyback: 0.017000 Sum: 0.028000 It 28,Best ac:0.000804 1.000000 fi:0.124545. Ave ac:0.002672,0.003911 Initialization: 7.182000 Memcpy Classifiers: 0.451000 Memcpy Instances: 11.640000 Kernel 1: 0.024000 Kernel 2: 84.848999 Copyback: 0.017000 Sum: 0.025000 It 29,Best ac:0.000804 1.000000 fi:0.131017. Ave ac:0.001669,0.002451 Initialization: 7.104000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.421000 Kernel 1: 0.024000 Kernel 2: 84.120003 Copyback: 0.017000 Sum: 0.034000 It 30,Best ac:0.001608 1.000000 fi:0.123410. Ave ac:0.001786,0.002992 Initialization: 5.431000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.741000 Kernel 1: 0.033000 Kernel 2: 85.434998 Copyback: 0.017000 Sum: 0.030000 It 31,Best ac:0.000804 1.000000 fi:0.125398. Ave ac:0.001853,0.002925 Initialization: 5.493000 Memcpy Classifiers: 0.397000 Memcpy Instances: 10.554000 Kernel 1: 0.027000 Kernel 2: 86.567001 Copyback: 0.017000 Sum: 0.032000 It 32,Best ac:0.000804 1.000000 fi:0.124531. Ave ac:0.001999,0.003437 Initialization: 5.410000 Memcpy Classifiers: 0.417000 Memcpy Instances: 7.453000 Kernel 1: 0.024000 Kernel 2: 83.694000 Copyback: 0.017000 Sum: 0.031000 It 33,Best ac:0.000804 1.000000 fi:0.126964. Ave ac:0.002380,0.003472 Initialization: 30.032000 Memcpy Instances: 462.941010 Memcpy Classifiers: 0.094000 Kernel 1: 0.026000 Kernel 2: 579.505005 Copyback: 0.015000 Sum: 0.019000 Memcpy Classifiers: 0.111000 Kernel 1: 0.019000 Kernel 2: 554.981018 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.091000 Kernel 1: 0.014000 Kernel 2: 565.434998 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.109000 Kernel 1: 0.017000 Kernel 2: 571.294983 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.091000 Kernel 1: 0.015000 Kernel 2: 558.729980 Copyback: 0.367000 Sum: 0.002000 Memcpy Classifiers: 0.129000 Kernel 1: 0.023000 Kernel 2: 548.439026 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.092000 Kernel 1: 0.014000 Kernel 2: 555.153015 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.091000 Kernel 1: 0.013000 Kernel 2: 576.469971 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.089000 Kernel 1: 0.017000 Kernel 2: 411.128998 Copyback: 0.015000 Sum: 0.002000 It 34,Best ac:0.000665 0.579439 fi:0.552251. Ave ac:0.002300,0.007098 Best acc 0.000665 0.579439 Rule:Att PSSM_-4_7 is [<-0.840487]|Att PSSM_-4_20 is [-3.859289,5.859289]|Att PSSM_-2_15 is [<2.987772]|Att PSSM_-1_7 is [-4.777270,0.777270]|Att PSSM_-1_17 is [>-4.470838]|Att PSSM_-1_18 is [1.384355,11.960653]|Att PSSM_0_4 is [<0.764515]|Att PSSM_0_12 is [<-1.798948]|Att PSSM_1_4 is [<-2.898007]|Att PSSM_1_15 is [<1.692250]|Att PSSM_2_15 is [-5.680396,-0.319604]|Att PSSM_4_9 is [<0.687574]|1 Accuracy : 0.792826 0 1 150912 13168 35443 35115 Removed 214 instances. 186355 Instances left. Acc of rule 0.000665-0.579439 Initialization: 7.692000 Memcpy Classifiers: 0.765000 Memcpy Instances: 10.071000 Kernel 1: 0.027000 Kernel 2: 92.551003 Copyback: 0.017000 Sum: 0.041000 Initial population average accuracy1:0.005481 accuracy2:0.188099 Initialization: 8.175000 Memcpy Classifiers: 0.640000 Memcpy Instances: 7.412000 Kernel 1: 0.025000 Kernel 2: 93.356003 Copyback: 0.017000 Sum: 0.045000 It 0,Best ac:0.000537 1.000000 fi:0.236561. Ave ac:0.005239,0.009364 Initialization: 7.872000 Memcpy Classifiers: 0.612000 Memcpy Instances: 10.852000 Kernel 1: 0.023000 Kernel 2: 92.614998 Copyback: 0.018000 Sum: 0.041000 It 1,Best ac:0.001073 0.800000 fi:0.299768. Ave ac:0.004711,0.007476 Initialization: 5.549000 Memcpy Classifiers: 0.628000 Memcpy Instances: 8.884000 Kernel 1: 0.023000 Kernel 2: 91.634003 Copyback: 0.018000 Sum: 0.035000 It 2,Best ac:0.000537 1.000000 fi:0.235483. Ave ac:0.004674,0.007301 Initialization: 6.838000 Memcpy Classifiers: 0.468000 Memcpy Instances: 9.194000 Kernel 1: 0.024000 Kernel 2: 89.813004 Copyback: 0.372000 Sum: 0.028000 It 3,Best ac:0.000805 1.000000 fi:0.099909. Ave ac:0.003969,0.006472 Initialization: 5.551000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.884000 Kernel 1: 0.024000 Kernel 2: 91.304001 Copyback: 0.017000 Sum: 0.029000 It 4,Best ac:0.000537 1.000000 fi:0.236561. Ave ac:0.003214,0.004547 Initialization: 5.461000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.399000 Kernel 1: 0.024000 Kernel 2: 91.457001 Copyback: 0.017000 Sum: 0.032000 It 5,Best ac:0.001342 1.000000 fi:0.099626. Ave ac:0.003140,0.004128 Initialization: 5.462000 Memcpy Classifiers: 0.449000 Memcpy Instances: 7.413000 Kernel 1: 0.024000 Kernel 2: 92.904999 Copyback: 0.017000 Sum: 0.028000 It 6,Best ac:0.001073 1.000000 fi:0.099768. Ave ac:0.002642,0.004149 Initialization: 6.434000 Memcpy Classifiers: 0.774000 Memcpy Instances: 8.001000 Kernel 1: 0.023000 Kernel 2: 93.088997 Copyback: 0.017000 Sum: 0.028000 It 7,Best ac:0.000805 1.000000 fi:0.099909. Ave ac:0.002803,0.004669 Initialization: 5.422000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.436000 Kernel 1: 0.024000 Kernel 2: 93.040001 Copyback: 0.017000 Sum: 0.028000 It 8,Best ac:0.000805 1.000000 fi:0.099909. Ave ac:0.002810,0.004186 Initialization: 5.448000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.421000 Kernel 1: 0.024000 Kernel 2: 94.107002 Copyback: 0.017000 Sum: 0.027000 It 9,Best ac:0.001610 1.000000 fi:0.099485. Ave ac:0.003461,0.005479 Iteration 10:MDL fitness activated Error 0.099485 TL 0.041226 MDL Theory Length Weight: 0.8043747793 (1) Initialization: 5.447000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.407000 Kernel 1: 0.026000 Kernel 2: 91.777000 Copyback: 0.017000 Sum: 0.032000 It 10,Best ac:0.000805 1.000000 fi:0.134774. Ave ac:0.002362,0.003617 Initialization: 5.415000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.416000 Kernel 1: 0.024000 Kernel 2: 91.931000 Copyback: 0.018000 Sum: 0.038000 It 11,Best ac:0.000805 1.000000 fi:0.128520. Ave ac:0.002361,0.003644 Initialization: 6.375000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.449000 Kernel 1: 0.023000 Kernel 2: 96.316002 Copyback: 0.017000 Sum: 0.032000 It 12,Best ac:0.000805 1.000000 fi:0.126106. Ave ac:0.002358,0.003551 Initialization: 5.547000 Memcpy Classifiers: 0.432000 Memcpy Instances: 7.410000 Kernel 1: 0.024000 Kernel 2: 95.108002 Copyback: 0.018000 Sum: 0.042000 It 13,Best ac:0.001341 1.000000 fi:0.121946. Ave ac:0.002641,0.003708 Initialization: 5.413000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.411000 Kernel 1: 0.024000 Kernel 2: 93.804001 Copyback: 0.017000 Sum: 0.030000 It 14,Best ac:0.000805 1.000000 fi:0.127902. Ave ac:0.002221,0.002959 Initialization: 5.391000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.424000 Kernel 1: 0.025000 Kernel 2: 94.478996 Copyback: 0.017000 Sum: 0.028000 It 15,Best ac:0.000805 1.000000 fi:0.128892. Ave ac:0.002604,0.003945 Initialization: 5.538000 Memcpy Classifiers: 0.467000 Memcpy Instances: 7.425000 Kernel 1: 0.024000 Kernel 2: 90.884003 Copyback: 0.017000 Sum: 0.039000 It 16,Best ac:0.001073 1.000000 fi:0.128962. Ave ac:0.002611,0.003687 Initialization: 5.426000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.415000 Kernel 1: 0.024000 Kernel 2: 93.089996 Copyback: 0.017000 Sum: 0.028000 It 17,Best ac:0.001073 1.000000 fi:0.130245. Ave ac:0.002486,0.003593 Initialization: 5.473000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.417000 Kernel 1: 0.024000 Kernel 2: 89.286003 Copyback: 0.017000 Sum: 0.032000 It 18,Best ac:0.001342 1.000000 fi:0.121946. Ave ac:0.002142,0.003601 Initialization: 5.478000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.420000 Kernel 1: 0.024000 Kernel 2: 87.865997 Copyback: 0.019000 Sum: 0.037000 It 19,Best ac:0.001342 1.000000 fi:0.126792. Ave ac:0.001939,0.003044 Initialization: 5.487000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.408000 Kernel 1: 0.024000 Kernel 2: 87.113998 Copyback: 0.016000 Sum: 0.024000 It 20,Best ac:0.000805 1.000000 fi:0.124540. Ave ac:0.002001,0.002924 Initialization: 8.086000 Memcpy Classifiers: 0.713000 Memcpy Instances: 8.166000 Kernel 1: 0.032000 Kernel 2: 84.115997 Copyback: 0.018000 Sum: 0.044000 It 21,Best ac:0.001878 1.000000 fi:0.123906. Ave ac:0.001986,0.002840 Initialization: 7.344000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.443000 Kernel 1: 0.024000 Kernel 2: 83.045998 Copyback: 0.017000 Sum: 0.029000 It 22,Best ac:0.001342 1.000000 fi:0.121688. Ave ac:0.001843,0.003183 Initialization: 6.344000 Memcpy Classifiers: 0.467000 Memcpy Instances: 7.424000 Kernel 1: 0.025000 Kernel 2: 85.307999 Copyback: 0.017000 Sum: 0.032000 It 23,Best ac:0.001073 1.000000 fi:0.125675. Ave ac:0.002775,0.003955 Initialization: 6.576000 Memcpy Classifiers: 0.714000 Memcpy Instances: 11.078000 Kernel 1: 0.025000 Kernel 2: 84.250999 Copyback: 0.017000 Sum: 0.035000 It 24,Best ac:0.000537 1.000000 fi:0.265925. Ave ac:0.002225,0.003426 Initialization: 5.456000 Memcpy Classifiers: 0.513000 Memcpy Instances: 7.414000 Kernel 1: 0.023000 Kernel 2: 84.608002 Copyback: 0.017000 Sum: 0.028000 It 25,Best ac:0.001073 1.000000 fi:0.125536. Ave ac:0.002767,0.003500 Initialization: 5.451000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.445000 Kernel 1: 0.022000 Kernel 2: 82.746002 Copyback: 0.017000 Sum: 0.031000 It 26,Best ac:0.001342 1.000000 fi:0.123920. Ave ac:0.002194,0.003163 Initialization: 5.473000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.407000 Kernel 1: 0.024000 Kernel 2: 81.515999 Copyback: 0.017000 Sum: 0.031000 It 27,Best ac:0.001074 1.000000 fi:0.126372. Ave ac:0.001635,0.002372 Initialization: 5.614000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.375000 Kernel 1: 0.033000 Kernel 2: 81.621002 Copyback: 0.017000 Sum: 0.039000 It 28,Best ac:0.001073 1.000000 fi:0.121375. Ave ac:0.002252,0.003391 Initialization: 5.517000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.432000 Kernel 1: 0.024000 Kernel 2: 84.188004 Copyback: 0.017000 Sum: 0.034000 It 29,Best ac:0.001610 1.000000 fi:0.128332. Ave ac:0.002078,0.002900 Initialization: 5.507000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.410000 Kernel 1: 0.024000 Kernel 2: 80.834000 Copyback: 0.016000 Sum: 0.027000 It 30,Best ac:0.001341 1.000000 fi:0.121426. Ave ac:0.001939,0.003102 Initialization: 5.424000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.457000 Kernel 1: 0.023000 Kernel 2: 83.819000 Copyback: 0.017000 Sum: 0.029000 It 31,Best ac:0.001073 1.000000 fi:0.122550. Ave ac:0.002453,0.004415 Initialization: 5.432000 Memcpy Classifiers: 0.418000 Memcpy Instances: 7.416000 Kernel 1: 0.024000 Kernel 2: 81.281998 Copyback: 0.017000 Sum: 0.027000 It 32,Best ac:0.000805 1.000000 fi:0.123979. Ave ac:0.002578,0.004528 Initialization: 5.470000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.427000 Kernel 1: 0.023000 Kernel 2: 83.341003 Copyback: 0.018000 Sum: 0.035000 It 33,Best ac:0.001073 1.000000 fi:0.121448. Ave ac:0.002987,0.004778 Initialization: 31.070999 Memcpy Instances: 432.250000 Memcpy Classifiers: 0.116000 Kernel 1: 0.030000 Kernel 2: 585.471985 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.092000 Kernel 1: 0.014000 Kernel 2: 585.822998 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.091000 Kernel 1: 0.014000 Kernel 2: 557.229980 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.091000 Kernel 1: 0.013000 Kernel 2: 580.033997 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.092000 Kernel 1: 0.014000 Kernel 2: 552.289978 Copyback: 0.369000 Sum: 0.002000 Memcpy Classifiers: 0.091000 Kernel 1: 0.014000 Kernel 2: 577.750977 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.090000 Kernel 1: 0.015000 Kernel 2: 570.250000 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.092000 Kernel 1: 0.013000 Kernel 2: 586.911011 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.078000 Kernel 1: 0.013000 Kernel 2: 434.092010 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.001395 0.528455 fi:0.595705. Ave ac:0.002071,0.006496 Best acc 0.001395 0.528455 Initialization: 6.827000 Memcpy Classifiers: 0.740000 Memcpy Instances: 8.197000 Kernel 1: 0.024000 Kernel 2: 92.222000 Copyback: 0.022000 Sum: 0.052000 Initial population average accuracy1:0.004641 accuracy2:0.180381 Initialization: 5.813000 Memcpy Classifiers: 0.524000 Memcpy Instances: 10.955000 Kernel 1: 0.027000 Kernel 2: 91.214996 Copyback: 0.017000 Sum: 0.033000 It 0,Best ac:0.000805 1.000000 fi:0.099909. Ave ac:0.004585,0.007398 Initialization: 6.950000 Memcpy Classifiers: 0.488000 Memcpy Instances: 10.205000 Kernel 1: 0.027000 Kernel 2: 93.017998 Copyback: 0.018000 Sum: 0.031000 It 1,Best ac:0.000537 1.000000 fi:0.236561. Ave ac:0.005085,0.008282 Initialization: 6.249000 Memcpy Classifiers: 0.540000 Memcpy Instances: 8.163000 Kernel 1: 0.056000 Kernel 2: 92.858002 Copyback: 0.017000 Sum: 0.026000 It 2,Best ac:0.000805 1.000000 fi:0.099909. Ave ac:0.003981,0.006166 Initialization: 5.278000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.531000 Kernel 1: 0.022000 Kernel 2: 92.621002 Copyback: 0.809000 Sum: 0.036000 It 3,Best ac:0.001073 1.000000 fi:0.099768. Ave ac:0.003341,0.005625 Initialization: 5.678000 Memcpy Classifiers: 0.527000 Memcpy Instances: 7.492000 Kernel 1: 0.022000 Kernel 2: 93.935997 Copyback: 0.017000 Sum: 0.033000 It 4,Best ac:0.000536 1.000000 fi:0.236561. Ave ac:0.003639,0.006377 Initialization: 6.398000 Memcpy Classifiers: 0.690000 Memcpy Instances: 10.647000 Kernel 1: 0.027000 Kernel 2: 94.112999 Copyback: 0.017000 Sum: 0.026000 It 5,Best ac:0.001342 0.833333 fi:0.266293. Ave ac:0.002827,0.005345 Initialization: 5.384000 Memcpy Classifiers: 0.523000 Memcpy Instances: 7.414000 Kernel 1: 0.023000 Kernel 2: 91.096001 Copyback: 0.018000 Sum: 0.033000 It 6,Best ac:0.000537 1.000000 fi:0.236561. Ave ac:0.003046,0.005944 Initialization: 6.240000 Memcpy Classifiers: 0.539000 Memcpy Instances: 7.468000 Kernel 1: 0.023000 Kernel 2: 89.617996 Copyback: 0.017000 Sum: 0.032000 It 7,Best ac:0.001878 1.000000 fi:0.099343. Ave ac:0.002952,0.005276 Initialization: 5.362000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.501000 Kernel 1: 0.023000 Kernel 2: 88.764999 Copyback: 0.017000 Sum: 0.033000 It 8,Best ac:0.000805 1.000000 fi:0.099909. Ave ac:0.002983,0.005206 Initialization: 6.041000 Memcpy Classifiers: 0.523000 Memcpy Instances: 10.684000 Kernel 1: 0.023000 Kernel 2: 88.908997 Copyback: 0.017000 Sum: 0.027000 It 9,Best ac:0.001073 1.000000 fi:0.099768. Ave ac:0.002766,0.006512 Iteration 10:MDL fitness activated Error 0.099768 TL 0.047349 MDL Theory Length Weight: 0.7023612749 (3) Initialization: 7.226000 Memcpy Classifiers: 0.665000 Memcpy Instances: 10.292000 Kernel 1: 0.024000 Kernel 2: 89.930000 Copyback: 0.017000 Sum: 0.033000 It 10,Best ac:0.000805 1.000000 fi:0.124733. Ave ac:0.002380,0.003532 Initialization: 6.140000 Memcpy Classifiers: 0.904000 Memcpy Instances: 7.958000 Kernel 1: 0.023000 Kernel 2: 90.244003 Copyback: 0.018000 Sum: 0.035000 It 11,Best ac:0.001342 1.000000 fi:0.137391. Ave ac:0.002616,0.004278 Initialization: 6.558000 Memcpy Classifiers: 0.694000 Memcpy Instances: 9.028000 Kernel 1: 0.033000 Kernel 2: 88.551003 Copyback: 0.018000 Sum: 0.033000 It 12,Best ac:0.001073 1.000000 fi:0.120642. Ave ac:0.002115,0.003415 Initialization: 6.160000 Memcpy Classifiers: 0.523000 Memcpy Instances: 7.467000 Kernel 1: 0.023000 Kernel 2: 88.266998 Copyback: 0.018000 Sum: 0.033000 It 13,Best ac:0.001341 1.000000 fi:0.119882. Ave ac:0.002742,0.004219 Initialization: 5.660000 Memcpy Classifiers: 0.524000 Memcpy Instances: 8.036000 Kernel 1: 0.023000 Kernel 2: 89.786003 Copyback: 0.017000 Sum: 0.026000 It 14,Best ac:0.001878 1.000000 fi:0.122162. Ave ac:0.002627,0.003364 Initialization: 5.565000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.733000 Kernel 1: 0.024000 Kernel 2: 88.731003 Copyback: 0.018000 Sum: 0.035000 It 15,Best ac:0.000805 1.000000 fi:0.127184. Ave ac:0.001988,0.002693 Initialization: 5.418000 Memcpy Classifiers: 0.450000 Memcpy Instances: 9.179000 Kernel 1: 0.032000 Kernel 2: 88.257004 Copyback: 0.017000 Sum: 0.030000 It 16,Best ac:0.000805 1.000000 fi:0.131249. Ave ac:0.002267,0.004164 Initialization: 5.396000 Memcpy Classifiers: 0.435000 Memcpy Instances: 7.479000 Kernel 1: 0.023000 Kernel 2: 89.476997 Copyback: 0.018000 Sum: 0.030000 It 17,Best ac:0.000805 1.000000 fi:0.130634. Ave ac:0.002723,0.004610 Initialization: 5.401000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.448000 Kernel 1: 0.023000 Kernel 2: 85.277000 Copyback: 0.017000 Sum: 0.032000 It 18,Best ac:0.000805 1.000000 fi:0.122491. Ave ac:0.002711,0.004469 Initialization: 7.342000 Memcpy Classifiers: 0.437000 Memcpy Instances: 7.550000 Kernel 1: 0.023000 Kernel 2: 86.046997 Copyback: 0.017000 Sum: 0.030000 It 19,Best ac:0.000805 1.000000 fi:0.120164. Ave ac:0.002557,0.004800 Initialization: 5.606000 Memcpy Classifiers: 0.437000 Memcpy Instances: 7.435000 Kernel 1: 0.023000 Kernel 2: 84.792000 Copyback: 0.019000 Sum: 0.029000 It 20,Best ac:0.001609 1.000000 fi:0.122066. Ave ac:0.002308,0.004214 Initialization: 5.327000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.693000 Kernel 1: 0.024000 Kernel 2: 85.639000 Copyback: 0.017000 Sum: 0.028000 It 21,Best ac:0.001342 1.000000 fi:0.125784. Ave ac:0.002676,0.004863 Initialization: 5.607000 Memcpy Classifiers: 0.400000 Memcpy Instances: 7.477000 Kernel 1: 0.022000 Kernel 2: 83.582001 Copyback: 0.020000 Sum: 0.038000 It 22,Best ac:0.000805 1.000000 fi:0.125169. Ave ac:0.001949,0.004648 MDL Theory Length Weight: 0.6321251474 (10) Initialization: 5.273000 Memcpy Classifiers: 0.465000 Memcpy Instances: 7.414000 Kernel 1: 0.024000 Kernel 2: 82.097000 Copyback: 0.017000 Sum: 0.026000 It 23,Best ac:0.001341 1.000000 fi:0.129459. Ave ac:0.001786,0.002757 Initialization: 5.308000 Memcpy Classifiers: 0.414000 Memcpy Instances: 7.417000 Kernel 1: 0.024000 Kernel 2: 82.736000 Copyback: 0.017000 Sum: 0.026000 It 24,Best ac:0.000805 1.000000 fi:0.118245. Ave ac:0.001521,0.002364 Initialization: 5.332000 Memcpy Classifiers: 0.432000 Memcpy Instances: 7.407000 Kernel 1: 0.024000 Kernel 2: 83.355003 Copyback: 0.017000 Sum: 0.034000 It 25,Best ac:0.000805 1.000000 fi:0.118503. Ave ac:0.001964,0.003033 Initialization: 5.409000 Memcpy Classifiers: 0.449000 Memcpy Instances: 7.674000 Kernel 1: 0.024000 Kernel 2: 84.307999 Copyback: 0.017000 Sum: 0.026000 It 26,Best ac:0.001342 1.000000 fi:0.116803. Ave ac:0.002494,0.003758 Initialization: 7.921000 Memcpy Classifiers: 0.414000 Memcpy Instances: 7.530000 Kernel 1: 0.024000 Kernel 2: 83.567001 Copyback: 0.019000 Sum: 0.039000 It 27,Best ac:0.000805 1.000000 fi:0.114328. Ave ac:0.002386,0.003703 Initialization: 5.392000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.545000 Kernel 1: 0.023000 Kernel 2: 83.443001 Copyback: 0.019000 Sum: 0.034000 It 28,Best ac:0.000805 1.000000 fi:0.115823. Ave ac:0.002168,0.003201 Initialization: 5.384000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.429000 Kernel 1: 0.023000 Kernel 2: 82.596001 Copyback: 0.017000 Sum: 0.034000 It 29,Best ac:0.000805 1.000000 fi:0.119226. Ave ac:0.001892,0.002969 Initialization: 5.327000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.417000 Kernel 1: 0.024000 Kernel 2: 82.025002 Copyback: 0.017000 Sum: 0.029000 It 30,Best ac:0.000805 1.000000 fi:0.120915. Ave ac:0.001969,0.003471 Initialization: 5.335000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.499000 Kernel 1: 0.022000 Kernel 2: 81.208000 Copyback: 0.017000 Sum: 0.030000 It 31,Best ac:0.000805 1.000000 fi:0.124373. Ave ac:0.002326,0.004285 Initialization: 5.351000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.605000 Kernel 1: 0.023000 Kernel 2: 79.438004 Copyback: 0.018000 Sum: 0.028000 It 32,Best ac:0.001073 1.000000 fi:0.118554. Ave ac:0.002182,0.004778 Initialization: 5.318000 Memcpy Classifiers: 0.403000 Memcpy Instances: 7.443000 Kernel 1: 0.024000 Kernel 2: 77.269997 Copyback: 0.017000 Sum: 0.031000 It 33,Best ac:0.001073 1.000000 fi:0.120947. Ave ac:0.002027,0.003404 Initialization: 33.969002 Memcpy Instances: 364.518005 Memcpy Classifiers: 0.084000 Kernel 1: 0.027000 Kernel 2: 553.968994 Copyback: 0.015000 Sum: 0.017000 Memcpy Classifiers: 0.081000 Kernel 1: 0.014000 Kernel 2: 538.560974 Copyback: 0.017000 Sum: 0.003000 Memcpy Classifiers: 0.104000 Kernel 1: 0.019000 Kernel 2: 558.754028 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.081000 Kernel 1: 0.015000 Kernel 2: 534.210999 Copyback: 0.020000 Sum: 0.007000 Memcpy Classifiers: 0.089000 Kernel 1: 0.020000 Kernel 2: 549.138000 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.081000 Kernel 1: 0.014000 Kernel 2: 562.447998 Copyback: 0.420000 Sum: 0.011000 Memcpy Classifiers: 0.864000 Kernel 1: 0.021000 Kernel 2: 550.416992 Copyback: 1.195000 Sum: 0.004000 Memcpy Classifiers: 0.966000 Kernel 1: 0.018000 Kernel 2: 547.901001 Copyback: 0.907000 Sum: 0.010000 Memcpy Classifiers: 0.077000 Kernel 1: 0.021000 Kernel 2: 390.976013 Copyback: 1.099000 Sum: 0.001000 It 34,Best ac:0.000762 0.520147 fi:0.598379. Ave ac:0.002469,0.007720 Best acc 0.000762 0.520147 Rule:Att PSSM_-3_2 is [-4.320755,1.605637]|Att PSSM_-3_12 is [<3.714831]|Att PSSM_0_5 is [-5.716259,3.067860]|Att PSSM_0_12 is [<-2.603443]|Att PSSM_0_15 is [-6.102584,-2.219658]|Att PSSM_1_14 is [-5.922629,7.143813]|Att PSSM_1_15 is [<-0.980326]|Att PSSM_2_4 is [<3.093233]|Att PSSM_3_1 is [2.617621,6.020147]|Att PSSM_4_7 is [<-0.474024]|Att PSSM_4_10 is [>-4.194264]|1 Accuracy : 0.792945 0 1 150680 13400 35183 35375 Removed 492 instances. 185863 Instances left. Acc of rule 0.001395-0.528455 Initialization: 6.871000 Memcpy Classifiers: 0.533000 Memcpy Instances: 9.260000 Kernel 1: 0.026000 Kernel 2: 114.627998 Copyback: 0.019000 Sum: 0.040000 Initial population average accuracy1:0.005056 accuracy2:0.184713 Initialization: 5.861000 Memcpy Classifiers: 0.850000 Memcpy Instances: 9.933000 Kernel 1: 0.025000 Kernel 2: 116.082001 Copyback: 0.020000 Sum: 0.059000 It 0,Best ac:0.000538 1.000000 fi:0.231139. Ave ac:0.005695,0.010071 Initialization: 7.975000 Memcpy Classifiers: 0.676000 Memcpy Instances: 10.911000 Kernel 1: 0.025000 Kernel 2: 114.138000 Copyback: 0.019000 Sum: 0.029000 It 1,Best ac:0.000538 1.000000 fi:0.231139. Ave ac:0.005295,0.009268 Initialization: 5.594000 Memcpy Classifiers: 0.624000 Memcpy Instances: 7.647000 Kernel 1: 0.023000 Kernel 2: 114.320000 Copyback: 0.019000 Sum: 0.029000 It 2,Best ac:0.000538 1.000000 fi:0.230045. Ave ac:0.006421,0.012528 Initialization: 6.123000 Memcpy Classifiers: 0.497000 Memcpy Instances: 7.452000 Kernel 1: 0.022000 Kernel 2: 111.082001 Copyback: 0.020000 Sum: 0.037000 It 3,Best ac:0.000538 1.000000 fi:0.230045. Ave ac:0.004999,0.008813 Initialization: 5.860000 Memcpy Classifiers: 0.519000 Memcpy Instances: 7.495000 Kernel 1: 0.024000 Kernel 2: 109.888000 Copyback: 0.019000 Sum: 0.033000 It 4,Best ac:0.000538 1.000000 fi:0.231139. Ave ac:0.004677,0.007583 Initialization: 5.600000 Memcpy Classifiers: 0.516000 Memcpy Instances: 7.556000 Kernel 1: 0.026000 Kernel 2: 109.819000 Copyback: 0.019000 Sum: 0.031000 It 5,Best ac:0.000807 1.000000 fi:0.099905. Ave ac:0.004181,0.006456 Initialization: 5.506000 Memcpy Classifiers: 0.515000 Memcpy Instances: 7.392000 Kernel 1: 0.024000 Kernel 2: 111.023003 Copyback: 0.019000 Sum: 0.031000 It 6,Best ac:0.000538 1.000000 fi:0.230045. Ave ac:0.003444,0.005892 Initialization: 5.543000 Memcpy Classifiers: 0.477000 Memcpy Instances: 7.399000 Kernel 1: 0.023000 Kernel 2: 111.724998 Copyback: 0.018000 Sum: 0.035000 It 7,Best ac:0.001614 1.000000 fi:0.099479. Ave ac:0.004133,0.007086 Initialization: 5.534000 Memcpy Classifiers: 0.442000 Memcpy Instances: 7.423000 Kernel 1: 0.023000 Kernel 2: 112.092003 Copyback: 0.020000 Sum: 0.031000 It 8,Best ac:0.001076 1.000000 fi:0.099764. Ave ac:0.003509,0.006251 Initialization: 5.520000 Memcpy Classifiers: 0.479000 Memcpy Instances: 7.408000 Kernel 1: 0.025000 Kernel 2: 107.735001 Copyback: 1.161000 Sum: 0.031000 It 9,Best ac:0.001345 1.000000 fi:0.099621. Ave ac:0.002871,0.004722 Iteration 10:MDL fitness activated Error 0.099621 TL 0.042665 MDL Theory Length Weight: 0.7783177082 (3) Initialization: 5.766000 Memcpy Classifiers: 0.442000 Memcpy Instances: 7.406000 Kernel 1: 0.024000 Kernel 2: 114.704002 Copyback: 0.108000 Sum: 0.029000 It 10,Best ac:0.000807 1.000000 fi:0.119333. Ave ac:0.002664,0.005074 Initialization: 6.259000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.398000 Kernel 1: 0.024000 Kernel 2: 90.068001 Copyback: 0.016000 Sum: 0.029000 It 11,Best ac:0.001345 1.000000 fi:0.125366. Ave ac:0.002264,0.003467 Initialization: 5.531000 Memcpy Classifiers: 0.523000 Memcpy Instances: 7.417000 Kernel 1: 0.023000 Kernel 2: 88.647003 Copyback: 0.018000 Sum: 0.034000 It 12,Best ac:0.001345 1.000000 fi:0.117759. Ave ac:0.001613,0.002400 Initialization: 5.894000 Memcpy Classifiers: 0.417000 Memcpy Instances: 11.706000 Kernel 1: 0.026000 Kernel 2: 87.949997 Copyback: 0.017000 Sum: 0.030000 It 13,Best ac:0.000807 1.000000 fi:0.122003. Ave ac:0.002350,0.004139 Initialization: 5.669000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.461000 Kernel 1: 0.023000 Kernel 2: 89.896004 Copyback: 0.017000 Sum: 0.030000 It 14,Best ac:0.000807 1.000000 fi:0.138503. Ave ac:0.001693,0.002285 Initialization: 5.701000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.581000 Kernel 1: 0.023000 Kernel 2: 88.178001 Copyback: 0.017000 Sum: 0.033000 It 15,Best ac:0.000807 1.000000 fi:0.120686. Ave ac:0.001901,0.003957 Initialization: 5.533000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.396000 Kernel 1: 0.024000 Kernel 2: 88.679001 Copyback: 0.018000 Sum: 0.031000 It 16,Best ac:0.000807 1.000000 fi:0.123041. Ave ac:0.002130,0.004421 Initialization: 6.650000 Memcpy Classifiers: 0.590000 Memcpy Instances: 10.534000 Kernel 1: 0.027000 Kernel 2: 89.220001 Copyback: 0.017000 Sum: 0.027000 It 17,Best ac:0.000807 1.000000 fi:0.128606. Ave ac:0.002030,0.004115 Initialization: 5.545000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.425000 Kernel 1: 0.023000 Kernel 2: 88.634003 Copyback: 0.017000 Sum: 0.030000 It 18,Best ac:0.000538 1.000000 fi:0.256835. Ave ac:0.001881,0.003409 Initialization: 5.536000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.402000 Kernel 1: 0.024000 Kernel 2: 86.984001 Copyback: 0.016000 Sum: 0.033000 It 19,Best ac:0.000807 1.000000 fi:0.120397. Ave ac:0.002472,0.004918 Initialization: 5.543000 Memcpy Classifiers: 0.414000 Memcpy Instances: 7.436000 Kernel 1: 0.025000 Kernel 2: 83.630997 Copyback: 0.017000 Sum: 0.030000 It 20,Best ac:0.000807 1.000000 fi:0.120468. Ave ac:0.002544,0.005145 Initialization: 5.483000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.392000 Kernel 1: 0.023000 Kernel 2: 83.924004 Copyback: 0.017000 Sum: 0.027000 It 21,Best ac:0.000807 1.000000 fi:0.128277. Ave ac:0.002333,0.004932 MDL Theory Length Weight: 0.7004859374 (10) Initialization: 5.590000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.380000 Kernel 1: 0.025000 Kernel 2: 83.655998 Copyback: 0.017000 Sum: 0.031000 It 22,Best ac:0.001076 1.000000 fi:0.125964. Ave ac:0.002848,0.005206 Initialization: 5.507000 Memcpy Classifiers: 0.432000 Memcpy Instances: 7.421000 Kernel 1: 0.024000 Kernel 2: 86.363998 Copyback: 0.406000 Sum: 0.033000 It 23,Best ac:0.001076 1.000000 fi:0.138254. Ave ac:0.002245,0.004171 Initialization: 6.676000 Memcpy Classifiers: 0.793000 Memcpy Instances: 10.803000 Kernel 1: 0.026000 Kernel 2: 87.603996 Copyback: 1.000000 Sum: 0.032000 It 24,Best ac:0.001076 1.000000 fi:0.122429. Ave ac:0.003085,0.006012 Initialization: 5.766000 Memcpy Classifiers: 0.739000 Memcpy Instances: 7.568000 Kernel 1: 0.025000 Kernel 2: 84.338997 Copyback: 0.417000 Sum: 0.030000 It 25,Best ac:0.001076 1.000000 fi:0.119650. Ave ac:0.002388,0.003981 Initialization: 5.725000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.393000 Kernel 1: 0.024000 Kernel 2: 83.217003 Copyback: 0.016000 Sum: 0.030000 It 26,Best ac:0.000807 1.000000 fi:0.122505. Ave ac:0.002586,0.004263 Initialization: 5.520000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.396000 Kernel 1: 0.024000 Kernel 2: 84.043999 Copyback: 0.017000 Sum: 0.026000 It 27,Best ac:0.001076 1.000000 fi:0.123464. Ave ac:0.002041,0.003211 Initialization: 5.516000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.404000 Kernel 1: 0.024000 Kernel 2: 84.858002 Copyback: 0.017000 Sum: 0.061000 It 28,Best ac:0.000807 1.000000 fi:0.117963. Ave ac:0.001979,0.004644 Initialization: 6.611000 Memcpy Classifiers: 0.605000 Memcpy Instances: 7.766000 Kernel 1: 0.023000 Kernel 2: 84.067001 Copyback: 0.018000 Sum: 0.029000 It 29,Best ac:0.001614 1.000000 fi:0.120125. Ave ac:0.002327,0.004980 Initialization: 5.565000 Memcpy Classifiers: 0.417000 Memcpy Instances: 11.684000 Kernel 1: 0.027000 Kernel 2: 81.345001 Copyback: 0.372000 Sum: 0.028000 It 30,Best ac:0.000807 1.000000 fi:0.111311. Ave ac:0.001672,0.003364 Initialization: 6.510000 Memcpy Classifiers: 0.539000 Memcpy Instances: 7.843000 Kernel 1: 0.033000 Kernel 2: 81.559998 Copyback: 0.018000 Sum: 0.045000 It 31,Best ac:0.000807 1.000000 fi:0.119926. Ave ac:0.002516,0.004228 Initialization: 6.039000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.395000 Kernel 1: 0.024000 Kernel 2: 79.585999 Copyback: 0.019000 Sum: 0.041000 It 32,Best ac:0.000807 1.000000 fi:0.119758. Ave ac:0.001720,0.002602 Initialization: 6.233000 Memcpy Classifiers: 0.713000 Memcpy Instances: 8.192000 Kernel 1: 0.024000 Kernel 2: 79.848000 Copyback: 0.017000 Sum: 0.033000 It 33,Best ac:0.000807 1.000000 fi:0.121654. Ave ac:0.001807,0.002959 Initialization: 31.122999 Memcpy Instances: 441.390991 Memcpy Classifiers: 0.083000 Kernel 1: 0.033000 Kernel 2: 555.192017 Copyback: 0.016000 Sum: 0.015000 Memcpy Classifiers: 0.082000 Kernel 1: 0.015000 Kernel 2: 545.987000 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.080000 Kernel 1: 0.014000 Kernel 2: 546.244019 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.081000 Kernel 1: 0.014000 Kernel 2: 566.452026 Copyback: 0.502000 Sum: 0.010000 Memcpy Classifiers: 1.033000 Kernel 1: 0.023000 Kernel 2: 556.333984 Copyback: 0.669000 Sum: 0.008000 Memcpy Classifiers: 0.084000 Kernel 1: 0.021000 Kernel 2: 558.166992 Copyback: 1.285000 Sum: 0.002000 Memcpy Classifiers: 0.091000 Kernel 1: 0.016000 Kernel 2: 561.146973 Copyback: 0.459000 Sum: 0.003000 Memcpy Classifiers: 0.084000 Kernel 1: 0.016000 Kernel 2: 535.250000 Copyback: 0.016000 Sum: 0.001000 Memcpy Classifiers: 0.083000 Kernel 1: 0.014000 Kernel 2: 427.385010 Copyback: 0.392000 Sum: 0.007000 It 34,Best ac:0.001232 0.540094 fi:0.581335. Ave ac:0.002479,0.008030 Best acc 0.001232 0.540094 Initialization: 6.275000 Memcpy Classifiers: 0.504000 Memcpy Instances: 10.893000 Kernel 1: 0.029000 Kernel 2: 92.150002 Copyback: 0.021000 Sum: 0.054000 Initial population average accuracy1:0.004735 accuracy2:0.180004 Initialization: 6.203000 Memcpy Classifiers: 0.596000 Memcpy Instances: 9.621000 Kernel 1: 0.022000 Kernel 2: 91.625999 Copyback: 0.018000 Sum: 0.059000 It 0,Best ac:0.000538 1.000000 fi:0.230045. Ave ac:0.004111,0.006895 Initialization: 6.763000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.464000 Kernel 1: 0.023000 Kernel 2: 91.085999 Copyback: 0.369000 Sum: 0.030000 It 1,Best ac:0.000807 1.000000 fi:0.099906. Ave ac:0.004638,0.007635 Initialization: 7.150000 Memcpy Classifiers: 0.937000 Memcpy Instances: 8.979000 Kernel 1: 0.030000 Kernel 2: 91.071999 Copyback: 0.018000 Sum: 0.038000 It 2,Best ac:0.001883 0.777778 fi:0.321558. Ave ac:0.004400,0.007466 Initialization: 6.415000 Memcpy Classifiers: 0.739000 Memcpy Instances: 7.892000 Kernel 1: 0.023000 Kernel 2: 92.360001 Copyback: 0.016000 Sum: 0.023000 It 3,Best ac:0.001346 0.833333 fi:0.266287. Ave ac:0.004500,0.006772 Initialization: 5.465000 Memcpy Classifiers: 0.473000 Memcpy Instances: 11.036000 Kernel 1: 0.024000 Kernel 2: 88.952003 Copyback: 0.017000 Sum: 0.027000 It 4,Best ac:0.000807 1.000000 fi:0.099906. Ave ac:0.004225,0.008202 Initialization: 6.462000 Memcpy Classifiers: 0.487000 Memcpy Instances: 10.397000 Kernel 1: 0.027000 Kernel 2: 90.396004 Copyback: 0.724000 Sum: 0.033000 It 5,Best ac:0.001345 1.000000 fi:0.099621. Ave ac:0.003633,0.005582 Initialization: 5.695000 Memcpy Classifiers: 0.507000 Memcpy Instances: 7.773000 Kernel 1: 0.024000 Kernel 2: 92.154999 Copyback: 0.621000 Sum: 0.032000 It 6,Best ac:0.001345 1.000000 fi:0.099621. Ave ac:0.002266,0.003696 Initialization: 5.634000 Memcpy Classifiers: 0.687000 Memcpy Instances: 7.382000 Kernel 1: 0.025000 Kernel 2: 92.753998 Copyback: 0.524000 Sum: 0.046000 It 7,Best ac:0.001614 1.000000 fi:0.099479. Ave ac:0.002092,0.002865 Initialization: 5.686000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.390000 Kernel 1: 0.024000 Kernel 2: 96.898003 Copyback: 0.210000 Sum: 0.037000 It 8,Best ac:0.001076 1.000000 fi:0.099764. Ave ac:0.002291,0.002898 Initialization: 6.995000 Memcpy Classifiers: 4.491000 Memcpy Instances: 8.079000 Kernel 1: 0.025000 Kernel 2: 92.515999 Copyback: 1.272000 Sum: 0.037000 It 9,Best ac:0.000807 1.000000 fi:0.099905. Ave ac:0.001765,0.002436 Iteration 10:MDL fitness activated Error 0.099905 TL 0.048409 MDL Theory Length Weight: 0.6879289883 (3) Initialization: 6.321000 Memcpy Classifiers: 0.493000 Memcpy Instances: 9.257000 Kernel 1: 0.026000 Kernel 2: 93.341003 Copyback: 0.326000 Sum: 0.034000 It 10,Best ac:0.000807 1.000000 fi:0.126278. Ave ac:0.002084,0.003508 Initialization: 5.656000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.411000 Kernel 1: 0.025000 Kernel 2: 93.481003 Copyback: 0.017000 Sum: 0.030000 It 11,Best ac:0.001076 1.000000 fi:0.126668. Ave ac:0.002899,0.003952 Initialization: 5.392000 Memcpy Classifiers: 0.494000 Memcpy Instances: 7.392000 Kernel 1: 0.023000 Kernel 2: 92.434998 Copyback: 0.017000 Sum: 0.030000 It 12,Best ac:0.000807 1.000000 fi:0.119279. Ave ac:0.002603,0.003791 Initialization: 5.435000 Memcpy Classifiers: 0.504000 Memcpy Instances: 7.413000 Kernel 1: 0.024000 Kernel 2: 91.553001 Copyback: 0.490000 Sum: 0.038000 It 13,Best ac:0.001076 1.000000 fi:0.129982. Ave ac:0.002181,0.003623 Initialization: 5.620000 Memcpy Classifiers: 0.467000 Memcpy Instances: 7.375000 Kernel 1: 0.024000 Kernel 2: 91.386002 Copyback: 0.017000 Sum: 0.028000 It 14,Best ac:0.001076 1.000000 fi:0.126176. Ave ac:0.002579,0.004109 Initialization: 5.414000 Memcpy Classifiers: 0.453000 Memcpy Instances: 7.402000 Kernel 1: 0.023000 Kernel 2: 93.478996 Copyback: 0.017000 Sum: 0.038000 It 15,Best ac:0.000807 1.000000 fi:0.119777. Ave ac:0.002457,0.003285 Initialization: 5.390000 Memcpy Classifiers: 0.467000 Memcpy Instances: 7.378000 Kernel 1: 0.024000 Kernel 2: 89.740997 Copyback: 0.017000 Sum: 0.027000 It 16,Best ac:0.000807 1.000000 fi:0.126146. Ave ac:0.002038,0.003269 Initialization: 5.435000 Memcpy Classifiers: 0.486000 Memcpy Instances: 7.377000 Kernel 1: 0.024000 Kernel 2: 90.737000 Copyback: 0.018000 Sum: 0.034000 It 17,Best ac:0.001076 1.000000 fi:0.124707. Ave ac:0.001875,0.002874 Initialization: 7.240000 Memcpy Classifiers: 0.435000 Memcpy Instances: 7.820000 Kernel 1: 0.022000 Kernel 2: 92.005997 Copyback: 0.490000 Sum: 0.033000 It 18,Best ac:0.000807 1.000000 fi:0.118262. Ave ac:0.002246,0.003356 Initialization: 5.688000 Memcpy Classifiers: 0.483000 Memcpy Instances: 7.427000 Kernel 1: 0.023000 Kernel 2: 86.150002 Copyback: 0.017000 Sum: 0.033000 It 19,Best ac:0.000807 1.000000 fi:0.119867. Ave ac:0.001719,0.003326 Initialization: 5.374000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.401000 Kernel 1: 0.024000 Kernel 2: 88.813004 Copyback: 0.019000 Sum: 0.042000 It 20,Best ac:0.001345 1.000000 fi:0.122771. Ave ac:0.001846,0.003055 Initialization: 6.911000 Memcpy Classifiers: 0.671000 Memcpy Instances: 10.659000 Kernel 1: 0.026000 Kernel 2: 87.204002 Copyback: 0.018000 Sum: 0.032000 It 21,Best ac:0.000807 1.000000 fi:0.122586. Ave ac:0.001898,0.003890 Initialization: 6.423000 Memcpy Classifiers: 0.482000 Memcpy Instances: 9.374000 Kernel 1: 0.025000 Kernel 2: 86.619003 Copyback: 0.500000 Sum: 0.057000 It 22,Best ac:0.000807 1.000000 fi:0.119896. Ave ac:0.001670,0.002726 Initialization: 7.154000 Memcpy Classifiers: 0.657000 Memcpy Instances: 10.514000 Kernel 1: 0.026000 Kernel 2: 85.890999 Copyback: 0.017000 Sum: 0.038000 It 23,Best ac:0.001615 1.000000 fi:0.119250. Ave ac:0.001565,0.002567 Initialization: 7.602000 Memcpy Classifiers: 0.415000 Memcpy Instances: 9.442000 Kernel 1: 0.033000 Kernel 2: 87.357002 Copyback: 0.017000 Sum: 0.028000 It 24,Best ac:0.000807 1.000000 fi:0.123257. Ave ac:0.001268,0.002041 Initialization: 6.588000 Memcpy Classifiers: 0.590000 Memcpy Instances: 9.079000 Kernel 1: 0.023000 Kernel 2: 89.209000 Copyback: 0.017000 Sum: 0.040000 It 25,Best ac:0.000807 1.000000 fi:0.119896. Ave ac:0.001600,0.002668 Initialization: 6.379000 Memcpy Classifiers: 0.540000 Memcpy Instances: 8.339000 Kernel 1: 0.033000 Kernel 2: 88.411003 Copyback: 0.017000 Sum: 0.030000 It 26,Best ac:0.001076 1.000000 fi:0.120168. Ave ac:0.001749,0.002533 Initialization: 6.835000 Memcpy Classifiers: 0.664000 Memcpy Instances: 9.229000 Kernel 1: 0.024000 Kernel 2: 88.802002 Copyback: 0.492000 Sum: 0.035000 It 27,Best ac:0.001345 1.000000 fi:0.121151. Ave ac:0.001980,0.002923 MDL Theory Length Weight: 0.6191360895 (10) Initialization: 7.083000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.498000 Kernel 1: 0.023000 Kernel 2: 90.158997 Copyback: 0.797000 Sum: 0.040000 It 28,Best ac:0.000807 1.000000 fi:0.121123. Ave ac:0.001646,0.001946 Initialization: 6.286000 Memcpy Classifiers: 0.693000 Memcpy Instances: 9.163000 Kernel 1: 0.032000 Kernel 2: 89.459999 Copyback: 0.700000 Sum: 0.044000 It 29,Best ac:0.001076 1.000000 fi:0.120019. Ave ac:0.001831,0.002654 Initialization: 5.853000 Memcpy Classifiers: 0.611000 Memcpy Instances: 8.136000 Kernel 1: 0.025000 Kernel 2: 88.329002 Copyback: 0.798000 Sum: 0.036000 It 30,Best ac:0.001076 1.000000 fi:0.117761. Ave ac:0.001623,0.002245 Initialization: 5.710000 Memcpy Classifiers: 1.168000 Memcpy Instances: 8.689000 Kernel 1: 0.023000 Kernel 2: 86.146004 Copyback: 0.800000 Sum: 0.041000 It 31,Best ac:0.002690 1.000000 fi:0.116869. Ave ac:0.001985,0.002642 Initialization: 6.938000 Memcpy Classifiers: 0.601000 Memcpy Instances: 8.888000 Kernel 1: 0.023000 Kernel 2: 85.662003 Copyback: 0.797000 Sum: 0.042000 It 32,Best ac:0.000807 1.000000 fi:0.117890. Ave ac:0.001118,0.001638 Initialization: 5.574000 Memcpy Classifiers: 0.405000 Memcpy Instances: 9.172000 Kernel 1: 0.024000 Kernel 2: 87.392998 Copyback: 0.454000 Sum: 0.036000 It 33,Best ac:0.001883 0.875000 fi:0.242699. Ave ac:0.001825,0.002489 Initialization: 32.078999 Memcpy Instances: 429.283997 Memcpy Classifiers: 0.096000 Kernel 1: 0.025000 Kernel 2: 589.171997 Copyback: 0.018000 Sum: 0.015000 Memcpy Classifiers: 0.111000 Kernel 1: 0.018000 Kernel 2: 588.309998 Copyback: 0.016000 Sum: 0.004000 Memcpy Classifiers: 0.128000 Kernel 1: 0.024000 Kernel 2: 578.632996 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.092000 Kernel 1: 0.015000 Kernel 2: 575.901978 Copyback: 0.360000 Sum: 0.010000 Memcpy Classifiers: 0.113000 Kernel 1: 0.025000 Kernel 2: 564.164001 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.092000 Kernel 1: 0.014000 Kernel 2: 563.231018 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.092000 Kernel 1: 0.015000 Kernel 2: 577.346985 Copyback: 0.019000 Sum: 0.005000 Memcpy Classifiers: 0.131000 Kernel 1: 0.025000 Kernel 2: 594.422974 Copyback: 0.803000 Sum: 0.008000 Memcpy Classifiers: 0.098000 Kernel 1: 0.024000 Kernel 2: 418.256012 Copyback: 0.398000 Sum: 0.002000 It 34,Best ac:0.000882 0.587814 fi:0.535668. Ave ac:0.001841,0.005649 Best acc 0.000882 0.587814 Rule:Att PSSM_-4_2 is [<-0.217803]|Att PSSM_-4_3 is [-5.900403,8.844956]|Att PSSM_-4_12 is [-5.820141,0.135884]|Att PSSM_-4_18 is [<-3.177540]|Att PSSM_-3_4 is [-6.065510,1.667568]|Att PSSM_-3_6 is [<-0.808021]|Att PSSM_-3_15 is [<8.922883]|Att PSSM_-2_18 is [<5.414459]|Att PSSM_-1_5 is [-2.023136,5.621774]|Att PSSM_0_12 is [<-2.372397]|Att PSSM_1_15 is [-5.319294,-0.680706]|Att PSSM_3_12 is [-5.811237,-1.766891]|Att PSSM_4_7 is [-6.693346,-1.306654]|1 Accuracy : 0.793154 0 1 150565 13515 35019 35539 Removed 279 instances. 185584 Instances left. Acc of rule 0.000882-0.587814 Initialization: 5.641000 Memcpy Classifiers: 0.570000 Memcpy Instances: 7.422000 Kernel 1: 0.025000 Kernel 2: 118.063004 Copyback: 0.019000 Sum: 0.042000 Initial population average accuracy1:0.004818 accuracy2:0.179625 Initialization: 5.577000 Memcpy Classifiers: 0.606000 Memcpy Instances: 7.439000 Kernel 1: 0.023000 Kernel 2: 117.421997 Copyback: 0.019000 Sum: 0.055000 It 0,Best ac:0.000539 1.000000 fi:0.227849. Ave ac:0.005288,0.009383 Initialization: 5.533000 Memcpy Classifiers: 0.496000 Memcpy Instances: 7.404000 Kernel 1: 0.024000 Kernel 2: 116.603996 Copyback: 0.018000 Sum: 0.027000 It 1,Best ac:0.000808 1.000000 fi:0.099904. Ave ac:0.004776,0.008720 Initialization: 5.464000 Memcpy Classifiers: 0.477000 Memcpy Instances: 7.426000 Kernel 1: 0.023000 Kernel 2: 129.824997 Copyback: 0.480000 Sum: 0.031000 It 2,Best ac:0.000808 1.000000 fi:0.099904. Ave ac:0.004615,0.008129 Initialization: 5.599000 Memcpy Classifiers: 0.479000 Memcpy Instances: 7.400000 Kernel 1: 0.024000 Kernel 2: 109.529999 Copyback: 0.019000 Sum: 0.033000 It 3,Best ac:0.000539 1.000000 fi:0.226746. Ave ac:0.003745,0.006254 Initialization: 5.524000 Memcpy Classifiers: 0.460000 Memcpy Instances: 7.424000 Kernel 1: 0.023000 Kernel 2: 108.292999 Copyback: 0.019000 Sum: 0.034000 It 4,Best ac:0.001078 1.000000 fi:0.099760. Ave ac:0.004162,0.007459 Initialization: 5.538000 Memcpy Classifiers: 0.443000 Memcpy Instances: 7.405000 Kernel 1: 0.024000 Kernel 2: 109.683998 Copyback: 0.019000 Sum: 0.031000 It 5,Best ac:0.001347 1.000000 fi:0.099617. Ave ac:0.003921,0.007084 Initialization: 5.489000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.382000 Kernel 1: 0.024000 Kernel 2: 108.789001 Copyback: 0.632000 Sum: 0.032000 It 6,Best ac:0.000808 1.000000 fi:0.099904. Ave ac:0.003809,0.006150 Initialization: 5.787000 Memcpy Classifiers: 0.443000 Memcpy Instances: 7.387000 Kernel 1: 0.024000 Kernel 2: 124.367996 Copyback: 0.019000 Sum: 0.027000 It 7,Best ac:0.000539 1.000000 fi:0.227849. Ave ac:0.004038,0.007081 Initialization: 5.569000 Memcpy Classifiers: 0.461000 Memcpy Instances: 7.373000 Kernel 1: 0.024000 Kernel 2: 121.245003 Copyback: 0.019000 Sum: 0.029000 It 8,Best ac:0.000808 1.000000 fi:0.099904. Ave ac:0.003569,0.006474 Initialization: 5.515000 Memcpy Classifiers: 0.527000 Memcpy Instances: 7.400000 Kernel 1: 0.024000 Kernel 2: 103.486000 Copyback: 0.019000 Sum: 0.038000 It 9,Best ac:0.001347 1.000000 fi:0.099617. Ave ac:0.003354,0.006095 Iteration 10:MDL fitness activated Error 0.099617 TL 0.030870 MDL Theory Length Weight: 1.0756622339 (5) Initialization: 5.565000 Memcpy Classifiers: 0.479000 Memcpy Instances: 7.393000 Kernel 1: 0.023000 Kernel 2: 118.257004 Copyback: 0.019000 Sum: 0.029000 It 10,Best ac:0.001078 1.000000 fi:0.123403. Ave ac:0.003163,0.005848 Initialization: 5.548000 Memcpy Classifiers: 0.496000 Memcpy Instances: 7.384000 Kernel 1: 0.024000 Kernel 2: 117.227997 Copyback: 0.020000 Sum: 0.035000 It 11,Best ac:0.001347 1.000000 fi:0.141088. Ave ac:0.003355,0.005884 Initialization: 6.270000 Memcpy Classifiers: 0.461000 Memcpy Instances: 7.408000 Kernel 1: 0.024000 Kernel 2: 101.014000 Copyback: 0.019000 Sum: 0.033000 It 12,Best ac:0.000808 1.000000 fi:0.133527. Ave ac:0.002827,0.005365 Initialization: 5.591000 Memcpy Classifiers: 0.461000 Memcpy Instances: 7.394000 Kernel 1: 0.024000 Kernel 2: 98.536003 Copyback: 0.019000 Sum: 0.032000 It 13,Best ac:0.000808 1.000000 fi:0.136774. Ave ac:0.002197,0.003886 Initialization: 5.475000 Memcpy Classifiers: 0.461000 Memcpy Instances: 7.402000 Kernel 1: 0.024000 Kernel 2: 97.315002 Copyback: 0.099000 Sum: 0.029000 It 14,Best ac:0.001078 1.000000 fi:0.131968. Ave ac:0.002649,0.004559 Initialization: 5.819000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.577000 Kernel 1: 0.024000 Kernel 2: 77.158997 Copyback: 0.017000 Sum: 0.032000 It 15,Best ac:0.001078 1.000000 fi:0.135958. Ave ac:0.002663,0.005513 Initialization: 5.461000 Memcpy Classifiers: 0.449000 Memcpy Instances: 7.375000 Kernel 1: 0.025000 Kernel 2: 78.474998 Copyback: 0.017000 Sum: 0.029000 It 16,Best ac:0.001347 1.000000 fi:0.132826. Ave ac:0.003338,0.006965 Initialization: 5.440000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.380000 Kernel 1: 0.025000 Kernel 2: 77.067001 Copyback: 0.017000 Sum: 0.029000 It 17,Best ac:0.001078 1.000000 fi:0.124383. Ave ac:0.003786,0.008405 Initialization: 5.455000 Memcpy Classifiers: 0.414000 Memcpy Instances: 7.401000 Kernel 1: 0.023000 Kernel 2: 89.598999 Copyback: 0.018000 Sum: 0.032000 It 18,Best ac:0.000808 1.000000 fi:0.123119. Ave ac:0.003102,0.006618 Initialization: 5.441000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.383000 Kernel 1: 0.024000 Kernel 2: 76.627998 Copyback: 0.016000 Sum: 0.030000 It 19,Best ac:0.000808 1.000000 fi:0.147807. Ave ac:0.002936,0.006808 Initialization: 5.508000 Memcpy Classifiers: 0.455000 Memcpy Instances: 7.376000 Kernel 1: 0.024000 Kernel 2: 90.649002 Copyback: 0.017000 Sum: 0.034000 It 20,Best ac:0.001347 1.000000 fi:0.134313. Ave ac:0.003113,0.006606 Initialization: 5.514000 Memcpy Classifiers: 0.402000 Memcpy Instances: 8.570000 Kernel 1: 0.033000 Kernel 2: 73.485001 Copyback: 0.018000 Sum: 0.036000 It 21,Best ac:0.000808 1.000000 fi:0.118734. Ave ac:0.003403,0.007817 Initialization: 6.551000 Memcpy Classifiers: 0.708000 Memcpy Instances: 10.573000 Kernel 1: 0.024000 Kernel 2: 89.643997 Copyback: 0.017000 Sum: 0.035000 It 22,Best ac:0.001347 1.000000 fi:0.131570. Ave ac:0.004744,0.009975 Initialization: 7.893000 Memcpy Classifiers: 0.491000 Memcpy Instances: 9.249000 Kernel 1: 0.022000 Kernel 2: 73.605003 Copyback: 0.018000 Sum: 0.039000 It 23,Best ac:0.001078 1.000000 fi:0.123402. Ave ac:0.004137,0.006494 Initialization: 5.809000 Memcpy Classifiers: 0.401000 Memcpy Instances: 7.429000 Kernel 1: 0.023000 Kernel 2: 74.067001 Copyback: 0.018000 Sum: 0.032000 It 24,Best ac:0.001885 1.000000 fi:0.122546. Ave ac:0.003262,0.006103 Initialization: 5.580000 Memcpy Classifiers: 0.491000 Memcpy Instances: 7.437000 Kernel 1: 0.022000 Kernel 2: 72.931000 Copyback: 0.017000 Sum: 0.035000 It 25,Best ac:0.000808 1.000000 fi:0.130613. Ave ac:0.002834,0.005821 Initialization: 5.485000 Memcpy Classifiers: 0.398000 Memcpy Instances: 9.831000 Kernel 1: 0.023000 Kernel 2: 87.258003 Copyback: 0.017000 Sum: 0.028000 It 26,Best ac:0.001078 1.000000 fi:0.120182. Ave ac:0.003146,0.006286 Initialization: 5.430000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.459000 Kernel 1: 0.023000 Kernel 2: 87.682999 Copyback: 0.017000 Sum: 0.028000 It 27,Best ac:0.001078 1.000000 fi:0.140225. Ave ac:0.003235,0.007614 Initialization: 5.412000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.433000 Kernel 1: 0.024000 Kernel 2: 74.431999 Copyback: 0.020000 Sum: 0.038000 It 28,Best ac:0.001077 1.000000 fi:0.121970. Ave ac:0.003275,0.006276 Initialization: 5.481000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.394000 Kernel 1: 0.024000 Kernel 2: 89.191002 Copyback: 0.017000 Sum: 0.028000 It 29,Best ac:0.000808 1.000000 fi:0.131469. Ave ac:0.002704,0.005212 Initialization: 5.448000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.397000 Kernel 1: 0.023000 Kernel 2: 87.438004 Copyback: 0.017000 Sum: 0.032000 It 30,Best ac:0.000808 1.000000 fi:0.124187. Ave ac:0.002164,0.004216 MDL Theory Length Weight: 0.9680960105 (10) Initialization: 5.507000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.439000 Kernel 1: 0.023000 Kernel 2: 86.297997 Copyback: 0.018000 Sum: 0.030000 It 31,Best ac:0.001616 1.000000 fi:0.115202. Ave ac:0.002483,0.004516 Initialization: 6.592000 Memcpy Classifiers: 0.595000 Memcpy Instances: 8.197000 Kernel 1: 0.022000 Kernel 2: 86.483002 Copyback: 0.017000 Sum: 0.029000 It 32,Best ac:0.002155 1.000000 fi:0.120412. Ave ac:0.002274,0.004707 Initialization: 7.139000 Memcpy Classifiers: 0.353000 Memcpy Instances: 7.416000 Kernel 1: 0.023000 Kernel 2: 72.162003 Copyback: 0.017000 Sum: 0.031000 It 33,Best ac:0.001347 1.000000 fi:0.116602. Ave ac:0.002138,0.005441 Initialization: 31.802999 Memcpy Instances: 425.102997 Memcpy Classifiers: 0.103000 Kernel 1: 0.025000 Kernel 2: 498.641998 Copyback: 0.015000 Sum: 0.019000 Memcpy Classifiers: 0.102000 Kernel 1: 0.015000 Kernel 2: 503.031006 Copyback: 0.785000 Sum: 0.009000 Memcpy Classifiers: 0.106000 Kernel 1: 0.021000 Kernel 2: 491.377991 Copyback: 0.894000 Sum: 0.007000 Memcpy Classifiers: 0.108000 Kernel 1: 0.019000 Kernel 2: 496.791992 Copyback: 0.886000 Sum: 0.009000 Memcpy Classifiers: 0.104000 Kernel 1: 0.019000 Kernel 2: 499.911011 Copyback: 0.447000 Sum: 0.003000 Memcpy Classifiers: 0.414000 Kernel 1: 0.015000 Kernel 2: 495.898010 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.101000 Kernel 1: 0.013000 Kernel 2: 501.890015 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.101000 Kernel 1: 0.014000 Kernel 2: 498.446991 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.072000 Kernel 1: 0.013000 Kernel 2: 258.395996 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.000706 0.524000 fi:0.607184. Ave ac:0.002833,0.011496 Best acc 0.000706 0.524000 Initialization: 5.368000 Memcpy Classifiers: 0.556000 Memcpy Instances: 7.417000 Kernel 1: 0.026000 Kernel 2: 108.447998 Copyback: 0.018000 Sum: 0.043000 Initial population average accuracy1:0.005082 accuracy2:0.183093 Initialization: 6.270000 Memcpy Classifiers: 0.523000 Memcpy Instances: 7.583000 Kernel 1: 0.024000 Kernel 2: 107.875000 Copyback: 0.018000 Sum: 0.060000 It 0,Best ac:0.000539 1.000000 fi:0.227849. Ave ac:0.004530,0.008502 Initialization: 6.229000 Memcpy Classifiers: 1.030000 Memcpy Instances: 8.017000 Kernel 1: 0.024000 Kernel 2: 108.095001 Copyback: 0.018000 Sum: 0.045000 It 1,Best ac:0.000539 1.000000 fi:0.226746. Ave ac:0.003952,0.006967 Initialization: 5.442000 Memcpy Classifiers: 0.593000 Memcpy Instances: 9.210000 Kernel 1: 0.033000 Kernel 2: 94.420998 Copyback: 0.018000 Sum: 0.039000 It 2,Best ac:0.000808 0.750000 fi:0.349904. Ave ac:0.003758,0.008017 Initialization: 5.390000 Memcpy Classifiers: 0.539000 Memcpy Instances: 7.383000 Kernel 1: 0.024000 Kernel 2: 93.492996 Copyback: 0.018000 Sum: 0.037000 It 3,Best ac:0.000808 1.000000 fi:0.099904. Ave ac:0.004505,0.009575 Initialization: 5.354000 Memcpy Classifiers: 0.558000 Memcpy Instances: 7.405000 Kernel 1: 0.025000 Kernel 2: 93.931000 Copyback: 0.017000 Sum: 0.031000 It 4,Best ac:0.001347 1.000000 fi:0.099618. Ave ac:0.003651,0.007570 Initialization: 5.369000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.379000 Kernel 1: 0.024000 Kernel 2: 109.007004 Copyback: 0.017000 Sum: 0.029000 It 5,Best ac:0.001616 1.000000 fi:0.099474. Ave ac:0.004132,0.006947 Initialization: 5.475000 Memcpy Classifiers: 0.468000 Memcpy Instances: 9.476000 Kernel 1: 0.024000 Kernel 2: 108.129997 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.000808 1.000000 fi:0.099904. Ave ac:0.003974,0.007421 Initialization: 5.454000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.365000 Kernel 1: 0.024000 Kernel 2: 110.702003 Copyback: 0.017000 Sum: 0.031000 It 7,Best ac:0.001078 1.000000 fi:0.099761. Ave ac:0.004036,0.006017 Initialization: 5.986000 Memcpy Classifiers: 0.451000 Memcpy Instances: 11.465000 Kernel 1: 0.022000 Kernel 2: 107.482002 Copyback: 0.017000 Sum: 0.027000 It 8,Best ac:0.002425 1.000000 fi:0.099045. Ave ac:0.003060,0.005466 Initialization: 5.353000 Memcpy Classifiers: 0.467000 Memcpy Instances: 7.374000 Kernel 1: 0.024000 Kernel 2: 91.723000 Copyback: 0.016000 Sum: 0.028000 It 9,Best ac:0.000808 1.000000 fi:0.099904. Ave ac:0.002839,0.005136 Iteration 10:MDL fitness activated Error 0.099904 TL 0.029428 MDL Theory Length Weight: 1.1316036079 (2) Initialization: 5.430000 Memcpy Classifiers: 0.439000 Memcpy Instances: 7.496000 Kernel 1: 0.023000 Kernel 2: 106.051003 Copyback: 0.018000 Sum: 0.037000 It 10,Best ac:0.001347 1.000000 fi:0.125829. Ave ac:0.002858,0.004623 Initialization: 5.424000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.375000 Kernel 1: 0.024000 Kernel 2: 94.523003 Copyback: 0.017000 Sum: 0.030000 It 11,Best ac:0.000808 1.000000 fi:0.141076. Ave ac:0.002410,0.003660 Initialization: 5.445000 Memcpy Classifiers: 0.455000 Memcpy Instances: 7.467000 Kernel 1: 0.023000 Kernel 2: 92.936996 Copyback: 0.017000 Sum: 0.029000 It 12,Best ac:0.000539 1.000000 fi:0.257105. Ave ac:0.002490,0.004649 Initialization: 5.402000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.370000 Kernel 1: 0.024000 Kernel 2: 89.983002 Copyback: 0.017000 Sum: 0.030000 It 13,Best ac:0.000808 1.000000 fi:0.124534. Ave ac:0.002441,0.004296 Initialization: 5.405000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.423000 Kernel 1: 0.024000 Kernel 2: 90.092003 Copyback: 0.018000 Sum: 0.039000 It 14,Best ac:0.001617 1.000000 fi:0.125046. Ave ac:0.002245,0.004334 Initialization: 6.589000 Memcpy Classifiers: 0.680000 Memcpy Instances: 7.857000 Kernel 1: 0.025000 Kernel 2: 91.334000 Copyback: 0.017000 Sum: 0.032000 It 15,Best ac:0.000808 1.000000 fi:0.124534. Ave ac:0.002787,0.004074 Initialization: 5.353000 Memcpy Classifiers: 0.417000 Memcpy Instances: 7.382000 Kernel 1: 0.024000 Kernel 2: 93.642998 Copyback: 0.018000 Sum: 0.037000 It 16,Best ac:0.000808 1.000000 fi:0.132767. Ave ac:0.001739,0.002784 Initialization: 7.073000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.377000 Kernel 1: 0.025000 Kernel 2: 95.488998 Copyback: 0.017000 Sum: 0.031000 It 17,Best ac:0.000808 1.000000 fi:0.139709. Ave ac:0.002168,0.003105 Initialization: 5.612000 Memcpy Classifiers: 0.744000 Memcpy Instances: 10.235000 Kernel 1: 0.024000 Kernel 2: 93.806999 Copyback: 0.017000 Sum: 0.040000 It 18,Best ac:0.001078 1.000000 fi:0.120359. Ave ac:0.002179,0.002857 Initialization: 5.450000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.399000 Kernel 1: 0.024000 Kernel 2: 90.727997 Copyback: 0.017000 Sum: 0.027000 It 19,Best ac:0.000808 1.000000 fi:0.141113. Ave ac:0.001712,0.002322 Initialization: 7.395000 Memcpy Classifiers: 0.379000 Memcpy Instances: 9.473000 Kernel 1: 0.035000 Kernel 2: 90.615997 Copyback: 0.018000 Sum: 0.033000 It 20,Best ac:0.001347 1.000000 fi:0.131269. Ave ac:0.001680,0.002453 Initialization: 5.601000 Memcpy Classifiers: 0.381000 Memcpy Instances: 7.373000 Kernel 1: 0.024000 Kernel 2: 90.181000 Copyback: 0.016000 Sum: 0.031000 It 21,Best ac:0.001347 1.000000 fi:0.129798. Ave ac:0.002899,0.005709 Initialization: 5.400000 Memcpy Classifiers: 0.360000 Memcpy Instances: 7.409000 Kernel 1: 0.023000 Kernel 2: 87.925003 Copyback: 0.017000 Sum: 0.034000 It 22,Best ac:0.000808 1.000000 fi:0.132250. Ave ac:0.001956,0.003058 Initialization: 5.360000 Memcpy Classifiers: 0.360000 Memcpy Instances: 7.393000 Kernel 1: 0.025000 Kernel 2: 101.775002 Copyback: 0.016000 Sum: 0.035000 It 23,Best ac:0.000808 1.000000 fi:0.135873. Ave ac:0.002235,0.002989 Initialization: 5.374000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.114000 Kernel 1: 0.034000 Kernel 2: 103.000000 Copyback: 0.017000 Sum: 0.028000 It 24,Best ac:0.000808 1.000000 fi:0.122147. Ave ac:0.001487,0.002316 Initialization: 5.467000 Memcpy Classifiers: 0.360000 Memcpy Instances: 7.448000 Kernel 1: 0.024000 Kernel 2: 99.882004 Copyback: 0.018000 Sum: 0.037000 It 25,Best ac:0.001078 1.000000 fi:0.124371. Ave ac:0.001662,0.002389 Initialization: 6.852000 Memcpy Classifiers: 0.489000 Memcpy Instances: 9.828000 Kernel 1: 0.025000 Kernel 2: 86.978996 Copyback: 0.017000 Sum: 0.025000 It 26,Best ac:0.000808 1.000000 fi:0.136320. Ave ac:0.001386,0.001559 Initialization: 6.888000 Memcpy Classifiers: 0.747000 Memcpy Instances: 8.925000 Kernel 1: 0.024000 Kernel 2: 103.632004 Copyback: 0.016000 Sum: 0.030000 It 27,Best ac:0.001078 1.000000 fi:0.129942. Ave ac:0.001517,0.002846 MDL Theory Length Weight: 1.0184432471 (10) Initialization: 5.461000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.591000 Kernel 1: 0.023000 Kernel 2: 88.271004 Copyback: 0.018000 Sum: 0.032000 It 28,Best ac:0.000808 1.000000 fi:0.131279. Ave ac:0.001708,0.002585 Initialization: 6.910000 Memcpy Classifiers: 0.400000 Memcpy Instances: 10.421000 Kernel 1: 0.026000 Kernel 2: 87.018997 Copyback: 0.018000 Sum: 0.040000 It 29,Best ac:0.000808 1.000000 fi:0.122546. Ave ac:0.002564,0.003161 Initialization: 7.158000 Memcpy Classifiers: 0.516000 Memcpy Instances: 10.310000 Kernel 1: 0.024000 Kernel 2: 97.857002 Copyback: 0.017000 Sum: 0.033000 It 30,Best ac:0.000808 1.000000 fi:0.119923. Ave ac:0.001650,0.002218 Initialization: 6.253000 Memcpy Classifiers: 0.364000 Memcpy Instances: 11.040000 Kernel 1: 0.022000 Kernel 2: 82.736000 Copyback: 0.365000 Sum: 0.056000 It 31,Best ac:0.000808 1.000000 fi:0.133714. Ave ac:0.001854,0.002861 Initialization: 5.506000 Memcpy Classifiers: 0.383000 Memcpy Instances: 7.735000 Kernel 1: 0.022000 Kernel 2: 84.174004 Copyback: 0.019000 Sum: 0.043000 It 32,Best ac:0.000808 1.000000 fi:0.130205. Ave ac:0.002016,0.003562 Initialization: 7.005000 Memcpy Classifiers: 0.490000 Memcpy Instances: 11.045000 Kernel 1: 0.026000 Kernel 2: 85.500999 Copyback: 0.019000 Sum: 0.032000 It 33,Best ac:0.000808 1.000000 fi:0.132679. Ave ac:0.002097,0.002935 Initialization: 35.112000 Memcpy Instances: 468.832001 Memcpy Classifiers: 0.106000 Kernel 1: 0.025000 Kernel 2: 575.127991 Copyback: 0.603000 Sum: 0.020000 Memcpy Classifiers: 0.132000 Kernel 1: 0.033000 Kernel 2: 589.151978 Copyback: 0.365000 Sum: 0.007000 Memcpy Classifiers: 0.123000 Kernel 1: 0.027000 Kernel 2: 578.598022 Copyback: 0.476000 Sum: 0.005000 Memcpy Classifiers: 0.099000 Kernel 1: 0.019000 Kernel 2: 592.469971 Copyback: 0.810000 Sum: 0.009000 Memcpy Classifiers: 0.086000 Kernel 1: 0.021000 Kernel 2: 572.625000 Copyback: 0.887000 Sum: 0.009000 Memcpy Classifiers: 0.478000 Kernel 1: 0.022000 Kernel 2: 578.354980 Copyback: 0.806000 Sum: 0.007000 Memcpy Classifiers: 0.084000 Kernel 1: 0.020000 Kernel 2: 581.979004 Copyback: 0.903000 Sum: 0.003000 Memcpy Classifiers: 0.084000 Kernel 1: 0.015000 Kernel 2: 574.966003 Copyback: 0.880000 Sum: 0.006000 Memcpy Classifiers: 0.067000 Kernel 1: 0.018000 Kernel 2: 289.233002 Copyback: 0.899000 Sum: 0.002000 It 34,Best ac:0.000921 0.575758 fi:0.552572. Ave ac:0.002001,0.006606 Best acc 0.000921 0.575758 Rule:Att PSSM_-4_1 is [>-5.522463]|Att PSSM_-4_5 is [<5.939352]|Att PSSM_-4_7 is [<2.005207]|Att PSSM_-2_18 is [>-2.190133]|Att PSSM_-1_9 is [<5.521616]|Att PSSM_0_5 is [-2.688514,4.955267]|Att PSSM_0_6 is [<-2.878283]|Att PSSM_1_7 is [-6.196382,0.196382]|Att PSSM_1_15 is [<-0.856704]|Att PSSM_2_10 is [-2.083197,4.735918]|Att PSSM_2_12 is [<-1.342747]|1 Accuracy : 0.793345 0 1 150439 13641 34848 35710 Removed 297 instances. 185287 Instances left. Acc of rule 0.000921-0.575758 Initialization: 7.045000 Memcpy Classifiers: 0.589000 Memcpy Instances: 10.748000 Kernel 1: 0.026000 Kernel 2: 114.806000 Copyback: 0.021000 Sum: 0.045000 Initial population average accuracy1:0.005457 accuracy2:0.185483 Initialization: 6.315000 Memcpy Classifiers: 0.525000 Memcpy Instances: 9.312000 Kernel 1: 0.023000 Kernel 2: 114.424004 Copyback: 0.020000 Sum: 0.051000 It 0,Best ac:0.000809 0.750000 fi:0.349902. Ave ac:0.006021,0.010122 Initialization: 7.607000 Memcpy Classifiers: 0.967000 Memcpy Instances: 7.895000 Kernel 1: 0.023000 Kernel 2: 114.944000 Copyback: 0.020000 Sum: 0.033000 It 1,Best ac:0.000540 1.000000 fi:0.223417. Ave ac:0.004791,0.007487 Initialization: 5.494000 Memcpy Classifiers: 0.479000 Memcpy Instances: 9.969000 Kernel 1: 0.026000 Kernel 2: 115.867996 Copyback: 0.020000 Sum: 0.042000 It 2,Best ac:0.000540 1.000000 fi:0.223417. Ave ac:0.005936,0.010629 Initialization: 5.559000 Memcpy Classifiers: 0.461000 Memcpy Instances: 8.747000 Kernel 1: 0.023000 Kernel 2: 112.894997 Copyback: 0.019000 Sum: 0.030000 It 3,Best ac:0.000540 1.000000 fi:0.223417. Ave ac:0.004687,0.007966 Initialization: 6.561000 Memcpy Classifiers: 0.625000 Memcpy Instances: 8.257000 Kernel 1: 0.025000 Kernel 2: 112.536003 Copyback: 0.020000 Sum: 0.036000 It 4,Best ac:0.000810 1.000000 fi:0.099902. Ave ac:0.004825,0.008484 Initialization: 7.815000 Memcpy Classifiers: 0.823000 Memcpy Instances: 10.672000 Kernel 1: 0.027000 Kernel 2: 108.736000 Copyback: 0.019000 Sum: 0.034000 It 5,Best ac:0.000540 1.000000 fi:0.223417. Ave ac:0.003882,0.007337 Initialization: 6.948000 Memcpy Classifiers: 0.479000 Memcpy Instances: 7.445000 Kernel 1: 0.023000 Kernel 2: 107.171997 Copyback: 0.019000 Sum: 0.036000 It 6,Best ac:0.000809 1.000000 fi:0.099902. Ave ac:0.004594,0.008782 Initialization: 6.324000 Memcpy Classifiers: 0.817000 Memcpy Instances: 11.109000 Kernel 1: 0.024000 Kernel 2: 107.573997 Copyback: 0.020000 Sum: 0.035000 It 7,Best ac:0.000540 1.000000 fi:0.223417. Ave ac:0.004392,0.008094 Initialization: 6.036000 Memcpy Classifiers: 0.479000 Memcpy Instances: 9.403000 Kernel 1: 0.023000 Kernel 2: 107.382004 Copyback: 0.019000 Sum: 0.034000 It 8,Best ac:0.000810 0.750000 fi:0.349902. Ave ac:0.003253,0.006707 Initialization: 6.082000 Memcpy Classifiers: 0.498000 Memcpy Instances: 11.657000 Kernel 1: 0.026000 Kernel 2: 108.710999 Copyback: 0.588000 Sum: 0.042000 It 9,Best ac:0.001080 1.000000 fi:0.099758. Ave ac:0.003768,0.007660 Iteration 10:MDL fitness activated Error 0.099758 TL 0.040208 MDL Theory Length Weight: 0.8270216682 (1) Initialization: 5.727000 Memcpy Classifiers: 0.501000 Memcpy Instances: 10.116000 Kernel 1: 0.033000 Kernel 2: 108.915001 Copyback: 0.086000 Sum: 0.028000 It 10,Best ac:0.000809 1.000000 fi:0.132364. Ave ac:0.004072,0.009314 Initialization: 6.001000 Memcpy Classifiers: 0.489000 Memcpy Instances: 7.426000 Kernel 1: 0.023000 Kernel 2: 87.228996 Copyback: 0.022000 Sum: 0.041000 It 11,Best ac:0.000809 1.000000 fi:0.135282. Ave ac:0.003390,0.008401 Initialization: 7.387000 Memcpy Classifiers: 1.038000 Memcpy Instances: 10.205000 Kernel 1: 0.026000 Kernel 2: 85.748001 Copyback: 0.813000 Sum: 0.046000 It 12,Best ac:0.001079 1.000000 fi:0.125233. Ave ac:0.002638,0.005450 Initialization: 6.697000 Memcpy Classifiers: 0.732000 Memcpy Instances: 8.523000 Kernel 1: 0.023000 Kernel 2: 85.813004 Copyback: 0.902000 Sum: 0.034000 It 13,Best ac:0.001619 1.000000 fi:0.118401. Ave ac:0.003269,0.007809 Initialization: 6.210000 Memcpy Classifiers: 0.706000 Memcpy Instances: 8.242000 Kernel 1: 0.024000 Kernel 2: 84.991997 Copyback: 0.908000 Sum: 0.038000 It 14,Best ac:0.000809 1.000000 fi:0.128216. Ave ac:0.003439,0.007724 Initialization: 5.874000 Memcpy Classifiers: 0.802000 Memcpy Instances: 8.063000 Kernel 1: 0.032000 Kernel 2: 84.371002 Copyback: 0.895000 Sum: 0.033000 It 15,Best ac:0.001350 1.000000 fi:0.130520. Ave ac:0.003266,0.007230 Initialization: 5.636000 Memcpy Classifiers: 0.488000 Memcpy Instances: 7.605000 Kernel 1: 0.023000 Kernel 2: 84.197998 Copyback: 0.814000 Sum: 0.029000 It 16,Best ac:0.001350 1.000000 fi:0.121502. Ave ac:0.003482,0.008178 Initialization: 6.035000 Memcpy Classifiers: 0.616000 Memcpy Instances: 9.212000 Kernel 1: 0.022000 Kernel 2: 85.712997 Copyback: 0.017000 Sum: 0.029000 It 17,Best ac:0.000809 1.000000 fi:0.114236. Ave ac:0.003192,0.007790 Initialization: 6.582000 Memcpy Classifiers: 0.809000 Memcpy Instances: 11.585000 Kernel 1: 0.022000 Kernel 2: 83.792999 Copyback: 0.017000 Sum: 0.028000 It 18,Best ac:0.000809 1.000000 fi:0.131065. Ave ac:0.002686,0.005951 Initialization: 5.417000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.434000 Kernel 1: 0.023000 Kernel 2: 84.290001 Copyback: 0.017000 Sum: 0.026000 It 19,Best ac:0.000809 1.000000 fi:0.131359. Ave ac:0.002205,0.004824 Initialization: 5.564000 Memcpy Classifiers: 0.399000 Memcpy Instances: 7.417000 Kernel 1: 0.024000 Kernel 2: 83.477997 Copyback: 0.016000 Sum: 0.031000 It 20,Best ac:0.001079 1.000000 fi:0.124328. Ave ac:0.002892,0.005903 Initialization: 7.604000 Memcpy Classifiers: 0.540000 Memcpy Instances: 10.485000 Kernel 1: 0.027000 Kernel 2: 83.704002 Copyback: 0.019000 Sum: 0.038000 It 21,Best ac:0.001079 1.000000 fi:0.120516. Ave ac:0.003729,0.007092 Initialization: 6.544000 Memcpy Classifiers: 0.566000 Memcpy Instances: 10.563000 Kernel 1: 0.027000 Kernel 2: 83.933998 Copyback: 0.018000 Sum: 0.032000 It 22,Best ac:0.000809 1.000000 fi:0.120424. Ave ac:0.003099,0.005926 Initialization: 5.937000 Memcpy Classifiers: 0.715000 Memcpy Instances: 11.624000 Kernel 1: 0.027000 Kernel 2: 84.445999 Copyback: 0.017000 Sum: 0.031000 It 23,Best ac:0.000809 1.000000 fi:0.118177. Ave ac:0.002555,0.004387 Initialization: 6.533000 Memcpy Classifiers: 0.574000 Memcpy Instances: 9.372000 Kernel 1: 0.023000 Kernel 2: 84.026001 Copyback: 0.018000 Sum: 0.031000 It 24,Best ac:0.001349 1.000000 fi:0.120037. Ave ac:0.002138,0.004042 Initialization: 6.812000 Memcpy Classifiers: 0.531000 Memcpy Instances: 7.930000 Kernel 1: 0.023000 Kernel 2: 85.785004 Copyback: 0.018000 Sum: 0.039000 It 25,Best ac:0.001079 1.000000 fi:0.128340. Ave ac:0.002357,0.004655 Initialization: 5.527000 Memcpy Classifiers: 0.417000 Memcpy Instances: 7.435000 Kernel 1: 0.023000 Kernel 2: 86.231003 Copyback: 0.018000 Sum: 0.027000 It 26,Best ac:0.001349 1.000000 fi:0.126271. Ave ac:0.002546,0.004129 MDL Theory Length Weight: 0.7443195013 (10) Initialization: 5.527000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.396000 Kernel 1: 0.024000 Kernel 2: 90.095001 Copyback: 0.820000 Sum: 0.040000 It 27,Best ac:0.001349 1.000000 fi:0.122341. Ave ac:0.001992,0.003444 Initialization: 5.612000 Memcpy Classifiers: 0.516000 Memcpy Instances: 7.454000 Kernel 1: 0.023000 Kernel 2: 87.931000 Copyback: 0.017000 Sum: 0.027000 It 28,Best ac:0.000810 1.000000 fi:0.119759. Ave ac:0.002489,0.004806 Initialization: 6.617000 Memcpy Classifiers: 0.925000 Memcpy Instances: 9.968000 Kernel 1: 0.023000 Kernel 2: 88.264999 Copyback: 0.017000 Sum: 0.034000 It 29,Best ac:0.001079 1.000000 fi:0.119559. Ave ac:0.001930,0.003718 Initialization: 6.026000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.404000 Kernel 1: 0.024000 Kernel 2: 84.849998 Copyback: 0.019000 Sum: 0.040000 It 30,Best ac:0.000809 1.000000 fi:0.111031. Ave ac:0.002345,0.005001 Initialization: 5.940000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.566000 Kernel 1: 0.024000 Kernel 2: 82.625999 Copyback: 0.365000 Sum: 0.038000 It 31,Best ac:0.001079 1.000000 fi:0.121312. Ave ac:0.002196,0.005089 Initialization: 6.714000 Memcpy Classifiers: 0.399000 Memcpy Instances: 7.464000 Kernel 1: 0.032000 Kernel 2: 90.102997 Copyback: 0.016000 Sum: 0.028000 It 32,Best ac:0.000810 1.000000 fi:0.120670. Ave ac:0.001740,0.003360 Initialization: 6.582000 Memcpy Classifiers: 0.628000 Memcpy Instances: 10.568000 Kernel 1: 0.027000 Kernel 2: 85.570999 Copyback: 0.019000 Sum: 0.044000 It 33,Best ac:0.000809 1.000000 fi:0.116941. Ave ac:0.002290,0.004590 Initialization: 33.500000 Memcpy Instances: 426.648010 Memcpy Classifiers: 0.093000 Kernel 1: 0.026000 Kernel 2: 619.271973 Copyback: 0.017000 Sum: 0.019000 Memcpy Classifiers: 0.128000 Kernel 1: 0.023000 Kernel 2: 590.192993 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.090000 Kernel 1: 0.014000 Kernel 2: 627.456970 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.089000 Kernel 1: 0.014000 Kernel 2: 606.802979 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.089000 Kernel 1: 0.014000 Kernel 2: 608.104004 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.090000 Kernel 1: 0.013000 Kernel 2: 607.745972 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.090000 Kernel 1: 0.013000 Kernel 2: 566.075989 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.090000 Kernel 1: 0.015000 Kernel 2: 607.330017 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.072000 Kernel 1: 0.013000 Kernel 2: 314.213989 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.000631 0.562500 fi:0.556179. Ave ac:0.002521,0.007924 Best acc 0.000631 0.562500 Initialization: 5.558000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.367000 Kernel 1: 0.025000 Kernel 2: 92.047997 Copyback: 0.017000 Sum: 0.039000 Initial population average accuracy1:0.005210 accuracy2:0.181173 Initialization: 6.122000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.193000 Kernel 1: 0.023000 Kernel 2: 92.367996 Copyback: 0.018000 Sum: 0.056000 It 0,Best ac:0.000809 1.000000 fi:0.099902. Ave ac:0.006018,0.010285 Initialization: 5.340000 Memcpy Classifiers: 0.556000 Memcpy Instances: 7.380000 Kernel 1: 0.024000 Kernel 2: 91.013000 Copyback: 0.017000 Sum: 0.031000 It 1,Best ac:0.000810 1.000000 fi:0.099902. Ave ac:0.005309,0.009823 Initialization: 5.321000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.382000 Kernel 1: 0.024000 Kernel 2: 89.607002 Copyback: 0.017000 Sum: 0.029000 It 2,Best ac:0.000540 1.000000 fi:0.223417. Ave ac:0.004827,0.009015 Initialization: 7.217000 Memcpy Classifiers: 0.838000 Memcpy Instances: 7.676000 Kernel 1: 0.024000 Kernel 2: 89.462997 Copyback: 0.017000 Sum: 0.034000 It 3,Best ac:0.001079 1.000000 fi:0.099758. Ave ac:0.004852,0.007690 Initialization: 5.396000 Memcpy Classifiers: 0.523000 Memcpy Instances: 9.637000 Kernel 1: 0.024000 Kernel 2: 85.619003 Copyback: 0.017000 Sum: 0.029000 It 4,Best ac:0.000540 1.000000 fi:0.223417. Ave ac:0.004845,0.009134 Initialization: 5.334000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.380000 Kernel 1: 0.023000 Kernel 2: 85.244003 Copyback: 0.017000 Sum: 0.029000 It 5,Best ac:0.000809 1.000000 fi:0.099902. Ave ac:0.003828,0.007081 Initialization: 5.395000 Memcpy Classifiers: 0.424000 Memcpy Instances: 7.349000 Kernel 1: 0.024000 Kernel 2: 83.102997 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.000540 1.000000 fi:0.223417. Ave ac:0.004093,0.008522 Initialization: 5.357000 Memcpy Classifiers: 0.511000 Memcpy Instances: 7.368000 Kernel 1: 0.024000 Kernel 2: 83.136002 Copyback: 0.017000 Sum: 0.032000 It 7,Best ac:0.000540 1.000000 fi:0.223417. Ave ac:0.003392,0.007621 Initialization: 5.383000 Memcpy Classifiers: 0.449000 Memcpy Instances: 7.365000 Kernel 1: 0.024000 Kernel 2: 83.070999 Copyback: 0.017000 Sum: 0.029000 It 8,Best ac:0.000810 1.000000 fi:0.099902. Ave ac:0.002703,0.005803 Initialization: 5.349000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.364000 Kernel 1: 0.025000 Kernel 2: 83.057999 Copyback: 0.017000 Sum: 0.025000 It 9,Best ac:0.001349 1.000000 fi:0.099614. Ave ac:0.003139,0.006980 Iteration 10:MDL fitness activated Error 0.099614 TL 0.029174 MDL Theory Length Weight: 1.1381425728 (1) Initialization: 5.353000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.384000 Kernel 1: 0.024000 Kernel 2: 82.209000 Copyback: 0.017000 Sum: 0.037000 It 10,Best ac:0.000809 1.000000 fi:0.133106. Ave ac:0.003427,0.009774 Initialization: 5.329000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.358000 Kernel 1: 0.025000 Kernel 2: 83.902000 Copyback: 0.016000 Sum: 0.026000 It 11,Best ac:0.000809 1.000000 fi:0.150891. Ave ac:0.002677,0.005915 Initialization: 5.357000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.381000 Kernel 1: 0.023000 Kernel 2: 82.392998 Copyback: 0.017000 Sum: 0.031000 It 12,Best ac:0.000809 1.000000 fi:0.134623. Ave ac:0.002641,0.005170 Initialization: 5.411000 Memcpy Classifiers: 0.510000 Memcpy Instances: 11.748000 Kernel 1: 0.027000 Kernel 2: 82.237000 Copyback: 0.016000 Sum: 0.029000 It 13,Best ac:0.001079 1.000000 fi:0.125884. Ave ac:0.002554,0.004726 Initialization: 5.344000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.376000 Kernel 1: 0.025000 Kernel 2: 81.308998 Copyback: 0.017000 Sum: 0.036000 It 14,Best ac:0.001079 1.000000 fi:0.143987. Ave ac:0.002796,0.005385 Initialization: 5.313000 Memcpy Classifiers: 0.417000 Memcpy Instances: 7.368000 Kernel 1: 0.023000 Kernel 2: 81.863998 Copyback: 0.017000 Sum: 0.029000 It 15,Best ac:0.001349 1.000000 fi:0.122583. Ave ac:0.002690,0.006021 Initialization: 5.342000 Memcpy Classifiers: 0.421000 Memcpy Instances: 7.368000 Kernel 1: 0.024000 Kernel 2: 80.839996 Copyback: 0.017000 Sum: 0.033000 It 16,Best ac:0.000809 1.000000 fi:0.131208. Ave ac:0.003143,0.008432 Initialization: 5.276000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.362000 Kernel 1: 0.024000 Kernel 2: 79.073997 Copyback: 0.017000 Sum: 0.032000 It 17,Best ac:0.001079 1.000000 fi:0.130656. Ave ac:0.003151,0.006437 Initialization: 5.336000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.374000 Kernel 1: 0.025000 Kernel 2: 79.273003 Copyback: 0.017000 Sum: 0.029000 It 18,Best ac:0.001080 1.000000 fi:0.138922. Ave ac:0.003240,0.006532 Initialization: 5.327000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.361000 Kernel 1: 0.025000 Kernel 2: 78.302002 Copyback: 0.019000 Sum: 0.037000 It 19,Best ac:0.000809 1.000000 fi:0.140726. Ave ac:0.002616,0.006698 Initialization: 5.420000 Memcpy Classifiers: 0.413000 Memcpy Instances: 7.351000 Kernel 1: 0.023000 Kernel 2: 78.641998 Copyback: 0.017000 Sum: 0.028000 It 20,Best ac:0.000810 1.000000 fi:0.129255. Ave ac:0.002734,0.006759 Initialization: 5.993000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.382000 Kernel 1: 0.024000 Kernel 2: 77.461998 Copyback: 0.016000 Sum: 0.027000 It 21,Best ac:0.000809 1.000000 fi:0.132975. Ave ac:0.002793,0.005788 Initialization: 5.435000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.021000 Kernel 1: 0.023000 Kernel 2: 77.430000 Copyback: 0.018000 Sum: 0.029000 It 22,Best ac:0.000810 1.000000 fi:0.134786. Ave ac:0.003116,0.006221 Initialization: 6.778000 Memcpy Classifiers: 0.544000 Memcpy Instances: 8.197000 Kernel 1: 0.033000 Kernel 2: 74.865997 Copyback: 0.016000 Sum: 0.026000 It 23,Best ac:0.001349 1.000000 fi:0.126968. Ave ac:0.002106,0.003901 Initialization: 6.609000 Memcpy Classifiers: 0.680000 Memcpy Instances: 11.489000 Kernel 1: 0.024000 Kernel 2: 75.129997 Copyback: 0.018000 Sum: 0.038000 It 24,Best ac:0.001080 1.000000 fi:0.135972. Ave ac:0.001873,0.003612 MDL Theory Length Weight: 1.0243283155 (10) Initialization: 5.616000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.135000 Kernel 1: 0.023000 Kernel 2: 74.166000 Copyback: 0.017000 Sum: 0.029000 It 25,Best ac:0.001079 1.000000 fi:0.107140. Ave ac:0.002277,0.004887 Initialization: 5.367000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.356000 Kernel 1: 0.024000 Kernel 2: 75.574997 Copyback: 0.016000 Sum: 0.028000 It 26,Best ac:0.001079 1.000000 fi:0.120430. Ave ac:0.003238,0.009747 Initialization: 5.298000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.381000 Kernel 1: 0.025000 Kernel 2: 74.970001 Copyback: 0.017000 Sum: 0.031000 It 27,Best ac:0.000810 1.000000 fi:0.127021. Ave ac:0.003503,0.009490 Initialization: 5.417000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.390000 Kernel 1: 0.025000 Kernel 2: 75.517998 Copyback: 0.016000 Sum: 0.027000 It 28,Best ac:0.001079 1.000000 fi:0.125995. Ave ac:0.003799,0.010715 Initialization: 5.441000 Memcpy Classifiers: 0.361000 Memcpy Instances: 9.592000 Kernel 1: 0.025000 Kernel 2: 74.495003 Copyback: 0.017000 Sum: 0.027000 It 29,Best ac:0.000810 1.000000 fi:0.133174. Ave ac:0.003413,0.010923 Initialization: 5.355000 Memcpy Classifiers: 0.378000 Memcpy Instances: 7.379000 Kernel 1: 0.024000 Kernel 2: 74.611000 Copyback: 0.017000 Sum: 0.029000 It 30,Best ac:0.001079 1.000000 fi:0.115692. Ave ac:0.003694,0.010142 Initialization: 5.375000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.366000 Kernel 1: 0.024000 Kernel 2: 73.278999 Copyback: 0.017000 Sum: 0.023000 It 31,Best ac:0.001079 1.000000 fi:0.143840. Ave ac:0.003731,0.011071 Initialization: 5.408000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.356000 Kernel 1: 0.024000 Kernel 2: 72.346001 Copyback: 0.017000 Sum: 0.032000 It 32,Best ac:0.000809 1.000000 fi:0.120621. Ave ac:0.003722,0.007572 Initialization: 5.258000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.359000 Kernel 1: 0.023000 Kernel 2: 72.166000 Copyback: 0.018000 Sum: 0.034000 It 33,Best ac:0.001080 1.000000 fi:0.128723. Ave ac:0.002707,0.005089 Initialization: 31.445000 Memcpy Instances: 408.877991 Memcpy Classifiers: 0.096000 Kernel 1: 0.025000 Kernel 2: 537.989990 Copyback: 0.022000 Sum: 0.018000 Memcpy Classifiers: 0.137000 Kernel 1: 0.023000 Kernel 2: 545.044983 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.096000 Kernel 1: 0.014000 Kernel 2: 530.895020 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.134000 Kernel 1: 0.023000 Kernel 2: 516.528992 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.094000 Kernel 1: 0.013000 Kernel 2: 524.544006 Copyback: 0.368000 Sum: 0.003000 Memcpy Classifiers: 0.095000 Kernel 1: 0.015000 Kernel 2: 535.033020 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.093000 Kernel 1: 0.014000 Kernel 2: 534.156006 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.093000 Kernel 1: 0.013000 Kernel 2: 527.416016 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 266.153015 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.000648 0.510638 fi:0.610022. Ave ac:0.002326,0.007377 Best acc 0.000648 0.510638 Rule:Att PSSM_-4_14 is [-3.110071,3.110071]|Att PSSM_-1_14 is [<3.637352]|Att PSSM_0_7 is [-4.492958,-3.732627]|Att PSSM_2_8 is [<3.687216]|Att PSSM_3_12 is [-4.887580,-1.112420]|Att PSSM_3_14 is [-1.233049,7.233049]|Att PSSM_4_8 is [-6.378304,2.627898]|Att PSSM_4_10 is [0.869201,5.130799]|1 Accuracy : 0.793456 0 1 150348 13732 34731 35827 Removed 208 instances. 185079 Instances left. Acc of rule 0.000631-0.562500 Initialization: 6.818000 Memcpy Classifiers: 0.623000 Memcpy Instances: 7.371000 Kernel 1: 0.026000 Kernel 2: 115.168999 Copyback: 0.019000 Sum: 0.043000 Initial population average accuracy1:0.005384 accuracy2:0.181610 Initialization: 5.545000 Memcpy Classifiers: 0.569000 Memcpy Instances: 7.359000 Kernel 1: 0.023000 Kernel 2: 115.820000 Copyback: 0.020000 Sum: 0.056000 It 0,Best ac:0.001081 0.666667 fi:0.433089. Ave ac:0.005340,0.010129 Initialization: 5.549000 Memcpy Classifiers: 0.533000 Memcpy Instances: 10.493000 Kernel 1: 0.026000 Kernel 2: 114.421997 Copyback: 0.019000 Sum: 0.029000 It 1,Best ac:0.000540 1.000000 fi:0.220060. Ave ac:0.005699,0.011137 Initialization: 5.692000 Memcpy Classifiers: 0.551000 Memcpy Instances: 10.454000 Kernel 1: 0.023000 Kernel 2: 110.788002 Copyback: 0.020000 Sum: 0.032000 It 2,Best ac:0.000810 0.600000 fi:0.499901. Ave ac:0.004654,0.008862 Initialization: 5.637000 Memcpy Classifiers: 0.497000 Memcpy Instances: 7.369000 Kernel 1: 0.024000 Kernel 2: 110.695999 Copyback: 0.018000 Sum: 0.025000 It 3,Best ac:0.000540 1.000000 fi:0.220060. Ave ac:0.004705,0.007969 Initialization: 6.197000 Memcpy Classifiers: 0.850000 Memcpy Instances: 8.940000 Kernel 1: 0.023000 Kernel 2: 108.170998 Copyback: 0.019000 Sum: 0.034000 It 4,Best ac:0.000540 1.000000 fi:0.221183. Ave ac:0.004292,0.007527 Initialization: 7.276000 Memcpy Classifiers: 0.496000 Memcpy Instances: 7.434000 Kernel 1: 0.024000 Kernel 2: 108.581001 Copyback: 0.020000 Sum: 0.036000 It 5,Best ac:0.000540 1.000000 fi:0.221183. Ave ac:0.004844,0.009520 Initialization: 6.353000 Memcpy Classifiers: 0.505000 Memcpy Instances: 9.281000 Kernel 1: 0.033000 Kernel 2: 108.652000 Copyback: 0.019000 Sum: 0.033000 It 6,Best ac:0.000811 1.000000 fi:0.099900. Ave ac:0.004560,0.008733 Initialization: 6.134000 Memcpy Classifiers: 0.497000 Memcpy Instances: 7.356000 Kernel 1: 0.024000 Kernel 2: 109.962997 Copyback: 0.019000 Sum: 0.038000 It 7,Best ac:0.001080 1.000000 fi:0.099756. Ave ac:0.004174,0.009346 Initialization: 5.529000 Memcpy Classifiers: 0.785000 Memcpy Instances: 10.344000 Kernel 1: 0.033000 Kernel 2: 108.750999 Copyback: 0.480000 Sum: 0.029000 It 8,Best ac:0.000810 1.000000 fi:0.099901. Ave ac:0.003855,0.007929 Initialization: 6.177000 Memcpy Classifiers: 0.461000 Memcpy Instances: 9.936000 Kernel 1: 0.028000 Kernel 2: 107.196999 Copyback: 0.019000 Sum: 0.036000 It 9,Best ac:0.000810 1.000000 fi:0.099901. Ave ac:0.002838,0.005215 Iteration 10:MDL fitness activated Error 0.099901 TL 0.033813 MDL Theory Length Weight: 0.9848254287 (3) Initialization: 6.565000 Memcpy Classifiers: 0.624000 Memcpy Instances: 10.520000 Kernel 1: 0.027000 Kernel 2: 109.046997 Copyback: 0.019000 Sum: 0.029000 It 10,Best ac:0.000540 1.000000 fi:0.256075. Ave ac:0.002581,0.006118 Initialization: 5.843000 Memcpy Classifiers: 0.461000 Memcpy Instances: 10.817000 Kernel 1: 0.024000 Kernel 2: 111.408997 Copyback: 0.098000 Sum: 0.030000 It 11,Best ac:0.001081 1.000000 fi:0.132571. Ave ac:0.002532,0.004112 Initialization: 5.294000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.728000 Kernel 1: 0.031000 Kernel 2: 89.568001 Copyback: 0.018000 Sum: 0.041000 It 12,Best ac:0.000811 1.000000 fi:0.139016. Ave ac:0.002413,0.004531 Initialization: 6.911000 Memcpy Classifiers: 0.450000 Memcpy Instances: 12.258000 Kernel 1: 0.027000 Kernel 2: 89.482002 Copyback: 0.018000 Sum: 0.041000 It 13,Best ac:0.000810 1.000000 fi:0.141747. Ave ac:0.002206,0.003700 Initialization: 6.751000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.356000 Kernel 1: 0.024000 Kernel 2: 89.682999 Copyback: 0.017000 Sum: 0.029000 It 14,Best ac:0.001351 1.000000 fi:0.133526. Ave ac:0.002304,0.005034 Initialization: 5.433000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.987000 Kernel 1: 0.037000 Kernel 2: 90.428001 Copyback: 0.017000 Sum: 0.028000 It 15,Best ac:0.000540 1.000000 fi:0.251279. Ave ac:0.001883,0.002821 Initialization: 5.774000 Memcpy Classifiers: 0.417000 Memcpy Instances: 10.988000 Kernel 1: 0.026000 Kernel 2: 88.135002 Copyback: 0.018000 Sum: 0.038000 It 16,Best ac:0.001080 1.000000 fi:0.143760. Ave ac:0.001761,0.003023 Initialization: 6.596000 Memcpy Classifiers: 0.416000 Memcpy Instances: 10.856000 Kernel 1: 0.023000 Kernel 2: 89.522003 Copyback: 0.017000 Sum: 0.033000 It 17,Best ac:0.001080 1.000000 fi:0.130854. Ave ac:0.002555,0.004285 Initialization: 5.399000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.351000 Kernel 1: 0.024000 Kernel 2: 92.177002 Copyback: 0.017000 Sum: 0.031000 It 18,Best ac:0.001080 1.000000 fi:0.120642. Ave ac:0.002255,0.003870 Initialization: 6.369000 Memcpy Classifiers: 0.572000 Memcpy Instances: 7.477000 Kernel 1: 0.024000 Kernel 2: 86.976997 Copyback: 0.017000 Sum: 0.029000 It 19,Best ac:0.000811 1.000000 fi:0.124401. Ave ac:0.002737,0.006760 Initialization: 6.605000 Memcpy Classifiers: 0.427000 Memcpy Instances: 9.736000 Kernel 1: 0.024000 Kernel 2: 88.570000 Copyback: 0.016000 Sum: 0.030000 It 20,Best ac:0.001080 1.000000 fi:0.131035. Ave ac:0.002580,0.005416 Initialization: 6.401000 Memcpy Classifiers: 0.564000 Memcpy Instances: 8.771000 Kernel 1: 0.034000 Kernel 2: 84.889999 Copyback: 0.017000 Sum: 0.034000 It 21,Best ac:0.001080 1.000000 fi:0.125495. Ave ac:0.002435,0.004248 Initialization: 6.129000 Memcpy Classifiers: 0.398000 Memcpy Instances: 9.175000 Kernel 1: 0.026000 Kernel 2: 85.039001 Copyback: 0.017000 Sum: 0.030000 It 22,Best ac:0.000810 1.000000 fi:0.126977. Ave ac:0.002234,0.004058 Initialization: 6.256000 Memcpy Classifiers: 0.398000 Memcpy Instances: 10.423000 Kernel 1: 0.034000 Kernel 2: 85.237999 Copyback: 0.016000 Sum: 0.027000 It 23,Best ac:0.001351 1.000000 fi:0.127911. Ave ac:0.001869,0.003015 Initialization: 6.457000 Memcpy Classifiers: 0.680000 Memcpy Instances: 7.624000 Kernel 1: 0.024000 Kernel 2: 87.241997 Copyback: 0.018000 Sum: 0.038000 It 24,Best ac:0.000540 1.000000 fi:0.249325. Ave ac:0.002385,0.003803 Initialization: 6.551000 Memcpy Classifiers: 0.539000 Memcpy Instances: 8.452000 Kernel 1: 0.034000 Kernel 2: 84.787003 Copyback: 0.017000 Sum: 0.030000 It 25,Best ac:0.000810 1.000000 fi:0.120786. Ave ac:0.001767,0.003209 Initialization: 5.432000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.349000 Kernel 1: 0.024000 Kernel 2: 83.189003 Copyback: 0.018000 Sum: 0.048000 It 26,Best ac:0.000811 1.000000 fi:0.121516. Ave ac:0.002056,0.005152 Initialization: 5.368000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.365000 Kernel 1: 0.025000 Kernel 2: 82.720001 Copyback: 0.016000 Sum: 0.025000 It 27,Best ac:0.000811 1.000000 fi:0.127645. Ave ac:0.002734,0.004938 MDL Theory Length Weight: 0.8863428858 (10) Initialization: 5.422000 Memcpy Classifiers: 0.361000 Memcpy Instances: 9.658000 Kernel 1: 0.034000 Kernel 2: 79.614998 Copyback: 0.017000 Sum: 0.033000 It 28,Best ac:0.000811 1.000000 fi:0.119354. Ave ac:0.002246,0.004290 Initialization: 6.618000 Memcpy Classifiers: 0.367000 Memcpy Instances: 7.364000 Kernel 1: 0.024000 Kernel 2: 78.596001 Copyback: 0.018000 Sum: 0.036000 It 29,Best ac:0.000811 1.000000 fi:0.133311. Ave ac:0.001805,0.003604 Initialization: 5.430000 Memcpy Classifiers: 0.388000 Memcpy Instances: 9.277000 Kernel 1: 0.023000 Kernel 2: 78.074997 Copyback: 0.017000 Sum: 0.031000 It 30,Best ac:0.000810 1.000000 fi:0.117446. Ave ac:0.002033,0.005139 Initialization: 6.340000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.385000 Kernel 1: 0.025000 Kernel 2: 78.639999 Copyback: 0.017000 Sum: 0.032000 It 31,Best ac:0.001081 1.000000 fi:0.117397. Ave ac:0.002590,0.004630 Initialization: 5.394000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.362000 Kernel 1: 0.024000 Kernel 2: 78.308998 Copyback: 0.017000 Sum: 0.026000 It 32,Best ac:0.001080 1.000000 fi:0.118724. Ave ac:0.002165,0.003940 Initialization: 5.436000 Memcpy Classifiers: 0.361000 Memcpy Instances: 9.762000 Kernel 1: 0.024000 Kernel 2: 76.222000 Copyback: 0.017000 Sum: 0.028000 It 33,Best ac:0.000810 1.000000 fi:0.121835. Ave ac:0.001986,0.004029 Initialization: 29.327000 Memcpy Instances: 411.562012 Memcpy Classifiers: 0.080000 Kernel 1: 0.024000 Kernel 2: 582.710999 Copyback: 0.021000 Sum: 0.015000 Memcpy Classifiers: 0.082000 Kernel 1: 0.019000 Kernel 2: 568.375000 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.079000 Kernel 1: 0.014000 Kernel 2: 558.815979 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.079000 Kernel 1: 0.013000 Kernel 2: 579.388000 Copyback: 0.979000 Sum: 0.008000 Memcpy Classifiers: 0.084000 Kernel 1: 0.021000 Kernel 2: 561.935974 Copyback: 0.400000 Sum: 0.002000 Memcpy Classifiers: 0.079000 Kernel 1: 0.014000 Kernel 2: 553.536987 Copyback: 0.368000 Sum: 0.002000 Memcpy Classifiers: 0.079000 Kernel 1: 0.013000 Kernel 2: 573.445984 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.079000 Kernel 1: 0.014000 Kernel 2: 567.627991 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.012000 Kernel 2: 281.257996 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.000967 0.573718 fi:0.543740. Ave ac:0.003473,0.012239 Best acc 0.000967 0.573718 Initialization: 5.368000 Memcpy Classifiers: 0.538000 Memcpy Instances: 7.350000 Kernel 1: 0.025000 Kernel 2: 90.066002 Copyback: 0.017000 Sum: 0.038000 Initial population average accuracy1:0.004466 accuracy2:0.176617 Initialization: 5.355000 Memcpy Classifiers: 0.557000 Memcpy Instances: 7.360000 Kernel 1: 0.025000 Kernel 2: 90.505997 Copyback: 0.016000 Sum: 0.048000 It 0,Best ac:0.000811 1.000000 fi:0.099900. Ave ac:0.004535,0.009264 Initialization: 5.341000 Memcpy Classifiers: 0.486000 Memcpy Instances: 7.351000 Kernel 1: 0.025000 Kernel 2: 90.724998 Copyback: 0.017000 Sum: 0.030000 It 1,Best ac:0.001621 0.600000 fi:0.499467. Ave ac:0.004166,0.008218 Initialization: 5.326000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.346000 Kernel 1: 0.024000 Kernel 2: 87.867996 Copyback: 0.018000 Sum: 0.029000 It 2,Best ac:0.000810 1.000000 fi:0.099901. Ave ac:0.003682,0.006634 Initialization: 5.345000 Memcpy Classifiers: 0.521000 Memcpy Instances: 7.374000 Kernel 1: 0.025000 Kernel 2: 88.710999 Copyback: 0.017000 Sum: 0.028000 It 3,Best ac:0.000540 1.000000 fi:0.220060. Ave ac:0.003325,0.005944 Initialization: 6.061000 Memcpy Classifiers: 0.887000 Memcpy Instances: 9.332000 Kernel 1: 0.024000 Kernel 2: 87.035004 Copyback: 0.018000 Sum: 0.028000 It 4,Best ac:0.001080 1.000000 fi:0.099756. Ave ac:0.003082,0.006144 Initialization: 5.348000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.351000 Kernel 1: 0.024000 Kernel 2: 88.939003 Copyback: 0.016000 Sum: 0.030000 It 5,Best ac:0.001351 1.000000 fi:0.099612. Ave ac:0.003645,0.006767 Initialization: 6.829000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.341000 Kernel 1: 0.024000 Kernel 2: 87.484001 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.001891 1.000000 fi:0.099322. Ave ac:0.003096,0.004879 Initialization: 5.380000 Memcpy Classifiers: 0.509000 Memcpy Instances: 10.088000 Kernel 1: 0.023000 Kernel 2: 85.510002 Copyback: 0.017000 Sum: 0.028000 It 7,Best ac:0.001080 1.000000 fi:0.099756. Ave ac:0.003336,0.005851 Initialization: 5.351000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.359000 Kernel 1: 0.024000 Kernel 2: 85.420998 Copyback: 0.016000 Sum: 0.027000 It 8,Best ac:0.000540 1.000000 fi:0.221183. Ave ac:0.002334,0.003869 Initialization: 5.315000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.353000 Kernel 1: 0.024000 Kernel 2: 85.232002 Copyback: 0.018000 Sum: 0.036000 It 9,Best ac:0.001621 1.000000 fi:0.099467. Ave ac:0.002232,0.004330 Iteration 10:MDL fitness activated Error 0.099467 TL 0.038423 MDL Theory Length Weight: 0.8629105714 (4) Initialization: 6.582000 Memcpy Classifiers: 0.467000 Memcpy Instances: 7.361000 Kernel 1: 0.023000 Kernel 2: 83.621002 Copyback: 0.017000 Sum: 0.032000 It 10,Best ac:0.001351 1.000000 fi:0.127940. Ave ac:0.001699,0.002684 Initialization: 5.325000 Memcpy Classifiers: 0.462000 Memcpy Instances: 7.352000 Kernel 1: 0.024000 Kernel 2: 84.775002 Copyback: 0.017000 Sum: 0.031000 It 11,Best ac:0.001081 1.000000 fi:0.129049. Ave ac:0.001951,0.003394 Initialization: 5.332000 Memcpy Classifiers: 0.467000 Memcpy Instances: 7.391000 Kernel 1: 0.023000 Kernel 2: 82.674004 Copyback: 0.017000 Sum: 0.031000 It 12,Best ac:0.001891 1.000000 fi:0.125848. Ave ac:0.001728,0.002778 Initialization: 5.329000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.371000 Kernel 1: 0.023000 Kernel 2: 80.722000 Copyback: 0.017000 Sum: 0.030000 It 13,Best ac:0.000810 1.000000 fi:0.126385. Ave ac:0.001898,0.002909 Initialization: 5.321000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.368000 Kernel 1: 0.024000 Kernel 2: 80.580002 Copyback: 0.017000 Sum: 0.038000 It 14,Best ac:0.000810 1.000000 fi:0.125821. Ave ac:0.002023,0.003753 Initialization: 5.529000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.363000 Kernel 1: 0.023000 Kernel 2: 82.629997 Copyback: 0.017000 Sum: 0.027000 It 15,Best ac:0.001621 1.000000 fi:0.122392. Ave ac:0.001957,0.003148 Initialization: 6.772000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.342000 Kernel 1: 0.024000 Kernel 2: 84.541000 Copyback: 0.016000 Sum: 0.028000 It 16,Best ac:0.001351 1.000000 fi:0.126495. Ave ac:0.002014,0.002685 Initialization: 5.294000 Memcpy Classifiers: 0.432000 Memcpy Instances: 9.874000 Kernel 1: 0.024000 Kernel 2: 82.523003 Copyback: 0.017000 Sum: 0.030000 It 17,Best ac:0.000810 1.000000 fi:0.127092. Ave ac:0.002293,0.003332 Initialization: 5.331000 Memcpy Classifiers: 0.399000 Memcpy Instances: 7.376000 Kernel 1: 0.023000 Kernel 2: 78.737000 Copyback: 0.018000 Sum: 0.039000 It 18,Best ac:0.000810 1.000000 fi:0.126761. Ave ac:0.001677,0.002480 Initialization: 5.316000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.339000 Kernel 1: 0.024000 Kernel 2: 80.331001 Copyback: 0.017000 Sum: 0.027000 It 19,Best ac:0.000810 1.000000 fi:0.121447. Ave ac:0.001972,0.003194 Initialization: 5.342000 Memcpy Classifiers: 0.414000 Memcpy Instances: 7.370000 Kernel 1: 0.024000 Kernel 2: 79.749001 Copyback: 0.016000 Sum: 0.030000 It 20,Best ac:0.000810 1.000000 fi:0.127707. Ave ac:0.001633,0.003435 Initialization: 5.420000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.364000 Kernel 1: 0.023000 Kernel 2: 82.980003 Copyback: 0.017000 Sum: 0.026000 It 21,Best ac:0.001351 1.000000 fi:0.122724. Ave ac:0.001901,0.002425 Initialization: 5.333000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.350000 Kernel 1: 0.024000 Kernel 2: 80.130997 Copyback: 0.017000 Sum: 0.032000 It 22,Best ac:0.000810 1.000000 fi:0.126905. Ave ac:0.001558,0.001950 Initialization: 5.337000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.359000 Kernel 1: 0.024000 Kernel 2: 80.125000 Copyback: 0.017000 Sum: 0.030000 It 23,Best ac:0.002432 1.000000 fi:0.123623. Ave ac:0.001644,0.002286 Initialization: 5.363000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.347000 Kernel 1: 0.023000 Kernel 2: 79.193001 Copyback: 0.016000 Sum: 0.029000 It 24,Best ac:0.000811 1.000000 fi:0.121486. Ave ac:0.001034,0.001999 Initialization: 7.294000 Memcpy Classifiers: 0.467000 Memcpy Instances: 10.767000 Kernel 1: 0.024000 Kernel 2: 81.865997 Copyback: 0.017000 Sum: 0.029000 It 25,Best ac:0.000810 1.000000 fi:0.124537. Ave ac:0.001790,0.002938 Initialization: 5.977000 Memcpy Classifiers: 0.397000 Memcpy Instances: 11.621000 Kernel 1: 0.022000 Kernel 2: 81.004997 Copyback: 0.018000 Sum: 0.034000 It 26,Best ac:0.001080 1.000000 fi:0.126908. Ave ac:0.001724,0.002419 Initialization: 5.342000 Memcpy Classifiers: 0.378000 Memcpy Instances: 10.244000 Kernel 1: 0.023000 Kernel 2: 80.060997 Copyback: 0.017000 Sum: 0.027000 It 27,Best ac:0.001081 1.000000 fi:0.124609. Ave ac:0.001878,0.002784 Initialization: 6.283000 Memcpy Classifiers: 0.416000 Memcpy Instances: 10.665000 Kernel 1: 0.023000 Kernel 2: 79.014000 Copyback: 0.017000 Sum: 0.031000 It 28,Best ac:0.001081 1.000000 fi:0.116935. Ave ac:0.001408,0.002162 Initialization: 5.868000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.359000 Kernel 1: 0.024000 Kernel 2: 79.405998 Copyback: 0.018000 Sum: 0.038000 It 29,Best ac:0.001081 1.000000 fi:0.120419. Ave ac:0.001978,0.002987 Initialization: 5.861000 Memcpy Classifiers: 0.694000 Memcpy Instances: 8.759000 Kernel 1: 0.023000 Kernel 2: 78.792000 Copyback: 0.017000 Sum: 0.027000 It 30,Best ac:0.001621 1.000000 fi:0.125539. Ave ac:0.002191,0.003474 Initialization: 5.359000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.360000 Kernel 1: 0.025000 Kernel 2: 78.856003 Copyback: 0.017000 Sum: 0.025000 It 31,Best ac:0.001351 1.000000 fi:0.115659. Ave ac:0.002099,0.002963 Initialization: 5.368000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.372000 Kernel 1: 0.025000 Kernel 2: 76.353996 Copyback: 0.016000 Sum: 0.031000 It 32,Best ac:0.001080 1.000000 fi:0.121302. Ave ac:0.001403,0.002377 Initialization: 6.130000 Memcpy Classifiers: 0.378000 Memcpy Instances: 8.801000 Kernel 1: 0.024000 Kernel 2: 76.209999 Copyback: 0.017000 Sum: 0.027000 It 33,Best ac:0.000810 1.000000 fi:0.123240. Ave ac:0.001508,0.002703 Initialization: 35.699001 Memcpy Instances: 449.808990 Memcpy Classifiers: 0.084000 Kernel 1: 0.025000 Kernel 2: 546.366028 Copyback: 0.015000 Sum: 0.020000 Memcpy Classifiers: 0.118000 Kernel 1: 0.018000 Kernel 2: 550.437012 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.082000 Kernel 1: 0.015000 Kernel 2: 543.328003 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.081000 Kernel 1: 0.014000 Kernel 2: 546.710999 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.081000 Kernel 1: 0.031000 Kernel 2: 544.254028 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.082000 Kernel 1: 0.016000 Kernel 2: 546.531982 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.121000 Kernel 1: 0.023000 Kernel 2: 552.742981 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.082000 Kernel 1: 0.013000 Kernel 2: 537.562012 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.086000 Kernel 1: 0.022000 Kernel 2: 276.765991 Copyback: 0.016000 Sum: 0.002000 It 34,Best ac:0.000881 0.556314 fi:0.564212. Ave ac:0.002064,0.006760 Best acc 0.000881 0.556314 Rule:Att PSSM_-1_7 is [<0.861948]|Att PSSM_0_12 is [-6.392541,-3.576000]|Att PSSM_0_15 is [<2.208520]|Att PSSM_1_18 is [>-4.680343]|Att PSSM_2_19 is [-1.901615,7.637119]|Att PSSM_3_10 is [-2.790675,3.025636]|Att PSSM_4_12 is [-5.842930,-0.755199]|1 Accuracy : 0.793652 0 1 150215 13865 34552 36006 Removed 312 instances. 184767 Instances left. Acc of rule 0.000967-0.573718 Initialization: 7.702000 Memcpy Classifiers: 1.021000 Memcpy Instances: 7.471000 Kernel 1: 0.025000 Kernel 2: 113.629997 Copyback: 0.019000 Sum: 0.050000 Initial population average accuracy1:0.004606 accuracy2:0.183255 Initialization: 5.851000 Memcpy Classifiers: 0.515000 Memcpy Instances: 9.475000 Kernel 1: 0.024000 Kernel 2: 112.161003 Copyback: 0.019000 Sum: 0.063000 It 0,Best ac:0.000541 1.000000 fi:0.216674. Ave ac:0.004964,0.008910 Initialization: 6.472000 Memcpy Classifiers: 0.882000 Memcpy Instances: 9.109000 Kernel 1: 0.025000 Kernel 2: 112.640999 Copyback: 0.019000 Sum: 0.031000 It 1,Best ac:0.000541 1.000000 fi:0.216674. Ave ac:0.003873,0.006552 Initialization: 5.525000 Memcpy Classifiers: 0.497000 Memcpy Instances: 7.793000 Kernel 1: 0.024000 Kernel 2: 109.983002 Copyback: 0.019000 Sum: 0.034000 It 2,Best ac:0.002436 0.750000 fi:0.349027. Ave ac:0.003760,0.006881 Initialization: 5.914000 Memcpy Classifiers: 0.928000 Memcpy Instances: 11.107000 Kernel 1: 0.033000 Kernel 2: 109.988998 Copyback: 0.019000 Sum: 0.025000 It 3,Best ac:0.000812 1.000000 fi:0.099898. Ave ac:0.002955,0.005573 Initialization: 5.792000 Memcpy Classifiers: 0.543000 Memcpy Instances: 10.681000 Kernel 1: 0.023000 Kernel 2: 108.874001 Copyback: 0.019000 Sum: 0.028000 It 4,Best ac:0.000541 1.000000 fi:0.216674. Ave ac:0.003053,0.005094 Initialization: 6.842000 Memcpy Classifiers: 0.497000 Memcpy Instances: 9.591000 Kernel 1: 0.029000 Kernel 2: 107.926003 Copyback: 0.020000 Sum: 0.032000 It 5,Best ac:0.001083 1.000000 fi:0.099753. Ave ac:0.003651,0.005809 Initialization: 5.677000 Memcpy Classifiers: 0.478000 Memcpy Instances: 8.619000 Kernel 1: 0.034000 Kernel 2: 106.672997 Copyback: 0.019000 Sum: 0.030000 It 6,Best ac:0.000812 1.000000 fi:0.099898. Ave ac:0.003326,0.005418 Initialization: 5.500000 Memcpy Classifiers: 0.587000 Memcpy Instances: 10.583000 Kernel 1: 0.023000 Kernel 2: 104.787003 Copyback: 0.020000 Sum: 0.038000 It 7,Best ac:0.001082 1.000000 fi:0.099753. Ave ac:0.003189,0.005424 Initialization: 5.481000 Memcpy Classifiers: 0.478000 Memcpy Instances: 7.355000 Kernel 1: 0.024000 Kernel 2: 106.139000 Copyback: 0.019000 Sum: 0.028000 It 8,Best ac:0.000812 1.000000 fi:0.099898. Ave ac:0.003545,0.008846 Initialization: 5.526000 Memcpy Classifiers: 0.460000 Memcpy Instances: 7.337000 Kernel 1: 0.025000 Kernel 2: 105.396004 Copyback: 0.019000 Sum: 0.027000 It 9,Best ac:0.000812 1.000000 fi:0.099898. Ave ac:0.002504,0.004499 Iteration 10:MDL fitness activated Error 0.099898 TL 0.031003 MDL Theory Length Weight: 1.0740746466 (5) Initialization: 5.499000 Memcpy Classifiers: 0.460000 Memcpy Instances: 7.390000 Kernel 1: 0.024000 Kernel 2: 104.315002 Copyback: 0.018000 Sum: 0.030000 It 10,Best ac:0.001083 1.000000 fi:0.131886. Ave ac:0.002481,0.005929 Initialization: 5.496000 Memcpy Classifiers: 0.461000 Memcpy Instances: 7.358000 Kernel 1: 0.024000 Kernel 2: 101.024002 Copyback: 0.019000 Sum: 0.031000 It 11,Best ac:0.001082 1.000000 fi:0.133847. Ave ac:0.002786,0.004774 Initialization: 5.457000 Memcpy Classifiers: 0.480000 Memcpy Instances: 7.354000 Kernel 1: 0.025000 Kernel 2: 99.666000 Copyback: 0.102000 Sum: 0.032000 It 12,Best ac:0.000812 1.000000 fi:0.133913. Ave ac:0.003049,0.005662 Initialization: 6.117000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.373000 Kernel 1: 0.024000 Kernel 2: 79.848999 Copyback: 0.017000 Sum: 0.028000 It 13,Best ac:0.001353 1.000000 fi:0.130411. Ave ac:0.003791,0.006410 Initialization: 5.416000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.344000 Kernel 1: 0.024000 Kernel 2: 79.958000 Copyback: 0.017000 Sum: 0.030000 It 14,Best ac:0.000812 1.000000 fi:0.132485. Ave ac:0.003743,0.006377 Initialization: 5.388000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.357000 Kernel 1: 0.023000 Kernel 2: 83.415001 Copyback: 0.017000 Sum: 0.026000 It 15,Best ac:0.000812 1.000000 fi:0.144472. Ave ac:0.003492,0.007059 Initialization: 5.448000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.333000 Kernel 1: 0.026000 Kernel 2: 80.313004 Copyback: 0.018000 Sum: 0.034000 It 16,Best ac:0.000812 1.000000 fi:0.134382. Ave ac:0.003727,0.008270 Initialization: 5.400000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.341000 Kernel 1: 0.024000 Kernel 2: 80.308998 Copyback: 0.017000 Sum: 0.025000 It 17,Best ac:0.000812 1.000000 fi:0.128113. Ave ac:0.002771,0.005122 Initialization: 6.327000 Memcpy Classifiers: 0.398000 Memcpy Instances: 9.708000 Kernel 1: 0.034000 Kernel 2: 81.528999 Copyback: 0.016000 Sum: 0.028000 It 18,Best ac:0.001083 1.000000 fi:0.131880. Ave ac:0.002903,0.005944 Initialization: 5.375000 Memcpy Classifiers: 0.432000 Memcpy Instances: 7.339000 Kernel 1: 0.024000 Kernel 2: 82.290001 Copyback: 0.017000 Sum: 0.030000 It 19,Best ac:0.000812 1.000000 fi:0.121266. Ave ac:0.002981,0.005173 Initialization: 5.498000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.410000 Kernel 1: 0.022000 Kernel 2: 80.031998 Copyback: 0.017000 Sum: 0.030000 It 20,Best ac:0.000812 1.000000 fi:0.139935. Ave ac:0.002929,0.006360 Initialization: 5.474000 Memcpy Classifiers: 0.451000 Memcpy Instances: 9.571000 Kernel 1: 0.023000 Kernel 2: 81.161003 Copyback: 0.017000 Sum: 0.028000 It 21,Best ac:0.001353 1.000000 fi:0.123307. Ave ac:0.003011,0.006040 Initialization: 7.004000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.343000 Kernel 1: 0.023000 Kernel 2: 79.724998 Copyback: 0.016000 Sum: 0.028000 It 22,Best ac:0.000812 1.000000 fi:0.123726. Ave ac:0.002833,0.005145 Initialization: 5.436000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.360000 Kernel 1: 0.024000 Kernel 2: 78.473000 Copyback: 0.017000 Sum: 0.030000 It 23,Best ac:0.001083 1.000000 fi:0.126827. Ave ac:0.003034,0.005626 Initialization: 6.684000 Memcpy Classifiers: 0.713000 Memcpy Instances: 8.011000 Kernel 1: 0.023000 Kernel 2: 78.056999 Copyback: 0.018000 Sum: 0.040000 It 24,Best ac:0.000812 1.000000 fi:0.127709. Ave ac:0.002032,0.003284 Initialization: 5.400000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.324000 Kernel 1: 0.023000 Kernel 2: 77.960999 Copyback: 0.017000 Sum: 0.025000 It 25,Best ac:0.000812 1.000000 fi:0.121510. Ave ac:0.002121,0.004958 Initialization: 6.368000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.377000 Kernel 1: 0.023000 Kernel 2: 80.130997 Copyback: 0.017000 Sum: 0.025000 It 26,Best ac:0.001083 1.000000 fi:0.125047. Ave ac:0.002097,0.004796 Initialization: 6.112000 Memcpy Classifiers: 0.681000 Memcpy Instances: 9.612000 Kernel 1: 0.023000 Kernel 2: 80.391998 Copyback: 0.017000 Sum: 0.025000 It 27,Best ac:0.000812 1.000000 fi:0.126389. Ave ac:0.002569,0.005174 Initialization: 6.171000 Memcpy Classifiers: 0.427000 Memcpy Instances: 9.112000 Kernel 1: 0.032000 Kernel 2: 78.239998 Copyback: 0.017000 Sum: 0.027000 It 28,Best ac:0.000812 1.000000 fi:0.124507. Ave ac:0.002756,0.005677 MDL Theory Length Weight: 0.9666671819 (10) Initialization: 6.658000 Memcpy Classifiers: 0.615000 Memcpy Instances: 9.082000 Kernel 1: 0.023000 Kernel 2: 75.099998 Copyback: 0.017000 Sum: 0.028000 It 29,Best ac:0.000812 1.000000 fi:0.118578. Ave ac:0.002346,0.005860 Initialization: 5.360000 Memcpy Classifiers: 0.353000 Memcpy Instances: 7.370000 Kernel 1: 0.022000 Kernel 2: 73.624001 Copyback: 0.017000 Sum: 0.029000 It 30,Best ac:0.000812 1.000000 fi:0.118291. Ave ac:0.002206,0.003737 Initialization: 5.361000 Memcpy Classifiers: 0.361000 Memcpy Instances: 9.444000 Kernel 1: 0.031000 Kernel 2: 74.862000 Copyback: 0.017000 Sum: 0.025000 It 31,Best ac:0.001083 1.000000 fi:0.122478. Ave ac:0.002565,0.005553 Initialization: 5.370000 Memcpy Classifiers: 0.378000 Memcpy Instances: 7.395000 Kernel 1: 0.023000 Kernel 2: 76.358002 Copyback: 0.017000 Sum: 0.027000 It 32,Best ac:0.000812 1.000000 fi:0.119618. Ave ac:0.002443,0.006016 Initialization: 5.454000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.362000 Kernel 1: 0.024000 Kernel 2: 76.830002 Copyback: 0.017000 Sum: 0.029000 It 33,Best ac:0.001082 1.000000 fi:0.125029. Ave ac:0.003058,0.008289 Initialization: 34.438999 Memcpy Instances: 371.635010 Memcpy Classifiers: 0.092000 Kernel 1: 0.027000 Kernel 2: 545.882019 Copyback: 0.368000 Sum: 0.017000 Memcpy Classifiers: 0.089000 Kernel 1: 0.013000 Kernel 2: 545.129028 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.090000 Kernel 1: 0.013000 Kernel 2: 563.961975 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.090000 Kernel 1: 0.013000 Kernel 2: 523.232971 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.090000 Kernel 1: 0.012000 Kernel 2: 549.320007 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.127000 Kernel 1: 0.021000 Kernel 2: 543.614990 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.089000 Kernel 1: 0.012000 Kernel 2: 527.737000 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.089000 Kernel 1: 0.013000 Kernel 2: 544.005005 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.012000 Kernel 2: 262.803986 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.001088 0.526178 fi:0.598848. Ave ac:0.003342,0.012159 Best acc 0.001088 0.526178 Initialization: 5.389000 Memcpy Classifiers: 0.504000 Memcpy Instances: 7.354000 Kernel 1: 0.024000 Kernel 2: 91.457001 Copyback: 0.017000 Sum: 0.041000 Initial population average accuracy1:0.004607 accuracy2:0.181739 Initialization: 5.337000 Memcpy Classifiers: 0.504000 Memcpy Instances: 7.398000 Kernel 1: 0.023000 Kernel 2: 92.466003 Copyback: 0.017000 Sum: 0.040000 It 0,Best ac:0.000812 0.750000 fi:0.349899. Ave ac:0.004529,0.009466 Initialization: 5.325000 Memcpy Classifiers: 0.521000 Memcpy Instances: 7.352000 Kernel 1: 0.023000 Kernel 2: 91.820000 Copyback: 0.016000 Sum: 0.026000 It 1,Best ac:0.000541 1.000000 fi:0.216674. Ave ac:0.004773,0.010361 Initialization: 5.344000 Memcpy Classifiers: 0.504000 Memcpy Instances: 7.345000 Kernel 1: 0.024000 Kernel 2: 89.597000 Copyback: 0.017000 Sum: 0.036000 It 2,Best ac:0.000541 1.000000 fi:0.216674. Ave ac:0.004161,0.009903 Initialization: 5.339000 Memcpy Classifiers: 0.504000 Memcpy Instances: 7.347000 Kernel 1: 0.024000 Kernel 2: 87.369003 Copyback: 0.017000 Sum: 0.025000 It 3,Best ac:0.000541 1.000000 fi:0.216674. Ave ac:0.003306,0.006976 Initialization: 5.765000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.349000 Kernel 1: 0.023000 Kernel 2: 87.764999 Copyback: 0.016000 Sum: 0.026000 It 4,Best ac:0.001083 1.000000 fi:0.099753. Ave ac:0.002935,0.005556 Initialization: 5.617000 Memcpy Classifiers: 0.503000 Memcpy Instances: 9.364000 Kernel 1: 0.023000 Kernel 2: 87.008003 Copyback: 0.017000 Sum: 0.029000 It 5,Best ac:0.000541 1.000000 fi:0.217806. Ave ac:0.002404,0.004725 Initialization: 5.324000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.370000 Kernel 1: 0.023000 Kernel 2: 87.538002 Copyback: 0.016000 Sum: 0.029000 It 6,Best ac:0.001083 1.000000 fi:0.099753. Ave ac:0.002756,0.005792 Initialization: 5.384000 Memcpy Classifiers: 0.507000 Memcpy Instances: 7.345000 Kernel 1: 0.021000 Kernel 2: 86.307999 Copyback: 0.017000 Sum: 0.028000 It 7,Best ac:0.002436 0.900000 fi:0.199027. Ave ac:0.002834,0.005408 Initialization: 5.322000 Memcpy Classifiers: 0.467000 Memcpy Instances: 7.368000 Kernel 1: 0.023000 Kernel 2: 83.192001 Copyback: 0.016000 Sum: 0.028000 It 8,Best ac:0.001082 1.000000 fi:0.099753. Ave ac:0.002811,0.005565 Initialization: 5.368000 Memcpy Classifiers: 0.504000 Memcpy Instances: 7.328000 Kernel 1: 0.023000 Kernel 2: 85.309998 Copyback: 0.020000 Sum: 0.041000 It 9,Best ac:0.000541 1.000000 fi:0.216674. Ave ac:0.002822,0.006070 Iteration 10:MDL fitness activated Error 0.216674 TL 0.036582 MDL Theory Length Weight: 1.9742998970 (6) Initialization: 5.405000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.328000 Kernel 1: 0.023000 Kernel 2: 86.303001 Copyback: 0.018000 Sum: 0.028000 It 10,Best ac:0.000812 1.000000 fi:0.161172. Ave ac:0.002729,0.004782 Initialization: 5.298000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.329000 Kernel 1: 0.024000 Kernel 2: 86.810997 Copyback: 0.017000 Sum: 0.026000 It 11,Best ac:0.000812 1.000000 fi:0.169478. Ave ac:0.003308,0.005635 Initialization: 5.328000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.386000 Kernel 1: 0.023000 Kernel 2: 86.212997 Copyback: 0.017000 Sum: 0.029000 It 12,Best ac:0.000812 1.000000 fi:0.165505. Ave ac:0.002913,0.005294 Initialization: 5.339000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.345000 Kernel 1: 0.023000 Kernel 2: 84.359001 Copyback: 0.017000 Sum: 0.039000 It 13,Best ac:0.000541 1.000000 fi:0.283860. Ave ac:0.002968,0.005656 Initialization: 5.386000 Memcpy Classifiers: 0.432000 Memcpy Instances: 7.344000 Kernel 1: 0.022000 Kernel 2: 83.957001 Copyback: 0.017000 Sum: 0.029000 It 14,Best ac:0.001624 0.857143 fi:0.323192. Ave ac:0.003135,0.005379 Initialization: 5.344000 Memcpy Classifiers: 0.432000 Memcpy Instances: 7.344000 Kernel 1: 0.023000 Kernel 2: 84.512001 Copyback: 0.369000 Sum: 0.025000 It 15,Best ac:0.000812 1.000000 fi:0.177406. Ave ac:0.003011,0.004331 Initialization: 7.036000 Memcpy Classifiers: 0.694000 Memcpy Instances: 9.764000 Kernel 1: 0.023000 Kernel 2: 81.205002 Copyback: 0.017000 Sum: 0.027000 It 16,Best ac:0.001083 1.000000 fi:0.193921. Ave ac:0.003142,0.006378 Initialization: 5.383000 Memcpy Classifiers: 0.432000 Memcpy Instances: 7.384000 Kernel 1: 0.023000 Kernel 2: 82.177002 Copyback: 0.017000 Sum: 0.026000 It 17,Best ac:0.001623 1.000000 fi:0.157196. Ave ac:0.003094,0.005177 Initialization: 5.289000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.363000 Kernel 1: 0.024000 Kernel 2: 80.867996 Copyback: 0.017000 Sum: 0.031000 It 18,Best ac:0.001894 1.000000 fi:0.203167. Ave ac:0.001839,0.003366 Initialization: 5.383000 Memcpy Classifiers: 0.504000 Memcpy Instances: 7.331000 Kernel 1: 0.024000 Kernel 2: 79.611000 Copyback: 0.017000 Sum: 0.027000 It 19,Best ac:0.000812 1.000000 fi:0.178247. Ave ac:0.001939,0.003501 Initialization: 5.392000 Memcpy Classifiers: 0.486000 Memcpy Instances: 7.401000 Kernel 1: 0.023000 Kernel 2: 80.282997 Copyback: 0.016000 Sum: 0.026000 It 20,Best ac:0.000812 1.000000 fi:0.175157. Ave ac:0.001967,0.003052 Initialization: 5.486000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.344000 Kernel 1: 0.023000 Kernel 2: 78.430000 Copyback: 0.018000 Sum: 0.037000 It 21,Best ac:0.000812 1.000000 fi:0.163077. Ave ac:0.002196,0.003613 Initialization: 5.699000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.910000 Kernel 1: 0.023000 Kernel 2: 79.485001 Copyback: 0.017000 Sum: 0.035000 It 22,Best ac:0.000812 1.000000 fi:0.178753. Ave ac:0.002276,0.004225 Initialization: 6.211000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.282000 Kernel 1: 0.025000 Kernel 2: 81.952003 Copyback: 0.017000 Sum: 0.028000 It 23,Best ac:0.000812 1.000000 fi:0.160608. Ave ac:0.002685,0.004805 Initialization: 7.899000 Memcpy Classifiers: 0.504000 Memcpy Instances: 9.700000 Kernel 1: 0.026000 Kernel 2: 81.195999 Copyback: 0.017000 Sum: 0.027000 It 24,Best ac:0.001083 1.000000 fi:0.160157. Ave ac:0.002192,0.003943 Initialization: 5.368000 Memcpy Classifiers: 0.486000 Memcpy Instances: 10.122000 Kernel 1: 0.028000 Kernel 2: 79.797997 Copyback: 0.017000 Sum: 0.029000 It 25,Best ac:0.000812 1.000000 fi:0.174432. Ave ac:0.001755,0.004100 Initialization: 5.776000 Memcpy Classifiers: 0.775000 Memcpy Instances: 9.893000 Kernel 1: 0.023000 Kernel 2: 83.031998 Copyback: 0.019000 Sum: 0.043000 It 26,Best ac:0.001083 1.000000 fi:0.168473. Ave ac:0.002179,0.004528 MDL Theory Length Weight: 1.7768699073 (10) Initialization: 6.023000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.451000 Kernel 1: 0.023000 Kernel 2: 84.435997 Copyback: 0.018000 Sum: 0.037000 It 27,Best ac:0.000812 1.000000 fi:0.160711. Ave ac:0.001449,0.002469 Initialization: 6.181000 Memcpy Classifiers: 0.451000 Memcpy Instances: 10.748000 Kernel 1: 0.024000 Kernel 2: 81.970001 Copyback: 0.018000 Sum: 0.045000 It 28,Best ac:0.000812 1.000000 fi:0.164640. Ave ac:0.001773,0.002708 Initialization: 5.347000 Memcpy Classifiers: 0.469000 Memcpy Instances: 9.863000 Kernel 1: 0.032000 Kernel 2: 81.621002 Copyback: 0.016000 Sum: 0.028000 It 29,Best ac:0.001624 1.000000 fi:0.163176. Ave ac:0.002029,0.003074 Initialization: 7.565000 Memcpy Classifiers: 0.825000 Memcpy Instances: 9.365000 Kernel 1: 0.023000 Kernel 2: 83.595001 Copyback: 0.017000 Sum: 0.033000 It 30,Best ac:0.001624 1.000000 fi:0.157273. Ave ac:0.001624,0.002370 Initialization: 6.121000 Memcpy Classifiers: 0.680000 Memcpy Instances: 10.472000 Kernel 1: 0.026000 Kernel 2: 85.370003 Copyback: 0.017000 Sum: 0.029000 It 31,Best ac:0.000812 1.000000 fi:0.151325. Ave ac:0.001855,0.002179 Initialization: 7.068000 Memcpy Classifiers: 0.596000 Memcpy Instances: 7.407000 Kernel 1: 0.022000 Kernel 2: 84.334000 Copyback: 0.017000 Sum: 0.036000 It 32,Best ac:0.001353 1.000000 fi:0.150237. Ave ac:0.001764,0.002383 Initialization: 5.414000 Memcpy Classifiers: 0.450000 Memcpy Instances: 10.525000 Kernel 1: 0.026000 Kernel 2: 83.941002 Copyback: 0.017000 Sum: 0.033000 It 33,Best ac:0.001083 1.000000 fi:0.156991. Ave ac:0.001755,0.002349 Initialization: 30.910000 Memcpy Instances: 444.669006 Memcpy Classifiers: 0.100000 Kernel 1: 0.024000 Kernel 2: 578.450012 Copyback: 0.015000 Sum: 0.017000 Memcpy Classifiers: 0.099000 Kernel 1: 0.014000 Kernel 2: 602.289978 Copyback: 0.017000 Sum: 0.003000 Memcpy Classifiers: 0.142000 Kernel 1: 0.022000 Kernel 2: 576.778992 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.098000 Kernel 1: 0.014000 Kernel 2: 575.533020 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.115000 Kernel 1: 0.021000 Kernel 2: 586.979980 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.098000 Kernel 1: 0.012000 Kernel 2: 568.591980 Copyback: 0.019000 Sum: 0.002000 Memcpy Classifiers: 0.120000 Kernel 1: 0.017000 Kernel 2: 572.487000 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.098000 Kernel 1: 0.014000 Kernel 2: 591.067993 Copyback: 0.368000 Sum: 0.003000 Memcpy Classifiers: 0.104000 Kernel 1: 0.021000 Kernel 2: 305.667999 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.000996 0.573209 fi:0.577220. Ave ac:0.001309,0.003740 Best acc 0.000996 0.573209 Rule:Att PSSM_-2_4 is [-6.419895,0.285075]|Att PSSM_-2_5 is [-2.563993,8.904799]|Att PSSM_-2_8 is [<6.747010]|Att PSSM_-1_8 is [<4.974437]|Att PSSM_-1_12 is [-5.646731,-0.353268]|Att PSSM_0_7 is [-6.870161,-1.129839]|Att PSSM_0_9 is [<1.746865]|Att PSSM_0_14 is [-2.618889,2.608486]|Att PSSM_1_12 is [<-2.532025]|Att PSSM_2_2 is [<-2.685845]|1 Accuracy : 0.793853 0 1 150078 14002 34368 36190 Removed 321 instances. 184446 Instances left. Acc of rule 0.000996-0.573209 Initialization: 7.036000 Memcpy Classifiers: 0.497000 Memcpy Instances: 9.806000 Kernel 1: 0.033000 Kernel 2: 115.366997 Copyback: 0.019000 Sum: 0.038000 Initial population average accuracy1:0.005589 accuracy2:0.188792 Initialization: 5.975000 Memcpy Classifiers: 0.818000 Memcpy Instances: 11.215000 Kernel 1: 0.025000 Kernel 2: 111.277000 Copyback: 0.020000 Sum: 0.042000 It 0,Best ac:0.000813 1.000000 fi:0.099896. Ave ac:0.005223,0.008354 Initialization: 5.848000 Memcpy Classifiers: 0.818000 Memcpy Instances: 8.820000 Kernel 1: 0.023000 Kernel 2: 111.907997 Copyback: 0.019000 Sum: 0.029000 It 1,Best ac:0.000542 1.000000 fi:0.212113. Ave ac:0.004241,0.007097 Initialization: 5.950000 Memcpy Classifiers: 0.496000 Memcpy Instances: 10.277000 Kernel 1: 0.027000 Kernel 2: 114.566002 Copyback: 0.020000 Sum: 0.039000 It 2,Best ac:0.000542 1.000000 fi:0.213259. Ave ac:0.004595,0.008535 Initialization: 5.507000 Memcpy Classifiers: 0.498000 Memcpy Instances: 7.328000 Kernel 1: 0.022000 Kernel 2: 116.158997 Copyback: 0.019000 Sum: 0.037000 It 3,Best ac:0.003253 0.631579 fi:0.467086. Ave ac:0.003631,0.005784 Initialization: 5.578000 Memcpy Classifiers: 0.533000 Memcpy Instances: 9.348000 Kernel 1: 0.023000 Kernel 2: 118.564003 Copyback: 0.020000 Sum: 0.038000 It 4,Best ac:0.001356 1.000000 fi:0.099603. Ave ac:0.003530,0.005695 Initialization: 7.445000 Memcpy Classifiers: 0.786000 Memcpy Instances: 10.457000 Kernel 1: 0.027000 Kernel 2: 118.017998 Copyback: 0.019000 Sum: 0.030000 It 5,Best ac:0.000813 1.000000 fi:0.099896. Ave ac:0.002735,0.004304 Initialization: 6.202000 Memcpy Classifiers: 0.550000 Memcpy Instances: 8.538000 Kernel 1: 0.023000 Kernel 2: 117.680000 Copyback: 0.019000 Sum: 0.037000 It 6,Best ac:0.000542 1.000000 fi:0.212113. Ave ac:0.002563,0.004195 Initialization: 7.060000 Memcpy Classifiers: 0.946000 Memcpy Instances: 8.158000 Kernel 1: 0.024000 Kernel 2: 117.952003 Copyback: 0.020000 Sum: 0.025000 It 7,Best ac:0.000813 1.000000 fi:0.099896. Ave ac:0.002813,0.004036 Initialization: 5.522000 Memcpy Classifiers: 0.533000 Memcpy Instances: 7.541000 Kernel 1: 0.023000 Kernel 2: 116.021004 Copyback: 0.019000 Sum: 0.027000 It 8,Best ac:0.000813 1.000000 fi:0.099896. Ave ac:0.001924,0.003045 Initialization: 5.431000 Memcpy Classifiers: 0.533000 Memcpy Instances: 8.039000 Kernel 1: 0.023000 Kernel 2: 120.133003 Copyback: 0.019000 Sum: 0.035000 It 9,Best ac:0.001084 1.000000 fi:0.099749. Ave ac:0.002112,0.003140 Iteration 10:MDL fitness activated Error 0.099749 TL 0.054475 MDL Theory Length Weight: 0.6103656450 (6) Initialization: 5.868000 Memcpy Classifiers: 0.585000 Memcpy Instances: 11.149000 Kernel 1: 0.026000 Kernel 2: 115.532997 Copyback: 0.019000 Sum: 0.031000 It 10,Best ac:0.001084 1.000000 fi:0.118125. Ave ac:0.001989,0.003510 Initialization: 7.177000 Memcpy Classifiers: 0.551000 Memcpy Instances: 7.501000 Kernel 1: 0.031000 Kernel 2: 117.116997 Copyback: 0.099000 Sum: 0.030000 It 11,Best ac:0.000813 1.000000 fi:0.126808. Ave ac:0.001983,0.003255 Initialization: 5.994000 Memcpy Classifiers: 0.556000 Memcpy Instances: 8.079000 Kernel 1: 0.032000 Kernel 2: 91.537003 Copyback: 0.018000 Sum: 0.035000 It 12,Best ac:0.001356 1.000000 fi:0.122709. Ave ac:0.001983,0.004302 Initialization: 5.404000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.417000 Kernel 1: 0.024000 Kernel 2: 94.648003 Copyback: 0.017000 Sum: 0.031000 It 13,Best ac:0.000542 1.000000 fi:0.246048. Ave ac:0.002017,0.003640 Initialization: 5.414000 Memcpy Classifiers: 0.487000 Memcpy Instances: 10.569000 Kernel 1: 0.023000 Kernel 2: 95.683998 Copyback: 0.017000 Sum: 0.032000 It 14,Best ac:0.000813 1.000000 fi:0.130736. Ave ac:0.002280,0.004357 Initialization: 8.086000 Memcpy Classifiers: 0.542000 Memcpy Instances: 10.777000 Kernel 1: 0.023000 Kernel 2: 93.989998 Copyback: 0.017000 Sum: 0.029000 It 15,Best ac:0.001084 1.000000 fi:0.124036. Ave ac:0.002329,0.004328 Initialization: 6.040000 Memcpy Classifiers: 0.522000 Memcpy Instances: 9.608000 Kernel 1: 0.024000 Kernel 2: 94.078003 Copyback: 0.020000 Sum: 0.028000 It 16,Best ac:0.001084 1.000000 fi:0.126035. Ave ac:0.002132,0.004680 Initialization: 5.427000 Memcpy Classifiers: 0.557000 Memcpy Instances: 9.321000 Kernel 1: 0.028000 Kernel 2: 95.717003 Copyback: 0.017000 Sum: 0.034000 It 17,Best ac:0.000813 1.000000 fi:0.122299. Ave ac:0.001926,0.003958 Initialization: 5.920000 Memcpy Classifiers: 0.469000 Memcpy Instances: 10.397000 Kernel 1: 0.028000 Kernel 2: 93.532997 Copyback: 0.017000 Sum: 0.028000 It 18,Best ac:0.000813 1.000000 fi:0.127032. Ave ac:0.002309,0.003724 Initialization: 5.959000 Memcpy Classifiers: 0.468000 Memcpy Instances: 10.906000 Kernel 1: 0.026000 Kernel 2: 94.671997 Copyback: 0.017000 Sum: 0.031000 It 19,Best ac:0.000542 1.000000 fi:0.240902. Ave ac:0.001946,0.002818 MDL Theory Length Weight: 0.5493290805 (16) Initialization: 5.400000 Memcpy Classifiers: 0.504000 Memcpy Instances: 7.333000 Kernel 1: 0.023000 Kernel 2: 94.702003 Copyback: 0.017000 Sum: 0.032000 It 20,Best ac:0.001356 1.000000 fi:0.118876. Ave ac:0.001684,0.002501 Initialization: 7.829000 Memcpy Classifiers: 0.545000 Memcpy Instances: 8.686000 Kernel 1: 0.032000 Kernel 2: 94.400002 Copyback: 0.016000 Sum: 0.032000 It 21,Best ac:0.000813 1.000000 fi:0.123912. Ave ac:0.001895,0.002720 Initialization: 7.009000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.326000 Kernel 1: 0.024000 Kernel 2: 92.468002 Copyback: 0.017000 Sum: 0.031000 It 22,Best ac:0.001355 1.000000 fi:0.116034. Ave ac:0.002122,0.003198 Initialization: 6.740000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.315000 Kernel 1: 0.024000 Kernel 2: 91.888000 Copyback: 0.017000 Sum: 0.028000 It 23,Best ac:0.001627 1.000000 fi:0.118330. Ave ac:0.001992,0.002845 Initialization: 5.848000 Memcpy Classifiers: 0.523000 Memcpy Instances: 7.332000 Kernel 1: 0.024000 Kernel 2: 93.219002 Copyback: 0.017000 Sum: 0.031000 It 24,Best ac:0.000813 1.000000 fi:0.121446. Ave ac:0.002255,0.003522 Initialization: 6.447000 Memcpy Classifiers: 0.665000 Memcpy Instances: 8.045000 Kernel 1: 0.022000 Kernel 2: 93.116997 Copyback: 0.016000 Sum: 0.029000 It 25,Best ac:0.001355 1.000000 fi:0.111562. Ave ac:0.001921,0.003177 Initialization: 7.374000 Memcpy Classifiers: 0.732000 Memcpy Instances: 10.304000 Kernel 1: 0.024000 Kernel 2: 89.297997 Copyback: 0.017000 Sum: 0.037000 It 26,Best ac:0.001085 1.000000 fi:0.113662. Ave ac:0.001307,0.001903 Initialization: 5.407000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.331000 Kernel 1: 0.023000 Kernel 2: 90.848999 Copyback: 0.018000 Sum: 0.044000 It 27,Best ac:0.001085 1.000000 fi:0.115271. Ave ac:0.001214,0.001755 Initialization: 5.800000 Memcpy Classifiers: 0.712000 Memcpy Instances: 11.009000 Kernel 1: 0.023000 Kernel 2: 86.065002 Copyback: 0.017000 Sum: 0.030000 It 28,Best ac:0.000813 1.000000 fi:0.116815. Ave ac:0.001377,0.002234 Initialization: 5.397000 Memcpy Classifiers: 0.469000 Memcpy Instances: 9.205000 Kernel 1: 0.022000 Kernel 2: 85.205002 Copyback: 0.018000 Sum: 0.037000 It 29,Best ac:0.000813 1.000000 fi:0.113560. Ave ac:0.001367,0.001844 Initialization: 5.954000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.327000 Kernel 1: 0.023000 Kernel 2: 85.197998 Copyback: 0.017000 Sum: 0.027000 It 30,Best ac:0.001084 1.000000 fi:0.110847. Ave ac:0.001440,0.002973 Initialization: 5.974000 Memcpy Classifiers: 0.434000 Memcpy Instances: 11.648000 Kernel 1: 0.025000 Kernel 2: 82.831001 Copyback: 0.016000 Sum: 0.029000 It 31,Best ac:0.000813 1.000000 fi:0.121446. Ave ac:0.001527,0.005159 Initialization: 5.453000 Memcpy Classifiers: 0.406000 Memcpy Instances: 7.341000 Kernel 1: 0.022000 Kernel 2: 80.789001 Copyback: 0.018000 Sum: 0.035000 It 32,Best ac:0.000813 1.000000 fi:0.113417. Ave ac:0.001531,0.002594 Initialization: 7.690000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.376000 Kernel 1: 0.021000 Kernel 2: 82.384003 Copyback: 0.017000 Sum: 0.026000 It 33,Best ac:0.000813 1.000000 fi:0.118549. Ave ac:0.001327,0.003543 Initialization: 31.437000 Memcpy Instances: 419.083008 Memcpy Classifiers: 0.124000 Kernel 1: 0.031000 Kernel 2: 576.122009 Copyback: 0.016000 Sum: 0.022000 Memcpy Classifiers: 0.139000 Kernel 1: 0.022000 Kernel 2: 582.513000 Copyback: 0.020000 Sum: 0.007000 Memcpy Classifiers: 0.139000 Kernel 1: 0.026000 Kernel 2: 563.491028 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.116000 Kernel 1: 0.016000 Kernel 2: 584.377991 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.138000 Kernel 1: 0.022000 Kernel 2: 592.651001 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.137000 Kernel 1: 0.022000 Kernel 2: 567.145996 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.116000 Kernel 1: 0.016000 Kernel 2: 571.979004 Copyback: 0.368000 Sum: 0.002000 Memcpy Classifiers: 0.116000 Kernel 1: 0.017000 Kernel 2: 564.041992 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.073000 Kernel 1: 0.014000 Kernel 2: 293.079010 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.000819 0.524306 fi:0.589252. Ave ac:0.001823,0.006344 Best acc 0.000819 0.524306 Initialization: 6.481000 Memcpy Classifiers: 0.904000 Memcpy Instances: 9.869000 Kernel 1: 0.024000 Kernel 2: 92.022003 Copyback: 0.017000 Sum: 0.035000 Initial population average accuracy1:0.004593 accuracy2:0.187349 Initialization: 5.537000 Memcpy Classifiers: 0.934000 Memcpy Instances: 9.178000 Kernel 1: 0.023000 Kernel 2: 89.741997 Copyback: 0.017000 Sum: 0.045000 It 0,Best ac:0.001085 0.800000 fi:0.299749. Ave ac:0.004544,0.007603 Initialization: 6.482000 Memcpy Classifiers: 0.732000 Memcpy Instances: 10.471000 Kernel 1: 0.024000 Kernel 2: 89.588997 Copyback: 0.017000 Sum: 0.031000 It 1,Best ac:0.001626 1.000000 fi:0.099457. Ave ac:0.006020,0.009302 Initialization: 5.363000 Memcpy Classifiers: 0.486000 Memcpy Instances: 7.348000 Kernel 1: 0.023000 Kernel 2: 87.844002 Copyback: 0.017000 Sum: 0.026000 It 2,Best ac:0.000813 1.000000 fi:0.099896. Ave ac:0.005105,0.008391 Initialization: 5.382000 Memcpy Classifiers: 0.504000 Memcpy Instances: 7.331000 Kernel 1: 0.024000 Kernel 2: 86.092003 Copyback: 0.017000 Sum: 0.030000 It 3,Best ac:0.000813 1.000000 fi:0.099896. Ave ac:0.004709,0.008255 Initialization: 5.392000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.336000 Kernel 1: 0.022000 Kernel 2: 88.069000 Copyback: 0.017000 Sum: 0.026000 It 4,Best ac:0.000813 1.000000 fi:0.099896. Ave ac:0.004407,0.007433 Initialization: 5.794000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.332000 Kernel 1: 0.023000 Kernel 2: 85.292000 Copyback: 0.017000 Sum: 0.031000 It 5,Best ac:0.001356 1.000000 fi:0.099603. Ave ac:0.004193,0.007612 Initialization: 6.073000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.328000 Kernel 1: 0.023000 Kernel 2: 85.684998 Copyback: 0.018000 Sum: 0.037000 It 6,Best ac:0.000813 1.000000 fi:0.099896. Ave ac:0.003522,0.006857 Initialization: 7.378000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.345000 Kernel 1: 0.023000 Kernel 2: 85.175003 Copyback: 0.017000 Sum: 0.027000 It 7,Best ac:0.001356 1.000000 fi:0.099603. Ave ac:0.003095,0.005911 Initialization: 5.402000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.324000 Kernel 1: 0.023000 Kernel 2: 85.141998 Copyback: 0.016000 Sum: 0.029000 It 8,Best ac:0.001084 1.000000 fi:0.099750. Ave ac:0.002815,0.004914 Initialization: 5.385000 Memcpy Classifiers: 0.511000 Memcpy Instances: 10.248000 Kernel 1: 0.022000 Kernel 2: 85.602997 Copyback: 0.042000 Sum: 0.030000 It 9,Best ac:0.001355 1.000000 fi:0.099604. Ave ac:0.003298,0.007206 Iteration 10:MDL fitness activated Error 0.099604 TL 0.036316 MDL Theory Length Weight: 0.9142302394 (9) Initialization: 5.372000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.333000 Kernel 1: 0.023000 Kernel 2: 84.501999 Copyback: 0.017000 Sum: 0.025000 It 10,Best ac:0.000813 1.000000 fi:0.135191. Ave ac:0.002767,0.004929 Initialization: 5.380000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.586000 Kernel 1: 0.028000 Kernel 2: 83.707001 Copyback: 0.018000 Sum: 0.035000 It 11,Best ac:0.001356 1.000000 fi:0.134460. Ave ac:0.003254,0.005279 Initialization: 5.391000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.322000 Kernel 1: 0.024000 Kernel 2: 84.866997 Copyback: 0.017000 Sum: 0.027000 It 12,Best ac:0.001084 1.000000 fi:0.148047. Ave ac:0.003130,0.005989 Initialization: 5.409000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.318000 Kernel 1: 0.024000 Kernel 2: 82.587997 Copyback: 0.016000 Sum: 0.027000 It 13,Best ac:0.001085 1.000000 fi:0.117671. Ave ac:0.003415,0.006457 Initialization: 5.364000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.330000 Kernel 1: 0.024000 Kernel 2: 83.566002 Copyback: 0.018000 Sum: 0.034000 It 14,Best ac:0.000813 1.000000 fi:0.132314. Ave ac:0.003940,0.006089 Initialization: 5.369000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.339000 Kernel 1: 0.023000 Kernel 2: 83.859001 Copyback: 0.017000 Sum: 0.030000 It 15,Best ac:0.000813 1.000000 fi:0.138434. Ave ac:0.002444,0.004337 Initialization: 5.679000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.398000 Kernel 1: 0.031000 Kernel 2: 81.114998 Copyback: 0.017000 Sum: 0.030000 It 16,Best ac:0.001085 1.000000 fi:0.128715. Ave ac:0.002613,0.004027 Initialization: 5.458000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.319000 Kernel 1: 0.024000 Kernel 2: 81.955002 Copyback: 0.017000 Sum: 0.033000 It 17,Best ac:0.000813 1.000000 fi:0.129018. Ave ac:0.002352,0.003649 Initialization: 5.403000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.350000 Kernel 1: 0.023000 Kernel 2: 82.652000 Copyback: 0.017000 Sum: 0.029000 It 18,Best ac:0.001084 1.000000 fi:0.124768. Ave ac:0.003066,0.004487 Initialization: 6.384000 Memcpy Classifiers: 0.603000 Memcpy Instances: 8.235000 Kernel 1: 0.023000 Kernel 2: 80.037003 Copyback: 0.017000 Sum: 0.029000 It 19,Best ac:0.001085 1.000000 fi:0.136083. Ave ac:0.002330,0.003621 Initialization: 5.381000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.324000 Kernel 1: 0.024000 Kernel 2: 79.780998 Copyback: 0.017000 Sum: 0.029000 It 20,Best ac:0.000813 1.000000 fi:0.126855. Ave ac:0.002669,0.004531 Initialization: 7.764000 Memcpy Classifiers: 0.432000 Memcpy Instances: 9.836000 Kernel 1: 0.032000 Kernel 2: 80.212997 Copyback: 0.018000 Sum: 0.034000 It 21,Best ac:0.000813 1.000000 fi:0.132967. Ave ac:0.002657,0.004733 Initialization: 5.366000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.384000 Kernel 1: 0.024000 Kernel 2: 77.820999 Copyback: 0.017000 Sum: 0.031000 It 22,Best ac:0.000813 1.000000 fi:0.120393. Ave ac:0.003156,0.005489 MDL Theory Length Weight: 0.8228072154 (10) Initialization: 5.951000 Memcpy Classifiers: 0.433000 Memcpy Instances: 9.735000 Kernel 1: 0.028000 Kernel 2: 78.435997 Copyback: 0.018000 Sum: 0.038000 It 23,Best ac:0.001626 1.000000 fi:0.118798. Ave ac:0.002748,0.004433 Initialization: 5.536000 Memcpy Classifiers: 0.712000 Memcpy Instances: 10.159000 Kernel 1: 0.022000 Kernel 2: 75.440002 Copyback: 0.018000 Sum: 0.028000 It 24,Best ac:0.000813 1.000000 fi:0.121255. Ave ac:0.003015,0.005117 Initialization: 6.782000 Memcpy Classifiers: 0.680000 Memcpy Instances: 11.581000 Kernel 1: 0.026000 Kernel 2: 74.327003 Copyback: 0.016000 Sum: 0.027000 It 25,Best ac:0.000813 1.000000 fi:0.131603. Ave ac:0.002198,0.005272 Initialization: 7.699000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.393000 Kernel 1: 0.024000 Kernel 2: 72.955002 Copyback: 0.018000 Sum: 0.039000 It 26,Best ac:0.000813 1.000000 fi:0.112606. Ave ac:0.002072,0.004450 Initialization: 5.562000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.747000 Kernel 1: 0.022000 Kernel 2: 73.014999 Copyback: 0.021000 Sum: 0.035000 It 27,Best ac:0.001355 1.000000 fi:0.119993. Ave ac:0.003682,0.008344 Initialization: 5.360000 Memcpy Classifiers: 0.444000 Memcpy Instances: 8.165000 Kernel 1: 0.023000 Kernel 2: 71.058998 Copyback: 0.017000 Sum: 0.028000 It 28,Best ac:0.000813 1.000000 fi:0.121255. Ave ac:0.002152,0.003514 Initialization: 6.003000 Memcpy Classifiers: 0.451000 Memcpy Instances: 9.907000 Kernel 1: 0.026000 Kernel 2: 71.622002 Copyback: 0.018000 Sum: 0.037000 It 29,Best ac:0.000813 1.000000 fi:0.112775. Ave ac:0.001687,0.003597 Initialization: 6.197000 Memcpy Classifiers: 0.416000 Memcpy Instances: 10.026000 Kernel 1: 0.023000 Kernel 2: 71.073997 Copyback: 0.017000 Sum: 0.027000 It 30,Best ac:0.000813 1.000000 fi:0.127716. Ave ac:0.002576,0.005074 Initialization: 7.759000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.344000 Kernel 1: 0.033000 Kernel 2: 71.333000 Copyback: 0.018000 Sum: 0.036000 It 31,Best ac:0.001626 1.000000 fi:0.120191. Ave ac:0.002930,0.005139 Initialization: 7.586000 Memcpy Classifiers: 0.712000 Memcpy Instances: 10.048000 Kernel 1: 0.025000 Kernel 2: 69.913002 Copyback: 0.016000 Sum: 0.028000 It 32,Best ac:0.000813 1.000000 fi:0.124348. Ave ac:0.002726,0.004516 Initialization: 6.310000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.535000 Kernel 1: 0.033000 Kernel 2: 70.990997 Copyback: 0.017000 Sum: 0.024000 It 33,Best ac:0.000813 1.000000 fi:0.118053. Ave ac:0.002843,0.006177 Initialization: 29.510000 Memcpy Instances: 374.279999 Memcpy Classifiers: 0.093000 Kernel 1: 0.028000 Kernel 2: 504.286987 Copyback: 0.367000 Sum: 0.017000 Memcpy Classifiers: 0.090000 Kernel 1: 0.013000 Kernel 2: 516.908997 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.090000 Kernel 1: 0.012000 Kernel 2: 512.978027 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.090000 Kernel 1: 0.012000 Kernel 2: 504.398987 Copyback: 0.017000 Sum: 0.003000 Memcpy Classifiers: 0.091000 Kernel 1: 0.015000 Kernel 2: 493.337006 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.143000 Kernel 1: 0.016000 Kernel 2: 499.282013 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.090000 Kernel 1: 0.013000 Kernel 2: 500.971008 Copyback: 0.969000 Sum: 0.012000 Memcpy Classifiers: 0.441000 Kernel 1: 0.029000 Kernel 2: 506.617004 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.079000 Kernel 1: 0.017000 Kernel 2: 247.302994 Copyback: 0.015000 Sum: 0.002000 It 34,Best ac:0.000640 0.529148 fi:0.590182. Ave ac:0.002082,0.006407 Best acc 0.000640 0.529148 Rule:Att PSSM_-4_3 is [-0.581788,5.376886]|Att PSSM_-4_4 is [0.024940,5.975060]|Att PSSM_-4_20 is [-3.080763,5.080763]|Att PSSM_-3_9 is [<9.412058]|Att PSSM_0_7 is [-6.421862,-3.075229]|Att PSSM_0_20 is [-1.468531,6.469564]|Att PSSM_3_11 is [-1.120119,2.992844]|Att PSSM_4_12 is [-6.987423,-0.297721]|1 Accuracy : 0.793908 0 1 149973 14107 34250 36308 Removed 223 instances. 184223 Instances left. Acc of rule 0.000640-0.529148 Initialization: 5.626000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.305000 Kernel 1: 0.026000 Kernel 2: 90.242996 Copyback: 0.017000 Sum: 0.041000 Initial population average accuracy1:0.004901 accuracy2:0.177289 Initialization: 6.963000 Memcpy Classifiers: 0.514000 Memcpy Instances: 7.313000 Kernel 1: 0.024000 Kernel 2: 114.596001 Copyback: 0.018000 Sum: 0.051000 It 0,Best ac:0.000814 0.600000 fi:0.499894. Ave ac:0.004265,0.006586 Initialization: 5.519000 Memcpy Classifiers: 0.514000 Memcpy Instances: 7.324000 Kernel 1: 0.024000 Kernel 2: 112.063004 Copyback: 0.019000 Sum: 0.031000 It 1,Best ac:0.000543 1.000000 fi:0.209813. Ave ac:0.004837,0.007904 Initialization: 7.120000 Memcpy Classifiers: 0.882000 Memcpy Instances: 11.359000 Kernel 1: 0.022000 Kernel 2: 111.262001 Copyback: 0.019000 Sum: 0.027000 It 2,Best ac:0.000543 1.000000 fi:0.209813. Ave ac:0.004049,0.006203 Initialization: 5.536000 Memcpy Classifiers: 0.514000 Memcpy Instances: 7.326000 Kernel 1: 0.023000 Kernel 2: 109.374001 Copyback: 0.019000 Sum: 0.029000 It 3,Best ac:0.001628 0.857143 fi:0.242312. Ave ac:0.004014,0.007000 Initialization: 5.490000 Memcpy Classifiers: 0.461000 Memcpy Instances: 7.335000 Kernel 1: 0.022000 Kernel 2: 105.999001 Copyback: 0.019000 Sum: 0.033000 It 4,Best ac:0.001086 1.000000 fi:0.099748. Ave ac:0.003638,0.006013 Initialization: 5.461000 Memcpy Classifiers: 0.442000 Memcpy Instances: 7.342000 Kernel 1: 0.024000 Kernel 2: 107.273003 Copyback: 0.019000 Sum: 0.027000 It 5,Best ac:0.000814 1.000000 fi:0.099894. Ave ac:0.004027,0.007576 Initialization: 7.986000 Memcpy Classifiers: 0.494000 Memcpy Instances: 8.729000 Kernel 1: 0.031000 Kernel 2: 107.460999 Copyback: 0.019000 Sum: 0.029000 It 6,Best ac:0.001357 1.000000 fi:0.099601. Ave ac:0.003781,0.006643 Initialization: 5.472000 Memcpy Classifiers: 0.489000 Memcpy Instances: 7.319000 Kernel 1: 0.022000 Kernel 2: 104.584999 Copyback: 0.633000 Sum: 0.035000 It 7,Best ac:0.001357 1.000000 fi:0.099601. Ave ac:0.003628,0.005818 Initialization: 5.726000 Memcpy Classifiers: 0.423000 Memcpy Instances: 7.322000 Kernel 1: 0.023000 Kernel 2: 102.364998 Copyback: 0.019000 Sum: 0.031000 It 8,Best ac:0.002986 1.000000 fi:0.098722. Ave ac:0.003273,0.005344 Initialization: 5.513000 Memcpy Classifiers: 0.441000 Memcpy Instances: 7.337000 Kernel 1: 0.023000 Kernel 2: 101.995003 Copyback: 0.019000 Sum: 0.033000 It 9,Best ac:0.001086 1.000000 fi:0.099748. Ave ac:0.002674,0.004705 Iteration 10:MDL fitness activated Error 0.099748 TL 0.026433 MDL Theory Length Weight: 1.2578626178 (2) Initialization: 5.478000 Memcpy Classifiers: 0.424000 Memcpy Instances: 7.332000 Kernel 1: 0.023000 Kernel 2: 102.594002 Copyback: 0.019000 Sum: 0.031000 It 10,Best ac:0.000814 1.000000 fi:0.135882. Ave ac:0.002227,0.003851 Initialization: 8.233000 Memcpy Classifiers: 0.479000 Memcpy Instances: 7.308000 Kernel 1: 0.024000 Kernel 2: 99.223999 Copyback: 0.019000 Sum: 0.026000 It 11,Best ac:0.001629 1.000000 fi:0.144842. Ave ac:0.002616,0.004336 Initialization: 5.493000 Memcpy Classifiers: 0.424000 Memcpy Instances: 7.312000 Kernel 1: 0.023000 Kernel 2: 96.485001 Copyback: 0.019000 Sum: 0.040000 It 12,Best ac:0.000814 1.000000 fi:0.135677. Ave ac:0.002516,0.004534 Initialization: 6.082000 Memcpy Classifiers: 0.728000 Memcpy Instances: 8.183000 Kernel 1: 0.021000 Kernel 2: 94.529999 Copyback: 0.018000 Sum: 0.029000 It 13,Best ac:0.000814 1.000000 fi:0.135486. Ave ac:0.002039,0.003107 Initialization: 5.468000 Memcpy Classifiers: 0.427000 Memcpy Instances: 10.399000 Kernel 1: 0.023000 Kernel 2: 94.629997 Copyback: 0.103000 Sum: 0.029000 It 14,Best ac:0.000814 1.000000 fi:0.140302. Ave ac:0.003311,0.005789 Initialization: 6.644000 Memcpy Classifiers: 0.397000 Memcpy Instances: 9.798000 Kernel 1: 0.033000 Kernel 2: 74.617996 Copyback: 0.016000 Sum: 0.027000 It 15,Best ac:0.001086 1.000000 fi:0.149322. Ave ac:0.003095,0.007570 Initialization: 6.362000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.314000 Kernel 1: 0.023000 Kernel 2: 74.541000 Copyback: 0.016000 Sum: 0.027000 It 16,Best ac:0.000543 1.000000 fi:0.245490. Ave ac:0.002653,0.005288 Initialization: 7.657000 Memcpy Classifiers: 0.679000 Memcpy Instances: 10.562000 Kernel 1: 0.027000 Kernel 2: 74.817001 Copyback: 0.018000 Sum: 0.035000 It 17,Best ac:0.001085 1.000000 fi:0.130548. Ave ac:0.002481,0.004951 Initialization: 7.552000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.426000 Kernel 1: 0.032000 Kernel 2: 74.499001 Copyback: 0.016000 Sum: 0.028000 It 18,Best ac:0.001085 1.000000 fi:0.134704. Ave ac:0.002515,0.007778 Initialization: 5.510000 Memcpy Classifiers: 0.415000 Memcpy Instances: 10.693000 Kernel 1: 0.023000 Kernel 2: 73.344002 Copyback: 0.017000 Sum: 0.026000 It 19,Best ac:0.001357 1.000000 fi:0.134287. Ave ac:0.003116,0.005776 Initialization: 6.001000 Memcpy Classifiers: 0.415000 Memcpy Instances: 9.559000 Kernel 1: 0.023000 Kernel 2: 72.188004 Copyback: 0.021000 Sum: 0.044000 It 20,Best ac:0.000814 1.000000 fi:0.132112. Ave ac:0.002682,0.004544 Initialization: 6.089000 Memcpy Classifiers: 0.396000 Memcpy Instances: 7.434000 Kernel 1: 0.023000 Kernel 2: 72.342003 Copyback: 0.017000 Sum: 0.029000 It 21,Best ac:0.000814 1.000000 fi:0.135597. Ave ac:0.002857,0.004985 Initialization: 5.963000 Memcpy Classifiers: 0.522000 Memcpy Instances: 10.687000 Kernel 1: 0.024000 Kernel 2: 72.059998 Copyback: 0.018000 Sum: 0.044000 It 22,Best ac:0.000814 1.000000 fi:0.135677. Ave ac:0.003383,0.006967 Initialization: 7.141000 Memcpy Classifiers: 0.396000 Memcpy Instances: 9.926000 Kernel 1: 0.026000 Kernel 2: 72.317001 Copyback: 0.017000 Sum: 0.031000 It 23,Best ac:0.000814 1.000000 fi:0.138685. Ave ac:0.002857,0.005447 Initialization: 6.144000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.309000 Kernel 1: 0.023000 Kernel 2: 71.102997 Copyback: 0.017000 Sum: 0.028000 It 24,Best ac:0.000814 1.000000 fi:0.124254. Ave ac:0.002628,0.005531 Initialization: 5.452000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.317000 Kernel 1: 0.031000 Kernel 2: 70.124001 Copyback: 0.017000 Sum: 0.030000 It 25,Best ac:0.001629 1.000000 fi:0.123237. Ave ac:0.003895,0.006996 Initialization: 7.472000 Memcpy Classifiers: 0.624000 Memcpy Instances: 10.548000 Kernel 1: 0.027000 Kernel 2: 73.342003 Copyback: 0.017000 Sum: 0.034000 It 26,Best ac:0.000814 1.000000 fi:0.118798. Ave ac:0.003101,0.005480 Initialization: 6.216000 Memcpy Classifiers: 0.408000 Memcpy Instances: 8.452000 Kernel 1: 0.032000 Kernel 2: 71.234001 Copyback: 0.017000 Sum: 0.028000 It 27,Best ac:0.001085 1.000000 fi:0.126237. Ave ac:0.003165,0.007099 Initialization: 5.611000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.361000 Kernel 1: 0.022000 Kernel 2: 70.955002 Copyback: 0.017000 Sum: 0.026000 It 28,Best ac:0.000814 1.000000 fi:0.128122. Ave ac:0.003434,0.008266 Initialization: 7.288000 Memcpy Classifiers: 0.603000 Memcpy Instances: 7.354000 Kernel 1: 0.024000 Kernel 2: 69.054001 Copyback: 0.018000 Sum: 0.035000 It 29,Best ac:0.000814 1.000000 fi:0.123453. Ave ac:0.002402,0.004341 Initialization: 5.861000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.325000 Kernel 1: 0.024000 Kernel 2: 68.684998 Copyback: 0.017000 Sum: 0.030000 It 30,Best ac:0.001357 1.000000 fi:0.123383. Ave ac:0.002381,0.004538 Initialization: 5.605000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.317000 Kernel 1: 0.024000 Kernel 2: 67.470001 Copyback: 0.017000 Sum: 0.028000 It 31,Best ac:0.000814 1.000000 fi:0.128013. Ave ac:0.002569,0.004077 Initialization: 5.555000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.645000 Kernel 1: 0.022000 Kernel 2: 69.399002 Copyback: 0.017000 Sum: 0.029000 It 32,Best ac:0.001085 1.000000 fi:0.128039. Ave ac:0.002550,0.005542 Initialization: 6.305000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.348000 Kernel 1: 0.024000 Kernel 2: 69.898003 Copyback: 0.016000 Sum: 0.024000 It 33,Best ac:0.000814 1.000000 fi:0.126383. Ave ac:0.003024,0.005232 Initialization: 33.047001 Memcpy Instances: 460.709991 Memcpy Classifiers: 0.077000 Kernel 1: 0.024000 Kernel 2: 485.901001 Copyback: 0.015000 Sum: 0.019000 Memcpy Classifiers: 0.078000 Kernel 1: 0.014000 Kernel 2: 499.181000 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.112000 Kernel 1: 0.021000 Kernel 2: 497.234985 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.099000 Kernel 1: 0.016000 Kernel 2: 489.481995 Copyback: 0.368000 Sum: 0.001000 Memcpy Classifiers: 0.077000 Kernel 1: 0.013000 Kernel 2: 496.139008 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.077000 Kernel 1: 0.015000 Kernel 2: 512.653015 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.106000 Kernel 1: 0.020000 Kernel 2: 501.493988 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.114000 Kernel 1: 0.020000 Kernel 2: 487.128998 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.054000 Kernel 1: 0.013000 Kernel 2: 246.156998 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.010829 0.468640 fi:0.653401. Ave ac:0.002679,0.008524 Best acc 0.010829 0.468640 Initialization: 5.505000 Memcpy Classifiers: 0.557000 Memcpy Instances: 7.310000 Kernel 1: 0.027000 Kernel 2: 91.166000 Copyback: 0.017000 Sum: 0.042000 Initial population average accuracy1:0.005349 accuracy2:0.176503 Initialization: 5.496000 Memcpy Classifiers: 0.513000 Memcpy Instances: 7.315000 Kernel 1: 0.023000 Kernel 2: 89.985001 Copyback: 0.017000 Sum: 0.043000 It 0,Best ac:0.002443 0.750000 fi:0.349015. Ave ac:0.005424,0.009431 Initialization: 6.162000 Memcpy Classifiers: 0.905000 Memcpy Instances: 10.034000 Kernel 1: 0.022000 Kernel 2: 89.625999 Copyback: 0.017000 Sum: 0.027000 It 1,Best ac:0.001357 0.833333 fi:0.266268. Ave ac:0.004571,0.008991 Initialization: 5.446000 Memcpy Classifiers: 0.558000 Memcpy Instances: 7.320000 Kernel 1: 0.023000 Kernel 2: 88.796997 Copyback: 0.017000 Sum: 0.027000 It 2,Best ac:0.000814 1.000000 fi:0.099894. Ave ac:0.003819,0.005944 Initialization: 5.440000 Memcpy Classifiers: 0.576000 Memcpy Instances: 7.321000 Kernel 1: 0.024000 Kernel 2: 86.607002 Copyback: 0.017000 Sum: 0.025000 It 3,Best ac:0.000814 1.000000 fi:0.099894. Ave ac:0.003925,0.008042 Initialization: 5.498000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.296000 Kernel 1: 0.023000 Kernel 2: 86.394997 Copyback: 0.017000 Sum: 0.029000 It 4,Best ac:0.000814 1.000000 fi:0.099894. Ave ac:0.003992,0.007046 Initialization: 5.544000 Memcpy Classifiers: 0.454000 Memcpy Instances: 7.323000 Kernel 1: 0.023000 Kernel 2: 83.477997 Copyback: 0.017000 Sum: 0.032000 It 5,Best ac:0.000543 1.000000 fi:0.209813. Ave ac:0.004117,0.007901 Initialization: 5.458000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.344000 Kernel 1: 0.022000 Kernel 2: 81.696999 Copyback: 0.017000 Sum: 0.030000 It 6,Best ac:0.000543 1.000000 fi:0.209813. Ave ac:0.003767,0.006717 Initialization: 5.448000 Memcpy Classifiers: 0.432000 Memcpy Instances: 7.332000 Kernel 1: 0.023000 Kernel 2: 83.780998 Copyback: 0.017000 Sum: 0.030000 It 7,Best ac:0.000814 1.000000 fi:0.099894. Ave ac:0.003064,0.004845 Initialization: 5.510000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.316000 Kernel 1: 0.023000 Kernel 2: 81.660004 Copyback: 0.017000 Sum: 0.029000 It 8,Best ac:0.001085 1.000000 fi:0.099748. Ave ac:0.004140,0.006993 Initialization: 5.506000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.324000 Kernel 1: 0.023000 Kernel 2: 80.630997 Copyback: 0.017000 Sum: 0.030000 It 9,Best ac:0.001085 1.000000 fi:0.099748. Ave ac:0.004325,0.007278 Iteration 10:MDL fitness activated Error 0.099748 TL 0.031179 MDL Theory Length Weight: 1.0664040444 (2) Initialization: 5.439000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.330000 Kernel 1: 0.023000 Kernel 2: 79.734001 Copyback: 0.016000 Sum: 0.032000 It 10,Best ac:0.000814 1.000000 fi:0.134009. Ave ac:0.005072,0.007977 Initialization: 5.528000 Memcpy Classifiers: 0.404000 Memcpy Instances: 7.326000 Kernel 1: 0.023000 Kernel 2: 78.537003 Copyback: 0.017000 Sum: 0.027000 It 11,Best ac:0.000814 1.000000 fi:0.129178. Ave ac:0.003288,0.005968 Initialization: 5.475000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.304000 Kernel 1: 0.023000 Kernel 2: 79.427002 Copyback: 0.016000 Sum: 0.029000 It 12,Best ac:0.000814 1.000000 fi:0.134646. Ave ac:0.003026,0.006113 Initialization: 5.408000 Memcpy Classifiers: 0.432000 Memcpy Instances: 7.339000 Kernel 1: 0.023000 Kernel 2: 82.935997 Copyback: 0.016000 Sum: 0.028000 It 13,Best ac:0.000814 1.000000 fi:0.132368. Ave ac:0.003177,0.005988 Initialization: 5.518000 Memcpy Classifiers: 0.414000 Memcpy Instances: 7.307000 Kernel 1: 0.023000 Kernel 2: 79.332001 Copyback: 0.017000 Sum: 0.026000 It 14,Best ac:0.000814 1.000000 fi:0.127159. Ave ac:0.002823,0.005681 Initialization: 5.452000 Memcpy Classifiers: 0.421000 Memcpy Instances: 7.326000 Kernel 1: 0.022000 Kernel 2: 78.781998 Copyback: 0.018000 Sum: 0.029000 It 15,Best ac:0.000814 1.000000 fi:0.137217. Ave ac:0.002637,0.005272 Initialization: 5.590000 Memcpy Classifiers: 0.398000 Memcpy Instances: 10.250000 Kernel 1: 0.023000 Kernel 2: 80.015999 Copyback: 0.016000 Sum: 0.027000 It 16,Best ac:0.000543 1.000000 fi:0.231473. Ave ac:0.001707,0.004203 Initialization: 5.487000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.302000 Kernel 1: 0.024000 Kernel 2: 78.181000 Copyback: 0.017000 Sum: 0.029000 It 17,Best ac:0.001086 1.000000 fi:0.129288. Ave ac:0.001782,0.005835 Initialization: 5.847000 Memcpy Classifiers: 0.398000 Memcpy Instances: 10.618000 Kernel 1: 0.022000 Kernel 2: 77.856003 Copyback: 0.017000 Sum: 0.025000 It 18,Best ac:0.000814 1.000000 fi:0.125262. Ave ac:0.002680,0.005842 Initialization: 6.474000 Memcpy Classifiers: 0.514000 Memcpy Instances: 8.441000 Kernel 1: 0.031000 Kernel 2: 77.178001 Copyback: 0.017000 Sum: 0.028000 It 19,Best ac:0.001086 1.000000 fi:0.133693. Ave ac:0.001581,0.002789 Initialization: 5.536000 Memcpy Classifiers: 0.399000 Memcpy Instances: 10.539000 Kernel 1: 0.026000 Kernel 2: 77.170998 Copyback: 0.017000 Sum: 0.032000 It 20,Best ac:0.000814 1.000000 fi:0.128445. Ave ac:0.002284,0.005281 Initialization: 6.332000 Memcpy Classifiers: 0.540000 Memcpy Instances: 7.779000 Kernel 1: 0.022000 Kernel 2: 74.839996 Copyback: 0.016000 Sum: 0.029000 It 21,Best ac:0.000814 1.000000 fi:0.130297. Ave ac:0.002035,0.003969 Initialization: 6.105000 Memcpy Classifiers: 0.398000 Memcpy Instances: 10.659000 Kernel 1: 0.023000 Kernel 2: 73.218002 Copyback: 0.017000 Sum: 0.028000 It 22,Best ac:0.000814 1.000000 fi:0.117184. Ave ac:0.002367,0.003818 Initialization: 5.852000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.325000 Kernel 1: 0.023000 Kernel 2: 71.793999 Copyback: 0.017000 Sum: 0.027000 It 23,Best ac:0.000814 1.000000 fi:0.128727. Ave ac:0.002336,0.003936 Initialization: 7.543000 Memcpy Classifiers: 0.338000 Memcpy Instances: 10.719000 Kernel 1: 0.023000 Kernel 2: 69.600998 Copyback: 0.017000 Sum: 0.028000 It 24,Best ac:0.001357 1.000000 fi:0.129265. Ave ac:0.002071,0.003000 Initialization: 7.252000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.317000 Kernel 1: 0.024000 Kernel 2: 71.007004 Copyback: 0.017000 Sum: 0.030000 It 25,Best ac:0.001085 1.000000 fi:0.125414. Ave ac:0.001628,0.002227 Initialization: 5.474000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.643000 Kernel 1: 0.032000 Kernel 2: 70.219002 Copyback: 0.017000 Sum: 0.027000 It 26,Best ac:0.000814 1.000000 fi:0.115630. Ave ac:0.001777,0.002293 Initialization: 5.510000 Memcpy Classifiers: 0.401000 Memcpy Instances: 7.307000 Kernel 1: 0.024000 Kernel 2: 70.108002 Copyback: 0.017000 Sum: 0.032000 It 27,Best ac:0.000814 1.000000 fi:0.121298. Ave ac:0.001854,0.002392 Initialization: 5.591000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.311000 Kernel 1: 0.023000 Kernel 2: 70.696999 Copyback: 0.017000 Sum: 0.025000 It 28,Best ac:0.000814 1.000000 fi:0.123036. Ave ac:0.001835,0.002997 Initialization: 5.560000 Memcpy Classifiers: 0.352000 Memcpy Instances: 10.385000 Kernel 1: 0.025000 Kernel 2: 71.248001 Copyback: 0.018000 Sum: 0.039000 It 29,Best ac:0.000814 1.000000 fi:0.129331. Ave ac:0.001507,0.002713 Initialization: 6.666000 Memcpy Classifiers: 0.615000 Memcpy Instances: 7.440000 Kernel 1: 0.023000 Kernel 2: 70.625000 Copyback: 0.017000 Sum: 0.030000 It 30,Best ac:0.000543 1.000000 fi:0.231113. Ave ac:0.001699,0.004644 Initialization: 5.451000 Memcpy Classifiers: 0.400000 Memcpy Instances: 10.653000 Kernel 1: 0.023000 Kernel 2: 70.303001 Copyback: 0.369000 Sum: 0.028000 It 31,Best ac:0.000814 1.000000 fi:0.121188. Ave ac:0.002147,0.005161 Initialization: 5.764000 Memcpy Classifiers: 0.568000 Memcpy Instances: 8.021000 Kernel 1: 0.023000 Kernel 2: 69.703003 Copyback: 0.016000 Sum: 0.026000 It 32,Best ac:0.001357 1.000000 fi:0.123290. Ave ac:0.002246,0.003079 Initialization: 7.733000 Memcpy Classifiers: 0.537000 Memcpy Instances: 10.716000 Kernel 1: 0.023000 Kernel 2: 71.790001 Copyback: 0.017000 Sum: 0.029000 It 33,Best ac:0.000814 1.000000 fi:0.121800. Ave ac:0.002031,0.002502 Initialization: 29.503000 Memcpy Instances: 415.046997 Memcpy Classifiers: 0.121000 Kernel 1: 0.033000 Kernel 2: 508.653992 Copyback: 0.015000 Sum: 0.017000 Memcpy Classifiers: 0.079000 Kernel 1: 0.013000 Kernel 2: 517.150024 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.079000 Kernel 1: 0.014000 Kernel 2: 503.320007 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.079000 Kernel 1: 0.013000 Kernel 2: 509.484009 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.119000 Kernel 1: 0.021000 Kernel 2: 519.166992 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.118000 Kernel 1: 0.022000 Kernel 2: 509.114014 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.079000 Kernel 1: 0.013000 Kernel 2: 533.379028 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.118000 Kernel 1: 0.021000 Kernel 2: 513.661987 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.061000 Kernel 1: 0.014000 Kernel 2: 270.832001 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.000771 0.594142 fi:0.531442. Ave ac:0.001365,0.003946 Best acc 0.000771 0.594142 Rule:Att PSSM_-4_12 is [<-0.665881]|Att PSSM_0_1 is [>1.253090]|Att PSSM_0_6 is [<-2.497581]|Att PSSM_1_1 is [-2.011240,6.723928]|Att PSSM_1_9 is [<8.070755]|Att PSSM_1_13 is [-3.794556,7.492939]|Att PSSM_2_13 is [-1.634408,9.704318]|Att PSSM_4_1 is [-1.644873,4.932610]|Att PSSM_4_15 is [-5.292331,-1.295597]|1 Accuracy : 0.794100 0 1 149876 14204 34108 36450 Removed 239 instances. 183984 Instances left. Acc of rule 0.000771-0.594142 Initialization: 6.049000 Memcpy Classifiers: 0.881000 Memcpy Instances: 9.414000 Kernel 1: 0.034000 Kernel 2: 114.656998 Copyback: 0.019000 Sum: 0.038000 Initial population average accuracy1:0.004498 accuracy2:0.184324 Initialization: 5.580000 Memcpy Classifiers: 0.514000 Memcpy Instances: 7.304000 Kernel 1: 0.023000 Kernel 2: 114.067001 Copyback: 0.019000 Sum: 0.051000 It 0,Best ac:0.000544 1.000000 fi:0.206337. Ave ac:0.004153,0.007830 Initialization: 6.237000 Memcpy Classifiers: 0.514000 Memcpy Instances: 7.306000 Kernel 1: 0.023000 Kernel 2: 112.190002 Copyback: 0.019000 Sum: 0.030000 It 1,Best ac:0.000815 1.000000 fi:0.099892. Ave ac:0.004133,0.007734 Initialization: 6.420000 Memcpy Classifiers: 0.699000 Memcpy Instances: 7.693000 Kernel 1: 0.023000 Kernel 2: 110.541000 Copyback: 0.019000 Sum: 0.033000 It 2,Best ac:0.000815 1.000000 fi:0.099892. Ave ac:0.003845,0.007713 Initialization: 6.455000 Memcpy Classifiers: 0.882000 Memcpy Instances: 10.867000 Kernel 1: 0.032000 Kernel 2: 109.750999 Copyback: 0.021000 Sum: 0.034000 It 3,Best ac:0.000543 1.000000 fi:0.206337. Ave ac:0.003522,0.006741 Initialization: 7.142000 Memcpy Classifiers: 0.500000 Memcpy Instances: 7.524000 Kernel 1: 0.032000 Kernel 2: 108.781998 Copyback: 0.019000 Sum: 0.034000 It 4,Best ac:0.000815 1.000000 fi:0.099893. Ave ac:0.003564,0.009282 Initialization: 5.484000 Memcpy Classifiers: 0.533000 Memcpy Instances: 9.723000 Kernel 1: 0.022000 Kernel 2: 106.982002 Copyback: 0.019000 Sum: 0.029000 It 5,Best ac:0.000815 1.000000 fi:0.099892. Ave ac:0.002197,0.004588 Initialization: 7.529000 Memcpy Classifiers: 0.718000 Memcpy Instances: 9.729000 Kernel 1: 0.025000 Kernel 2: 108.759003 Copyback: 0.019000 Sum: 0.031000 It 6,Best ac:0.001087 1.000000 fi:0.099745. Ave ac:0.002362,0.004945 Initialization: 6.596000 Memcpy Classifiers: 0.478000 Memcpy Instances: 9.295000 Kernel 1: 0.023000 Kernel 2: 109.420998 Copyback: 0.019000 Sum: 0.025000 It 7,Best ac:0.000815 1.000000 fi:0.099892. Ave ac:0.002306,0.006020 Initialization: 6.638000 Memcpy Classifiers: 0.843000 Memcpy Instances: 9.269000 Kernel 1: 0.024000 Kernel 2: 109.861000 Copyback: 0.019000 Sum: 0.030000 It 8,Best ac:0.000543 1.000000 fi:0.206337. Ave ac:0.001903,0.007138 Initialization: 5.590000 Memcpy Classifiers: 0.787000 Memcpy Instances: 10.648000 Kernel 1: 0.026000 Kernel 2: 110.667000 Copyback: 0.021000 Sum: 0.040000 It 9,Best ac:0.000815 1.000000 fi:0.099892. Ave ac:0.002514,0.006625 Iteration 10:MDL fitness activated Error 0.099892 TL 0.051986 MDL Theory Length Weight: 0.6405054007 (4) Initialization: 5.608000 Memcpy Classifiers: 0.817000 Memcpy Instances: 9.978000 Kernel 1: 0.022000 Kernel 2: 111.887001 Copyback: 0.020000 Sum: 0.038000 It 10,Best ac:0.001087 1.000000 fi:0.117358. Ave ac:0.002033,0.003825 Initialization: 5.483000 Memcpy Classifiers: 0.479000 Memcpy Instances: 9.303000 Kernel 1: 0.025000 Kernel 2: 110.871002 Copyback: 0.020000 Sum: 0.033000 It 11,Best ac:0.000815 1.000000 fi:0.118834. Ave ac:0.002134,0.006272 Initialization: 5.953000 Memcpy Classifiers: 0.496000 Memcpy Instances: 10.700000 Kernel 1: 0.026000 Kernel 2: 106.349998 Copyback: 0.019000 Sum: 0.033000 It 12,Best ac:0.000815 1.000000 fi:0.124928. Ave ac:0.001900,0.003977 Initialization: 5.498000 Memcpy Classifiers: 0.478000 Memcpy Instances: 7.310000 Kernel 1: 0.023000 Kernel 2: 101.373001 Copyback: 0.019000 Sum: 0.032000 It 13,Best ac:0.000815 1.000000 fi:0.118617. Ave ac:0.001480,0.003172 Initialization: 5.554000 Memcpy Classifiers: 0.460000 Memcpy Instances: 7.322000 Kernel 1: 0.024000 Kernel 2: 101.370003 Copyback: 0.101000 Sum: 0.034000 It 14,Best ac:0.001087 1.000000 fi:0.120514. Ave ac:0.001102,0.002120 Initialization: 5.821000 Memcpy Classifiers: 0.469000 Memcpy Instances: 9.989000 Kernel 1: 0.032000 Kernel 2: 84.308998 Copyback: 0.017000 Sum: 0.058000 It 15,Best ac:0.001359 1.000000 fi:0.118175. Ave ac:0.001184,0.001728 Initialization: 7.924000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.342000 Kernel 1: 0.024000 Kernel 2: 82.526001 Copyback: 0.017000 Sum: 0.029000 It 16,Best ac:0.000544 1.000000 fi:0.228250. Ave ac:0.000811,0.001923 Initialization: 7.180000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.295000 Kernel 1: 0.023000 Kernel 2: 83.305000 Copyback: 0.017000 Sum: 0.030000 It 17,Best ac:0.000815 1.000000 fi:0.116405. Ave ac:0.001210,0.001762 Initialization: 5.458000 Memcpy Classifiers: 0.543000 Memcpy Instances: 11.106000 Kernel 1: 0.027000 Kernel 2: 81.323997 Copyback: 0.017000 Sum: 0.031000 It 18,Best ac:0.000544 1.000000 fi:0.225776. Ave ac:0.000953,0.002115 Initialization: 5.444000 Memcpy Classifiers: 0.504000 Memcpy Instances: 7.375000 Kernel 1: 0.022000 Kernel 2: 82.393997 Copyback: 0.017000 Sum: 0.031000 It 19,Best ac:0.001630 1.000000 fi:0.128323. Ave ac:0.001077,0.003206 Initialization: 6.624000 Memcpy Classifiers: 0.713000 Memcpy Instances: 10.501000 Kernel 1: 0.026000 Kernel 2: 81.693001 Copyback: 0.018000 Sum: 0.039000 It 20,Best ac:0.000815 1.000000 fi:0.118411. Ave ac:0.001456,0.002916 Initialization: 5.519000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.061000 Kernel 1: 0.022000 Kernel 2: 81.624001 Copyback: 0.016000 Sum: 0.028000 It 21,Best ac:0.001359 1.000000 fi:0.114806. Ave ac:0.001580,0.002168 Initialization: 5.475000 Memcpy Classifiers: 0.433000 Memcpy Instances: 10.110000 Kernel 1: 0.023000 Kernel 2: 84.096001 Copyback: 0.017000 Sum: 0.029000 It 22,Best ac:0.000815 1.000000 fi:0.114223. Ave ac:0.001708,0.005541 Initialization: 5.556000 Memcpy Classifiers: 0.378000 Memcpy Instances: 9.410000 Kernel 1: 0.023000 Kernel 2: 80.892998 Copyback: 0.017000 Sum: 0.031000 It 23,Best ac:0.000815 1.000000 fi:0.120555. Ave ac:0.000736,0.002168 Initialization: 6.447000 Memcpy Classifiers: 0.680000 Memcpy Instances: 9.392000 Kernel 1: 0.023000 Kernel 2: 79.191002 Copyback: 0.017000 Sum: 0.031000 It 24,Best ac:0.000543 1.000000 fi:0.225624. Ave ac:0.002086,0.006506 Initialization: 7.387000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.335000 Kernel 1: 0.023000 Kernel 2: 78.134003 Copyback: 0.017000 Sum: 0.027000 It 25,Best ac:0.000815 1.000000 fi:0.112176. Ave ac:0.002053,0.004706 Initialization: 5.454000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.302000 Kernel 1: 0.024000 Kernel 2: 78.494003 Copyback: 0.018000 Sum: 0.029000 It 26,Best ac:0.000543 1.000000 fi:0.223572. Ave ac:0.001320,0.003809 Initialization: 5.476000 Memcpy Classifiers: 0.467000 Memcpy Instances: 7.381000 Kernel 1: 0.023000 Kernel 2: 79.524002 Copyback: 0.017000 Sum: 0.028000 It 27,Best ac:0.000815 1.000000 fi:0.111416. Ave ac:0.002306,0.004236 Initialization: 5.445000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.314000 Kernel 1: 0.023000 Kernel 2: 79.223999 Copyback: 0.017000 Sum: 0.029000 It 28,Best ac:0.000815 1.000000 fi:0.114400. Ave ac:0.001193,0.001433 Initialization: 5.455000 Memcpy Classifiers: 0.414000 Memcpy Instances: 8.758000 Kernel 1: 0.031000 Kernel 2: 79.528999 Copyback: 0.016000 Sum: 0.026000 It 29,Best ac:0.000815 1.000000 fi:0.114084. Ave ac:0.001115,0.003079 Initialization: 6.826000 Memcpy Classifiers: 0.467000 Memcpy Instances: 8.603000 Kernel 1: 0.021000 Kernel 2: 80.258003 Copyback: 0.018000 Sum: 0.030000 It 30,Best ac:0.000815 1.000000 fi:0.118017. Ave ac:0.001494,0.002425 Initialization: 6.027000 Memcpy Classifiers: 0.449000 Memcpy Instances: 7.306000 Kernel 1: 0.024000 Kernel 2: 81.629997 Copyback: 0.017000 Sum: 0.030000 It 31,Best ac:0.001359 1.000000 fi:0.117504. Ave ac:0.001748,0.003855 Initialization: 6.284000 Memcpy Classifiers: 0.415000 Memcpy Instances: 11.079000 Kernel 1: 0.023000 Kernel 2: 81.112999 Copyback: 0.017000 Sum: 0.030000 It 32,Best ac:0.000815 1.000000 fi:0.118017. Ave ac:0.000726,0.001153 Initialization: 7.129000 Memcpy Classifiers: 0.711000 Memcpy Instances: 9.102000 Kernel 1: 0.023000 Kernel 2: 79.952003 Copyback: 0.017000 Sum: 0.024000 It 33,Best ac:0.001087 1.000000 fi:0.113770. Ave ac:0.001707,0.001584 Initialization: 32.340000 Memcpy Instances: 369.427002 Memcpy Classifiers: 0.097000 Kernel 1: 0.025000 Kernel 2: 576.109009 Copyback: 0.015000 Sum: 0.014000 Memcpy Classifiers: 0.096000 Kernel 1: 0.014000 Kernel 2: 581.369019 Copyback: 0.454000 Sum: 0.003000 Memcpy Classifiers: 0.098000 Kernel 1: 0.014000 Kernel 2: 571.541992 Copyback: 0.018000 Sum: 0.005000 Memcpy Classifiers: 0.086000 Kernel 1: 0.017000 Kernel 2: 552.388977 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.094000 Kernel 1: 0.014000 Kernel 2: 568.594971 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.094000 Kernel 1: 0.013000 Kernel 2: 567.294006 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.094000 Kernel 1: 0.012000 Kernel 2: 567.010986 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.094000 Kernel 1: 0.012000 Kernel 2: 581.760986 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.061000 Kernel 1: 0.012000 Kernel 2: 222.294006 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.006778 0.611574 fi:0.508300. Ave ac:0.000955,0.002752 Best acc 0.006778 0.611574 Initialization: 5.513000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.338000 Kernel 1: 0.025000 Kernel 2: 89.961998 Copyback: 0.017000 Sum: 0.038000 Initial population average accuracy1:0.005025 accuracy2:0.179207 Initialization: 5.426000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.326000 Kernel 1: 0.023000 Kernel 2: 89.689003 Copyback: 0.016000 Sum: 0.037000 It 0,Best ac:0.000543 1.000000 fi:0.207499. Ave ac:0.005018,0.008260 Initialization: 5.424000 Memcpy Classifiers: 0.452000 Memcpy Instances: 7.303000 Kernel 1: 0.023000 Kernel 2: 89.538002 Copyback: 0.016000 Sum: 0.028000 It 1,Best ac:0.000815 1.000000 fi:0.099892. Ave ac:0.004342,0.007852 Initialization: 5.439000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.314000 Kernel 1: 0.023000 Kernel 2: 89.459999 Copyback: 0.016000 Sum: 0.028000 It 2,Best ac:0.001087 1.000000 fi:0.099745. Ave ac:0.004628,0.008604 Initialization: 5.437000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.304000 Kernel 1: 0.023000 Kernel 2: 88.832001 Copyback: 0.017000 Sum: 0.030000 It 3,Best ac:0.001359 1.000000 fi:0.099598. Ave ac:0.003061,0.005079 Initialization: 5.459000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.301000 Kernel 1: 0.024000 Kernel 2: 90.947998 Copyback: 0.017000 Sum: 0.028000 It 4,Best ac:0.001087 1.000000 fi:0.099745. Ave ac:0.002938,0.004950 Initialization: 7.003000 Memcpy Classifiers: 0.687000 Memcpy Instances: 9.652000 Kernel 1: 0.025000 Kernel 2: 88.343002 Copyback: 0.017000 Sum: 0.029000 It 5,Best ac:0.000543 1.000000 fi:0.206337. Ave ac:0.002992,0.005577 Initialization: 5.501000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.299000 Kernel 1: 0.024000 Kernel 2: 90.200996 Copyback: 0.016000 Sum: 0.031000 It 6,Best ac:0.001087 1.000000 fi:0.099745. Ave ac:0.003118,0.005046 Initialization: 5.449000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.316000 Kernel 1: 0.023000 Kernel 2: 86.919998 Copyback: 0.017000 Sum: 0.029000 It 7,Best ac:0.001087 0.800000 fi:0.299745. Ave ac:0.002910,0.005386 Initialization: 5.518000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.301000 Kernel 1: 0.023000 Kernel 2: 85.480003 Copyback: 0.017000 Sum: 0.030000 It 8,Best ac:0.000815 1.000000 fi:0.099892. Ave ac:0.003960,0.007024 Initialization: 5.488000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.301000 Kernel 1: 0.023000 Kernel 2: 84.275002 Copyback: 0.016000 Sum: 0.029000 It 9,Best ac:0.000544 1.000000 fi:0.206337. Ave ac:0.003106,0.006156 Iteration 10:MDL fitness activated Error 0.206337 TL 0.037323 MDL Theory Length Weight: 1.8427854201 (7) Initialization: 5.496000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.308000 Kernel 1: 0.024000 Kernel 2: 85.193001 Copyback: 0.372000 Sum: 0.028000 It 10,Best ac:0.000815 1.000000 fi:0.168324. Ave ac:0.003853,0.007931 Initialization: 5.444000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.296000 Kernel 1: 0.022000 Kernel 2: 84.558998 Copyback: 0.016000 Sum: 0.028000 It 11,Best ac:0.000815 1.000000 fi:0.153104. Ave ac:0.003457,0.006875 Initialization: 5.441000 Memcpy Classifiers: 0.414000 Memcpy Instances: 7.304000 Kernel 1: 0.023000 Kernel 2: 80.758003 Copyback: 0.017000 Sum: 0.029000 It 12,Best ac:0.001630 1.000000 fi:0.139159. Ave ac:0.003051,0.005867 Initialization: 5.686000 Memcpy Classifiers: 0.449000 Memcpy Instances: 7.312000 Kernel 1: 0.023000 Kernel 2: 80.193001 Copyback: 0.017000 Sum: 0.031000 It 13,Best ac:0.001359 1.000000 fi:0.153016. Ave ac:0.002979,0.005214 Initialization: 5.465000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.303000 Kernel 1: 0.024000 Kernel 2: 80.148003 Copyback: 0.017000 Sum: 0.028000 It 14,Best ac:0.001902 1.000000 fi:0.145156. Ave ac:0.003118,0.007502 Initialization: 5.480000 Memcpy Classifiers: 0.467000 Memcpy Instances: 7.304000 Kernel 1: 0.024000 Kernel 2: 77.107002 Copyback: 0.017000 Sum: 0.029000 It 15,Best ac:0.001087 1.000000 fi:0.147892. Ave ac:0.002447,0.005273 Initialization: 5.609000 Memcpy Classifiers: 0.420000 Memcpy Instances: 7.305000 Kernel 1: 0.024000 Kernel 2: 79.609001 Copyback: 0.017000 Sum: 0.025000 It 16,Best ac:0.001087 1.000000 fi:0.147255. Ave ac:0.002732,0.005340 Initialization: 5.471000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.295000 Kernel 1: 0.024000 Kernel 2: 76.458000 Copyback: 0.017000 Sum: 0.027000 It 17,Best ac:0.001359 1.000000 fi:0.162624. Ave ac:0.002583,0.006136 Initialization: 5.641000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.315000 Kernel 1: 0.023000 Kernel 2: 76.969002 Copyback: 0.017000 Sum: 0.034000 It 18,Best ac:0.001359 1.000000 fi:0.139835. Ave ac:0.003554,0.007742 Initialization: 5.512000 Memcpy Classifiers: 0.449000 Memcpy Instances: 7.333000 Kernel 1: 0.023000 Kernel 2: 78.066002 Copyback: 0.017000 Sum: 0.029000 It 19,Best ac:0.000815 1.000000 fi:0.148039. Ave ac:0.003651,0.007661 Initialization: 5.484000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.309000 Kernel 1: 0.024000 Kernel 2: 74.612000 Copyback: 0.017000 Sum: 0.030000 It 20,Best ac:0.000815 1.000000 fi:0.154032. Ave ac:0.004171,0.009658 Initialization: 5.528000 Memcpy Classifiers: 0.414000 Memcpy Instances: 7.302000 Kernel 1: 0.024000 Kernel 2: 71.278999 Copyback: 0.017000 Sum: 0.030000 It 21,Best ac:0.000815 1.000000 fi:0.144559. Ave ac:0.002901,0.006979 MDL Theory Length Weight: 1.6585068781 (10) Initialization: 5.486000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.301000 Kernel 1: 0.023000 Kernel 2: 71.710999 Copyback: 0.017000 Sum: 0.029000 It 22,Best ac:0.000815 1.000000 fi:0.124137. Ave ac:0.004512,0.011987 Initialization: 5.514000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.311000 Kernel 1: 0.024000 Kernel 2: 71.727997 Copyback: 0.016000 Sum: 0.028000 It 23,Best ac:0.000815 1.000000 fi:0.137766. Ave ac:0.003936,0.010295 Initialization: 5.464000 Memcpy Classifiers: 0.342000 Memcpy Instances: 7.306000 Kernel 1: 0.022000 Kernel 2: 69.731003 Copyback: 0.016000 Sum: 0.028000 It 24,Best ac:0.000815 1.000000 fi:0.137865. Ave ac:0.003711,0.010893 Initialization: 5.498000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.306000 Kernel 1: 0.023000 Kernel 2: 68.950996 Copyback: 0.016000 Sum: 0.026000 It 25,Best ac:0.000815 1.000000 fi:0.137063. Ave ac:0.004214,0.010848 Initialization: 5.503000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.302000 Kernel 1: 0.023000 Kernel 2: 71.401001 Copyback: 0.017000 Sum: 0.025000 It 26,Best ac:0.000815 1.000000 fi:0.140092. Ave ac:0.003735,0.009100 Initialization: 5.495000 Memcpy Classifiers: 0.378000 Memcpy Instances: 7.300000 Kernel 1: 0.023000 Kernel 2: 69.778000 Copyback: 0.017000 Sum: 0.023000 It 27,Best ac:0.001630 1.000000 fi:0.125865. Ave ac:0.002743,0.007152 Initialization: 5.469000 Memcpy Classifiers: 0.414000 Memcpy Instances: 7.300000 Kernel 1: 0.023000 Kernel 2: 69.529999 Copyback: 0.017000 Sum: 0.027000 It 28,Best ac:0.000815 1.000000 fi:0.126219. Ave ac:0.003046,0.006678 Initialization: 5.455000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.304000 Kernel 1: 0.023000 Kernel 2: 70.257004 Copyback: 0.016000 Sum: 0.025000 It 29,Best ac:0.000815 1.000000 fi:0.130011. Ave ac:0.003538,0.009436 Initialization: 5.528000 Memcpy Classifiers: 0.396000 Memcpy Instances: 7.300000 Kernel 1: 0.023000 Kernel 2: 69.384003 Copyback: 0.017000 Sum: 0.026000 It 30,Best ac:0.000815 1.000000 fi:0.137765. Ave ac:0.002943,0.007152 Initialization: 5.453000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.303000 Kernel 1: 0.023000 Kernel 2: 69.110001 Copyback: 0.016000 Sum: 0.030000 It 31,Best ac:0.000543 1.000000 fi:0.223050. Ave ac:0.002769,0.006732 MDL Theory Length Weight: 1.4926561903 (20) Initialization: 5.468000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.314000 Kernel 1: 0.023000 Kernel 2: 69.629997 Copyback: 0.017000 Sum: 0.027000 It 32,Best ac:0.000815 1.000000 fi:0.121865. Ave ac:0.003091,0.007962 Initialization: 5.499000 Memcpy Classifiers: 0.319000 Memcpy Instances: 7.315000 Kernel 1: 0.023000 Kernel 2: 66.793999 Copyback: 0.016000 Sum: 0.021000 It 33,Best ac:0.000815 1.000000 fi:0.131023. Ave ac:0.004224,0.009525 Initialization: 29.868999 Memcpy Instances: 444.468994 Memcpy Classifiers: 0.114000 Kernel 1: 0.034000 Kernel 2: 517.617981 Copyback: 0.016000 Sum: 0.016000 Memcpy Classifiers: 0.131000 Kernel 1: 0.018000 Kernel 2: 502.609985 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.111000 Kernel 1: 0.022000 Kernel 2: 488.598999 Copyback: 0.018000 Sum: 0.004000 Memcpy Classifiers: 0.111000 Kernel 1: 0.023000 Kernel 2: 508.975006 Copyback: 0.451000 Sum: 0.006000 Memcpy Classifiers: 0.088000 Kernel 1: 0.019000 Kernel 2: 499.671997 Copyback: 1.405000 Sum: 0.012000 Memcpy Classifiers: 2.511000 Kernel 1: 0.024000 Kernel 2: 487.372009 Copyback: 0.605000 Sum: 0.002000 Memcpy Classifiers: 0.078000 Kernel 1: 0.013000 Kernel 2: 494.803986 Copyback: 0.847000 Sum: 0.003000 Memcpy Classifiers: 0.079000 Kernel 1: 0.014000 Kernel 2: 498.397003 Copyback: 0.367000 Sum: 0.002000 Memcpy Classifiers: 0.055000 Kernel 1: 0.015000 Kernel 2: 190.738998 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.000978 0.537313 fi:0.586263. Ave ac:0.002739,0.012530 Best acc 0.000978 0.537313 Rule:Att PSSM_-3_3 is [<4.180943]|Att PSSM_-3_4 is [-5.887915,-0.102158]|Att PSSM_0_1 is [>3.152243]|Att PSSM_0_12 is [<-1.846667]|Att PSSM_0_15 is [-5.745023,1.745023]|Att PSSM_0_19 is [-5.666467,0.383792]|Att PSSM_1_3 is [<-2.302254]|Att PSSM_3_4 is [-6.526691,-1.780155]|Att PSSM_4_6 is [-5.073099,5.838588]|Att PSSM_4_15 is [<2.336049]|1 Accuracy : 0.794441 0 1 149807 14273 33959 36599 Removed 218 instances. 183766 Instances left. Acc of rule 0.006778-0.611574 Initialization: 6.556000 Memcpy Classifiers: 0.639000 Memcpy Instances: 10.021000 Kernel 1: 0.026000 Kernel 2: 113.188004 Copyback: 0.020000 Sum: 0.042000 Initial population average accuracy1:0.004490 accuracy2:0.188989 Initialization: 6.222000 Memcpy Classifiers: 0.518000 Memcpy Instances: 9.828000 Kernel 1: 0.031000 Kernel 2: 111.026001 Copyback: 0.019000 Sum: 0.050000 It 0,Best ac:0.000544 1.000000 fi:0.202831. Ave ac:0.003887,0.007141 Initialization: 5.891000 Memcpy Classifiers: 0.479000 Memcpy Instances: 7.394000 Kernel 1: 0.021000 Kernel 2: 108.275002 Copyback: 0.020000 Sum: 0.034000 It 1,Best ac:0.000816 1.000000 fi:0.099890. Ave ac:0.003916,0.008432 Initialization: 6.688000 Memcpy Classifiers: 0.817000 Memcpy Instances: 11.410000 Kernel 1: 0.023000 Kernel 2: 108.355003 Copyback: 0.020000 Sum: 0.039000 It 2,Best ac:0.000544 1.000000 fi:0.202831. Ave ac:0.004043,0.008274 Initialization: 6.675000 Memcpy Classifiers: 0.510000 Memcpy Instances: 7.384000 Kernel 1: 0.032000 Kernel 2: 107.035004 Copyback: 0.019000 Sum: 0.037000 It 3,Best ac:0.000544 1.000000 fi:0.202831. Ave ac:0.004096,0.009313 Initialization: 6.586000 Memcpy Classifiers: 0.625000 Memcpy Instances: 10.460000 Kernel 1: 0.025000 Kernel 2: 107.976997 Copyback: 0.019000 Sum: 0.035000 It 4,Best ac:0.000544 1.000000 fi:0.202831. Ave ac:0.003560,0.005825 Initialization: 5.557000 Memcpy Classifiers: 0.496000 Memcpy Instances: 7.342000 Kernel 1: 0.022000 Kernel 2: 107.610001 Copyback: 0.019000 Sum: 0.039000 It 5,Best ac:0.000544 1.000000 fi:0.204003. Ave ac:0.003916,0.007343 Initialization: 5.522000 Memcpy Classifiers: 0.534000 Memcpy Instances: 7.336000 Kernel 1: 0.023000 Kernel 2: 107.332001 Copyback: 0.019000 Sum: 0.036000 It 6,Best ac:0.000544 1.000000 fi:0.202831. Ave ac:0.004452,0.008761 Initialization: 5.525000 Memcpy Classifiers: 0.460000 Memcpy Instances: 7.312000 Kernel 1: 0.023000 Kernel 2: 106.236000 Copyback: 0.018000 Sum: 0.030000 It 7,Best ac:0.000816 1.000000 fi:0.099890. Ave ac:0.003324,0.006064 Initialization: 5.533000 Memcpy Classifiers: 0.470000 Memcpy Instances: 7.365000 Kernel 1: 0.023000 Kernel 2: 106.926003 Copyback: 0.018000 Sum: 0.030000 It 8,Best ac:0.000544 1.000000 fi:0.204003. Ave ac:0.002465,0.004047 Initialization: 5.517000 Memcpy Classifiers: 0.466000 Memcpy Instances: 7.302000 Kernel 1: 0.023000 Kernel 2: 107.906998 Copyback: 0.019000 Sum: 0.030000 It 9,Best ac:0.000816 1.000000 fi:0.099890. Ave ac:0.002471,0.004625 Iteration 10:MDL fitness activated Error 0.099890 TL 0.053524 MDL Theory Length Weight: 0.6220936111 (9) Initialization: 5.473000 Memcpy Classifiers: 0.498000 Memcpy Instances: 7.323000 Kernel 1: 0.023000 Kernel 2: 106.087997 Copyback: 0.019000 Sum: 0.029000 It 10,Best ac:0.000544 1.000000 fi:0.231359. Ave ac:0.002879,0.004743 Initialization: 5.416000 Memcpy Classifiers: 0.479000 Memcpy Instances: 7.332000 Kernel 1: 0.023000 Kernel 2: 103.575996 Copyback: 0.986000 Sum: 0.038000 It 11,Best ac:0.000816 1.000000 fi:0.125074. Ave ac:0.002985,0.005560 Initialization: 6.056000 Memcpy Classifiers: 0.498000 Memcpy Instances: 7.324000 Kernel 1: 0.024000 Kernel 2: 105.128998 Copyback: 0.978000 Sum: 0.032000 It 12,Best ac:0.000544 1.000000 fi:0.228970. Ave ac:0.003181,0.006486 Initialization: 5.932000 Memcpy Classifiers: 0.507000 Memcpy Instances: 7.477000 Kernel 1: 0.024000 Kernel 2: 105.813004 Copyback: 1.064000 Sum: 0.032000 It 13,Best ac:0.001088 1.000000 fi:0.127695. Ave ac:0.002957,0.005704 Initialization: 5.951000 Memcpy Classifiers: 0.645000 Memcpy Instances: 10.999000 Kernel 1: 0.022000 Kernel 2: 85.709000 Copyback: 0.813000 Sum: 0.033000 It 14,Best ac:0.001088 1.000000 fi:0.113258. Ave ac:0.003163,0.007170 Initialization: 5.980000 Memcpy Classifiers: 0.740000 Memcpy Instances: 9.334000 Kernel 1: 0.023000 Kernel 2: 85.460999 Copyback: 0.888000 Sum: 0.034000 It 15,Best ac:0.001088 1.000000 fi:0.122734. Ave ac:0.002410,0.004874 Initialization: 6.019000 Memcpy Classifiers: 0.460000 Memcpy Instances: 7.595000 Kernel 1: 0.022000 Kernel 2: 83.634003 Copyback: 0.815000 Sum: 0.033000 It 16,Best ac:0.000816 1.000000 fi:0.122002. Ave ac:0.002598,0.005177 Initialization: 7.029000 Memcpy Classifiers: 0.644000 Memcpy Instances: 8.158000 Kernel 1: 0.024000 Kernel 2: 84.254997 Copyback: 0.811000 Sum: 0.037000 It 17,Best ac:0.000816 1.000000 fi:0.121797. Ave ac:0.001982,0.003450 Initialization: 6.466000 Memcpy Classifiers: 0.724000 Memcpy Instances: 7.308000 Kernel 1: 0.022000 Kernel 2: 81.610001 Copyback: 0.018000 Sum: 0.037000 It 18,Best ac:0.000816 1.000000 fi:0.126584. Ave ac:0.001666,0.002822 Initialization: 6.982000 Memcpy Classifiers: 0.673000 Memcpy Instances: 10.350000 Kernel 1: 0.026000 Kernel 2: 84.910004 Copyback: 0.018000 Sum: 0.038000 It 19,Best ac:0.001088 1.000000 fi:0.119451. Ave ac:0.001962,0.003297 Initialization: 5.588000 Memcpy Classifiers: 0.451000 Memcpy Instances: 10.868000 Kernel 1: 0.026000 Kernel 2: 83.389999 Copyback: 0.371000 Sum: 0.028000 It 20,Best ac:0.000816 1.000000 fi:0.118463. Ave ac:0.002051,0.004109 Initialization: 5.496000 Memcpy Classifiers: 0.504000 Memcpy Instances: 7.337000 Kernel 1: 0.023000 Kernel 2: 81.762001 Copyback: 0.018000 Sum: 0.033000 It 21,Best ac:0.001361 1.000000 fi:0.118707. Ave ac:0.001771,0.004558 Initialization: 5.628000 Memcpy Classifiers: 0.468000 Memcpy Instances: 10.464000 Kernel 1: 0.025000 Kernel 2: 79.527000 Copyback: 0.018000 Sum: 0.035000 It 22,Best ac:0.000544 1.000000 fi:0.218250. Ave ac:0.001985,0.004328 Initialization: 6.525000 Memcpy Classifiers: 0.710000 Memcpy Instances: 7.951000 Kernel 1: 0.032000 Kernel 2: 78.035004 Copyback: 0.017000 Sum: 0.033000 It 23,Best ac:0.000816 1.000000 fi:0.123990. Ave ac:0.002080,0.004400 MDL Theory Length Weight: 0.5598842500 (10) Initialization: 7.618000 Memcpy Classifiers: 0.775000 Memcpy Instances: 8.546000 Kernel 1: 0.031000 Kernel 2: 77.549004 Copyback: 0.017000 Sum: 0.030000 It 24,Best ac:0.001088 1.000000 fi:0.121070. Ave ac:0.001848,0.003560 Initialization: 5.570000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.363000 Kernel 1: 0.023000 Kernel 2: 77.788002 Copyback: 0.017000 Sum: 0.030000 It 25,Best ac:0.000816 1.000000 fi:0.111545. Ave ac:0.001902,0.003944 Initialization: 5.685000 Memcpy Classifiers: 0.436000 Memcpy Instances: 8.367000 Kernel 1: 0.023000 Kernel 2: 77.882004 Copyback: 0.017000 Sum: 0.033000 It 26,Best ac:0.000816 1.000000 fi:0.116769. Ave ac:0.002250,0.004266 Initialization: 6.512000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.368000 Kernel 1: 0.022000 Kernel 2: 77.272003 Copyback: 0.017000 Sum: 0.029000 It 27,Best ac:0.000816 1.000000 fi:0.119797. Ave ac:0.001688,0.003278 Initialization: 6.588000 Memcpy Classifiers: 0.566000 Memcpy Instances: 9.060000 Kernel 1: 0.023000 Kernel 2: 76.067001 Copyback: 0.017000 Sum: 0.030000 It 28,Best ac:0.000816 1.000000 fi:0.120287. Ave ac:0.001972,0.003829 Initialization: 5.823000 Memcpy Classifiers: 0.712000 Memcpy Instances: 10.131000 Kernel 1: 0.022000 Kernel 2: 74.233002 Copyback: 0.017000 Sum: 0.031000 It 29,Best ac:0.001088 1.000000 fi:0.113218. Ave ac:0.001838,0.004298 Initialization: 7.177000 Memcpy Classifiers: 0.776000 Memcpy Instances: 11.151000 Kernel 1: 0.024000 Kernel 2: 74.580002 Copyback: 0.017000 Sum: 0.030000 It 30,Best ac:0.001088 1.000000 fi:0.115720. Ave ac:0.001944,0.002895 Initialization: 6.903000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.353000 Kernel 1: 0.022000 Kernel 2: 75.581001 Copyback: 0.017000 Sum: 0.029000 It 31,Best ac:0.001088 1.000000 fi:0.114486. Ave ac:0.001669,0.002702 Initialization: 7.104000 Memcpy Classifiers: 0.590000 Memcpy Instances: 8.816000 Kernel 1: 0.022000 Kernel 2: 75.498001 Copyback: 0.017000 Sum: 0.028000 It 32,Best ac:0.000816 1.000000 fi:0.116616. Ave ac:0.001598,0.002330 Initialization: 6.465000 Memcpy Classifiers: 0.564000 Memcpy Instances: 10.621000 Kernel 1: 0.023000 Kernel 2: 74.774002 Copyback: 0.019000 Sum: 0.040000 It 33,Best ac:0.001633 1.000000 fi:0.112559. Ave ac:0.001804,0.002494 Initialization: 36.598000 Memcpy Instances: 429.959015 Memcpy Classifiers: 0.151000 Kernel 1: 0.030000 Kernel 2: 534.318970 Copyback: 0.016000 Sum: 0.015000 Memcpy Classifiers: 0.101000 Kernel 1: 0.016000 Kernel 2: 537.315002 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.121000 Kernel 1: 0.017000 Kernel 2: 522.815979 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.099000 Kernel 1: 0.014000 Kernel 2: 527.732971 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.100000 Kernel 1: 0.014000 Kernel 2: 527.137024 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.099000 Kernel 1: 0.013000 Kernel 2: 527.012024 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.099000 Kernel 1: 0.014000 Kernel 2: 536.046997 Copyback: 0.018000 Sum: 0.005000 Memcpy Classifiers: 0.100000 Kernel 1: 0.016000 Kernel 2: 538.935974 Copyback: 0.972000 Sum: 0.010000 Memcpy Classifiers: 0.066000 Kernel 1: 0.021000 Kernel 2: 212.110992 Copyback: 0.398000 Sum: 0.001000 It 34,Best ac:0.000669 0.572093 fi:0.543855. Ave ac:0.001559,0.004895 Best acc 0.000669 0.572093 Initialization: 6.224000 Memcpy Classifiers: 0.526000 Memcpy Instances: 7.297000 Kernel 1: 0.052000 Kernel 2: 90.221001 Copyback: 0.017000 Sum: 0.038000 Initial population average accuracy1:0.004659 accuracy2:0.195176 Initialization: 5.586000 Memcpy Classifiers: 0.488000 Memcpy Instances: 7.339000 Kernel 1: 0.022000 Kernel 2: 90.457001 Copyback: 0.463000 Sum: 0.043000 It 0,Best ac:0.000816 1.000000 fi:0.099890. Ave ac:0.004116,0.007519 Initialization: 7.439000 Memcpy Classifiers: 0.766000 Memcpy Instances: 10.560000 Kernel 1: 0.025000 Kernel 2: 88.974998 Copyback: 0.019000 Sum: 0.041000 It 1,Best ac:0.000544 1.000000 fi:0.204003. Ave ac:0.004546,0.008559 Initialization: 5.410000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.345000 Kernel 1: 0.022000 Kernel 2: 88.443001 Copyback: 0.018000 Sum: 0.043000 It 2,Best ac:0.000544 1.000000 fi:0.202831. Ave ac:0.005029,0.008352 Initialization: 5.437000 Memcpy Classifiers: 0.507000 Memcpy Instances: 7.561000 Kernel 1: 0.022000 Kernel 2: 88.790001 Copyback: 0.018000 Sum: 0.035000 It 3,Best ac:0.000544 1.000000 fi:0.202831. Ave ac:0.004128,0.006646 Initialization: 5.500000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.358000 Kernel 1: 0.022000 Kernel 2: 88.987999 Copyback: 0.019000 Sum: 0.030000 It 4,Best ac:0.000544 1.000000 fi:0.202831. Ave ac:0.004078,0.006770 Initialization: 6.545000 Memcpy Classifiers: 0.485000 Memcpy Instances: 8.058000 Kernel 1: 0.023000 Kernel 2: 88.320000 Copyback: 0.019000 Sum: 0.039000 It 5,Best ac:0.001088 1.000000 fi:0.099743. Ave ac:0.003361,0.005023 Initialization: 6.425000 Memcpy Classifiers: 0.435000 Memcpy Instances: 10.698000 Kernel 1: 0.025000 Kernel 2: 88.466003 Copyback: 0.016000 Sum: 0.028000 It 6,Best ac:0.000816 1.000000 fi:0.099890. Ave ac:0.003518,0.006049 Initialization: 5.427000 Memcpy Classifiers: 0.487000 Memcpy Instances: 9.846000 Kernel 1: 0.033000 Kernel 2: 84.480003 Copyback: 0.017000 Sum: 0.029000 It 7,Best ac:0.000544 1.000000 fi:0.204003. Ave ac:0.002434,0.004405 Initialization: 5.790000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.364000 Kernel 1: 0.031000 Kernel 2: 86.589996 Copyback: 0.017000 Sum: 0.025000 It 8,Best ac:0.000544 1.000000 fi:0.202831. Ave ac:0.003322,0.005149 Initialization: 5.429000 Memcpy Classifiers: 0.505000 Memcpy Instances: 11.317000 Kernel 1: 0.026000 Kernel 2: 84.249001 Copyback: 0.017000 Sum: 0.029000 It 9,Best ac:0.000816 1.000000 fi:0.099890. Ave ac:0.002205,0.003425 Iteration 10:MDL fitness activated Error 0.099890 TL 0.040977 MDL Theory Length Weight: 0.8125745973 (5) Initialization: 6.437000 Memcpy Classifiers: 0.997000 Memcpy Instances: 9.096000 Kernel 1: 0.024000 Kernel 2: 84.288002 Copyback: 1.008000 Sum: 0.039000 It 10,Best ac:0.001361 1.000000 fi:0.130172. Ave ac:0.002235,0.004018 Initialization: 5.787000 Memcpy Classifiers: 0.689000 Memcpy Instances: 7.694000 Kernel 1: 0.024000 Kernel 2: 83.762001 Copyback: 0.631000 Sum: 0.033000 It 11,Best ac:0.001088 1.000000 fi:0.117837. Ave ac:0.002659,0.005109 Initialization: 8.439000 Memcpy Classifiers: 0.816000 Memcpy Instances: 10.342000 Kernel 1: 0.023000 Kernel 2: 86.213997 Copyback: 0.020000 Sum: 0.040000 It 12,Best ac:0.001633 1.000000 fi:0.129873. Ave ac:0.002033,0.003526 Initialization: 7.665000 Memcpy Classifiers: 0.668000 Memcpy Instances: 10.421000 Kernel 1: 0.027000 Kernel 2: 84.470001 Copyback: 0.018000 Sum: 0.039000 It 13,Best ac:0.001361 1.000000 fi:0.127989. Ave ac:0.002484,0.004209 Initialization: 6.426000 Memcpy Classifiers: 0.614000 Memcpy Instances: 9.048000 Kernel 1: 0.025000 Kernel 2: 83.753998 Copyback: 0.017000 Sum: 0.032000 It 14,Best ac:0.001360 1.000000 fi:0.130501. Ave ac:0.003546,0.007337 Initialization: 6.514000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.524000 Kernel 1: 0.022000 Kernel 2: 84.525002 Copyback: 0.017000 Sum: 0.024000 It 15,Best ac:0.001361 1.000000 fi:0.129373. Ave ac:0.002905,0.004943 Initialization: 6.270000 Memcpy Classifiers: 0.586000 Memcpy Instances: 7.373000 Kernel 1: 0.022000 Kernel 2: 83.948997 Copyback: 0.017000 Sum: 0.035000 It 16,Best ac:0.001088 1.000000 fi:0.134093. Ave ac:0.003204,0.006654 Initialization: 6.382000 Memcpy Classifiers: 0.565000 Memcpy Instances: 9.229000 Kernel 1: 0.024000 Kernel 2: 81.679001 Copyback: 0.017000 Sum: 0.029000 It 17,Best ac:0.000816 1.000000 fi:0.140137. Ave ac:0.002614,0.005556 Initialization: 5.505000 Memcpy Classifiers: 0.451000 Memcpy Instances: 10.531000 Kernel 1: 0.022000 Kernel 2: 83.697998 Copyback: 0.017000 Sum: 0.028000 It 18,Best ac:0.000816 1.000000 fi:0.125482. Ave ac:0.002254,0.003764 Initialization: 6.902000 Memcpy Classifiers: 0.745000 Memcpy Instances: 7.582000 Kernel 1: 0.023000 Kernel 2: 84.829002 Copyback: 0.018000 Sum: 0.035000 It 19,Best ac:0.000544 1.000000 fi:0.223961. Ave ac:0.002069,0.004056 Initialization: 5.794000 Memcpy Classifiers: 0.775000 Memcpy Instances: 8.551000 Kernel 1: 0.023000 Kernel 2: 83.335999 Copyback: 0.018000 Sum: 0.036000 It 20,Best ac:0.000816 1.000000 fi:0.130130. Ave ac:0.002455,0.004107 MDL Theory Length Weight: 0.7313171376 (10) Initialization: 5.534000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.329000 Kernel 1: 0.024000 Kernel 2: 82.294998 Copyback: 0.017000 Sum: 0.029000 It 21,Best ac:0.000544 1.000000 fi:0.223760. Ave ac:0.002214,0.003418 Initialization: 6.022000 Memcpy Classifiers: 0.488000 Memcpy Instances: 10.635000 Kernel 1: 0.023000 Kernel 2: 83.930000 Copyback: 0.017000 Sum: 0.033000 It 22,Best ac:0.000816 1.000000 fi:0.119890. Ave ac:0.002379,0.004217 Initialization: 5.488000 Memcpy Classifiers: 0.506000 Memcpy Instances: 10.898000 Kernel 1: 0.026000 Kernel 2: 84.886002 Copyback: 0.018000 Sum: 0.040000 It 23,Best ac:0.001361 1.000000 fi:0.126266. Ave ac:0.002780,0.004077 Initialization: 5.743000 Memcpy Classifiers: 0.451000 Memcpy Instances: 11.121000 Kernel 1: 0.026000 Kernel 2: 86.488998 Copyback: 0.018000 Sum: 0.043000 It 24,Best ac:0.000816 1.000000 fi:0.123233. Ave ac:0.001896,0.005361 Initialization: 5.451000 Memcpy Classifiers: 0.483000 Memcpy Instances: 10.343000 Kernel 1: 0.023000 Kernel 2: 80.238998 Copyback: 0.018000 Sum: 0.032000 It 25,Best ac:0.000816 1.000000 fi:0.120672. Ave ac:0.001745,0.003560 Initialization: 6.373000 Memcpy Classifiers: 0.811000 Memcpy Instances: 10.520000 Kernel 1: 0.024000 Kernel 2: 80.939003 Copyback: 0.017000 Sum: 0.027000 It 26,Best ac:0.000816 1.000000 fi:0.122448. Ave ac:0.001521,0.002495 Initialization: 6.531000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.318000 Kernel 1: 0.022000 Kernel 2: 84.462997 Copyback: 0.017000 Sum: 0.028000 It 27,Best ac:0.000816 1.000000 fi:0.123233. Ave ac:0.002407,0.004931 Initialization: 5.385000 Memcpy Classifiers: 0.475000 Memcpy Instances: 8.244000 Kernel 1: 0.032000 Kernel 2: 83.209000 Copyback: 0.016000 Sum: 0.028000 It 28,Best ac:0.000816 1.000000 fi:0.134011. Ave ac:0.001678,0.002358 Initialization: 5.390000 Memcpy Classifiers: 0.486000 Memcpy Instances: 7.303000 Kernel 1: 0.024000 Kernel 2: 85.400002 Copyback: 0.017000 Sum: 0.028000 It 29,Best ac:0.000816 1.000000 fi:0.123628. Ave ac:0.002041,0.002768 Initialization: 5.442000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.313000 Kernel 1: 0.023000 Kernel 2: 87.960999 Copyback: 0.017000 Sum: 0.026000 It 30,Best ac:0.002176 1.000000 fi:0.126077. Ave ac:0.002432,0.003609 Initialization: 6.361000 Memcpy Classifiers: 0.841000 Memcpy Instances: 9.058000 Kernel 1: 0.023000 Kernel 2: 86.876999 Copyback: 0.018000 Sum: 0.034000 It 31,Best ac:0.000816 1.000000 fi:0.116021. Ave ac:0.002262,0.003528 Initialization: 5.416000 Memcpy Classifiers: 0.467000 Memcpy Instances: 9.932000 Kernel 1: 0.026000 Kernel 2: 85.025002 Copyback: 0.017000 Sum: 0.024000 It 32,Best ac:0.000816 1.000000 fi:0.122058. Ave ac:0.002332,0.004022 Initialization: 5.411000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.903000 Kernel 1: 0.031000 Kernel 2: 86.021004 Copyback: 0.018000 Sum: 0.039000 It 33,Best ac:0.001904 1.000000 fi:0.123490. Ave ac:0.002270,0.003259 Initialization: 34.985001 Memcpy Instances: 401.377014 Memcpy Classifiers: 0.098000 Kernel 1: 0.026000 Kernel 2: 634.085022 Copyback: 0.015000 Sum: 0.017000 Memcpy Classifiers: 0.096000 Kernel 1: 0.014000 Kernel 2: 605.335022 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.094000 Kernel 1: 0.013000 Kernel 2: 612.187988 Copyback: 0.705000 Sum: 0.007000 Memcpy Classifiers: 0.098000 Kernel 1: 0.018000 Kernel 2: 629.406982 Copyback: 0.358000 Sum: 0.002000 Memcpy Classifiers: 0.094000 Kernel 1: 0.014000 Kernel 2: 612.172974 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.094000 Kernel 1: 0.013000 Kernel 2: 606.424011 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.095000 Kernel 1: 0.014000 Kernel 2: 620.143982 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.095000 Kernel 1: 0.013000 Kernel 2: 616.663025 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.060000 Kernel 1: 0.015000 Kernel 2: 233.537003 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.001453 0.503774 fi:0.622696. Ave ac:0.002315,0.007258 Best acc 0.001453 0.503774 Rule:Att PSSM_-4_12 is [<-1.722690]|Att PSSM_-2_6 is [<3.859925]|Att PSSM_-2_14 is [-2.926842,4.926842]|Att PSSM_-2_18 is [<5.797933]|Att PSSM_-2_20 is [1.854736,5.026846]|Att PSSM_-1_11 is [-4.190014,5.905554]|Att PSSM_0_7 is [-6.895146,-2.448500]|Att PSSM_0_10 is [-2.661804,5.124858]|Att PSSM_1_4 is [-7.484131,-2.515869]|Att PSSM_1_6 is [<2.776016]|1 Accuracy : 0.794573 0 1 149715 14365 33836 36722 Removed 215 instances. 183551 Instances left. Acc of rule 0.000669-0.572093 Initialization: 6.559000 Memcpy Classifiers: 0.577000 Memcpy Instances: 10.212000 Kernel 1: 0.025000 Kernel 2: 115.112000 Copyback: 0.659000 Sum: 0.045000 Initial population average accuracy1:0.004549 accuracy2:0.180154 Phenotype: 0:Att PSSM_-2_7 is [<-0.978758]|Att PSSM_-1_10 is [>-1.849682]|Att PSSM_-1_13 is [>-1.261525]|Att PSSM_-1_15 is [>-6.827724]|Att PSSM_0_2 is [<-5.437084]|Att PSSM_1_4 is [-7.630642,-4.187221]|1 1:Att PSSM_-1_6 is [<-3.613936]|Att PSSM_0_1 is [-1.479003,5.887455]|Att PSSM_0_12 is [-6.469354,-4.782559]|Att PSSM_1_4 is [<-4.335934]|Att PSSM_2_17 is [<7.535053]|Att PSSM_3_12 is [<-1.640888]|1 2:Att PSSM_-2_4 is [-6.028810,6.197156]|Att PSSM_-1_14 is [>-0.473060]|Att PSSM_0_2 is [-5.875922,-4.635969]|Att PSSM_0_11 is [<5.211234]|Att PSSM_0_13 is [-1.533099,6.358008]|Att PSSM_1_7 is [<-3.924822]|Att PSSM_2_7 is [<-2.044554]|1 3:Att PSSM_-3_4 is [<5.498361]|Att PSSM_-1_7 is [<-3.344994]|Att PSSM_-1_9 is [<9.574473]|Att PSSM_0_5 is [-2.593934,9.247800]|Att PSSM_0_12 is [<-4.013433]|Att PSSM_1_12 is [-6.627274,-1.718144]|Att PSSM_2_14 is [<4.132431]|Att PSSM_3_12 is [-6.265262,-0.041916]|1 4:Att PSSM_-3_1 is [-5.040789,6.225305]|Att PSSM_-1_7 is [-5.955161,-2.044839]|Att PSSM_0_2 is [<-4.302363]|Att PSSM_0_5 is [-0.761548,2.256538]|Att PSSM_1_4 is [<-3.435984]|1 5:Att PSSM_-2_2 is [<-1.041932]|Att PSSM_-1_7 is [-6.117380,-1.465681]|Att PSSM_0_7 is [<-4.184168]|Att PSSM_0_20 is [0.743934,6.159070]|Att PSSM_1_17 is [<7.931738]|Att PSSM_1_20 is [1.686691,6.787341]|Att PSSM_2_10 is [-5.773699,6.200420]|Att PSSM_4_15 is [<6.852876]|1 6:Att PSSM_-3_7 is [-6.454574,-1.545426]|Att PSSM_-2_11 is [0.286024,5.166631]|Att PSSM_-1_7 is [<-2.813615]|Att PSSM_-1_11 is [-4.727010,2.727010]|Att PSSM_0_1 is [>1.527029]|Att PSSM_0_12 is [<-3.039330]|Att PSSM_1_17 is [<2.275746]|Att PSSM_3_5 is [<4.929131]|1 7:Att PSSM_-3_6 is [<4.515106]|Att PSSM_-2_2 is [-6.863592,3.445014]|Att PSSM_-2_12 is [<-2.466030]|Att PSSM_-1_12 is [-6.048946,-1.951054]|Att PSSM_0_3 is [<4.880011]|Att PSSM_0_7 is [<-4.851358]|Att PSSM_0_16 is [<1.251107]|Att PSSM_1_6 is [-4.723576,-3.252360]|Att PSSM_1_15 is [-6.953859,3.943330]|Att PSSM_4_12 is [<1.541283]|1 8:Att PSSM_-2_20 is [>1.265868]|Att PSSM_-1_9 is [<-3.095237]|Att PSSM_0_2 is [-6.452226,-2.399028]|Att PSSM_0_6 is [<-3.234900]|Att PSSM_1_15 is [<-0.274060]|Att PSSM_2_7 is [-5.516957,-0.483043]|Att PSSM_4_6 is [-5.605641,-1.669873]|Att PSSM_4_13 is [<10.993622]|1 9:Att PSSM_-3_12 is [<-0.266699]|Att PSSM_-2_5 is [0.207847,11.792153]|Att PSSM_-2_9 is [-5.305094,7.407458]|Att PSSM_-1_12 is [-5.541555,-1.463381]|Att PSSM_0_7 is [-6.864045,-4.321606]|Att PSSM_2_9 is [-5.546490,-2.149022]|Att PSSM_2_15 is [<5.567920]|Att PSSM_3_13 is [-4.564064,6.564064]|1 10:Att PSSM_-1_12 is [<-1.001352]|Att PSSM_0_1 is [>4.991261]|Att PSSM_0_12 is [<-3.160177]|Att PSSM_1_10 is [-1.346194,7.346194]|Att PSSM_4_13 is [-5.696239,7.743084]|1 11:Att PSSM_-3_7 is [<3.313498]|Att PSSM_-2_7 is [-6.521938,3.513666]|Att PSSM_-1_6 is [-6.945337,-1.054663]|Att PSSM_0_2 is [-6.106969,-4.933470]|Att PSSM_0_13 is [-0.679541,4.679541]|Att PSSM_1_12 is [<-2.224452]|Att PSSM_1_15 is [<-1.694902]|Att PSSM_4_7 is [<-2.681551]|1 12:Att PSSM_-1_12 is [<-3.249287]|Att PSSM_0_4 is [<-2.358634]|Att PSSM_0_5 is [>-0.427573]|Att PSSM_0_9 is [<4.836078]|Att PSSM_0_12 is [<-3.316688]|Att PSSM_1_12 is [-6.248335,-2.472793]|Att PSSM_2_2 is [<-0.402901]|Att PSSM_2_14 is [<3.378044]|1 13:Att PSSM_-3_7 is [-6.107087,-1.662644]|Att PSSM_-3_11 is [-0.312510,4.934284]|Att PSSM_-2_6 is [-6.863321,-1.136679]|Att PSSM_-1_2 is [-6.204013,-2.828405]|Att PSSM_0_6 is [<-4.019130]|Att PSSM_0_7 is [<1.977170]|Att PSSM_3_1 is [<3.287776]|Att PSSM_3_20 is [<1.518706]|1 14:Att PSSM_-1_7 is [<0.399516]|Att PSSM_0_1 is [>1.763001]|Att PSSM_0_12 is [-6.904921,-3.095079]|Att PSSM_0_19 is [<1.783032]|Att PSSM_1_12 is [<-3.283912]|Att PSSM_4_5 is [>-1.348922]|1 15:Att PSSM_0_5 is [-2.209226,9.830011]|Att PSSM_0_12 is [<-3.873029]|Att PSSM_1_5 is [-1.715708,11.407309]|Att PSSM_1_20 is [>0.173750]|Att PSSM_3_19 is [0.680170,9.448828]|Att PSSM_4_12 is [<-1.441621]|1 16:Att PSSM_-4_7 is [-5.731103,1.115920]|Att PSSM_-3_2 is [<4.879533]|Att PSSM_-3_6 is [<8.868618]|Att PSSM_0_5 is [-2.525727,8.102597]|Att PSSM_0_6 is [<-2.821868]|Att PSSM_0_8 is [-3.642676,3.175169]|Att PSSM_0_9 is [<-4.314577]|Att PSSM_1_12 is [-4.220083,-2.371656]|Att PSSM_2_17 is [-3.594644,5.023837]|1 17:Att PSSM_-4_19 is [<5.478523]|Att PSSM_0_2 is [<-3.046018]|Att PSSM_0_5 is [-0.971183,6.463706]|Att PSSM_0_6 is [<-2.277020]|Att PSSM_0_9 is [-6.191857,-3.549767]|Att PSSM_1_4 is [-6.560868,-4.989413]|Att PSSM_2_16 is [<1.969435]|Att PSSM_3_12 is [-6.799208,-1.200792]|1 18:Att PSSM_-4_6 is [<1.417170]|Att PSSM_-4_19 is [<5.143316]|Att PSSM_-1_5 is [<11.031136]|Att PSSM_0_2 is [<-3.616981]|Att PSSM_0_4 is [<0.995761]|Att PSSM_0_5 is [0.851212,7.148788]|Att PSSM_0_16 is [<3.172791]|Att PSSM_1_6 is [-3.786680,-2.827109]|Att PSSM_1_13 is [-4.921396,6.921396]|Att PSSM_2_12 is [-6.611897,-1.388102]|1 19:Att PSSM_-3_20 is [>-1.854167]|Att PSSM_-2_2 is [<3.760202]|Att PSSM_-1_6 is [-6.592317,-1.795303]|Att PSSM_0_2 is [<-2.179837]|Att PSSM_0_10 is [-3.403466,7.403466]|Att PSSM_0_13 is [>1.436519]|Att PSSM_0_15 is [<1.191162]|Att PSSM_1_10 is [-3.815274,1.815274]|Att PSSM_3_15 is [<3.490116]|Att PSSM_4_12 is [<-2.257751]|Att PSSM_4_18 is [<2.829874]|1 20:Att PSSM_-4_4 is [<5.665735]|Att PSSM_-3_17 is [<0.326602]|Att PSSM_0_1 is [2.121067,5.878933]|Att PSSM_0_9 is [<5.696226]|Att PSSM_0_12 is [-6.496787,-3.105600]|Att PSSM_1_5 is [>-3.650192]|Att PSSM_2_7 is [<-2.117302]|Att PSSM_4_7 is [<2.687111]|1 21:Att PSSM_-4_7 is [<2.719364]|Att PSSM_-3_12 is [<-0.286058]|Att PSSM_0_9 is [<-4.573293]|Att PSSM_1_1 is [-5.826487,3.039563]|Att PSSM_1_10 is [-4.119452,6.119452]|Att PSSM_1_19 is [-2.306035,4.638489]|Att PSSM_2_19 is [<7.527848]|Att PSSM_3_1 is [1.007441,6.992559]|Att PSSM_3_11 is [-3.951341,5.538955]|Att PSSM_4_12 is [-6.839218,-1.160782]|1 22:Att PSSM_-4_8 is [>-1.549659]|Att PSSM_-1_10 is [-2.157331,6.865506]|Att PSSM_0_7 is [<-3.241064]|Att PSSM_1_20 is [>2.914324]|Att PSSM_2_2 is [<1.029612]|Att PSSM_2_5 is [-3.180228,7.180228]|Att PSSM_2_6 is [-5.495827,1.495827]|Att PSSM_3_3 is [<2.064648]|Att PSSM_4_2 is [-6.360742,2.360742]|1 23:Att PSSM_-3_17 is [<2.181500]|Att PSSM_-2_4 is [<0.985563]|Att PSSM_-2_11 is [-5.959789,3.465927]|Att PSSM_-1_12 is [-6.185644,-2.517105]|Att PSSM_0_2 is [-5.803661,-4.929645]|Att PSSM_0_4 is [-6.867994,3.465175]|Att PSSM_1_12 is [<-4.970679]|1 24:Att PSSM_-4_9 is [-3.392647,10.087064]|Att PSSM_-3_19 is [-3.372395,8.756200]|Att PSSM_0_2 is [<-4.061587]|Att PSSM_0_11 is [0.763267,5.236733]|Att PSSM_0_12 is [<2.999695]|Att PSSM_1_20 is [-1.614432,6.885647]|Att PSSM_2_18 is [<7.222485]|Att PSSM_3_12 is [-6.090827,0.407766]|Att PSSM_4_6 is [<-3.306353]|1 25:Att PSSM_-2_7 is [<0.199456]|Att PSSM_0_12 is [<-3.872838]|Att PSSM_0_15 is [<-2.750980]|Att PSSM_0_20 is [>2.255520]|Att PSSM_1_3 is [-6.454110,-2.452574]|Att PSSM_1_11 is [>-2.095394]|Att PSSM_2_5 is [-2.185514,10.017995]|Att PSSM_2_6 is [-6.002884,-1.997116]|Att PSSM_3_2 is [<4.943691]|Att PSSM_4_18 is [<6.417788]|1 26:Att PSSM_-4_2 is [<-0.452781]|Att PSSM_-4_12 is [-3.871191,0.537992]|Att PSSM_-3_7 is [-5.680920,-2.194335]|Att PSSM_-3_8 is [<2.179978]|Att PSSM_-2_11 is [>-3.091286]|Att PSSM_-1_3 is [<-0.579616]|Att PSSM_-1_11 is [-2.011045,3.234919]|Att PSSM_0_2 is [<-2.385565]|Att PSSM_0_11 is [>-2.079304]|Att PSSM_0_16 is [<-3.942040]|1 27:Att PSSM_-3_15 is [-3.796318,4.359592]|Att PSSM_-2_7 is [<-0.351369]|Att PSSM_0_4 is [<-1.310791]|Att PSSM_0_5 is [<4.022211]|Att PSSM_0_12 is [<-4.499491]|Att PSSM_0_16 is [<6.913993]|Att PSSM_1_7 is [<-1.117201]|Att PSSM_2_12 is [-5.411206,-3.743183]|Att PSSM_4_2 is [-5.849245,2.032436]|1 28:Att PSSM_-2_1 is [-2.403061,2.215613]|Att PSSM_-1_10 is [0.429397,4.566049]|Att PSSM_0_3 is [<-2.743282]|Att PSSM_0_12 is [<-2.311547]|Att PSSM_1_10 is [-0.617725,6.998417]|Att PSSM_3_15 is [<-0.878155]|Att PSSM_4_8 is [-3.563547,7.563547]|Att PSSM_4_9 is [<5.513356]|Att PSSM_4_12 is [<-1.413441]|1 29:Att PSSM_-3_4 is [-6.813887,-3.102322]|Att PSSM_-2_3 is [<-0.415582]|Att PSSM_-1_12 is [<-2.908425]|Att PSSM_0_6 is [<-3.055585]|Att PSSM_0_15 is [<7.215691]|Att PSSM_1_3 is [<-2.443186]|Att PSSM_1_8 is [-4.352947,6.737788]|Att PSSM_1_20 is [-2.973063,4.973063]|Att PSSM_2_7 is [<0.495807]|1 30:Att PSSM_-3_6 is [-6.702291,-1.406300]|Att PSSM_-2_2 is [-5.750003,-1.290028]|Att PSSM_-1_4 is [<-2.831652]|Att PSSM_-1_12 is [<-2.168785]|Att PSSM_0_2 is [<-2.580440]|Att PSSM_0_5 is [1.120612,11.029566]|Att PSSM_0_8 is [<4.105500]|Att PSSM_0_19 is [>-4.799560]|Att PSSM_1_7 is [<0.071534]|Att PSSM_1_14 is [-4.613975,4.381275]|Att PSSM_3_17 is [<3.450394]|1 31:Att PSSM_-3_8 is [<3.504049]|Att PSSM_-2_2 is [<-0.744095]|Att PSSM_-1_2 is [<-2.722336]|Att PSSM_0_12 is [-5.916962,-3.636681]|Att PSSM_0_20 is [<4.140099]|Att PSSM_1_5 is [-0.060220,10.352499]|Att PSSM_2_6 is [<2.173860]|Att PSSM_2_12 is [-6.354883,-1.801278]|Att PSSM_3_4 is [-7.391306,-0.608694]|Att PSSM_3_9 is [-4.252934,1.762239]|Att PSSM_3_12 is [-4.586590,2.586590]|1 32:Att PSSM_-4_1 is [-3.950814,5.660598]|Att PSSM_-4_6 is [-6.941020,-2.334311]|Att PSSM_-3_7 is [-5.499149,-2.939078]|Att PSSM_0_2 is [<-3.734559]|Att PSSM_0_5 is [-2.721776,6.105018]|Att PSSM_0_7 is [-5.951672,1.956102]|Att PSSM_0_12 is [<-2.688696]|Att PSSM_0_19 is [<2.357183]|Att PSSM_1_12 is [-5.173611,7.407391]|Att PSSM_4_7 is [<-3.496838]|Att PSSM_4_11 is [<6.542829]|Att PSSM_4_16 is [<6.325297]|1 33:Att PSSM_-2_7 is [<5.975846]|Att PSSM_-1_13 is [>-3.067600]|Att PSSM_0_1 is [>2.421778]|Att PSSM_0_5 is [<7.807872]|Att PSSM_0_6 is [<-3.555922]|Att PSSM_3_10 is [-2.848496,4.848496]|Att PSSM_3_16 is [<2.628051]|Att PSSM_4_6 is [-6.323467,-1.676533]|1 34:Att PSSM_-1_13 is [<9.861814]|Att PSSM_-1_17 is [<4.410408]|Att PSSM_0_1 is [>5.525327]|Att PSSM_0_2 is [<-3.502733]|Att PSSM_0_12 is [-6.837611,-1.162389]|Att PSSM_3_12 is [-5.669728,-1.948127]|1 35:Att PSSM_-3_10 is [>-1.145530]|Att PSSM_-1_13 is [>1.795208]|Att PSSM_0_4 is [<3.283265]|Att PSSM_0_7 is [<-3.324049]|Att PSSM_0_8 is [<4.077551]|Att PSSM_1_5 is [-3.409081,8.112299]|Att PSSM_4_1 is [-1.206642,3.229948]|Att PSSM_4_7 is [<-1.473477]|1 36:Att PSSM_-3_2 is [<-1.063337]|Att PSSM_-3_14 is [-6.141270,2.141270]|Att PSSM_-2_2 is [-6.414095,-2.003497]|Att PSSM_-2_14 is [-1.979952,8.867332]|Att PSSM_-1_6 is [-6.684681,7.345636]|Att PSSM_-1_9 is [-6.186850,0.186849]|Att PSSM_-1_14 is [-4.129262,6.129262]|Att PSSM_0_6 is [<-3.565274]|Att PSSM_0_7 is [-6.279678,-3.831192]|Att PSSM_4_7 is [<-1.779222]|Att PSSM_4_9 is [<5.358601]|1 37:Att PSSM_0_12 is [<-4.388969]|Att PSSM_1_4 is [-6.285529,-3.376671]|Att PSSM_1_8 is [-4.593899,4.444180]|Att PSSM_2_15 is [<2.610965]|Att PSSM_3_16 is [<-0.007556]|Att PSSM_4_10 is [>-0.921657]|1 38:Att PSSM_-3_2 is [-4.713859,-0.273024]|Att PSSM_0_3 is [<-3.766062]|Att PSSM_0_7 is [<-3.890377]|Att PSSM_0_12 is [-6.451272,-2.647791]|Att PSSM_1_5 is [-0.858071,4.278292]|Att PSSM_4_7 is [<-3.603288]|1 39:Att PSSM_-4_5 is [-3.009172,9.009172]|Att PSSM_-4_7 is [<2.018660]|Att PSSM_-3_1 is [-3.187421,5.892487]|Att PSSM_-3_12 is [<-1.068964]|Att PSSM_-2_4 is [<-1.004761]|Att PSSM_-2_10 is [>2.600376]|Att PSSM_-1_6 is [<-0.342489]|Att PSSM_0_12 is [<-2.060886]|Att PSSM_2_12 is [<-2.691654]|1 40:Att PSSM_-4_15 is [-2.002265,4.179969]|Att PSSM_0_2 is [<-1.110060]|Att PSSM_0_5 is [1.635754,6.425444]|Att PSSM_0_6 is [-6.311728,-1.688272]|Att PSSM_0_7 is [<-2.406820]|Att PSSM_0_10 is [-2.062271,4.062271]|Att PSSM_1_19 is [-1.532799,7.532799]|Att PSSM_2_20 is [-6.563545,6.156178]|Att PSSM_3_7 is [>-5.029841]|Att PSSM_4_14 is [-4.281332,6.918647]|1 41:Att PSSM_-4_17 is [<4.396886]|Att PSSM_-3_7 is [<-0.022141]|Att PSSM_0_12 is [-6.804147,-4.781811]|Att PSSM_0_20 is [>2.137005]|Att PSSM_2_2 is [<7.799218]|Att PSSM_2_11 is [-3.491395,3.105215]|Att PSSM_3_2 is [-6.999614,4.093180]|Att PSSM_4_12 is [<-0.083969]|1 42:Att PSSM_-4_7 is [<2.057613]|Att PSSM_-3_18 is [<6.279220]|Att PSSM_-2_7 is [<-0.541531]|Att PSSM_0_3 is [-5.153277,-4.409955]|Att PSSM_0_4 is [<3.283206]|Att PSSM_1_6 is [<-1.436636]|Att PSSM_1_15 is [<4.070576]|Att PSSM_2_11 is [0.742398,4.860034]|Att PSSM_2_16 is [-5.688282,-2.311718]|Att PSSM_3_7 is [<5.903494]|1 43:Att PSSM_-4_7 is [-4.435915,-0.502973]|Att PSSM_-3_4 is [<0.292411]|Att PSSM_-3_10 is [-5.095156,3.965209]|Att PSSM_0_10 is [-0.812072,7.556580]|Att PSSM_0_13 is [>2.319537]|Att PSSM_0_17 is [-5.053997,5.471508]|Att PSSM_3_12 is [<-2.095295]|Att PSSM_4_2 is [<-2.466464]|Att PSSM_4_15 is [<-0.988636]|1 44:Att PSSM_-2_11 is [<-0.243660]|Att PSSM_0_4 is [-7.548369,-3.799371]|Att PSSM_0_9 is [<7.532990]|Att PSSM_0_16 is [<-3.183170]|Att PSSM_1_11 is [-3.354025,5.480784]|Att PSSM_3_4 is [-7.237206,-2.762793]|Att PSSM_4_3 is [-5.251130,-0.748870]|Att PSSM_4_5 is [-0.673967,4.964923]|1 45:Att PSSM_0_1 is [>0.239026]|Att PSSM_0_2 is [<-4.278309]|Att PSSM_0_17 is [-2.994336,2.994336]|Att PSSM_0_18 is [<4.882331]|Att PSSM_1_4 is [-7.485586,-1.750320]|Att PSSM_1_6 is [>-4.647845]|1 46:Att PSSM_-2_12 is [-5.412663,-2.681215]|Att PSSM_-2_14 is [-4.307144,2.839882]|Att PSSM_-2_18 is [-7.356710,7.356710]|Att PSSM_-1_12 is [<-1.781840]|Att PSSM_0_2 is [<0.946737]|Att PSSM_0_4 is [-5.288282,-2.237311]|Att PSSM_0_6 is [<-2.815755]|Att PSSM_1_7 is [<1.672070]|Att PSSM_1_14 is [0.950494,5.743577]|Att PSSM_3_4 is [-5.203524,-0.796476]|1 47:Att PSSM_-3_20 is [>2.398463]|Att PSSM_-2_17 is [-3.328269,5.913140]|Att PSSM_-1_12 is [<-2.237441]|Att PSSM_0_2 is [-5.127112,-3.345663]|Att PSSM_0_10 is [>-2.397265]|Att PSSM_0_17 is [-5.801361,6.487144]|Att PSSM_1_15 is [-6.348306,-1.651694]|Att PSSM_2_12 is [-6.707868,-1.292132]|Att PSSM_3_3 is [<3.679979]|1 48:Att PSSM_-3_9 is [<5.399913]|Att PSSM_-2_13 is [<5.581184]|Att PSSM_-1_7 is [-4.351465,-2.434880]|Att PSSM_0_5 is [-0.325153,10.143553]|Att PSSM_0_12 is [<-2.866276]|Att PSSM_1_1 is [-3.724960,5.724960]|Att PSSM_1_5 is [-2.230747,4.798256]|Att PSSM_1_15 is [<0.406139]|Att PSSM_1_19 is [-2.301100,4.443305]|Att PSSM_3_2 is [<-0.164115]|1 49:Att PSSM_-4_14 is [-4.061828,4.061828]|Att PSSM_-2_12 is [-5.710325,3.710325]|Att PSSM_-1_7 is [-6.472698,-1.527302]|Att PSSM_0_11 is [>-0.261072]|Att PSSM_0_12 is [<-3.656695]|Att PSSM_0_17 is [<3.876811]|Att PSSM_1_12 is [-6.556769,-2.294227]|Att PSSM_1_14 is [-2.896916,6.970585]|Att PSSM_2_11 is [-1.206998,4.334092]|Att PSSM_2_15 is [<7.599288]|Att PSSM_3_1 is [>-5.941298]|1 50:Att PSSM_-4_7 is [<3.052703]|Att PSSM_-3_4 is [-6.101684,3.601554]|Att PSSM_-2_5 is [-4.478673,6.478673]|Att PSSM_-2_12 is [-6.967733,-1.098228]|Att PSSM_0_6 is [<-4.595902]|Att PSSM_0_13 is [-2.325482,6.325482]|Att PSSM_2_4 is [<-3.421091]|Att PSSM_3_12 is [-5.589982,-0.410018]|Att PSSM_3_15 is [<1.101297]|Att PSSM_4_6 is [-5.758471,7.482446]|Att PSSM_4_10 is [-6.455424,4.455424]|1 51:Att PSSM_-3_7 is [<-0.337144]|Att PSSM_-2_2 is [<4.133773]|Att PSSM_-1_12 is [-6.726745,-1.273255]|Att PSSM_0_2 is [<-3.607791]|Att PSSM_0_5 is [-3.502349,3.502349]|Att PSSM_0_13 is [<2.255630]|Att PSSM_1_20 is [>-3.359978]|Att PSSM_2_2 is [<-1.259572]|Att PSSM_2_4 is [-7.725751,-2.274249]|Att PSSM_3_2 is [<-0.409734]|Att PSSM_4_7 is [<-0.011673]|1 52:Att PSSM_-4_7 is [-5.879565,-2.120435]|Att PSSM_-3_20 is [>-0.724610]|Att PSSM_0_1 is [>3.910975]|Att PSSM_0_5 is [-2.563821,7.961677]|Att PSSM_0_12 is [-5.251361,-2.047220]|1 53:Att PSSM_-2_12 is [-5.911590,-1.175643]|Att PSSM_0_4 is [-7.049044,5.031030]|Att PSSM_0_7 is [-4.418371,-2.015362]|Att PSSM_1_12 is [-5.061693,-1.709709]|Att PSSM_2_5 is [-1.928459,4.863820]|Att PSSM_3_5 is [-2.255357,8.798063]|Att PSSM_3_11 is [-3.751129,3.517674]|Att PSSM_4_4 is [<-0.653960]|Att PSSM_4_12 is [-6.825925,-1.622606]|1 54:Att PSSM_-4_6 is [-4.900775,6.932868]|Att PSSM_-2_6 is [<-2.078785]|Att PSSM_-1_13 is [-0.545861,10.128563]|Att PSSM_-1_19 is [<5.297596]|Att PSSM_0_12 is [-6.958129,-3.827941]|Att PSSM_1_6 is [<6.472275]|Att PSSM_1_7 is [-5.950625,-0.669600]|Att PSSM_2_12 is [-5.708174,-0.388815]|Att PSSM_3_12 is [-4.958822,-1.041178]|Att PSSM_4_13 is [<7.864410]|Att PSSM_4_17 is [<4.420216]|1 55:Att PSSM_-3_4 is [<-0.230048]|Att PSSM_-3_7 is [-5.805275,-2.054323]|Att PSSM_-2_2 is [<-1.263107]|Att PSSM_-2_13 is [-3.736711,2.731352]|Att PSSM_-1_7 is [-6.146306,-3.253694]|Att PSSM_0_1 is [<6.264630]|Att PSSM_0_12 is [-5.174066,-2.411058]|Att PSSM_1_2 is [<-0.425001]|Att PSSM_1_4 is [-5.128706,-2.300292]|Att PSSM_2_3 is [-5.966320,-0.090735]|Att PSSM_2_15 is [<0.718837]|1 56:Att PSSM_-4_16 is [>-1.778010]|Att PSSM_-1_15 is [<-0.729617]|Att PSSM_0_1 is [>4.308682]|Att PSSM_0_11 is [-6.481242,2.022749]|Att PSSM_3_12 is [<0.331869]|Att PSSM_3_13 is [>-0.118031]|Att PSSM_4_2 is [<-1.600291]|1 57:Att PSSM_-4_5 is [-2.854965,7.944047]|Att PSSM_0_7 is [-6.938906,-3.061094]|Att PSSM_0_8 is [<2.788164]|Att PSSM_0_20 is [>-0.477857]|Att PSSM_1_11 is [-3.325907,4.621232]|Att PSSM_1_12 is [-6.295271,-1.704729]|Att PSSM_2_7 is [-6.393054,3.153337]|Att PSSM_2_20 is [-1.269884,6.480013]|Att PSSM_4_6 is [-4.983195,-1.207238]|Att PSSM_4_20 is [<4.874668]|1 58:Att PSSM_-3_4 is [-7.771152,-0.228848]|Att PSSM_-1_5 is [-1.367564,4.469236]|Att PSSM_0_10 is [>0.088159]|Att PSSM_0_11 is [-4.386705,3.141526]|Att PSSM_0_12 is [<-2.251332]|Att PSSM_1_15 is [<3.856277]|Att PSSM_2_12 is [<-1.478546]|Att PSSM_3_7 is [<-1.082703]|Att PSSM_4_7 is [<-0.976964]|1 59:Att PSSM_-4_8 is [0.434740,7.496348]|Att PSSM_-4_17 is [<6.807078]|Att PSSM_-3_5 is [-5.262430,4.304734]|Att PSSM_-1_10 is [-0.970518,6.157485]|Att PSSM_-1_12 is [-4.228368,6.251011]|Att PSSM_-1_18 is [<6.849362]|Att PSSM_0_6 is [<3.880690]|Att PSSM_0_12 is [<-3.189709]|Att PSSM_2_13 is [>-1.419037]|Att PSSM_2_15 is [<-1.712623]|1 60:Att PSSM_-4_18 is [-5.983094,7.586403]|Att PSSM_-3_7 is [-6.504817,-1.495183]|Att PSSM_-3_19 is [<6.421543]|Att PSSM_-2_7 is [<-0.632799]|Att PSSM_-2_12 is [-5.225530,-0.774470]|Att PSSM_-1_3 is [-5.307553,-3.835430]|Att PSSM_0_2 is [-6.848405,-3.221801]|Att PSSM_0_15 is [<3.317150]|Att PSSM_1_15 is [<0.507145]|Att PSSM_2_12 is [<1.060591]|Att PSSM_4_7 is [<-1.602823]|1 61:Att PSSM_-3_6 is [-5.343177,-0.656823]|Att PSSM_-3_12 is [>-4.594410]|Att PSSM_-2_12 is [<-2.372386]|Att PSSM_-1_12 is [<0.357910]|Att PSSM_0_4 is [<-5.864890]|Att PSSM_0_12 is [-6.343497,-2.442696]|Att PSSM_2_15 is [-6.523172,-1.476827]|Att PSSM_3_4 is [<6.013648]|1 62:Att PSSM_-3_1 is [-1.960022,4.338611]|Att PSSM_-3_5 is [<4.836405]|Att PSSM_-3_12 is [-6.986321,2.512683]|Att PSSM_-2_5 is [<4.947558]|Att PSSM_0_2 is [-6.980847,-4.153284]|Att PSSM_0_11 is [-4.358036,4.358036]|Att PSSM_1_15 is [<-2.787828]|Att PSSM_3_6 is [>-6.475548]|Att PSSM_3_16 is [<3.250093]|Att PSSM_4_5 is [-1.954068,4.074109]|Att PSSM_4_6 is [-5.409201,-0.627077]|1 63:Att PSSM_-4_7 is [<3.204989]|Att PSSM_-1_1 is [0.129064,5.698249]|Att PSSM_-1_18 is [-6.352167,8.352167]|Att PSSM_0_2 is [-6.924452,-4.305203]|Att PSSM_0_11 is [-5.059701,5.059701]|Att PSSM_0_13 is [>-4.716069]|Att PSSM_0_14 is [-6.932107,2.932107]|Att PSSM_0_15 is [<-0.643661]|Att PSSM_1_19 is [-6.765810,9.266257]|Att PSSM_1_20 is [-0.104315,5.926456]|Att PSSM_2_10 is [-5.214622,6.669341]|Att PSSM_3_18 is [<7.068042]|1 64:Att PSSM_-4_13 is [-5.351805,5.207745]|Att PSSM_-3_12 is [<-1.601864]|Att PSSM_-1_4 is [<1.105022]|Att PSSM_-1_18 is [0.570116,7.385155]|Att PSSM_0_2 is [<0.401897]|Att PSSM_0_7 is [<-3.291289]|Att PSSM_0_12 is [<-4.900640]|Att PSSM_2_14 is [<4.960190]|Att PSSM_2_20 is [-4.614548,5.043607]|Att PSSM_3_12 is [<6.319656]|Att PSSM_3_18 is [<8.135161]|Att PSSM_4_12 is [<2.501526]|1 65:Att PSSM_-4_6 is [<-2.655901]|Att PSSM_-3_5 is [<9.299795]|Att PSSM_-2_12 is [-5.914299,-3.538763]|Att PSSM_-2_19 is [<7.931030]|Att PSSM_0_7 is [-5.875168,-2.124832]|Att PSSM_1_3 is [<-1.647134]|Att PSSM_2_4 is [-7.580702,1.789169]|Att PSSM_2_12 is [<-3.791638]|Att PSSM_2_17 is [-3.530266,5.582936]|Att PSSM_3_6 is [-6.953855,4.192739]|1 66:Att PSSM_-3_7 is [-4.452316,-2.490180]|Att PSSM_-2_4 is [<2.698830]|Att PSSM_-1_7 is [<1.942273]|Att PSSM_0_4 is [-7.317471,-1.398714]|Att PSSM_0_5 is [1.095544,5.341537]|Att PSSM_0_12 is [-5.269014,-2.525524]|Att PSSM_1_4 is [-6.592003,-1.042296]|Att PSSM_1_13 is [>-6.422492]|Att PSSM_3_20 is [>-3.911149]|1 67:Att PSSM_-4_11 is [-4.455732,4.419587]|Att PSSM_-3_11 is [-3.687392,5.418546]|Att PSSM_-1_4 is [-7.040065,-0.959935]|Att PSSM_0_2 is [-5.928619,-3.938739]|Att PSSM_0_20 is [>-2.069116]|Att PSSM_1_7 is [-4.485438,-1.467838]|Att PSSM_1_19 is [-1.287716,9.209632]|Att PSSM_2_17 is [-5.166945,2.094501]|Att PSSM_2_19 is [<4.916351]|Att PSSM_3_1 is [-2.292236,6.137052]|Att PSSM_3_4 is [-4.688185,2.688185]|Att PSSM_3_12 is [-5.399913,-0.600087]|Att PSSM_4_2 is [<3.901562]|1 68:Att PSSM_-4_5 is [>-4.249521]|Att PSSM_-4_6 is [<-1.306377]|Att PSSM_-3_2 is [<1.456688]|Att PSSM_-3_7 is [<2.560899]|Att PSSM_-3_10 is [1.605510,6.009708]|Att PSSM_-3_14 is [<2.593806]|Att PSSM_-2_12 is [-6.565231,-1.434768]|Att PSSM_-1_4 is [<1.868633]|Att PSSM_-1_9 is [-6.769391,8.994694]|Att PSSM_0_2 is [-3.760016,-2.093725]|Att PSSM_0_7 is [-6.077301,-1.922699]|Att PSSM_2_6 is [-6.634877,-1.365123]|1 69:Att PSSM_-3_15 is [<5.596937]|Att PSSM_-2_12 is [<-0.932361]|Att PSSM_-1_12 is [-6.296164,-0.191840]|Att PSSM_0_5 is [-0.378421,6.084367]|Att PSSM_0_12 is [-5.461394,-2.668997]|Att PSSM_1_1 is [<2.411460]|Att PSSM_1_18 is [-2.312598,12.359025]|Att PSSM_3_12 is [-5.041295,-2.604566]|Att PSSM_4_6 is [-6.698632,0.253188]|1 70:Att PSSM_0_2 is [<-3.121997]|Att PSSM_0_5 is [-0.975853,4.975853]|Att PSSM_0_19 is [-5.912829,1.912829]|Att PSSM_1_8 is [>-3.968857]|Att PSSM_1_15 is [-4.913033,-0.170125]|Att PSSM_1_16 is [-3.529179,1.529179]|Att PSSM_1_18 is [<5.287591]|Att PSSM_3_1 is [-1.840315,5.574307]|Att PSSM_3_19 is [<4.608117]|Att PSSM_4_12 is [<-0.612395]|1 71:Att PSSM_-3_12 is [-6.439111,-1.539018]|Att PSSM_-1_6 is [-5.824152,-1.066550]|Att PSSM_0_7 is [<-2.225373]|Att PSSM_0_12 is [<-1.294331]|Att PSSM_1_12 is [-4.987467,-1.845827]|Att PSSM_3_7 is [-3.354454,-0.608609]|Att PSSM_3_15 is [<3.483061]|Att PSSM_4_8 is [>1.391657]|1 72:Att PSSM_-3_12 is [<-0.134231]|Att PSSM_-1_5 is [-2.629712,2.629712]|Att PSSM_-1_14 is [<4.706894]|Att PSSM_0_7 is [-6.997520,-4.491127]|Att PSSM_1_3 is [-6.639517,4.639517]|Att PSSM_1_4 is [<-0.891654]|Att PSSM_2_18 is [<4.390772]|Att PSSM_4_7 is [<-0.247020]|Att PSSM_4_14 is [-2.086488,8.160333]|1 73:Att PSSM_-4_7 is [-6.869326,-1.555947]|Att PSSM_-4_9 is [<8.275064]|Att PSSM_-3_1 is [-3.637147,5.337316]|Att PSSM_-2_7 is [<-0.676140]|Att PSSM_-1_5 is [-0.485204,8.941744]|Att PSSM_-1_7 is [<-2.203806]|Att PSSM_-1_11 is [-5.228515,1.228515]|Att PSSM_0_12 is [<-2.334928]|Att PSSM_1_12 is [-6.408530,1.724285]|Att PSSM_2_7 is [<-0.532299]|Att PSSM_4_10 is [<3.080478]|1 74:Att PSSM_-2_15 is [-4.976170,-0.270681]|Att PSSM_-1_14 is [-2.314750,6.314750]|Att PSSM_0_12 is [<-3.722605]|Att PSSM_1_4 is [-5.285682,-2.032866]|Att PSSM_1_8 is [-3.105603,6.904085]|Att PSSM_1_10 is [-2.097644,5.158155]|Att PSSM_3_7 is [-6.995666,-0.865495]|Att PSSM_4_6 is [<-0.387759]|1 75:Att PSSM_-4_12 is [>-6.368770]|Att PSSM_-4_16 is [>-3.495166]|Att PSSM_-1_10 is [<2.257391]|Att PSSM_0_1 is [-2.040205,6.712105]|Att PSSM_0_7 is [-6.357927,6.728306]|Att PSSM_0_9 is [>-5.424675]|Att PSSM_0_10 is [-2.007013,4.007013]|Att PSSM_0_12 is [<-2.076148]|Att PSSM_0_15 is [-5.883259,4.030860]|Att PSSM_1_12 is [<-2.565546]|Att PSSM_1_19 is [>-1.549917]|Att PSSM_2_7 is [-5.147542,-1.561374]|Att PSSM_2_12 is [<5.995138]|Att PSSM_2_17 is [-4.783327,2.086711]|Att PSSM_3_11 is [-3.289776,3.289776]|Att PSSM_4_2 is [-6.536943,-1.980134]|Att PSSM_4_20 is [-5.371729,4.338215]|1 76:Att PSSM_-4_12 is [-6.383591,2.773083]|Att PSSM_-1_1 is [-2.752174,5.592823]|Att PSSM_0_1 is [>4.938139]|Att PSSM_0_7 is [<-2.698381]|Att PSSM_0_10 is [-1.907769,5.006096]|Att PSSM_1_4 is [>-4.098392]|Att PSSM_2_13 is [<6.602966]|Att PSSM_3_5 is [-6.179448,2.624305]|1 77:Att PSSM_-3_7 is [-6.639939,-1.360061]|Att PSSM_-3_11 is [-6.426925,0.426925]|Att PSSM_0_10 is [>1.602965]|Att PSSM_0_12 is [<-3.486829]|Att PSSM_1_13 is [>-3.571944]|Att PSSM_2_4 is [<1.401361]|Att PSSM_3_20 is [-2.145678,4.839196]|Att PSSM_4_7 is [<-2.613048]|Att PSSM_4_9 is [<4.476441]|Att PSSM_4_15 is [<-0.020323]|1 78:Att PSSM_-3_4 is [<-1.274420]|Att PSSM_0_4 is [-5.492521,-3.104689]|Att PSSM_0_6 is [-4.906170,4.906170]|Att PSSM_0_9 is [<-1.133425]|Att PSSM_0_12 is [-5.776231,-2.186673]|Att PSSM_2_4 is [<2.986483]|Att PSSM_2_5 is [<3.331941]|Att PSSM_3_11 is [-3.203683,1.203683]|Att PSSM_3_17 is [-4.952683,2.952684]|Att PSSM_4_1 is [-0.998971,6.998971]|Att PSSM_4_5 is [-3.442296,5.442296]|Att PSSM_4_12 is [<-2.259264]|Att PSSM_4_15 is [<7.215163]|1 79:Att PSSM_-1_7 is [<0.517142]|Att PSSM_-1_12 is [-5.523837,0.050844]|Att PSSM_-1_14 is [-4.137299,2.202103]|Att PSSM_0_12 is [<-4.742843]|Att PSSM_0_20 is [0.687128,6.169905]|Att PSSM_2_11 is [-5.557310,-0.442690]|Att PSSM_3_12 is [<1.408394]|Att PSSM_3_16 is [-4.849042,2.559197]|1 80:Att PSSM_-4_7 is [-4.941841,0.941841]|Att PSSM_-4_15 is [<1.745871]|Att PSSM_-3_12 is [<-0.624779]|Att PSSM_-2_15 is [-5.186880,3.876785]|Att PSSM_0_2 is [<-3.518081]|Att PSSM_0_3 is [-6.428391,-1.408219]|Att PSSM_0_4 is [<3.888443]|Att PSSM_0_7 is [-4.896409,-2.331237]|Att PSSM_0_12 is [-6.444627,1.677185]|Att PSSM_0_15 is [<4.976137]|Att PSSM_2_18 is [<10.136409]|Att PSSM_3_1 is [0.110858,3.889142]|Att PSSM_4_2 is [<-1.068912]|Att PSSM_4_15 is [<3.794724]|1 81:Att PSSM_-4_8 is [-5.498247,3.498247]|Att PSSM_-2_12 is [<-3.598069]|Att PSSM_-1_4 is [-5.892384,1.691113]|Att PSSM_0_2 is [-6.965652,-3.536738]|Att PSSM_0_10 is [>-0.823674]|Att PSSM_1_15 is [<0.213507]|Att PSSM_2_12 is [<-1.789306]|Att PSSM_3_9 is [>-6.723130]|Att PSSM_3_17 is [<2.493287]|Att PSSM_4_9 is [-3.304346,4.311088]|Att PSSM_4_13 is [-6.859031,5.812994]|Att PSSM_4_18 is [<7.038920]|1 82:Att PSSM_-3_7 is [-6.952852,5.529272]|Att PSSM_-2_4 is [-3.564747,7.564747]|Att PSSM_-1_2 is [-6.850060,2.704946]|Att PSSM_-1_4 is [<-1.901354]|Att PSSM_0_12 is [<-3.792089]|Att PSSM_1_3 is [<-1.891926]|Att PSSM_1_5 is [-0.194937,8.126675]|Att PSSM_4_7 is [-4.927567,0.628857]|1 83:Att PSSM_-1_12 is [-5.888930,-3.134039]|Att PSSM_-1_18 is [-3.811752,9.811752]|Att PSSM_0_6 is [-4.935895,2.935895]|Att PSSM_0_7 is [<-2.592601]|Att PSSM_0_15 is [<1.359481]|Att PSSM_1_10 is [-3.323862,5.323862]|Att PSSM_2_6 is [<-1.591933]|Att PSSM_3_2 is [-6.982795,-1.017205]|Att PSSM_3_6 is [-4.454467,2.454467]|Att PSSM_4_12 is [-5.013427,-0.731659]|1 84:Att PSSM_-4_2 is [-4.895958,3.289413]|Att PSSM_-4_6 is [-4.389030,0.389030]|Att PSSM_-4_17 is [-4.846440,4.846440]|Att PSSM_-1_2 is [<-0.526031]|Att PSSM_-1_9 is [-6.105292,6.105292]|Att PSSM_0_3 is [-6.811931,-1.617956]|Att PSSM_0_7 is [-6.923096,-2.329340]|Att PSSM_1_10 is [-1.065515,3.065515]|Att PSSM_1_17 is [-4.972530,2.813868]|Att PSSM_2_2 is [-3.390863,2.907889]|Att PSSM_2_11 is [<-0.933397]|Att PSSM_3_12 is [<-1.103230]|Att PSSM_4_6 is [-5.796770,-0.203230]|Att PSSM_4_13 is [>-0.619267]|1 85:Att PSSM_-4_14 is [>0.651789]|Att PSSM_-4_17 is [-4.576186,2.663346]|Att PSSM_-2_2 is [<-2.169658]|Att PSSM_-1_12 is [-6.583764,-1.676922]|Att PSSM_0_6 is [<-2.491522]|Att PSSM_1_5 is [-4.312586,9.547106]|Att PSSM_1_7 is [<-1.381180]|Att PSSM_1_9 is [-5.236867,3.721459]|Att PSSM_3_4 is [<3.924374]|Att PSSM_4_6 is [-5.552204,-0.447796]|Att PSSM_4_11 is [-6.992318,0.992318]|1 86:Att PSSM_-3_7 is [-5.402696,1.402695]|Att PSSM_-1_2 is [-4.592614,6.137364]|Att PSSM_-1_5 is [-4.889471,11.598465]|Att PSSM_-1_11 is [-4.366806,5.462694]|Att PSSM_-1_16 is [-3.520303,5.520303]|Att PSSM_0_5 is [0.622742,7.377258]|Att PSSM_0_6 is [-4.796125,-1.358259]|Att PSSM_1_4 is [-7.374600,1.993910]|Att PSSM_1_8 is [<5.426896]|Att PSSM_3_12 is [<-3.330873]|Att PSSM_4_7 is [<-0.131464]|1 87:Att PSSM_-4_16 is [-4.209342,-0.498740]|Att PSSM_-3_11 is [-0.479144,5.119360]|Att PSSM_-2_7 is [-5.307243,-1.163700]|Att PSSM_-1_4 is [-4.288268,-2.526276]|Att PSSM_-1_15 is [<1.834609]|Att PSSM_0_7 is [-6.549732,-2.305008]|Att PSSM_0_12 is [<-1.007367]|Att PSSM_1_12 is [-6.603795,-1.396205]|Att PSSM_2_10 is [<2.582274]|Att PSSM_3_20 is [-3.526974,5.407213]|1 88:Att PSSM_-4_7 is [<-0.391765]|Att PSSM_-3_9 is [<9.344611]|Att PSSM_-3_12 is [<0.805174]|Att PSSM_-1_18 is [-0.003919,10.900169]|Att PSSM_0_3 is [<-0.610401]|Att PSSM_0_12 is [<-3.515696]|Att PSSM_1_4 is [-4.186374,7.767153]|Att PSSM_1_15 is [<-1.732005]|Att PSSM_2_20 is [-6.485814,3.904706]|Att PSSM_3_15 is [<4.015625]|Att PSSM_4_2 is [<-1.552069]|1 89:Att PSSM_-4_7 is [<2.466210]|Att PSSM_-3_6 is [-6.240715,-1.759285]|Att PSSM_-1_15 is [<2.233079]|Att PSSM_0_2 is [-6.934356,-3.065644]|Att PSSM_0_13 is [-1.536367,2.939440]|Att PSSM_0_15 is [<4.852596]|Att PSSM_1_3 is [<-0.498775]|Att PSSM_2_3 is [<3.444397]|Att PSSM_2_9 is [<5.685909]|Att PSSM_3_2 is [-5.582868,5.582868]|Att PSSM_3_12 is [-5.994816,1.332268]|Att PSSM_3_19 is [<4.617100]|Att PSSM_4_6 is [-4.509468,-2.872277]|1 90:Att PSSM_-4_2 is [-6.979055,-1.020944]|Att PSSM_-4_17 is [-3.569721,3.364565]|Att PSSM_-3_13 is [-6.551889,6.762341]|Att PSSM_-2_12 is [-6.337536,-1.662464]|Att PSSM_-1_7 is [-5.955831,-2.044169]|Att PSSM_0_2 is [-5.970008,-2.029992]|Att PSSM_0_3 is [<8.216352]|Att PSSM_0_8 is [-5.152238,-0.074015]|Att PSSM_0_13 is [-0.193308,10.832335]|Att PSSM_0_14 is [<8.419643]|Att PSSM_0_16 is [<1.599118]|Att PSSM_1_7 is [-6.717082,-0.401444]|Att PSSM_1_8 is [<4.556320]|Att PSSM_1_13 is [-2.819105,3.292994]|1 91:Att PSSM_-1_16 is [-4.992844,-0.673106]|Att PSSM_-1_17 is [-2.688559,7.688330]|Att PSSM_0_12 is [-5.963198,-3.170217]|Att PSSM_0_20 is [1.510680,6.489320]|Att PSSM_4_5 is [-2.954022,9.510810]|Att PSSM_4_7 is [<-2.994033]|1 92:Att PSSM_-4_10 is [-4.016384,4.016384]|Att PSSM_-2_17 is [-1.035752,3.253029]|Att PSSM_-1_7 is [<-1.785426]|Att PSSM_-1_20 is [-2.851910,6.851910]|Att PSSM_0_6 is [<-1.489468]|Att PSSM_0_10 is [-4.912004,4.347676]|Att PSSM_0_12 is [<-2.054721]|Att PSSM_1_4 is [<-3.722053]|Att PSSM_1_7 is [<1.088086]|Att PSSM_1_14 is [-6.205679,4.808622]|Att PSSM_2_16 is [-4.777502,-0.323906]|1 93:Att PSSM_-3_4 is [<-0.767261]|Att PSSM_-3_8 is [>0.624769]|Att PSSM_-2_4 is [<7.182312]|Att PSSM_-2_12 is [-5.795358,2.058180]|Att PSSM_-1_13 is [-5.600631,9.578534]|Att PSSM_0_12 is [-5.987872,-2.012128]|Att PSSM_0_15 is [<-2.507844]|Att PSSM_1_12 is [<-1.187347]|Att PSSM_3_18 is [>0.160128]|1 94:Att PSSM_-4_6 is [<3.604061]|Att PSSM_-4_7 is [-4.895898,-1.551666]|Att PSSM_-2_11 is [-3.528444,-2.312190]|Att PSSM_-1_6 is [-4.166773,8.899608]|Att PSSM_0_10 is [-1.936150,6.765795]|Att PSSM_0_12 is [-5.959518,-3.340682]|Att PSSM_1_4 is [<3.618940]|Att PSSM_1_8 is [-5.324244,3.189912]|Att PSSM_1_12 is [<0.732346]|Att PSSM_3_14 is [<8.911402]|Att PSSM_3_18 is [-7.519197,6.382305]|1 95:Att PSSM_-3_2 is [-5.178174,0.984700]|Att PSSM_-3_12 is [-4.299265,6.720738]|Att PSSM_-3_13 is [-3.483914,5.483914]|Att PSSM_-2_14 is [0.678431,4.891393]|Att PSSM_-1_3 is [-4.398120,6.245630]|Att PSSM_-1_13 is [-6.454121,1.236610]|Att PSSM_0_12 is [<-2.619343]|Att PSSM_1_5 is [<7.746427]|Att PSSM_2_12 is [<-1.920065]|Att PSSM_3_10 is [>0.286100]|1 96:Att PSSM_-4_6 is [<-0.931463]|Att PSSM_-4_11 is [<4.793236]|Att PSSM_-3_5 is [-3.799044,5.799044]|Att PSSM_0_1 is [>0.596569]|Att PSSM_0_3 is [<1.188810]|Att PSSM_0_7 is [<-3.738616]|Att PSSM_0_16 is [-0.973725,2.851160]|Att PSSM_1_5 is [<6.997633]|1 97:Att PSSM_0_4 is [<-0.011513]|Att PSSM_0_6 is [-5.826083,-4.561357]|Att PSSM_0_8 is [<0.962419]|Att PSSM_0_11 is [>5.018725]|Att PSSM_1_12 is [<4.181579]|Att PSSM_1_15 is [-6.987385,-1.012615]|Att PSSM_2_2 is [<5.122237]|1 98:Att PSSM_-1_5 is [-3.494150,6.480575]|Att PSSM_0_5 is [0.451871,7.634414]|Att PSSM_0_6 is [<-2.987110]|Att PSSM_0_12 is [<-1.946195]|Att PSSM_3_6 is [<-1.143534]|Att PSSM_4_6 is [-6.264673,-1.735327]|Att PSSM_4_15 is [-4.687136,2.170441]|1 99:Att PSSM_-1_7 is [<-0.058061]|Att PSSM_-1_11 is [-4.071775,4.344302]|Att PSSM_0_7 is [<-2.665430]|Att PSSM_0_9 is [-6.357138,6.504893]|Att PSSM_0_13 is [-3.617894,1.617894]|Att PSSM_1_9 is [<-1.670137]|Att PSSM_1_11 is [-1.415017,5.836279]|Att PSSM_1_12 is [-6.764006,-1.235995]|Att PSSM_1_14 is [<3.744360]|Att PSSM_2_13 is [0.761104,5.296141]|Att PSSM_2_19 is [<5.098991]|1 100:Att PSSM_-3_7 is [-4.715893,-3.837400]|Att PSSM_-2_8 is [<1.918079]|Att PSSM_-2_12 is [-6.034720,-1.965280]|Att PSSM_-2_17 is [<1.859726]|Att PSSM_-1_10 is [>-0.252574]|Att PSSM_0_2 is [<-2.964510]|Att PSSM_0_7 is [<-0.655213]|Att PSSM_1_11 is [<2.917131]|Att PSSM_3_12 is [-6.562143,-1.437857]|1 101:Att PSSM_-4_12 is [<4.422592]|Att PSSM_-1_14 is [-4.742754,5.704527]|Att PSSM_0_6 is [-6.005502,-3.836962]|Att PSSM_0_10 is [-2.148592,4.138740]|Att PSSM_1_15 is [<0.908776]|Att PSSM_1_20 is [>3.816045]|1 102:Att PSSM_-4_17 is [-5.214167,5.416877]|Att PSSM_-2_20 is [>0.057186]|Att PSSM_0_2 is [-6.991460,-3.874238]|Att PSSM_0_11 is [-2.432195,2.754393]|Att PSSM_0_12 is [-6.654523,-2.209344]|Att PSSM_0_15 is [<0.411159]|Att PSSM_1_10 is [>-2.795061]|Att PSSM_1_12 is [-3.651308,3.651308]|Att PSSM_2_6 is [-6.863649,-1.136350]|Att PSSM_4_6 is [<2.765796]|1 103:Att PSSM_-1_16 is [-5.342867,2.617006]|Att PSSM_0_2 is [<-2.566611]|Att PSSM_0_4 is [-7.519192,-2.480808]|Att PSSM_0_20 is [>-1.242313]|Att PSSM_1_13 is [<4.693802]|Att PSSM_3_12 is [<-2.441840]|Att PSSM_3_15 is [<4.016167]|Att PSSM_4_6 is [-5.665180,1.665180]|Att PSSM_4_7 is [-6.332277,0.332277]|Att PSSM_4_11 is [2.044580,5.955420]|Att PSSM_4_20 is [-2.991947,0.420993]|1 104:Att PSSM_-2_10 is [>-2.657532]|Att PSSM_0_5 is [>-0.378258]|Att PSSM_0_6 is [<1.920504]|Att PSSM_0_12 is [<-2.976961]|Att PSSM_0_20 is [-0.767496,4.767496]|Att PSSM_1_2 is [<3.710433]|Att PSSM_1_12 is [<-1.270310]|Att PSSM_1_14 is [>-1.929426]|Att PSSM_2_2 is [>-3.208652]|Att PSSM_2_18 is [<4.991581]|Att PSSM_3_5 is [-4.533594,4.533594]|Att PSSM_3_12 is [<6.423457]|1 105:Att PSSM_-4_6 is [-4.552483,8.096260]|Att PSSM_-3_3 is [-6.952054,-0.809303]|Att PSSM_-2_1 is [<3.160342]|Att PSSM_-1_7 is [<3.929529]|Att PSSM_-1_9 is [<8.555687]|Att PSSM_-1_19 is [-2.984658,7.075071]|Att PSSM_0_7 is [<-4.916016]|Att PSSM_0_8 is [<3.587069]|Att PSSM_0_10 is [>0.321831]|Att PSSM_0_19 is [-4.544106,7.742625]|Att PSSM_0_20 is [>-2.995813]|Att PSSM_3_10 is [0.522309,7.111602]|1 106:Att PSSM_-4_2 is [<3.907929]|Att PSSM_-3_7 is [-4.368851,-2.008864]|Att PSSM_-2_15 is [-5.551306,-0.448694]|Att PSSM_-1_15 is [<-1.145726]|Att PSSM_0_6 is [<-2.360559]|Att PSSM_0_14 is [-5.865583,4.804168]|Att PSSM_2_6 is [-6.020637,-1.979363]|Att PSSM_3_19 is [-3.795015,3.551167]|Att PSSM_3_20 is [-2.379358,3.131265]|Att PSSM_4_7 is [-4.145947,-0.042412]|Att PSSM_4_15 is [-5.244622,-0.755378]|1 107:Att PSSM_0_1 is [3.160433,6.590406]|Att PSSM_0_7 is [-4.531484,-1.289896]|Att PSSM_0_16 is [-5.113019,1.890621]|Att PSSM_1_12 is [-6.331596,4.458531]|Att PSSM_2_5 is [-2.885426,9.459127]|Att PSSM_3_15 is [-5.133575,-2.357891]|Att PSSM_4_2 is [-6.941022,6.435192]|Att PSSM_4_4 is [-5.309165,-2.688360]|Att PSSM_4_5 is [<8.648404]|Att PSSM_4_15 is [<5.610775]|1 108:Att PSSM_-4_2 is [-6.077181,-1.922819]|Att PSSM_-3_3 is [<6.263688]|Att PSSM_-3_7 is [<-2.224439]|Att PSSM_-2_14 is [>-2.530335]|Att PSSM_0_4 is [-7.301006,-2.698994]|Att PSSM_0_5 is [>-2.305449]|Att PSSM_0_18 is [-7.146337,7.146337]|Att PSSM_1_20 is [>-0.282600]|Att PSSM_2_12 is [-6.435884,3.486319]|Att PSSM_4_9 is [-5.294894,-0.705106]|1 109:Att PSSM_-4_7 is [-6.583048,0.583048]|Att PSSM_-3_9 is [<5.405195]|Att PSSM_0_4 is [-7.840547,-2.713258]|Att PSSM_0_12 is [<-2.597958]|Att PSSM_0_15 is [<7.581521]|Att PSSM_0_16 is [>-5.425903]|Att PSSM_3_6 is [<-1.331913]|Att PSSM_4_1 is [>4.432470]|1 110:Att PSSM_-4_6 is [>-6.656854]|Att PSSM_-3_4 is [-5.371890,3.188309]|Att PSSM_-3_12 is [-6.408691,-1.243647]|Att PSSM_-2_19 is [-6.974300,6.834234]|Att PSSM_-1_5 is [-5.720790,-1.228227]|Att PSSM_-1_12 is [<-2.814943]|Att PSSM_0_9 is [-6.375930,1.392918]|Att PSSM_0_12 is [<-2.140425]|Att PSSM_1_5 is [-3.030499,10.190065]|Att PSSM_3_7 is [-5.903709,-1.720981]|Att PSSM_4_7 is [<1.072203]|1 111:Att PSSM_0_2 is [<-2.419907]|Att PSSM_0_5 is [-0.137041,7.258456]|Att PSSM_0_7 is [-6.506337,-1.493663]|Att PSSM_1_20 is [>1.683798]|Att PSSM_2_4 is [<-2.523750]|Att PSSM_3_9 is [<4.932755]|1 112:Att PSSM_-4_12 is [-5.167385,-0.832615]|Att PSSM_-1_3 is [-6.408059,2.408059]|Att PSSM_0_7 is [<-4.673523]|Att PSSM_0_10 is [-2.175660,6.175660]|Att PSSM_0_14 is [>0.998315]|Att PSSM_0_15 is [<-2.319531]|Att PSSM_1_1 is [-5.632442,2.314364]|Att PSSM_2_9 is [<5.429118]|Att PSSM_2_14 is [-2.474297,5.996737]|Att PSSM_3_10 is [-3.042251,7.042251]|Att PSSM_3_15 is [-5.912191,-0.087809]|1 113:Att PSSM_-4_2 is [-5.879400,1.879400]|Att PSSM_-3_7 is [-1.086150,-0.142886]|Att PSSM_-2_7 is [-5.093946,5.293337]|Att PSSM_0_12 is [<-2.663785]|Att PSSM_0_13 is [>-2.931912]|Att PSSM_0_18 is [<5.117958]|Att PSSM_0_19 is [-5.568584,1.925942]|Att PSSM_1_4 is [<-2.948177]|Att PSSM_1_15 is [<6.828465]|Att PSSM_2_14 is [-2.726182,8.726182]|1 114:Att PSSM_-3_12 is [-4.884520,-2.853972]|Att PSSM_-2_2 is [-5.137137,-1.172851]|Att PSSM_-2_13 is [-6.678620,5.871862]|Att PSSM_-1_7 is [-6.173883,-0.025813]|Att PSSM_-1_10 is [>1.786078]|Att PSSM_0_3 is [-3.262761,4.969744]|Att PSSM_0_12 is [-4.570945,-2.013765]|Att PSSM_1_13 is [-5.795993,8.005786]|Att PSSM_3_17 is [-1.573789,4.117049]|1 115:Att PSSM_-3_2 is [-6.139765,-1.860235]|Att PSSM_-3_5 is [-6.828715,4.711534]|Att PSSM_-2_8 is [<1.715158]|Att PSSM_-1_18 is [<9.749086]|Att PSSM_0_4 is [<-1.004010]|Att PSSM_0_12 is [<-2.397910]|Att PSSM_0_13 is [-3.245411,8.838641]|Att PSSM_1_6 is [-6.794276,-1.205724]|Att PSSM_3_14 is [-1.079632,-0.014914]|Att PSSM_3_16 is [-3.605310,3.605310]|Att PSSM_4_15 is [<-1.648374]|1 116:Att PSSM_-2_2 is [<2.437631]|Att PSSM_-2_7 is [<-2.545708]|Att PSSM_0_4 is [<-3.707853]|Att PSSM_1_8 is [>-1.107712]|Att PSSM_1_12 is [-6.134964,-2.945851]|Att PSSM_1_17 is [-2.324814,4.468591]|Att PSSM_2_4 is [-5.675230,1.675230]|Att PSSM_2_12 is [<3.924625]|Att PSSM_3_12 is [<-1.632956]|Att PSSM_4_14 is [<7.388307]|1 117:Att PSSM_-4_8 is [-4.496835,6.496835]|Att PSSM_0_2 is [<-0.154295]|Att PSSM_0_7 is [-6.332927,-3.460573]|Att PSSM_0_14 is [>-6.529229]|Att PSSM_0_15 is [-6.849226,2.849226]|Att PSSM_0_16 is [-4.730078,3.993325]|Att PSSM_1_11 is [-2.531619,6.192078]|Att PSSM_3_8 is [<2.571859]|Att PSSM_3_11 is [<2.593872]|Att PSSM_3_12 is [<-0.271659]|Att PSSM_4_12 is [<-2.906101]|Att PSSM_4_16 is [-1.432089,5.432089]|1 118:Att PSSM_-4_4 is [<0.362578]|Att PSSM_-3_6 is [>-5.794346]|Att PSSM_-2_7 is [-5.031384,-3.541581]|Att PSSM_-2_15 is [<3.596645]|Att PSSM_0_2 is [<-1.805134]|Att PSSM_0_4 is [-7.328721,-2.671279]|Att PSSM_0_8 is [-2.645713,1.607555]|Att PSSM_0_9 is [-4.488861,0.414230]|Att PSSM_0_12 is [<-1.805933]|Att PSSM_1_16 is [-4.018390,4.018390]|Att PSSM_2_15 is [-6.067800,3.341034]|Att PSSM_3_15 is [<3.838738]|Att PSSM_4_15 is [-6.554984,2.554984]|1 119:Att PSSM_-4_7 is [-6.851086,1.547517]|Att PSSM_-3_15 is [<3.677783]|Att PSSM_-2_12 is [<-2.856679]|Att PSSM_-1_1 is [-3.667833,5.667833]|Att PSSM_-1_5 is [<4.736011]|Att PSSM_-1_11 is [-4.087420,5.051590]|Att PSSM_-1_12 is [-4.085096,0.085096]|Att PSSM_0_1 is [-0.232835,4.814754]|Att PSSM_0_4 is [-6.064344,-1.935656]|Att PSSM_0_12 is [<-3.216573]|Att PSSM_0_14 is [<1.351092]|1 120:Att PSSM_-4_17 is [<3.333604]|Att PSSM_-4_19 is [-1.826273,8.075828]|Att PSSM_-3_5 is [-4.803151,4.803151]|Att PSSM_-3_7 is [-5.407785,-0.592215]|Att PSSM_0_3 is [-6.861638,-1.138362]|Att PSSM_0_12 is [-6.129730,-1.870270]|Att PSSM_0_19 is [<3.180059]|Att PSSM_1_11 is [-3.175615,6.215744]|Att PSSM_1_18 is [0.671061,8.513659]|Att PSSM_2_7 is [<6.659147]|Att PSSM_3_4 is [<-0.823256]|Att PSSM_4_5 is [<3.928467]|Att PSSM_4_18 is [<7.611859]|1 121:Att PSSM_-3_11 is [<1.995492]|Att PSSM_-2_18 is [>1.473245]|Att PSSM_-1_15 is [<8.739047]|Att PSSM_0_5 is [-1.510771,9.332235]|Att PSSM_0_12 is [-6.729298,-3.282071]|Att PSSM_4_8 is [-5.873507,4.321820]|1 122:Att PSSM_-4_12 is [-5.690475,3.690475]|Att PSSM_-4_20 is [-4.852936,4.802580]|Att PSSM_-3_18 is [-3.548573,8.362373]|Att PSSM_-2_7 is [<-0.809528]|Att PSSM_-1_19 is [-6.225869,7.970822]|Att PSSM_0_2 is [<-2.575157]|Att PSSM_0_7 is [<-1.567348]|Att PSSM_1_4 is [<-1.553559]|Att PSSM_2_2 is [<-1.290880]|Att PSSM_2_14 is [>-2.191368]|Att PSSM_3_12 is [-4.183712,-2.395880]|1 123:Att PSSM_-4_11 is [<3.146807]|Att PSSM_-3_7 is [<1.522209]|Att PSSM_-2_1 is [<5.102079]|Att PSSM_-1_6 is [<1.120595]|Att PSSM_0_4 is [-7.614286,-4.204200]|Att PSSM_0_9 is [<-4.511233]|Att PSSM_0_18 is [>-2.608828]|Att PSSM_3_20 is [>-1.455467]|1 124:Att PSSM_-4_4 is [<-1.556423]|Att PSSM_-2_12 is [-6.277241,-1.220641]|Att PSSM_-1_10 is [>-0.840942]|Att PSSM_-1_19 is [<5.367521]|Att PSSM_0_7 is [<-3.275978]|Att PSSM_0_12 is [-6.448924,6.711367]|Att PSSM_1_15 is [-6.947033,-1.052967]|Att PSSM_1_16 is [>-5.731270]|Att PSSM_2_16 is [<1.301298]|Att PSSM_3_4 is [<-1.685950]|Att PSSM_4_12 is [<0.845398]|1 125:Att PSSM_-1_12 is [<-0.838926]|Att PSSM_-1_13 is [<4.267271]|Att PSSM_0_12 is [<-3.005445]|Att PSSM_1_4 is [-6.387501,-4.152628]|Att PSSM_2_12 is [-5.303995,4.378142]|Att PSSM_3_7 is [<-1.782080]|Att PSSM_3_11 is [-3.401870,3.627454]|Att PSSM_4_11 is [<5.207456]|1 126:Att PSSM_-3_18 is [<3.704514]|Att PSSM_-2_6 is [<-2.168916]|Att PSSM_-1_5 is [-5.257721,4.034246]|Att PSSM_-1_12 is [<-2.281153]|Att PSSM_-1_13 is [-3.144254,9.713181]|Att PSSM_0_12 is [<-0.757647]|Att PSSM_0_13 is [-6.795325,10.853787]|Att PSSM_1_10 is [-3.148346,6.214712]|Att PSSM_2_6 is [<-2.732691]|Att PSSM_3_9 is [<7.777690]|Att PSSM_4_2 is [<-3.405774]|1 127:Att PSSM_-4_12 is [<-2.738560]|Att PSSM_-3_7 is [-6.551103,0.551103]|Att PSSM_-2_20 is [-1.701955,5.487649]|Att PSSM_-1_6 is [-4.012103,8.606131]|Att PSSM_-1_11 is [<2.139025]|Att PSSM_0_4 is [-5.132008,-0.867992]|Att PSSM_0_7 is [<-2.605862]|Att PSSM_0_12 is [-6.153579,-1.849990]|Att PSSM_1_7 is [-6.906308,-1.146428]|Att PSSM_2_6 is [-5.797701,1.171250]|Att PSSM_3_6 is [-6.282505,-0.165682]|Att PSSM_3_12 is [-6.144368,3.699353]|Att PSSM_4_5 is [<2.734103]|Att PSSM_4_19 is [-6.051848,4.924605]|1 128:Att PSSM_-4_12 is [<-0.071903]|Att PSSM_-1_2 is [-6.117333,6.638513]|Att PSSM_-1_13 is [-2.299018,4.845714]|Att PSSM_0_4 is [<5.386013]|Att PSSM_0_12 is [<-3.949434]|Att PSSM_1_20 is [0.983749,5.487689]|Att PSSM_3_19 is [<4.670152]|Att PSSM_4_12 is [-6.292634,-1.217390]|1 129:Att PSSM_-4_2 is [<3.544322]|Att PSSM_-3_10 is [>-3.810166]|Att PSSM_-3_11 is [-3.079351,5.119584]|Att PSSM_-2_11 is [<6.791351]|Att PSSM_-2_12 is [-6.514372,5.052646]|Att PSSM_-1_7 is [-5.365464,1.805509]|Att PSSM_-1_18 is [-2.779251,6.719061]|Att PSSM_0_2 is [<-1.568062]|Att PSSM_0_4 is [-7.962478,-4.358296]|Att PSSM_1_6 is [-5.735327,6.021308]|Att PSSM_1_8 is [<2.470345]|Att PSSM_1_18 is [-3.717391,7.717391]|1 130:Att PSSM_-4_7 is [<-0.554547]|Att PSSM_-2_7 is [-5.761182,4.770669]|Att PSSM_-1_5 is [-5.503541,6.831460]|Att PSSM_0_1 is [3.010807,6.606817]|Att PSSM_0_6 is [<-1.296406]|Att PSSM_4_13 is [1.404680,10.999429]|1 131:Att PSSM_-2_10 is [<7.652009]|Att PSSM_-2_15 is [-5.783410,-0.216590]|Att PSSM_-1_10 is [>-0.830847]|Att PSSM_0_4 is [-7.766635,0.106247]|Att PSSM_0_12 is [-5.586223,-1.685327]|Att PSSM_1_15 is [<-0.263498]|Att PSSM_1_16 is [-0.663605,4.301128]|Att PSSM_2_12 is [-6.002671,-1.997329]|Att PSSM_2_16 is [<3.261825]|Att PSSM_3_12 is [<-1.355241]|Att PSSM_4_7 is [<-1.932684]|Att PSSM_4_19 is [-5.084920,7.231434]|1 132:Att PSSM_-4_18 is [-7.801025,1.801025]|Att PSSM_-3_6 is [-4.740235,4.850486]|Att PSSM_-1_5 is [0.837429,4.138832]|Att PSSM_0_7 is [<-2.780769]|Att PSSM_0_15 is [-6.191548,5.033626]|Att PSSM_0_20 is [-3.518376,4.621727]|Att PSSM_1_7 is [<-1.494002]|Att PSSM_1_13 is [<3.313672]|Att PSSM_1_18 is [-4.665534,-1.308091]|Att PSSM_4_4 is [-6.386094,2.817101]|1 133:Att PSSM_-3_8 is [<-0.490244]|Att PSSM_-1_4 is [-7.712463,0.296938]|Att PSSM_-1_5 is [-3.098073,10.367184]|Att PSSM_0_6 is [<-2.316267]|Att PSSM_0_12 is [<-0.250964]|Att PSSM_1_5 is [0.832246,7.656030]|Att PSSM_1_14 is [-2.575136,4.673012]|Att PSSM_2_15 is [-5.684891,1.583424]|Att PSSM_2_17 is [<4.109246]|Att PSSM_4_6 is [-5.806832,8.060859]|1 134:Att PSSM_-3_12 is [-4.904083,-1.095917]|Att PSSM_-3_15 is [<2.094119]|Att PSSM_-2_17 is [-5.722644,1.491603]|Att PSSM_-1_7 is [<-0.888126]|Att PSSM_-1_14 is [<2.933591]|Att PSSM_0_4 is [-7.655819,-3.357736]|Att PSSM_0_19 is [<5.281908]|Att PSSM_1_7 is [<-2.255629]|Att PSSM_2_6 is [-4.171083,6.171083]|Att PSSM_2_15 is [<2.583319]|Att PSSM_3_9 is [-4.856937,2.900434]|Att PSSM_3_16 is [-5.576816,4.030235]|Att PSSM_4_3 is [>-3.334114]|Att PSSM_4_12 is [-5.122297,-1.774690]|1 135:Att PSSM_-4_4 is [<2.947766]|Att PSSM_-4_6 is [<-0.170429]|Att PSSM_-3_12 is [<1.328922]|Att PSSM_-3_13 is [0.237677,5.020795]|Att PSSM_-2_1 is [<4.474346]|Att PSSM_0_2 is [-5.929474,-2.070526]|Att PSSM_0_4 is [<1.441532]|Att PSSM_0_15 is [-6.437512,-1.562487]|Att PSSM_0_19 is [-4.360092,3.479462]|Att PSSM_1_4 is [-4.812674,0.812674]|Att PSSM_1_14 is [-2.052436,2.868359]|Att PSSM_4_14 is [-6.223526,-1.776474]|1 136:Att PSSM_-3_6 is [-5.842172,-0.157829]|Att PSSM_-2_2 is [-2.810608,7.860847]|Att PSSM_-2_5 is [<1.615286]|Att PSSM_-2_18 is [<6.510883]|Att PSSM_0_4 is [-6.235779,-1.764221]|Att PSSM_0_8 is [-6.163383,0.163383]|Att PSSM_0_12 is [<-2.035310]|Att PSSM_1_4 is [-6.378988,-0.500788]|Att PSSM_2_6 is [>-6.703465]|Att PSSM_2_16 is [-4.453982,1.873824]|Att PSSM_3_1 is [1.240332,6.937984]|Att PSSM_3_15 is [-5.675406,4.065480]|Att PSSM_4_8 is [<3.932852]|Att PSSM_4_12 is [<-1.805665]|1 137:Att PSSM_-2_7 is [<-1.530139]|Att PSSM_-1_7 is [<2.816747]|Att PSSM_-1_14 is [>-4.597896]|Att PSSM_0_4 is [<-0.012213]|Att PSSM_0_6 is [-5.622495,-2.882933]|Att PSSM_0_10 is [>4.119181]|Att PSSM_0_12 is [<-0.085106]|Att PSSM_3_11 is [-6.172461,1.871653]|Att PSSM_4_7 is [<-0.912897]|Att PSSM_4_18 is [-5.153728,9.609780]|1 138:Att PSSM_-3_7 is [-4.468290,-1.310487]|Att PSSM_-2_6 is [<5.966684]|Att PSSM_-2_7 is [<4.310877]|Att PSSM_-2_9 is [-6.862957,-1.137043]|Att PSSM_-1_2 is [<2.533072]|Att PSSM_-1_12 is [-6.214581,-1.785419]|Att PSSM_-1_13 is [-0.515939,8.515939]|Att PSSM_0_3 is [-5.285917,-2.550117]|Att PSSM_0_7 is [-6.567939,-1.432061]|Att PSSM_1_7 is [<-0.748492]|Att PSSM_2_9 is [<0.927040]|Att PSSM_2_12 is [-6.080325,3.384190]|Att PSSM_3_12 is [<-0.997656]|1 139:Att PSSM_-3_19 is [<7.001983]|Att PSSM_-2_18 is [<7.022484]|Att PSSM_-1_3 is [-6.951599,-1.931736]|Att PSSM_0_7 is [<-4.089454]|Att PSSM_0_14 is [<4.060974]|Att PSSM_1_17 is [-5.260859,3.485161]|Att PSSM_1_18 is [<3.868416]|Att PSSM_1_20 is [-2.504000,5.689710]|Att PSSM_2_14 is [-6.291072,8.862194]|Att PSSM_4_6 is [-5.315623,-0.684377]|1 140:Att PSSM_-4_12 is [-6.284325,-1.715675]|Att PSSM_-3_9 is [<-4.125954]|Att PSSM_-3_20 is [>1.517849]|Att PSSM_0_12 is [-5.230729,-3.162642]|Att PSSM_0_18 is [<4.235769]|Att PSSM_3_5 is [-5.221458,9.148875]|Att PSSM_4_9 is [<3.385963]|1 141:Att PSSM_-4_7 is [<-0.840487]|Att PSSM_-4_20 is [-3.859289,5.859289]|Att PSSM_-2_15 is [<2.987772]|Att PSSM_-1_7 is [-4.777270,0.777270]|Att PSSM_-1_17 is [>-4.470838]|Att PSSM_-1_18 is [1.384355,11.960653]|Att PSSM_0_4 is [<0.764515]|Att PSSM_0_12 is [<-1.798948]|Att PSSM_1_4 is [<-2.898007]|Att PSSM_1_15 is [<1.692250]|Att PSSM_2_15 is [-5.680396,-0.319604]|Att PSSM_4_9 is [<0.687574]|1 142:Att PSSM_-3_2 is [-4.320755,1.605637]|Att PSSM_-3_12 is [<3.714831]|Att PSSM_0_5 is [-5.716259,3.067860]|Att PSSM_0_12 is [<-2.603443]|Att PSSM_0_15 is [-6.102584,-2.219658]|Att PSSM_1_14 is [-5.922629,7.143813]|Att PSSM_1_15 is [<-0.980326]|Att PSSM_2_4 is [<3.093233]|Att PSSM_3_1 is [2.617621,6.020147]|Att PSSM_4_7 is [<-0.474024]|Att PSSM_4_10 is [>-4.194264]|1 143:Att PSSM_-4_2 is [<-0.217803]|Att PSSM_-4_3 is [-5.900403,8.844956]|Att PSSM_-4_12 is [-5.820141,0.135884]|Att PSSM_-4_18 is [<-3.177540]|Att PSSM_-3_4 is [-6.065510,1.667568]|Att PSSM_-3_6 is [<-0.808021]|Att PSSM_-3_15 is [<8.922883]|Att PSSM_-2_18 is [<5.414459]|Att PSSM_-1_5 is [-2.023136,5.621774]|Att PSSM_0_12 is [<-2.372397]|Att PSSM_1_15 is [-5.319294,-0.680706]|Att PSSM_3_12 is [-5.811237,-1.766891]|Att PSSM_4_7 is [-6.693346,-1.306654]|1 144:Att PSSM_-4_1 is [>-5.522463]|Att PSSM_-4_5 is [<5.939352]|Att PSSM_-4_7 is [<2.005207]|Att PSSM_-2_18 is [>-2.190133]|Att PSSM_-1_9 is [<5.521616]|Att PSSM_0_5 is [-2.688514,4.955267]|Att PSSM_0_6 is [<-2.878283]|Att PSSM_1_7 is [-6.196382,0.196382]|Att PSSM_1_15 is [<-0.856704]|Att PSSM_2_10 is [-2.083197,4.735918]|Att PSSM_2_12 is [<-1.342747]|1 145:Att PSSM_-4_14 is [-3.110071,3.110071]|Att PSSM_-1_14 is [<3.637352]|Att PSSM_0_7 is [-4.492958,-3.732627]|Att PSSM_2_8 is [<3.687216]|Att PSSM_3_12 is [-4.887580,-1.112420]|Att PSSM_3_14 is [-1.233049,7.233049]|Att PSSM_4_8 is [-6.378304,2.627898]|Att PSSM_4_10 is [0.869201,5.130799]|1 146:Att PSSM_-1_7 is [<0.861948]|Att PSSM_0_12 is [-6.392541,-3.576000]|Att PSSM_0_15 is [<2.208520]|Att PSSM_1_18 is [>-4.680343]|Att PSSM_2_19 is [-1.901615,7.637119]|Att PSSM_3_10 is [-2.790675,3.025636]|Att PSSM_4_12 is [-5.842930,-0.755199]|1 147:Att PSSM_-2_4 is [-6.419895,0.285075]|Att PSSM_-2_5 is [-2.563993,8.904799]|Att PSSM_-2_8 is [<6.747010]|Att PSSM_-1_8 is [<4.974437]|Att PSSM_-1_12 is [-5.646731,-0.353268]|Att PSSM_0_7 is [-6.870161,-1.129839]|Att PSSM_0_9 is [<1.746865]|Att PSSM_0_14 is [-2.618889,2.608486]|Att PSSM_1_12 is [<-2.532025]|Att PSSM_2_2 is [<-2.685845]|1 148:Att PSSM_-4_3 is [-0.581788,5.376886]|Att PSSM_-4_4 is [0.024940,5.975060]|Att PSSM_-4_20 is [-3.080763,5.080763]|Att PSSM_-3_9 is [<9.412058]|Att PSSM_0_7 is [-6.421862,-3.075229]|Att PSSM_0_20 is [-1.468531,6.469564]|Att PSSM_3_11 is [-1.120119,2.992844]|Att PSSM_4_12 is [-6.987423,-0.297721]|1 149:Att PSSM_-4_12 is [<-0.665881]|Att PSSM_0_1 is [>1.253090]|Att PSSM_0_6 is [<-2.497581]|Att PSSM_1_1 is [-2.011240,6.723928]|Att PSSM_1_9 is [<8.070755]|Att PSSM_1_13 is [-3.794556,7.492939]|Att PSSM_2_13 is [-1.634408,9.704318]|Att PSSM_4_1 is [-1.644873,4.932610]|Att PSSM_4_15 is [-5.292331,-1.295597]|1 150:Att PSSM_-3_3 is [<4.180943]|Att PSSM_-3_4 is [-5.887915,-0.102158]|Att PSSM_0_1 is [>3.152243]|Att PSSM_0_12 is [<-1.846667]|Att PSSM_0_15 is [-5.745023,1.745023]|Att PSSM_0_19 is [-5.666467,0.383792]|Att PSSM_1_3 is [<-2.302254]|Att PSSM_3_4 is [-6.526691,-1.780155]|Att PSSM_4_6 is [-5.073099,5.838588]|Att PSSM_4_15 is [<2.336049]|1 151:Att PSSM_-4_12 is [<-1.722690]|Att PSSM_-2_6 is [<3.859925]|Att PSSM_-2_14 is [-2.926842,4.926842]|Att PSSM_-2_18 is [<5.797933]|Att PSSM_-2_20 is [1.854736,5.026846]|Att PSSM_-1_11 is [-4.190014,5.905554]|Att PSSM_0_7 is [-6.895146,-2.448500]|Att PSSM_0_10 is [-2.661804,5.124858]|Att PSSM_1_4 is [-7.484131,-2.515869]|Att PSSM_1_6 is [<2.776016]|1 152:Default rule -> 0 Train accuracy : 0.794573 Train error : 0.205427 Train not classified : 0.000000 Train For each class: 0: accuracy : 149715 0: error : 14365 0: not classified : 0 1: accuracy : 36722 1: error : 33836 1: not classified : 0 Train Confusion Matrix. Row real class, Column predicted class 0 1 149715 14365 33836 36722 Performance of each classifier: Classifier 0: 245/261=93.869732% Classifier 1: 320/333=96.096096% Classifier 2: 502/560=89.642857% Classifier 3: 794/864=91.898148% Classifier 4: 334/383=87.206266% Classifier 5: 526/607=86.655684% Classifier 6: 268/299=89.632107% Classifier 7: 525/597=87.939698% Classifier 8: 519/598=86.789298% Classifier 9: 224/265=84.528302% Classifier 10: 283/319=88.714734% Classifier 11: 472/533=88.555347% Classifier 12: 592/677=87.444609% Classifier 13: 270/323=83.591331% Classifier 14: 275/320=85.937500% Classifier 15: 231/267=86.516854% Classifier 16: 249/294=84.693878% Classifier 17: 356/433=82.217090% Classifier 18: 296/358=82.681564% Classifier 19: 370/459=80.610022% Classifier 20: 255/301=84.717608% Classifier 21: 320/391=81.841432% Classifier 22: 278/340=81.764706% Classifier 23: 228/287=79.442509% Classifier 24: 260/320=81.250000% Classifier 25: 305/365=83.561644% Classifier 26: 287/365=78.630137% Classifier 27: 261/331=78.851964% Classifier 28: 336/425=79.058824% Classifier 29: 224/268=83.582090% Classifier 30: 293/377=77.718833% Classifier 31: 249/305=81.639344% Classifier 32: 313/393=79.643766% Classifier 33: 387/469=82.515991% Classifier 34: 305/380=80.263158% Classifier 35: 197/265=74.339623% Classifier 36: 289/390=74.102564% Classifier 37: 271/341=79.472141% Classifier 38: 299/382=78.272251% Classifier 39: 406/497=81.690141% Classifier 40: 198/265=74.716981% Classifier 41: 548/717=76.429568% Classifier 42: 197/249=79.116466% Classifier 43: 370/512=72.265625% Classifier 44: 303/410=73.902439% Classifier 45: 310/407=76.167076% Classifier 46: 268/350=76.571429% Classifier 47: 244/319=76.489028% Classifier 48: 277/367=75.476839% Classifier 49: 218/298=73.154362% Classifier 50: 187/256=73.046875% Classifier 51: 387/483=80.124224% Classifier 52: 273/355=76.901408% Classifier 53: 372/481=77.338877% Classifier 54: 277/363=76.308540% Classifier 55: 237/325=72.923077% Classifier 56: 225/302=74.503311% Classifier 57: 242/326=74.233129% Classifier 58: 274/363=75.482094% Classifier 59: 247/335=73.731343% Classifier 60: 297/393=75.572519% Classifier 61: 330/462=71.428571% Classifier 62: 248/343=72.303207% Classifier 63: 178/259=68.725869% Classifier 64: 173/245=70.612245% Classifier 65: 228/330=69.090909% Classifier 66: 202/277=72.924188% Classifier 67: 225/322=69.875776% Classifier 68: 206/286=72.027972% Classifier 69: 219/297=73.737374% Classifier 70: 348/508=68.503937% Classifier 71: 201/301=66.777409% Classifier 72: 224/318=70.440252% Classifier 73: 445/610=72.950820% Classifier 74: 169/243=69.547325% Classifier 75: 248/341=72.727273% Classifier 76: 166/230=72.173913% Classifier 77: 176/247=71.255061% Classifier 78: 198/272=72.794118% Classifier 79: 309/487=63.449692% Classifier 80: 219/329=66.565350% Classifier 81: 297/437=67.963387% Classifier 82: 182/272=66.911765% Classifier 83: 162/240=67.500000% Classifier 84: 174/268=64.925373% Classifier 85: 153/227=67.400881% Classifier 86: 210/330=63.636364% Classifier 87: 200/290=68.965517% Classifier 88: 260/384=67.708333% Classifier 89: 306/467=65.524625% Classifier 90: 207/323=64.086687% Classifier 91: 186/296=62.837838% Classifier 92: 219/326=67.177914% Classifier 93: 150/215=69.767442% Classifier 94: 240/385=62.337662% Classifier 95: 183/294=62.244898% Classifier 96: 194/299=64.882943% Classifier 97: 157/230=68.260870% Classifier 98: 161/244=65.983607% Classifier 99: 201/326=61.656442% Classifier 100: 140/209=66.985646% Classifier 101: 150/246=60.975610% Classifier 102: 149/231=64.502165% Classifier 103: 150/219=68.493151% Classifier 104: 171/269=63.568773% Classifier 105: 174/265=65.660377% Classifier 106: 141/230=61.304348% Classifier 107: 165/245=67.346939% Classifier 108: 193/318=60.691824% Classifier 109: 160/263=60.836502% Classifier 110: 359/584=61.472603% Classifier 111: 147/233=63.090129% Classifier 112: 150/235=63.829787% Classifier 113: 176/287=61.324042% Classifier 114: 137/231=59.307359% Classifier 115: 126/233=54.077253% Classifier 116: 161/234=68.803419% Classifier 117: 204/315=64.761905% Classifier 118: 250/418=59.808612% Classifier 119: 151/257=58.754864% Classifier 120: 219/374=58.556150% Classifier 121: 179/300=59.666667% Classifier 122: 169/260=65.000000% Classifier 123: 134/241=55.601660% Classifier 124: 155/253=61.264822% Classifier 125: 147/233=63.090129% Classifier 126: 130/217=59.907834% Classifier 127: 301/500=60.200000% Classifier 128: 159/280=56.785714% Classifier 129: 213/380=56.052632% Classifier 130: 138/223=61.883408% Classifier 131: 182/310=58.709677% Classifier 132: 148/255=58.039216% Classifier 133: 154/281=54.804270% Classifier 134: 141/246=57.317073% Classifier 135: 163/294=55.442177% Classifier 136: 172/279=61.648746% Classifier 137: 140/237=59.071730% Classifier 138: 136/233=58.369099% Classifier 139: 245/429=57.109557% Classifier 140: 193/344=56.104651% Classifier 141: 124/214=57.943925% Classifier 142: 260/492=52.845528% Classifier 143: 164/279=58.781362% Classifier 144: 171/297=57.575758% Classifier 145: 117/208=56.250000% Classifier 146: 179/312=57.371795% Classifier 147: 184/321=57.320872% Classifier 148: 118/223=52.914798% Classifier 149: 142/239=59.414226% Classifier 150: 149/218=68.348624% Classifier 151: 123/215=57.209302% Classifier 152: 149715/183551=81.565886% Test accuracy : 0.793299 Test error : 0.206701 Test not classified : 0.000000 Test For each class: 0: accuracy : 14796 0: error : 1583 0: not classified : 0 1: accuracy : 3388 1: error : 3155 1: not classified : 0 Test Confusion Matrix. Row real class, Column predicted class 0 1 14796 1583 3155 3388 Performance of each classifier: Classifier 0: 49/52=94.230769% Classifier 1: 45/48=93.750000% Classifier 2: 45/54=83.333333% Classifier 3: 101/116=87.068966% Classifier 4: 38/39=97.435897% Classifier 5: 37/43=86.046512% Classifier 6: 26/30=86.666667% Classifier 7: 58/69=84.057971% Classifier 8: 52/54=96.296296% Classifier 9: 29/35=82.857143% Classifier 10: 33/36=91.666667% Classifier 11: 48/59=81.355932% Classifier 12: 58/66=87.878788% Classifier 13: 32/41=78.048780% Classifier 14: 28/33=84.848485% Classifier 15: 26/30=86.666667% Classifier 16: 23/27=85.185185% Classifier 17: 32/37=86.486486% Classifier 18: 28/36=77.777778% Classifier 19: 39/46=84.782609% Classifier 20: 19/25=76.000000% Classifier 21: 19/23=82.608696% Classifier 22: 29/34=85.294118% Classifier 23: 32/38=84.210526% Classifier 24: 31/37=83.783784% Classifier 25: 21/25=84.000000% Classifier 26: 21/24=87.500000% Classifier 27: 22/26=84.615385% Classifier 28: 30/37=81.081081% Classifier 29: 21/25=84.000000% Classifier 30: 23/32=71.875000% Classifier 31: 22/23=95.652174% Classifier 32: 34/40=85.000000% Classifier 33: 28/40=70.000000% Classifier 34: 28/37=75.675676% Classifier 35: 22/30=73.333333% Classifier 36: 33/47=70.212766% Classifier 37: 27/37=72.972973% Classifier 38: 27/38=71.052632% Classifier 39: 26/37=70.270270% Classifier 40: 20/27=74.074074% Classifier 41: 60/89=67.415730% Classifier 42: 15/22=68.181818% Classifier 43: 25/42=59.523810% Classifier 44: 23/30=76.666667% Classifier 45: 36/45=80.000000% Classifier 46: 14/22=63.636364% Classifier 47: 15/24=62.500000% Classifier 48: 24/34=70.588235% Classifier 49: 21/30=70.000000% Classifier 50: 17/24=70.833333% Classifier 51: 30/42=71.428571% Classifier 52: 19/34=55.882353% Classifier 53: 24/36=66.666667% Classifier 54: 29/34=85.294118% Classifier 55: 25/38=65.789474% Classifier 56: 8/15=53.333333% Classifier 57: 24/35=68.571429% Classifier 58: 18/25=72.000000% Classifier 59: 30/38=78.947368% Classifier 60: 14/29=48.275862% Classifier 61: 31/46=67.391304% Classifier 62: 36/50=72.000000% Classifier 63: 13/23=56.521739% Classifier 64: 32/45=71.111111% Classifier 65: 18/27=66.666667% Classifier 66: 16/24=66.666667% Classifier 67: 21/33=63.636364% Classifier 68: 11/23=47.826087% Classifier 69: 15/22=68.181818% Classifier 70: 30/47=63.829787% Classifier 71: 16/26=61.538462% Classifier 72: 30/42=71.428571% Classifier 73: 24/39=61.538462% Classifier 74: 9/16=56.250000% Classifier 75: 19/40=47.500000% Classifier 76: 13/19=68.421053% Classifier 77: 19/24=79.166667% Classifier 78: 20/26=76.923077% Classifier 79: 37/58=63.793103% Classifier 80: 16/26=61.538462% Classifier 81: 29/45=64.444444% Classifier 82: 12/22=54.545455% Classifier 83: 13/20=65.000000% Classifier 84: 17/29=58.620690% Classifier 85: 14/16=87.500000% Classifier 86: 14/23=60.869565% Classifier 87: 22/34=64.705882% Classifier 88: 39/54=72.222222% Classifier 89: 36/54=66.666667% Classifier 90: 13/18=72.222222% Classifier 91: 12/24=50.000000% Classifier 92: 17/32=53.125000% Classifier 93: 7/14=50.000000% Classifier 94: 10/25=40.000000% Classifier 95: 16/29=55.172414% Classifier 96: 18/35=51.428571% Classifier 97: 18/28=64.285714% Classifier 98: 13/17=76.470588% Classifier 99: 14/26=53.846154% Classifier 100: 8/15=53.333333% Classifier 101: 14/19=73.684211% Classifier 102: 14/24=58.333333% Classifier 103: 14/20=70.000000% Classifier 104: 8/16=50.000000% Classifier 105: 15/26=57.692308% Classifier 106: 11/18=61.111111% Classifier 107: 16/26=61.538462% Classifier 108: 10/32=31.250000% Classifier 109: 20/28=71.428571% Classifier 110: 23/45=51.111111% Classifier 111: 19/27=70.370370% Classifier 112: 14/23=60.869565% Classifier 113: 11/27=40.740741% Classifier 114: 13/24=54.166667% Classifier 115: 13/20=65.000000% Classifier 116: 14/29=48.275862% Classifier 117: 21/37=56.756757% Classifier 118: 23/42=54.761905% Classifier 119: 16/25=64.000000% Classifier 120: 25/42=59.523810% Classifier 121: 28/45=62.222222% Classifier 122: 14/22=63.636364% Classifier 123: 17/25=68.000000% Classifier 124: 9/24=37.500000% Classifier 125: 15/26=57.692308% Classifier 126: 18/24=75.000000% Classifier 127: 17/42=40.476190% Classifier 128: 21/33=63.636364% Classifier 129: 19/35=54.285714% Classifier 130: 12/24=50.000000% Classifier 131: 13/33=39.393939% Classifier 132: 7/15=46.666667% Classifier 133: 11/24=45.833333% Classifier 134: 6/19=31.578947% Classifier 135: 11/19=57.894737% Classifier 136: 17/31=54.838710% Classifier 137: 12/21=57.142857% Classifier 138: 8/15=53.333333% Classifier 139: 25/43=58.139535% Classifier 140: 17/36=47.222222% Classifier 141: 19/32=59.375000% Classifier 142: 33/55=60.000000% Classifier 143: 10/22=45.454545% Classifier 144: 23/40=57.500000% Classifier 145: 15/29=51.724138% Classifier 146: 26/41=63.414634% Classifier 147: 14/33=42.424242% Classifier 148: 10/17=58.823529% Classifier 149: 12/26=46.153846% Classifier 150: 6/17=35.294118% Classifier 151: 8/16=50.000000% Classifier 152: 14796/17951=82.424377% Total time: 3902.84 3909.39