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 601043113 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_-2_20 Def:real Attribute 59 real valued Attribute 60:Name PSSM_-1_1 Def:real Attribute 60 real valued Attribute 61:Name PSSM_-1_2 Def:real Attribute 61 real valued Attribute 62:Name PSSM_-1_3 Def:real Attribute 62 real valued Attribute 63:Name PSSM_-1_4 Def:real Attribute 63 real valued Attribute 64:Name PSSM_-1_5 Def:real Attribute 64 real valued Attribute 65:Name PSSM_-1_6 Def:real Attribute 65 real valued Attribute 66:Name PSSM_-1_7 Def:real Attribute 66 real valued Attribute 67:Name PSSM_-1_8 Def:real Attribute 67 real valued Attribute 68:Name PSSM_-1_9 Def:real Attribute 68 real valued Attribute 69:Name PSSM_-1_10 Def:real Attribute 69 real valued Attribute 70:Name PSSM_-1_11 Def:real Attribute 70 real valued Attribute 71:Name PSSM_-1_12 Def:real Attribute 71 real valued Attribute 72:Name PSSM_-1_13 Def:real Attribute 72 real valued Attribute 73:Name PSSM_-1_14 Def:real Attribute 73 real valued Attribute 74:Name PSSM_-1_15 Def:real Attribute 74 real valued Attribute 75:Name PSSM_-1_16 Def:real Attribute 75 real valued Attribute 76:Name PSSM_-1_17 Def:real Attribute 76 real valued Attribute 77:Name PSSM_-1_18 Def:real Attribute 77 real valued Attribute 78:Name PSSM_-1_19 Def:real Attribute 78 real valued Attribute 79:Name PSSM_-1_20 Def:real Attribute 79 real valued Attribute 80:Name PSSM_0_1 Def:real Attribute 80 real valued Attribute 81:Name PSSM_0_2 Def:real Attribute 81 real valued Attribute 82:Name PSSM_0_3 Def:real Attribute 82 real valued Attribute 83:Name PSSM_0_4 Def:real Attribute 83 real valued Attribute 84:Name PSSM_0_5 Def:real Attribute 84 real valued Attribute 85:Name PSSM_0_6 Def:real Attribute 85 real valued Attribute 86:Name PSSM_0_7 Def:real Attribute 86 real valued Attribute 87:Name PSSM_0_8 Def:real Attribute 87 real valued Attribute 88:Name PSSM_0_9 Def:real Attribute 88 real valued Attribute 89:Name PSSM_0_10 Def:real Attribute 89 real valued Attribute 90:Name PSSM_0_11 Def:real Attribute 90 real valued Attribute 91:Name PSSM_0_12 Def:real Attribute 91 real valued Attribute 92:Name PSSM_0_13 Def:real Attribute 92 real valued Attribute 93:Name PSSM_0_14 Def:real Attribute 93 real valued Attribute 94:Name PSSM_0_15 Def:real Attribute 94 real valued Attribute 95:Name PSSM_0_16 Def:real Attribute 95 real valued Attribute 96:Name PSSM_0_17 Def:real Attribute 96 real valued Attribute 97:Name PSSM_0_18 Def:real Attribute 97 real valued Attribute 98:Name PSSM_0_19 Def:real Attribute 98 real valued Attribute 99:Name PSSM_0_20 Def:real Attribute 99 real valued Attribute 100:Name PSSM_1_1 Def:real Attribute 100 real valued Attribute 101:Name PSSM_1_2 Def:real Attribute 101 real valued Attribute 102:Name PSSM_1_3 Def:real Attribute 102 real valued Attribute 103:Name PSSM_1_4 Def:real Attribute 103 real valued Attribute 104:Name PSSM_1_5 Def:real Attribute 104 real valued Attribute 105:Name PSSM_1_6 Def:real Attribute 105 real valued Attribute 106:Name PSSM_1_7 Def:real Attribute 106 real valued Attribute 107:Name PSSM_1_8 Def:real Attribute 107 real valued Attribute 108:Name PSSM_1_9 Def:real Attribute 108 real valued Attribute 109:Name PSSM_1_10 Def:real Attribute 109 real valued Attribute 110:Name PSSM_1_11 Def:real Attribute 110 real valued Attribute 111:Name PSSM_1_12 Def:real Attribute 111 real valued Attribute 112:Name PSSM_1_13 Def:real Attribute 112 real valued Attribute 113:Name PSSM_1_14 Def:real Attribute 113 real valued Attribute 114:Name PSSM_1_15 Def:real Attribute 114 real valued Attribute 115:Name PSSM_1_16 Def:real Attribute 115 real valued Attribute 116:Name PSSM_1_17 Def:real Attribute 116 real valued Attribute 117:Name PSSM_1_18 Def:real Attribute 117 real valued Attribute 118:Name PSSM_1_19 Def:real Attribute 118 real valued Attribute 119:Name PSSM_1_20 Def:real Attribute 119 real valued Attribute 120:Name PSSM_2_1 Def:real Attribute 120 real valued Attribute 121:Name PSSM_2_2 Def:real Attribute 121 real valued Attribute 122:Name PSSM_2_3 Def:real Attribute 122 real valued Attribute 123:Name PSSM_2_4 Def:real Attribute 123 real valued Attribute 124:Name PSSM_2_5 Def:real Attribute 124 real valued Attribute 125:Name PSSM_2_6 Def:real Attribute 125 real valued Attribute 126:Name PSSM_2_7 Def:real Attribute 126 real valued Attribute 127:Name PSSM_2_8 Def:real Attribute 127 real valued Attribute 128:Name PSSM_2_9 Def:real Attribute 128 real valued Attribute 129:Name PSSM_2_10 Def:real Attribute 129 real valued Attribute 130:Name PSSM_2_11 Def:real Attribute 130 real valued Attribute 131:Name PSSM_2_12 Def:real Attribute 131 real valued Attribute 132:Name PSSM_2_13 Def:real Attribute 132 real valued Attribute 133:Name PSSM_2_14 Def:real Attribute 133 real valued Attribute 134:Name PSSM_2_15 Def:real Attribute 134 real valued Attribute 135:Name PSSM_2_16 Def:real Attribute 135 real valued Attribute 136:Name PSSM_2_17 Def:real Attribute 136 real valued Attribute 137:Name PSSM_2_18 Def:real Attribute 137 real valued Attribute 138:Name PSSM_2_19 Def:real Attribute 138 real valued Attribute 139:Name PSSM_2_20 Def:real Attribute 139 real valued Attribute 140:Name PSSM_3_1 Def:real Attribute 140 real valued Attribute 141:Name PSSM_3_2 Def:real Attribute 141 real valued Attribute 142:Name PSSM_3_3 Def:real Attribute 142 real valued Attribute 143:Name PSSM_3_4 Def:real Attribute 143 real valued Attribute 144:Name PSSM_3_5 Def:real Attribute 144 real valued Attribute 145:Name PSSM_3_6 Def:real Attribute 145 real valued Attribute 146:Name PSSM_3_7 Def:real Attribute 146 real valued Attribute 147:Name PSSM_3_8 Def:real Attribute 147 real valued Attribute 148:Name PSSM_3_9 Def:real Attribute 148 real valued Attribute 149:Name PSSM_3_10 Def:real Attribute 149 real valued Attribute 150:Name PSSM_3_11 Def:real Attribute 150 real valued Attribute 151:Name PSSM_3_12 Def:real Attribute 151 real valued Attribute 152:Name PSSM_3_13 Def:real Attribute 152 real valued Attribute 153:Name PSSM_3_14 Def:real Attribute 153 real valued Attribute 154:Name PSSM_3_15 Def:real Attribute 154 real valued Attribute 155:Name PSSM_3_16 Def:real Attribute 155 real valued Attribute 156:Name PSSM_3_17 Def:real Attribute 156 real valued Attribute 157:Name PSSM_3_18 Def:real Attribute 157 real valued Attribute 158:Name PSSM_3_19 Def:real Attribute 158 real valued Attribute 159:Name PSSM_3_20 Def:real Attribute 159 real valued Attribute 160:Name PSSM_4_1 Def:real Attribute 160 real valued Attribute 161:Name PSSM_4_2 Def:real Attribute 161 real valued Attribute 162:Name PSSM_4_3 Def:real Attribute 162 real valued Attribute 163:Name PSSM_4_4 Def:real Attribute 163 real valued Attribute 164:Name PSSM_4_5 Def:real Attribute 164 real valued Attribute 165:Name PSSM_4_6 Def:real Attribute 165 real valued Attribute 166:Name PSSM_4_7 Def:real Attribute 166 real valued Attribute 167:Name PSSM_4_8 Def:real Attribute 167 real valued Attribute 168:Name PSSM_4_9 Def:real Attribute 168 real valued Attribute 169:Name PSSM_4_10 Def:real Attribute 169 real valued Attribute 170:Name 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 Least frequent class is 1 Most frequent class is 0 Coverage break for class 0 : 0.007150 Coverage break for class 1 : 0.016627 Probability of irrelevant attribute set to 0.916667 Initialization: 40.842999 Memcpy Classifiers: 0.660000 Memcpy Instances: 9.247000 Kernel 1: 0.068000 Kernel 2: 109.961998 Copyback: 0.026000 Sum: 0.017000 Initial population average accuracy1:0.006017 accuracy2:0.292616 Initialization: 7.212000 Memcpy Classifiers: 0.528000 Memcpy Instances: 9.544000 Kernel 1: 0.021000 Kernel 2: 117.352997 Copyback: 0.018000 Sum: 0.026000 It 0,Best ac:0.008097 0.730769 fi:0.368183. Ave ac:0.013498,0.020978 Initialization: 7.259000 Memcpy Classifiers: 0.546000 Memcpy Instances: 9.540000 Kernel 1: 0.021000 Kernel 2: 123.432999 Copyback: 0.018000 Sum: 0.026000 It 1,Best ac:0.008523 0.727273 fi:0.371535. Ave ac:0.017596,0.020822 Initialization: 7.269000 Memcpy Classifiers: 0.506000 Memcpy Instances: 9.504000 Kernel 1: 0.022000 Kernel 2: 118.617996 Copyback: 0.017000 Sum: 0.027000 It 2,Best ac:0.008525 0.816327 fi:0.282482. Ave ac:0.018300,0.020099 Initialization: 6.823000 Memcpy Classifiers: 0.527000 Memcpy Instances: 9.626000 Kernel 1: 0.022000 Kernel 2: 117.355003 Copyback: 0.018000 Sum: 0.027000 It 3,Best ac:0.004901 0.884615 fi:0.233075. Ave ac:0.017842,0.019623 Initialization: 7.141000 Memcpy Classifiers: 0.487000 Memcpy Instances: 9.418000 Kernel 1: 0.023000 Kernel 2: 116.995003 Copyback: 0.018000 Sum: 0.028000 It 4,Best ac:0.007671 0.818182 fi:0.280916. Ave ac:0.016309,0.014556 Initialization: 7.067000 Memcpy Classifiers: 0.484000 Memcpy Instances: 9.447000 Kernel 1: 0.022000 Kernel 2: 116.018997 Copyback: 0.017000 Sum: 0.027000 It 5,Best ac:0.007884 0.860465 fi:0.238559. Ave ac:0.014476,0.016243 Initialization: 7.144000 Memcpy Classifiers: 0.487000 Memcpy Instances: 9.277000 Kernel 1: 0.024000 Kernel 2: 117.489998 Copyback: 0.017000 Sum: 0.030000 It 6,Best ac:0.005113 0.960000 fi:0.139962. Ave ac:0.014178,0.012435 Initialization: 6.877000 Memcpy Classifiers: 0.522000 Memcpy Instances: 9.312000 Kernel 1: 0.023000 Kernel 2: 118.057999 Copyback: 0.018000 Sum: 0.029000 It 7,Best ac:0.006392 0.909091 fi:0.190438. Ave ac:0.013785,0.011163 Initialization: 6.814000 Memcpy Classifiers: 0.549000 Memcpy Instances: 9.453000 Kernel 1: 0.024000 Kernel 2: 118.894997 Copyback: 0.017000 Sum: 0.031000 It 8,Best ac:0.007673 0.923077 fi:0.176019. Ave ac:0.011815,0.010176 Initialization: 7.392000 Memcpy Classifiers: 0.503000 Memcpy Instances: 9.373000 Kernel 1: 0.023000 Kernel 2: 116.752998 Copyback: 0.018000 Sum: 0.031000 It 9,Best ac:0.004902 1.000000 fi:0.117690. Ave ac:0.010883,0.008983 Iteration 10:MDL fitness activated Error 0.117690 TL 0.027908 MDL Theory Length Weight: 1.4056906652 (1) Initialization: 7.174000 Memcpy Classifiers: 0.483000 Memcpy Instances: 10.166000 Kernel 1: 0.023000 Kernel 2: 119.172997 Copyback: 0.017000 Sum: 0.031000 It 10,Best ac:0.007458 1.000000 fi:0.146880. Ave ac:0.012289,0.011067 Initialization: 7.014000 Memcpy Classifiers: 0.443000 Memcpy Instances: 9.215000 Kernel 1: 0.025000 Kernel 2: 109.913002 Copyback: 0.024000 Sum: 0.031000 It 11,Best ac:0.007458 0.921053 fi:0.215433. Ave ac:0.011127,0.008871 Initialization: 6.884000 Memcpy Classifiers: 0.426000 Memcpy Instances: 9.911000 Kernel 1: 0.028000 Kernel 2: 103.461998 Copyback: 0.018000 Sum: 0.034000 It 12,Best ac:0.006606 0.968750 fi:0.165566. Ave ac:0.012558,0.011251 Initialization: 6.818000 Memcpy Classifiers: 0.438000 Memcpy Instances: 9.743000 Kernel 1: 0.023000 Kernel 2: 104.240997 Copyback: 0.017000 Sum: 0.032000 It 13,Best ac:0.007669 0.972973 fi:0.168711. Ave ac:0.011320,0.009357 Initialization: 7.287000 Memcpy Classifiers: 0.430000 Memcpy Instances: 9.237000 Kernel 1: 0.024000 Kernel 2: 98.695000 Copyback: 0.019000 Sum: 0.031000 It 14,Best ac:0.005328 0.961538 fi:0.189787. Ave ac:0.011419,0.009629 Initialization: 7.290000 Memcpy Classifiers: 0.427000 Memcpy Instances: 9.510000 Kernel 1: 0.023000 Kernel 2: 97.489998 Copyback: 0.017000 Sum: 0.033000 It 15,Best ac:0.007884 0.973684 fi:0.169253. Ave ac:0.010402,0.008359 Initialization: 6.936000 Memcpy Classifiers: 0.428000 Memcpy Instances: 9.600000 Kernel 1: 0.022000 Kernel 2: 95.973999 Copyback: 0.018000 Sum: 0.035000 It 16,Best ac:0.005114 1.000000 fi:0.135572. Ave ac:0.009690,0.007850 Initialization: 8.103000 Memcpy Classifiers: 0.458000 Memcpy Instances: 9.679000 Kernel 1: 0.028000 Kernel 2: 97.008003 Copyback: 0.017000 Sum: 0.032000 It 17,Best ac:0.007033 1.000000 fi:0.139212. Ave ac:0.008680,0.006622 Initialization: 6.872000 Memcpy Classifiers: 0.435000 Memcpy Instances: 10.009000 Kernel 1: 0.023000 Kernel 2: 93.095001 Copyback: 0.017000 Sum: 0.033000 It 18,Best ac:0.006820 0.969697 fi:0.167318. Ave ac:0.008051,0.006354 Initialization: 7.957000 Memcpy Classifiers: 0.411000 Memcpy Instances: 9.334000 Kernel 1: 0.024000 Kernel 2: 91.986000 Copyback: 0.017000 Sum: 0.035000 It 19,Best ac:0.005115 0.960000 fi:0.182188. Ave ac:0.008952,0.007360 Initialization: 6.791000 Memcpy Classifiers: 0.420000 Memcpy Instances: 10.542000 Kernel 1: 0.023000 Kernel 2: 91.166000 Copyback: 0.017000 Sum: 0.034000 It 20,Best ac:0.008097 0.974359 fi:0.161452. Ave ac:0.009210,0.008079 Initialization: 6.923000 Memcpy Classifiers: 0.452000 Memcpy Instances: 9.420000 Kernel 1: 0.023000 Kernel 2: 91.947998 Copyback: 0.017000 Sum: 0.037000 It 21,Best ac:0.008523 1.000000 fi:0.141225. Ave ac:0.009782,0.007543 Initialization: 6.916000 Memcpy Classifiers: 0.457000 Memcpy Instances: 9.397000 Kernel 1: 0.023000 Kernel 2: 90.926003 Copyback: 0.018000 Sum: 0.035000 It 22,Best ac:0.006391 1.000000 fi:0.138760. Ave ac:0.010573,0.006940 Initialization: 7.170000 Memcpy Classifiers: 0.403000 Memcpy Instances: 9.298000 Kernel 1: 0.022000 Kernel 2: 84.625000 Copyback: 0.017000 Sum: 0.035000 It 23,Best ac:0.005753 1.000000 fi:0.136966. Ave ac:0.008735,0.005937 Initialization: 6.881000 Memcpy Classifiers: 0.452000 Memcpy Instances: 9.463000 Kernel 1: 0.024000 Kernel 2: 87.108002 Copyback: 0.018000 Sum: 0.037000 It 24,Best ac:0.007673 1.000000 fi:0.137249. Ave ac:0.008138,0.005624 Initialization: 7.434000 Memcpy Classifiers: 0.771000 Memcpy Instances: 9.421000 Kernel 1: 0.024000 Kernel 2: 86.842003 Copyback: 0.371000 Sum: 0.037000 It 25,Best ac:0.005540 1.000000 fi:0.139680. Ave ac:0.008127,0.006289 MDL Theory Length Weight: 1.2651215987 (10) Initialization: 8.252000 Memcpy Classifiers: 0.392000 Memcpy Instances: 9.612000 Kernel 1: 0.023000 Kernel 2: 85.371002 Copyback: 0.017000 Sum: 0.039000 It 26,Best ac:0.005541 1.000000 fi:0.132293. Ave ac:0.008138,0.005942 Initialization: 7.322000 Memcpy Classifiers: 0.388000 Memcpy Instances: 9.653000 Kernel 1: 0.023000 Kernel 2: 83.941002 Copyback: 0.018000 Sum: 0.033000 It 27,Best ac:0.005754 1.000000 fi:0.136527. Ave ac:0.006514,0.004094 Initialization: 6.913000 Memcpy Classifiers: 0.389000 Memcpy Instances: 9.752000 Kernel 1: 0.024000 Kernel 2: 84.044998 Copyback: 0.017000 Sum: 0.036000 It 28,Best ac:0.007886 1.000000 fi:0.129898. Ave ac:0.006620,0.004863 Initialization: 7.262000 Memcpy Classifiers: 0.409000 Memcpy Instances: 9.725000 Kernel 1: 0.024000 Kernel 2: 85.167000 Copyback: 0.018000 Sum: 0.035000 It 29,Best ac:0.009165 1.000000 fi:0.131803. Ave ac:0.007121,0.005851 Initialization: 7.290000 Memcpy Classifiers: 0.453000 Memcpy Instances: 10.400000 Kernel 1: 0.023000 Kernel 2: 87.667999 Copyback: 0.018000 Sum: 0.047000 It 30,Best ac:0.005966 0.965517 fi:0.166767. Ave ac:0.007847,0.005539 Initialization: 8.312000 Memcpy Classifiers: 0.439000 Memcpy Instances: 10.166000 Kernel 1: 0.023000 Kernel 2: 86.152000 Copyback: 0.017000 Sum: 0.036000 It 31,Best ac:0.007671 1.000000 fi:0.127154. Ave ac:0.008110,0.005971 Initialization: 7.273000 Memcpy Classifiers: 0.406000 Memcpy Instances: 9.578000 Kernel 1: 0.024000 Kernel 2: 84.952003 Copyback: 0.019000 Sum: 0.036000 It 32,Best ac:0.010228 1.000000 fi:0.127564. Ave ac:0.009840,0.006350 Initialization: 6.813000 Memcpy Classifiers: 0.364000 Memcpy Instances: 9.600000 Kernel 1: 0.024000 Kernel 2: 82.757004 Copyback: 0.019000 Sum: 0.037000 It 33,Best ac:0.007245 1.000000 fi:0.129142. Ave ac:0.006090,0.004816 Initialization: 22.802999 Memcpy Instances: 494.273010 Memcpy Classifiers: 0.073000 Kernel 1: 0.025000 Kernel 2: 437.656006 Copyback: 0.016000 Sum: 0.012000 Memcpy Classifiers: 0.075000 Kernel 1: 0.015000 Kernel 2: 437.067993 Copyback: 0.017000 Sum: 0.003000 Memcpy Classifiers: 0.069000 Kernel 1: 0.017000 Kernel 2: 432.761993 Copyback: 0.023000 Sum: 0.004000 Memcpy Classifiers: 0.057000 Kernel 1: 0.023000 Kernel 2: 429.808014 Copyback: 0.022000 Sum: 0.004000 Memcpy Classifiers: 0.070000 Kernel 1: 0.021000 Kernel 2: 443.237000 Copyback: 0.021000 Sum: 0.003000 Memcpy Classifiers: 0.069000 Kernel 1: 0.020000 Kernel 2: 432.746002 Copyback: 0.023000 Sum: 0.004000 Memcpy Classifiers: 0.066000 Kernel 1: 0.022000 Kernel 2: 438.863007 Copyback: 0.019000 Sum: 0.003000 Memcpy Classifiers: 0.054000 Kernel 1: 0.018000 Kernel 2: 436.355011 Copyback: 0.022000 Sum: 0.003000 Memcpy Classifiers: 0.070000 Kernel 1: 0.019000 Kernel 2: 429.290009 Copyback: 0.016000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.014000 Kernel 2: 437.726990 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.015000 Kernel 2: 430.170013 Copyback: 0.024000 Sum: 0.001000 Memcpy Classifiers: 0.056000 Kernel 1: 0.014000 Kernel 2: 430.006012 Copyback: 0.368000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.014000 Kernel 2: 433.032013 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 428.308014 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.061000 Kernel 1: 0.015000 Kernel 2: 259.312988 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.005536 0.923241 fi:0.212453. Ave ac:0.008404,0.030304 Best acc 0.005536 0.923241 Initialization: 6.905000 Memcpy Classifiers: 0.622000 Memcpy Instances: 9.269000 Kernel 1: 0.025000 Kernel 2: 116.074997 Copyback: 0.017000 Sum: 0.036000 Initial population average accuracy1:0.006683 accuracy2:0.301580 Initialization: 7.107000 Memcpy Classifiers: 0.505000 Memcpy Instances: 9.391000 Kernel 1: 0.023000 Kernel 2: 121.296997 Copyback: 0.017000 Sum: 0.043000 It 0,Best ac:0.010867 0.796875 fi:0.301143. Ave ac:0.012791,0.016810 Initialization: 7.083000 Memcpy Classifiers: 0.505000 Memcpy Instances: 9.410000 Kernel 1: 0.023000 Kernel 2: 122.613998 Copyback: 0.018000 Sum: 0.033000 It 1,Best ac:0.005540 0.866667 fi:0.233150. Ave ac:0.017245,0.019100 Initialization: 7.111000 Memcpy Classifiers: 0.487000 Memcpy Instances: 9.410000 Kernel 1: 0.024000 Kernel 2: 120.566002 Copyback: 0.049000 Sum: 0.031000 It 2,Best ac:0.009802 0.718750 fi:0.379626. Ave ac:0.016159,0.016234 Initialization: 7.257000 Memcpy Classifiers: 0.467000 Memcpy Instances: 9.530000 Kernel 1: 0.024000 Kernel 2: 115.339996 Copyback: 0.021000 Sum: 0.030000 It 3,Best ac:0.005115 0.750000 fi:0.349961. Ave ac:0.017728,0.019292 Initialization: 6.904000 Memcpy Classifiers: 0.466000 Memcpy Instances: 9.577000 Kernel 1: 0.023000 Kernel 2: 113.542000 Copyback: 0.018000 Sum: 0.033000 It 4,Best ac:0.005966 0.875000 fi:0.224673. Ave ac:0.018591,0.019516 Initialization: 7.247000 Memcpy Classifiers: 0.465000 Memcpy Instances: 9.519000 Kernel 1: 0.023000 Kernel 2: 111.959999 Copyback: 0.019000 Sum: 0.034000 It 5,Best ac:0.007246 0.829268 fi:0.269972. Ave ac:0.018087,0.017891 Initialization: 7.217000 Memcpy Classifiers: 0.469000 Memcpy Instances: 9.831000 Kernel 1: 0.024000 Kernel 2: 108.801003 Copyback: 0.017000 Sum: 0.032000 It 6,Best ac:0.005327 0.892857 fi:0.207033. Ave ac:0.015919,0.017000 Initialization: 7.312000 Memcpy Classifiers: 0.527000 Memcpy Instances: 9.466000 Kernel 1: 0.024000 Kernel 2: 113.558998 Copyback: 0.019000 Sum: 0.032000 It 7,Best ac:0.005753 0.931034 fi:0.168710. Ave ac:0.014094,0.013972 Initialization: 7.268000 Memcpy Classifiers: 0.462000 Memcpy Instances: 9.587000 Kernel 1: 0.024000 Kernel 2: 113.598999 Copyback: 0.019000 Sum: 0.029000 It 8,Best ac:0.007884 0.925000 fi:0.174026. Ave ac:0.010507,0.010675 Initialization: 7.140000 Memcpy Classifiers: 0.505000 Memcpy Instances: 9.340000 Kernel 1: 0.024000 Kernel 2: 115.181999 Copyback: 0.018000 Sum: 0.031000 It 9,Best ac:0.004688 1.000000 fi:0.156051. Ave ac:0.009772,0.010666 Iteration 10:MDL fitness activated Error 0.156051 TL 0.037563 MDL Theory Length Weight: 1.3848067008 (1) Initialization: 7.284000 Memcpy Classifiers: 0.483000 Memcpy Instances: 9.684000 Kernel 1: 0.024000 Kernel 2: 114.614998 Copyback: 0.018000 Sum: 0.030000 It 10,Best ac:0.005541 0.962963 fi:0.201892. Ave ac:0.009827,0.009339 Initialization: 6.868000 Memcpy Classifiers: 0.504000 Memcpy Instances: 9.629000 Kernel 1: 0.025000 Kernel 2: 112.958000 Copyback: 0.017000 Sum: 0.029000 It 11,Best ac:0.005966 0.965517 fi:0.186960. Ave ac:0.009541,0.008617 Initialization: 6.986000 Memcpy Classifiers: 0.465000 Memcpy Instances: 9.319000 Kernel 1: 0.023000 Kernel 2: 112.070999 Copyback: 0.018000 Sum: 0.030000 It 12,Best ac:0.005540 1.000000 fi:0.153843. Ave ac:0.009326,0.008315 Initialization: 9.077000 Memcpy Classifiers: 0.491000 Memcpy Instances: 9.499000 Kernel 1: 0.026000 Kernel 2: 109.473999 Copyback: 0.017000 Sum: 0.031000 It 13,Best ac:0.007243 0.971429 fi:0.155531. Ave ac:0.009657,0.009151 Initialization: 6.787000 Memcpy Classifiers: 0.479000 Memcpy Instances: 9.519000 Kernel 1: 0.024000 Kernel 2: 107.291000 Copyback: 0.017000 Sum: 0.032000 It 14,Best ac:0.006392 0.967742 fi:0.188978. Ave ac:0.010949,0.010823 Initialization: 7.334000 Memcpy Classifiers: 0.419000 Memcpy Instances: 10.150000 Kernel 1: 0.026000 Kernel 2: 103.504997 Copyback: 0.029000 Sum: 0.027000 It 15,Best ac:0.007032 0.970588 fi:0.169975. Ave ac:0.009331,0.007447 Initialization: 7.042000 Memcpy Classifiers: 0.400000 Memcpy Instances: 9.394000 Kernel 1: 0.025000 Kernel 2: 101.375999 Copyback: 0.018000 Sum: 0.028000 It 16,Best ac:0.005754 0.964286 fi:0.194802. Ave ac:0.008358,0.006888 Initialization: 7.276000 Memcpy Classifiers: 0.419000 Memcpy Instances: 9.216000 Kernel 1: 0.025000 Kernel 2: 102.218002 Copyback: 0.018000 Sum: 0.029000 It 17,Best ac:0.006606 0.885714 fi:0.257887. Ave ac:0.009859,0.006731 Initialization: 6.912000 Memcpy Classifiers: 0.631000 Memcpy Instances: 9.648000 Kernel 1: 0.023000 Kernel 2: 100.564003 Copyback: 0.017000 Sum: 0.030000 It 18,Best ac:0.006179 0.935484 fi:0.206961. Ave ac:0.009296,0.006503 Initialization: 6.646000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.620000 Kernel 1: 0.024000 Kernel 2: 98.774002 Copyback: 0.018000 Sum: 0.031000 It 19,Best ac:0.005327 1.000000 fi:0.148794. Ave ac:0.009045,0.007076 Initialization: 7.552000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.445000 Kernel 1: 0.023000 Kernel 2: 98.067001 Copyback: 0.018000 Sum: 0.031000 It 20,Best ac:0.005327 1.000000 fi:0.171352. Ave ac:0.007138,0.005111 Initialization: 7.219000 Memcpy Classifiers: 0.401000 Memcpy Instances: 9.378000 Kernel 1: 0.024000 Kernel 2: 99.754997 Copyback: 0.018000 Sum: 0.031000 It 21,Best ac:0.005327 0.961538 fi:0.181195. Ave ac:0.008629,0.005501 Initialization: 7.817000 Memcpy Classifiers: 0.401000 Memcpy Instances: 9.586000 Kernel 1: 0.024000 Kernel 2: 98.267998 Copyback: 0.018000 Sum: 0.027000 It 22,Best ac:0.006392 1.000000 fi:0.154119. Ave ac:0.008349,0.004894 Initialization: 7.112000 Memcpy Classifiers: 0.417000 Memcpy Instances: 9.373000 Kernel 1: 0.024000 Kernel 2: 98.440002 Copyback: 0.018000 Sum: 0.031000 It 23,Best ac:0.005540 0.962963 fi:0.180003. Ave ac:0.007025,0.004368 Initialization: 6.894000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.440000 Kernel 1: 0.023000 Kernel 2: 95.387001 Copyback: 0.017000 Sum: 0.032000 It 24,Best ac:0.006607 0.911765 fi:0.232216. Ave ac:0.008368,0.005185 Initialization: 7.351000 Memcpy Classifiers: 0.383000 Memcpy Instances: 9.287000 Kernel 1: 0.026000 Kernel 2: 97.192001 Copyback: 0.017000 Sum: 0.031000 It 25,Best ac:0.004901 1.000000 fi:0.177033. Ave ac:0.007758,0.004607 Initialization: 7.059000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.469000 Kernel 1: 0.022000 Kernel 2: 101.684998 Copyback: 0.018000 Sum: 0.033000 It 26,Best ac:0.009165 0.955556 fi:0.192898. Ave ac:0.010042,0.005706 Initialization: 6.892000 Memcpy Classifiers: 0.388000 Memcpy Instances: 9.481000 Kernel 1: 0.026000 Kernel 2: 98.841003 Copyback: 0.017000 Sum: 0.031000 It 27,Best ac:0.006179 1.000000 fi:0.154191. Ave ac:0.008648,0.005344 Initialization: 7.099000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.390000 Kernel 1: 0.024000 Kernel 2: 99.233002 Copyback: 0.018000 Sum: 0.029000 It 28,Best ac:0.005541 1.000000 fi:0.137267. Ave ac:0.006893,0.004694 Initialization: 6.986000 Memcpy Classifiers: 0.417000 Memcpy Instances: 9.407000 Kernel 1: 0.024000 Kernel 2: 97.142998 Copyback: 0.017000 Sum: 0.032000 It 29,Best ac:0.005966 0.965517 fi:0.180483. Ave ac:0.008228,0.005371 Initialization: 7.137000 Memcpy Classifiers: 0.364000 Memcpy Instances: 9.459000 Kernel 1: 0.024000 Kernel 2: 94.875000 Copyback: 0.020000 Sum: 0.033000 It 30,Best ac:0.007673 1.000000 fi:0.130715. Ave ac:0.008769,0.004837 Initialization: 7.039000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.645000 Kernel 1: 0.023000 Kernel 2: 91.403999 Copyback: 0.369000 Sum: 0.118000 It 31,Best ac:0.006394 0.937500 fi:0.204133. Ave ac:0.007313,0.004245 Initialization: 6.942000 Memcpy Classifiers: 0.360000 Memcpy Instances: 9.552000 Kernel 1: 0.024000 Kernel 2: 94.940002 Copyback: 0.018000 Sum: 0.032000 It 32,Best ac:0.005540 0.962963 fi:0.178154. Ave ac:0.007879,0.005181 Initialization: 6.847000 Memcpy Classifiers: 0.364000 Memcpy Instances: 9.580000 Kernel 1: 0.025000 Kernel 2: 90.412003 Copyback: 0.017000 Sum: 0.034000 It 33,Best ac:0.007246 0.971429 fi:0.173349. Ave ac:0.007496,0.004761 Initialization: 22.778000 Memcpy Instances: 478.432007 Memcpy Classifiers: 0.058000 Kernel 1: 0.025000 Kernel 2: 483.570007 Copyback: 0.016000 Sum: 0.012000 Memcpy Classifiers: 0.053000 Kernel 1: 0.015000 Kernel 2: 495.044006 Copyback: 0.019000 Sum: 0.003000 Memcpy Classifiers: 0.061000 Kernel 1: 0.025000 Kernel 2: 487.082001 Copyback: 0.016000 Sum: 0.001000 Memcpy Classifiers: 0.058000 Kernel 1: 0.014000 Kernel 2: 476.303009 Copyback: 0.016000 Sum: 0.001000 Memcpy Classifiers: 0.059000 Kernel 1: 0.016000 Kernel 2: 510.513000 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.057000 Kernel 1: 0.015000 Kernel 2: 475.695007 Copyback: 0.019000 Sum: 0.003000 Memcpy Classifiers: 0.058000 Kernel 1: 0.019000 Kernel 2: 495.078003 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.057000 Kernel 1: 0.013000 Kernel 2: 481.157013 Copyback: 0.017000 Sum: 0.002000 Memcpy Classifiers: 0.056000 Kernel 1: 0.016000 Kernel 2: 479.798004 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.058000 Kernel 1: 0.013000 Kernel 2: 485.226990 Copyback: 0.016000 Sum: 0.001000 Memcpy Classifiers: 0.058000 Kernel 1: 0.015000 Kernel 2: 497.001007 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.057000 Kernel 1: 0.013000 Kernel 2: 478.136993 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.057000 Kernel 1: 0.013000 Kernel 2: 497.071014 Copyback: 0.368000 Sum: 0.001000 Memcpy Classifiers: 0.057000 Kernel 1: 0.013000 Kernel 2: 481.528992 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.012000 Kernel 2: 286.644989 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.005123 0.906486 fi:0.234773. Ave ac:0.008067,0.029006 Best acc 0.005123 0.906486 Rule:Att PSSM_-2_6 is [-6.993809,1.505555]|Att PSSM_-1_7 is [<-3.564786]|Att PSSM_0_2 is [<-3.472846]|Att PSSM_0_7 is [<-2.310560]|Att PSSM_0_20 is [>-3.613595]|Att PSSM_1_15 is [<-4.372226]|Att PSSM_3_2 is [<-2.848975]|Att PSSM_4_2 is [<-1.170731]|1 Accuracy : 0.704366 0 1 163972 108 69259 1299 Removed 1407 instances. 233231 Instances left. Acc of rule 0.005536-0.923241 Initialization: 6.899000 Memcpy Classifiers: 0.562000 Memcpy Instances: 9.432000 Kernel 1: 0.025000 Kernel 2: 113.586998 Copyback: 0.018000 Sum: 0.033000 Initial population average accuracy1:0.006784 accuracy2:0.288467 Initialization: 6.876000 Memcpy Classifiers: 0.542000 Memcpy Instances: 9.327000 Kernel 1: 0.025000 Kernel 2: 118.031998 Copyback: 0.018000 Sum: 0.111000 It 0,Best ac:0.011790 0.632184 fi:0.465469. Ave ac:0.012623,0.021505 Initialization: 7.096000 Memcpy Classifiers: 0.454000 Memcpy Instances: 9.327000 Kernel 1: 0.025000 Kernel 2: 119.739998 Copyback: 0.018000 Sum: 0.034000 It 1,Best ac:0.016292 0.649573 fi:0.446542. Ave ac:0.014271,0.019501 Initialization: 6.799000 Memcpy Classifiers: 0.417000 Memcpy Instances: 9.641000 Kernel 1: 0.023000 Kernel 2: 115.446999 Copyback: 0.018000 Sum: 0.031000 It 2,Best ac:0.005146 0.705882 fi:0.394046. Ave ac:0.015171,0.018385 Initialization: 6.815000 Memcpy Classifiers: 0.435000 Memcpy Instances: 9.969000 Kernel 1: 0.023000 Kernel 2: 118.647003 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.010077 0.758065 fi:0.340175. Ave ac:0.018702,0.023717 Initialization: 7.154000 Memcpy Classifiers: 0.435000 Memcpy Instances: 9.957000 Kernel 1: 0.025000 Kernel 2: 117.304001 Copyback: 0.017000 Sum: 0.033000 It 4,Best ac:0.012650 0.776316 fi:0.321043. Ave ac:0.016992,0.018487 Initialization: 7.160000 Memcpy Classifiers: 0.418000 Memcpy Instances: 9.447000 Kernel 1: 0.023000 Kernel 2: 110.471001 Copyback: 0.017000 Sum: 0.032000 It 5,Best ac:0.006003 0.848485 fi:0.251150. Ave ac:0.017862,0.020285 Initialization: 6.803000 Memcpy Classifiers: 0.424000 Memcpy Instances: 9.546000 Kernel 1: 0.024000 Kernel 2: 110.462997 Copyback: 0.020000 Sum: 0.035000 It 6,Best ac:0.006002 0.848485 fi:0.251150. Ave ac:0.018897,0.020556 Initialization: 7.223000 Memcpy Classifiers: 0.400000 Memcpy Instances: 9.481000 Kernel 1: 0.024000 Kernel 2: 110.779999 Copyback: 0.017000 Sum: 0.031000 It 7,Best ac:0.009646 0.833333 fi:0.265056. Ave ac:0.015964,0.018540 Initialization: 6.781000 Memcpy Classifiers: 0.775000 Memcpy Instances: 9.146000 Kernel 1: 0.025000 Kernel 2: 111.279999 Copyback: 0.019000 Sum: 0.030000 It 8,Best ac:0.005573 0.962963 fi:0.136819. Ave ac:0.014462,0.015641 Initialization: 7.166000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.287000 Kernel 1: 0.022000 Kernel 2: 109.384003 Copyback: 0.019000 Sum: 0.030000 It 9,Best ac:0.005575 0.928571 fi:0.171210. Ave ac:0.014065,0.015591 Iteration 10:MDL fitness activated Error 0.171210 TL 0.023207 MDL Theory Length Weight: 2.4592254160 (2) Initialization: 7.008000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.211000 Kernel 1: 0.138000 Kernel 2: 108.530998 Copyback: 0.018000 Sum: 0.033000 It 10,Best ac:0.007290 0.918919 fi:0.236093. Ave ac:0.013075,0.012735 Initialization: 7.607000 Memcpy Classifiers: 0.402000 Memcpy Instances: 9.378000 Kernel 1: 0.022000 Kernel 2: 109.278999 Copyback: 0.018000 Sum: 0.034000 It 11,Best ac:0.009646 0.978261 fi:0.172829. Ave ac:0.013333,0.015693 Initialization: 7.007000 Memcpy Classifiers: 0.365000 Memcpy Instances: 9.152000 Kernel 1: 0.022000 Kernel 2: 107.384003 Copyback: 0.017000 Sum: 0.035000 It 12,Best ac:0.006645 0.911765 fi:0.242935. Ave ac:0.012234,0.014786 Initialization: 6.813000 Memcpy Classifiers: 0.349000 Memcpy Instances: 9.875000 Kernel 1: 0.023000 Kernel 2: 105.041000 Copyback: 0.017000 Sum: 0.033000 It 13,Best ac:0.005359 0.925926 fi:0.214740. Ave ac:0.013292,0.013990 Initialization: 7.118000 Memcpy Classifiers: 0.343000 Memcpy Instances: 9.319000 Kernel 1: 0.023000 Kernel 2: 104.211998 Copyback: 0.018000 Sum: 0.035000 It 14,Best ac:0.006645 0.911765 fi:0.220995. Ave ac:0.013465,0.012725 Initialization: 6.852000 Memcpy Classifiers: 0.284000 Memcpy Instances: 10.113000 Kernel 1: 0.023000 Kernel 2: 105.894997 Copyback: 0.017000 Sum: 0.032000 It 15,Best ac:0.007717 0.923077 fi:0.223873. Ave ac:0.010894,0.010553 Initialization: 6.908000 Memcpy Classifiers: 0.305000 Memcpy Instances: 9.995000 Kernel 1: 0.023000 Kernel 2: 106.097000 Copyback: 0.017000 Sum: 0.032000 It 16,Best ac:0.004930 1.000000 fi:0.151355. Ave ac:0.009323,0.008768 Initialization: 7.107000 Memcpy Classifiers: 0.304000 Memcpy Instances: 9.492000 Kernel 1: 0.022000 Kernel 2: 106.546997 Copyback: 0.017000 Sum: 0.032000 It 17,Best ac:0.004931 1.000000 fi:0.158974. Ave ac:0.009586,0.008658 Initialization: 7.286000 Memcpy Classifiers: 0.346000 Memcpy Instances: 9.401000 Kernel 1: 0.025000 Kernel 2: 107.086998 Copyback: 0.017000 Sum: 0.031000 It 18,Best ac:0.007290 0.918919 fi:0.232978. Ave ac:0.008376,0.007021 Initialization: 7.286000 Memcpy Classifiers: 0.304000 Memcpy Instances: 9.987000 Kernel 1: 0.024000 Kernel 2: 105.352997 Copyback: 0.018000 Sum: 0.033000 It 19,Best ac:0.005146 1.000000 fi:0.162797. Ave ac:0.009471,0.007349 Initialization: 7.295000 Memcpy Classifiers: 0.305000 Memcpy Instances: 9.430000 Kernel 1: 0.023000 Kernel 2: 103.408997 Copyback: 0.017000 Sum: 0.033000 It 20,Best ac:0.005146 0.960000 fi:0.183484. Ave ac:0.007478,0.005430 Initialization: 6.816000 Memcpy Classifiers: 0.281000 Memcpy Instances: 9.192000 Kernel 1: 0.025000 Kernel 2: 106.737999 Copyback: 0.017000 Sum: 0.031000 It 21,Best ac:0.004930 1.000000 fi:0.144682. Ave ac:0.008003,0.006214 Initialization: 7.630000 Memcpy Classifiers: 0.309000 Memcpy Instances: 10.500000 Kernel 1: 0.025000 Kernel 2: 103.889999 Copyback: 0.017000 Sum: 0.033000 It 22,Best ac:0.006431 0.967742 fi:0.178487. Ave ac:0.005851,0.004988 Initialization: 6.840000 Memcpy Classifiers: 0.303000 Memcpy Instances: 9.205000 Kernel 1: 0.023000 Kernel 2: 98.860001 Copyback: 0.018000 Sum: 0.031000 It 23,Best ac:0.005573 0.928571 fi:0.210777. Ave ac:0.009970,0.008315 Initialization: 7.064000 Memcpy Classifiers: 0.303000 Memcpy Instances: 9.237000 Kernel 1: 0.024000 Kernel 2: 95.147003 Copyback: 0.018000 Sum: 0.028000 It 24,Best ac:0.008576 0.888889 fi:0.238510. Ave ac:0.008665,0.007397 Initialization: 6.897000 Memcpy Classifiers: 0.286000 Memcpy Instances: 9.521000 Kernel 1: 0.025000 Kernel 2: 94.221001 Copyback: 0.017000 Sum: 0.030000 It 25,Best ac:0.007503 0.945946 fi:0.202791. Ave ac:0.009765,0.008895 Initialization: 7.054000 Memcpy Classifiers: 0.342000 Memcpy Instances: 9.320000 Kernel 1: 0.025000 Kernel 2: 95.977997 Copyback: 0.018000 Sum: 0.025000 It 26,Best ac:0.006001 1.000000 fi:0.138977. Ave ac:0.012116,0.012227 Initialization: 7.061000 Memcpy Classifiers: 0.285000 Memcpy Instances: 9.668000 Kernel 1: 0.023000 Kernel 2: 95.617996 Copyback: 0.017000 Sum: 0.033000 It 27,Best ac:0.008576 0.952381 fi:0.191829. Ave ac:0.011707,0.013390 Initialization: 7.105000 Memcpy Classifiers: 0.304000 Memcpy Instances: 9.480000 Kernel 1: 0.023000 Kernel 2: 96.893997 Copyback: 0.019000 Sum: 0.030000 It 28,Best ac:0.005573 0.928571 fi:0.202482. Ave ac:0.010255,0.010947 Initialization: 6.781000 Memcpy Classifiers: 0.304000 Memcpy Instances: 10.348000 Kernel 1: 0.022000 Kernel 2: 94.237999 Copyback: 0.018000 Sum: 0.025000 It 29,Best ac:0.005575 0.962963 fi:0.168089. Ave ac:0.009547,0.007974 Initialization: 7.420000 Memcpy Classifiers: 0.305000 Memcpy Instances: 9.152000 Kernel 1: 0.024000 Kernel 2: 90.931999 Copyback: 0.371000 Sum: 0.027000 It 30,Best ac:0.005575 1.000000 fi:0.154183. Ave ac:0.009714,0.009215 Initialization: 6.890000 Memcpy Classifiers: 0.304000 Memcpy Instances: 9.208000 Kernel 1: 0.025000 Kernel 2: 93.441002 Copyback: 0.017000 Sum: 0.024000 It 31,Best ac:0.006861 0.941176 fi:0.193615. Ave ac:0.008735,0.014440 Initialization: 7.234000 Memcpy Classifiers: 0.343000 Memcpy Instances: 9.422000 Kernel 1: 0.023000 Kernel 2: 89.943001 Copyback: 0.018000 Sum: 0.025000 It 32,Best ac:0.006432 0.967742 fi:0.178285. Ave ac:0.009964,0.009885 Initialization: 6.824000 Memcpy Classifiers: 0.303000 Memcpy Instances: 9.628000 Kernel 1: 0.023000 Kernel 2: 97.738998 Copyback: 0.017000 Sum: 0.031000 It 33,Best ac:0.004930 0.958333 fi:0.180082. Ave ac:0.010204,0.010268 Initialization: 22.174999 Memcpy Instances: 469.197998 Memcpy Classifiers: 0.052000 Kernel 1: 0.024000 Kernel 2: 471.574005 Copyback: 0.016000 Sum: 0.009000 Memcpy Classifiers: 0.050000 Kernel 1: 0.015000 Kernel 2: 451.911987 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.014000 Kernel 2: 456.003998 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.013000 Kernel 2: 470.415985 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 462.084015 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.013000 Kernel 2: 454.036011 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 482.447998 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.014000 Kernel 2: 480.911987 Copyback: 0.016000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.014000 Kernel 2: 508.278015 Copyback: 0.023000 Sum: 0.002000 Memcpy Classifiers: 0.052000 Kernel 1: 0.022000 Kernel 2: 474.118988 Copyback: 0.016000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.016000 Kernel 2: 476.165985 Copyback: 0.016000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.014000 Kernel 2: 466.514008 Copyback: 0.016000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.015000 Kernel 2: 459.419006 Copyback: 0.368000 Sum: 0.000000 Memcpy Classifiers: 0.050000 Kernel 1: 0.012000 Kernel 2: 470.020996 Copyback: 0.014000 Sum: 0.000000 Memcpy Classifiers: 0.050000 Kernel 1: 0.012000 Kernel 2: 287.032013 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.005848 0.890921 fi:0.255508. Ave ac:0.009312,0.034410 Best acc 0.005848 0.890921 Initialization: 6.940000 Memcpy Classifiers: 0.560000 Memcpy Instances: 9.192000 Kernel 1: 0.026000 Kernel 2: 113.278999 Copyback: 0.022000 Sum: 0.033000 Initial population average accuracy1:0.004831 accuracy2:0.272001 Initialization: 6.897000 Memcpy Classifiers: 0.471000 Memcpy Instances: 9.249000 Kernel 1: 0.027000 Kernel 2: 119.930000 Copyback: 0.018000 Sum: 0.036000 It 0,Best ac:0.008574 0.655738 fi:0.443016. Ave ac:0.010159,0.013829 Initialization: 6.815000 Memcpy Classifiers: 0.495000 Memcpy Instances: 9.189000 Kernel 1: 0.025000 Kernel 2: 119.947998 Copyback: 0.019000 Sum: 0.030000 It 1,Best ac:0.005145 0.727273 fi:0.372656. Ave ac:0.014819,0.017215 Initialization: 6.778000 Memcpy Classifiers: 0.453000 Memcpy Instances: 9.173000 Kernel 1: 0.025000 Kernel 2: 119.084999 Copyback: 0.018000 Sum: 0.031000 It 2,Best ac:0.005145 0.666667 fi:0.433262. Ave ac:0.017552,0.022095 Initialization: 6.831000 Memcpy Classifiers: 0.456000 Memcpy Instances: 9.646000 Kernel 1: 0.026000 Kernel 2: 115.400002 Copyback: 0.017000 Sum: 0.032000 It 3,Best ac:0.004931 0.793103 fi:0.308023. Ave ac:0.015520,0.016884 Initialization: 6.830000 Memcpy Classifiers: 0.452000 Memcpy Instances: 9.198000 Kernel 1: 0.026000 Kernel 2: 112.038002 Copyback: 0.017000 Sum: 0.031000 It 4,Best ac:0.006217 0.763158 fi:0.336404. Ave ac:0.012739,0.014344 Initialization: 6.831000 Memcpy Classifiers: 0.452000 Memcpy Instances: 9.221000 Kernel 1: 0.027000 Kernel 2: 111.857002 Copyback: 0.017000 Sum: 0.029000 It 5,Best ac:0.006647 0.837838 fi:0.261577. Ave ac:0.015305,0.018603 Initialization: 6.878000 Memcpy Classifiers: 0.452000 Memcpy Instances: 9.139000 Kernel 1: 0.027000 Kernel 2: 108.166000 Copyback: 0.017000 Sum: 0.028000 It 6,Best ac:0.009434 0.846154 fi:0.252306. Ave ac:0.012442,0.014053 Initialization: 7.301000 Memcpy Classifiers: 0.418000 Memcpy Instances: 9.250000 Kernel 1: 0.025000 Kernel 2: 104.004997 Copyback: 0.017000 Sum: 0.028000 It 7,Best ac:0.008362 0.866667 fi:0.232161. Ave ac:0.012782,0.013350 Initialization: 7.038000 Memcpy Classifiers: 0.468000 Memcpy Instances: 9.138000 Kernel 1: 0.026000 Kernel 2: 102.013000 Copyback: 0.018000 Sum: 0.030000 It 8,Best ac:0.006647 0.968750 fi:0.130665. Ave ac:0.013067,0.013540 Initialization: 6.869000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.182000 Kernel 1: 0.024000 Kernel 2: 100.736000 Copyback: 0.017000 Sum: 0.031000 It 9,Best ac:0.006217 0.966667 fi:0.132895. Ave ac:0.012425,0.012474 Iteration 10:MDL fitness activated Error 0.132895 TL 0.036538 MDL Theory Length Weight: 1.2123891660 (2) Initialization: 6.890000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.188000 Kernel 1: 0.025000 Kernel 2: 96.149002 Copyback: 0.017000 Sum: 0.032000 It 10,Best ac:0.005575 1.000000 fi:0.161198. Ave ac:0.011467,0.011986 Initialization: 7.035000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.139000 Kernel 1: 0.026000 Kernel 2: 97.763000 Copyback: 0.017000 Sum: 0.063000 It 11,Best ac:0.007074 0.891892 fi:0.237800. Ave ac:0.010980,0.013641 Initialization: 6.863000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.202000 Kernel 1: 0.023000 Kernel 2: 96.333000 Copyback: 0.017000 Sum: 0.031000 It 12,Best ac:0.007075 0.942857 fi:0.186835. Ave ac:0.011766,0.011494 Initialization: 6.924000 Memcpy Classifiers: 0.382000 Memcpy Instances: 9.212000 Kernel 1: 0.023000 Kernel 2: 91.732002 Copyback: 0.017000 Sum: 0.035000 It 13,Best ac:0.005146 0.960000 fi:0.172855. Ave ac:0.011637,0.013161 Initialization: 6.901000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.170000 Kernel 1: 0.026000 Kernel 2: 89.788002 Copyback: 0.017000 Sum: 0.032000 It 14,Best ac:0.006431 0.937500 fi:0.208401. Ave ac:0.010629,0.010849 Initialization: 6.935000 Memcpy Classifiers: 0.364000 Memcpy Instances: 9.182000 Kernel 1: 0.025000 Kernel 2: 87.865997 Copyback: 0.017000 Sum: 0.030000 It 15,Best ac:0.006432 1.000000 fi:0.132274. Ave ac:0.008620,0.008418 Initialization: 6.808000 Memcpy Classifiers: 0.417000 Memcpy Instances: 9.695000 Kernel 1: 0.025000 Kernel 2: 88.920998 Copyback: 0.018000 Sum: 0.027000 It 16,Best ac:0.005359 1.000000 fi:0.147181. Ave ac:0.010002,0.009102 Initialization: 6.848000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.693000 Kernel 1: 0.024000 Kernel 2: 86.292000 Copyback: 0.017000 Sum: 0.030000 It 17,Best ac:0.006218 1.000000 fi:0.141003. Ave ac:0.008584,0.007055 Initialization: 6.814000 Memcpy Classifiers: 0.466000 Memcpy Instances: 9.164000 Kernel 1: 0.027000 Kernel 2: 86.055000 Copyback: 0.017000 Sum: 0.032000 It 18,Best ac:0.004931 0.958333 fi:0.186549. Ave ac:0.008699,0.005856 Initialization: 6.856000 Memcpy Classifiers: 0.364000 Memcpy Instances: 9.141000 Kernel 1: 0.025000 Kernel 2: 86.497002 Copyback: 0.018000 Sum: 0.031000 It 19,Best ac:0.004930 0.920000 fi:0.219072. Ave ac:0.007846,0.005453 Initialization: 6.857000 Memcpy Classifiers: 0.367000 Memcpy Instances: 9.648000 Kernel 1: 0.025000 Kernel 2: 84.810997 Copyback: 0.018000 Sum: 0.035000 It 20,Best ac:0.005146 0.960000 fi:0.181503. Ave ac:0.007810,0.005960 Initialization: 6.920000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.169000 Kernel 1: 0.025000 Kernel 2: 85.365997 Copyback: 0.017000 Sum: 0.027000 It 21,Best ac:0.005146 1.000000 fi:0.141503. Ave ac:0.007882,0.005386 Initialization: 7.360000 Memcpy Classifiers: 0.353000 Memcpy Instances: 9.187000 Kernel 1: 0.025000 Kernel 2: 86.537003 Copyback: 0.017000 Sum: 0.029000 It 22,Best ac:0.008362 0.951220 fi:0.188896. Ave ac:0.009020,0.006120 Initialization: 6.938000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.155000 Kernel 1: 0.027000 Kernel 2: 88.625000 Copyback: 0.017000 Sum: 0.029000 It 23,Best ac:0.004930 0.920000 fi:0.220835. Ave ac:0.007706,0.004715 Initialization: 6.758000 Memcpy Classifiers: 0.363000 Memcpy Instances: 10.498000 Kernel 1: 0.025000 Kernel 2: 87.203003 Copyback: 0.017000 Sum: 0.031000 It 24,Best ac:0.008360 0.975000 fi:0.165004. Ave ac:0.009260,0.006423 MDL Theory Length Weight: 1.0911502494 (10) Initialization: 6.918000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.624000 Kernel 1: 0.026000 Kernel 2: 83.370003 Copyback: 0.017000 Sum: 0.033000 It 25,Best ac:0.005360 0.961538 fi:0.168588. Ave ac:0.007065,0.005573 Initialization: 6.973000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.220000 Kernel 1: 0.024000 Kernel 2: 85.919998 Copyback: 0.018000 Sum: 0.030000 It 26,Best ac:0.006002 0.965517 fi:0.169224. Ave ac:0.008395,0.005780 Initialization: 6.858000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.178000 Kernel 1: 0.025000 Kernel 2: 84.362000 Copyback: 0.017000 Sum: 0.031000 It 27,Best ac:0.009648 0.957447 fi:0.173971. Ave ac:0.008139,0.006028 Initialization: 6.870000 Memcpy Classifiers: 0.359000 Memcpy Instances: 9.292000 Kernel 1: 0.025000 Kernel 2: 85.535004 Copyback: 0.018000 Sum: 0.036000 It 28,Best ac:0.007503 0.972222 fi:0.165831. Ave ac:0.007964,0.006440 Initialization: 6.880000 Memcpy Classifiers: 0.353000 Memcpy Instances: 9.674000 Kernel 1: 0.023000 Kernel 2: 84.996002 Copyback: 0.018000 Sum: 0.036000 It 29,Best ac:0.005146 1.000000 fi:0.136769. Ave ac:0.007672,0.005021 Initialization: 6.830000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.374000 Kernel 1: 0.025000 Kernel 2: 83.810997 Copyback: 0.017000 Sum: 0.034000 It 30,Best ac:0.006860 1.000000 fi:0.130964. Ave ac:0.009041,0.005264 Initialization: 6.851000 Memcpy Classifiers: 0.365000 Memcpy Instances: 9.154000 Kernel 1: 0.026000 Kernel 2: 84.457001 Copyback: 0.017000 Sum: 0.031000 It 31,Best ac:0.006860 0.941176 fi:0.188610. Ave ac:0.005795,0.005748 Initialization: 6.918000 Memcpy Classifiers: 0.364000 Memcpy Instances: 9.178000 Kernel 1: 0.024000 Kernel 2: 85.768997 Copyback: 0.017000 Sum: 0.030000 It 32,Best ac:0.006645 0.968750 fi:0.161425. Ave ac:0.007140,0.004744 Initialization: 6.903000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.607000 Kernel 1: 0.025000 Kernel 2: 85.936996 Copyback: 0.018000 Sum: 0.031000 It 33,Best ac:0.006860 1.000000 fi:0.130086. Ave ac:0.007910,0.005437 Initialization: 21.982000 Memcpy Instances: 485.334991 Memcpy Classifiers: 0.054000 Kernel 1: 0.024000 Kernel 2: 443.041992 Copyback: 0.015000 Sum: 0.014000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 440.747986 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.012000 Kernel 2: 435.380005 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.052000 Kernel 1: 0.015000 Kernel 2: 436.596008 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.013000 Kernel 2: 453.303986 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 434.440002 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.012000 Kernel 2: 443.411011 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.014000 Kernel 2: 451.662994 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.014000 Kernel 2: 442.264008 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.013000 Kernel 2: 449.174988 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.013000 Kernel 2: 450.183990 Copyback: 0.014000 Sum: 0.000000 Memcpy Classifiers: 0.052000 Kernel 1: 0.012000 Kernel 2: 441.071991 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.051000 Kernel 1: 0.013000 Kernel 2: 448.352997 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.012000 Kernel 2: 447.606995 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.056000 Kernel 1: 0.013000 Kernel 2: 262.722992 Copyback: 0.369000 Sum: 0.001000 It 34,Best ac:0.005715 0.900676 fi:0.230681. Ave ac:0.007224,0.025684 Best acc 0.005715 0.900676 Rule:Att PSSM_-2_20 is [-0.943672,6.812898]|Att PSSM_-1_7 is [<-0.670311]|Att PSSM_-1_10 is [-2.183729,5.309078]|Att PSSM_0_6 is [<-2.533223]|Att PSSM_0_7 is [<-2.805923]|Att PSSM_0_12 is [<-3.845100]|Att PSSM_0_19 is [-6.509689,4.706979]|Att PSSM_1_4 is [<5.544358]|Att PSSM_1_12 is [<-3.241512]|Att PSSM_2_12 is [<4.727071]|1 Accuracy : 0.709420 0 1 163825 255 67926 2632 Removed 1480 instances. 231751 Instances left. Acc of rule 0.005715-0.900676 Initialization: 6.912000 Memcpy Classifiers: 0.509000 Memcpy Instances: 9.088000 Kernel 1: 0.025000 Kernel 2: 112.686996 Copyback: 0.017000 Sum: 0.037000 Initial population average accuracy1:0.005852 accuracy2:0.289163 Initialization: 6.811000 Memcpy Classifiers: 0.489000 Memcpy Instances: 9.129000 Kernel 1: 0.025000 Kernel 2: 124.408997 Copyback: 0.017000 Sum: 0.060000 It 0,Best ac:0.009277 0.693548 fi:0.404925. Ave ac:0.011954,0.015820 Initialization: 6.802000 Memcpy Classifiers: 0.453000 Memcpy Instances: 9.167000 Kernel 1: 0.026000 Kernel 2: 122.945999 Copyback: 0.017000 Sum: 0.031000 It 1,Best ac:0.007334 0.708333 fi:0.390813. Ave ac:0.015774,0.017804 Initialization: 6.814000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.117000 Kernel 1: 0.025000 Kernel 2: 122.325996 Copyback: 0.017000 Sum: 0.030000 It 2,Best ac:0.006903 0.864865 fi:0.234431. Ave ac:0.016955,0.016011 Initialization: 6.804000 Memcpy Classifiers: 0.470000 Memcpy Instances: 9.575000 Kernel 1: 0.025000 Kernel 2: 121.370003 Copyback: 0.018000 Sum: 0.031000 It 3,Best ac:0.009061 0.792453 fi:0.306093. Ave ac:0.017158,0.015735 Initialization: 6.790000 Memcpy Classifiers: 0.451000 Memcpy Instances: 9.359000 Kernel 1: 0.025000 Kernel 2: 114.264999 Copyback: 0.017000 Sum: 0.030000 It 4,Best ac:0.007335 0.829268 fi:0.269877. Ave ac:0.013844,0.016116 Initialization: 6.873000 Memcpy Classifiers: 0.419000 Memcpy Instances: 9.123000 Kernel 1: 0.025000 Kernel 2: 109.271004 Copyback: 0.017000 Sum: 0.033000 It 5,Best ac:0.004963 0.821429 fi:0.278540. Ave ac:0.014191,0.017110 Initialization: 7.906000 Memcpy Classifiers: 0.436000 Memcpy Instances: 9.099000 Kernel 1: 0.025000 Kernel 2: 112.819000 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.006688 0.837838 fi:0.261533. Ave ac:0.012294,0.013634 Initialization: 6.839000 Memcpy Classifiers: 0.398000 Memcpy Instances: 9.077000 Kernel 1: 0.025000 Kernel 2: 110.764000 Copyback: 0.017000 Sum: 0.031000 It 7,Best ac:0.005609 0.838710 fi:0.261034. Ave ac:0.011314,0.011400 Initialization: 6.716000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.118000 Kernel 1: 0.026000 Kernel 2: 111.053001 Copyback: 0.017000 Sum: 0.032000 It 8,Best ac:0.011003 0.864407 fi:0.233468. Ave ac:0.012129,0.012993 Initialization: 6.800000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.150000 Kernel 1: 0.024000 Kernel 2: 108.655998 Copyback: 0.017000 Sum: 0.034000 It 9,Best ac:0.005393 0.862069 fi:0.237751. Ave ac:0.012058,0.013434 Iteration 10:MDL fitness activated Error 0.237751 TL 0.037816 MDL Theory Length Weight: 2.0956963049 (2) Initialization: 6.840000 Memcpy Classifiers: 0.382000 Memcpy Instances: 9.072000 Kernel 1: 0.026000 Kernel 2: 106.985001 Copyback: 0.018000 Sum: 0.033000 It 10,Best ac:0.012298 0.826087 fi:0.311308. Ave ac:0.011974,0.013404 Initialization: 6.732000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.645000 Kernel 1: 0.023000 Kernel 2: 104.487000 Copyback: 0.017000 Sum: 0.032000 It 11,Best ac:0.006042 0.903226 fi:0.239638. Ave ac:0.015257,0.019074 Initialization: 6.989000 Memcpy Classifiers: 0.417000 Memcpy Instances: 9.102000 Kernel 1: 0.025000 Kernel 2: 102.704002 Copyback: 0.017000 Sum: 0.033000 It 12,Best ac:0.004962 0.958333 fi:0.216958. Ave ac:0.013928,0.016611 Initialization: 6.926000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.424000 Kernel 1: 0.024000 Kernel 2: 99.489998 Copyback: 0.017000 Sum: 0.033000 It 13,Best ac:0.006255 0.935484 fi:0.223556. Ave ac:0.014841,0.016985 Initialization: 7.263000 Memcpy Classifiers: 0.366000 Memcpy Instances: 9.075000 Kernel 1: 0.026000 Kernel 2: 97.940002 Copyback: 0.018000 Sum: 0.033000 It 14,Best ac:0.007120 0.942857 fi:0.209947. Ave ac:0.011994,0.013225 Initialization: 7.009000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.071000 Kernel 1: 0.025000 Kernel 2: 96.308998 Copyback: 0.018000 Sum: 0.034000 It 15,Best ac:0.005609 0.928571 fi:0.213053. Ave ac:0.012895,0.013939 Initialization: 6.824000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.172000 Kernel 1: 0.026000 Kernel 2: 97.434998 Copyback: 0.016000 Sum: 0.035000 It 16,Best ac:0.005609 0.962963 fi:0.178663. Ave ac:0.014783,0.019281 Initialization: 6.795000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.118000 Kernel 1: 0.024000 Kernel 2: 94.221001 Copyback: 0.017000 Sum: 0.037000 It 17,Best ac:0.005178 0.960000 fi:0.219893. Ave ac:0.015273,0.020929 Initialization: 6.841000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.070000 Kernel 1: 0.025000 Kernel 2: 89.459999 Copyback: 0.017000 Sum: 0.034000 It 18,Best ac:0.004961 0.920000 fi:0.223910. Ave ac:0.013889,0.014181 Initialization: 6.716000 Memcpy Classifiers: 0.340000 Memcpy Instances: 9.108000 Kernel 1: 0.025000 Kernel 2: 88.454002 Copyback: 0.018000 Sum: 0.030000 It 19,Best ac:0.005179 1.000000 fi:0.161230. Ave ac:0.012945,0.014672 Initialization: 6.774000 Memcpy Classifiers: 0.340000 Memcpy Instances: 9.871000 Kernel 1: 0.025000 Kernel 2: 87.682999 Copyback: 0.017000 Sum: 0.031000 It 20,Best ac:0.005394 0.961538 fi:0.190520. Ave ac:0.011255,0.014662 Initialization: 7.243000 Memcpy Classifiers: 0.324000 Memcpy Instances: 9.159000 Kernel 1: 0.025000 Kernel 2: 86.905998 Copyback: 0.017000 Sum: 0.032000 It 21,Best ac:0.007767 0.947368 fi:0.199365. Ave ac:0.013033,0.014198 Initialization: 6.835000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.089000 Kernel 1: 0.024000 Kernel 2: 88.901001 Copyback: 0.017000 Sum: 0.034000 It 22,Best ac:0.006472 0.937500 fi:0.217160. Ave ac:0.010104,0.011017 Initialization: 6.823000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.073000 Kernel 1: 0.026000 Kernel 2: 86.123001 Copyback: 0.018000 Sum: 0.033000 It 23,Best ac:0.005609 0.962963 fi:0.174422. Ave ac:0.012385,0.013122 Initialization: 6.872000 Memcpy Classifiers: 0.342000 Memcpy Instances: 9.118000 Kernel 1: 0.025000 Kernel 2: 84.501999 Copyback: 0.017000 Sum: 0.030000 It 24,Best ac:0.005177 0.960000 fi:0.192128. Ave ac:0.010178,0.011391 Initialization: 7.316000 Memcpy Classifiers: 0.305000 Memcpy Instances: 10.318000 Kernel 1: 0.023000 Kernel 2: 85.175003 Copyback: 0.017000 Sum: 0.030000 It 25,Best ac:0.004748 1.000000 fi:0.175347. Ave ac:0.010373,0.011623 Initialization: 6.862000 Memcpy Classifiers: 0.303000 Memcpy Instances: 9.159000 Kernel 1: 0.025000 Kernel 2: 85.346001 Copyback: 0.017000 Sum: 0.030000 It 26,Best ac:0.006257 0.966667 fi:0.178820. Ave ac:0.010664,0.012224 Initialization: 6.844000 Memcpy Classifiers: 0.322000 Memcpy Instances: 9.064000 Kernel 1: 0.026000 Kernel 2: 85.641998 Copyback: 0.017000 Sum: 0.029000 It 27,Best ac:0.007121 0.942857 fi:0.191050. Ave ac:0.011285,0.012670 Initialization: 7.261000 Memcpy Classifiers: 0.304000 Memcpy Instances: 9.447000 Kernel 1: 0.024000 Kernel 2: 84.070999 Copyback: 0.017000 Sum: 0.030000 It 28,Best ac:0.007553 0.945946 fi:0.207851. Ave ac:0.010445,0.011325 MDL Theory Length Weight: 1.8861266745 (10) Initialization: 6.788000 Memcpy Classifiers: 0.323000 Memcpy Instances: 9.144000 Kernel 1: 0.024000 Kernel 2: 84.648003 Copyback: 0.017000 Sum: 0.030000 It 29,Best ac:0.007769 0.923077 fi:0.208717. Ave ac:0.009578,0.010730 Initialization: 6.858000 Memcpy Classifiers: 0.303000 Memcpy Instances: 9.082000 Kernel 1: 0.025000 Kernel 2: 85.633003 Copyback: 0.020000 Sum: 0.032000 It 30,Best ac:0.004746 0.916667 fi:0.249508. Ave ac:0.009579,0.011803 Initialization: 6.836000 Memcpy Classifiers: 0.746000 Memcpy Instances: 9.084000 Kernel 1: 0.025000 Kernel 2: 84.891998 Copyback: 0.017000 Sum: 0.031000 It 31,Best ac:0.007118 0.942857 fi:0.204692. Ave ac:0.009984,0.011912 Initialization: 6.850000 Memcpy Classifiers: 0.302000 Memcpy Instances: 9.110000 Kernel 1: 0.026000 Kernel 2: 87.626999 Copyback: 0.018000 Sum: 0.035000 It 32,Best ac:0.008198 0.926829 fi:0.206633. Ave ac:0.011632,0.012335 Initialization: 6.811000 Memcpy Classifiers: 0.282000 Memcpy Instances: 9.182000 Kernel 1: 0.026000 Kernel 2: 87.384003 Copyback: 0.017000 Sum: 0.027000 It 33,Best ac:0.007120 0.942857 fi:0.200968. Ave ac:0.008441,0.008572 Initialization: 22.350000 Memcpy Instances: 459.110992 Memcpy Classifiers: 0.054000 Kernel 1: 0.025000 Kernel 2: 435.820007 Copyback: 0.367000 Sum: 0.013000 Memcpy Classifiers: 0.053000 Kernel 1: 0.015000 Kernel 2: 447.786011 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.013000 Kernel 2: 451.471985 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.012000 Kernel 2: 447.854004 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.012000 Kernel 2: 446.263000 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 450.704010 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.013000 Kernel 2: 439.316010 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.053000 Kernel 1: 0.014000 Kernel 2: 447.342987 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.012000 Kernel 2: 440.050995 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.012000 Kernel 2: 451.334991 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.013000 Kernel 2: 442.006989 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.013000 Kernel 2: 450.132996 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.012000 Kernel 2: 436.975006 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.012000 Kernel 2: 447.016998 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.048000 Kernel 1: 0.012000 Kernel 2: 185.000000 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.006352 0.849394 fi:0.281312. Ave ac:0.009053,0.032887 Best acc 0.006352 0.849394 Initialization: 6.987000 Memcpy Classifiers: 0.560000 Memcpy Instances: 9.156000 Kernel 1: 0.026000 Kernel 2: 113.783997 Copyback: 0.017000 Sum: 0.033000 Initial population average accuracy1:0.007122 accuracy2:0.271244 Initialization: 6.831000 Memcpy Classifiers: 0.452000 Memcpy Instances: 9.073000 Kernel 1: 0.025000 Kernel 2: 123.771004 Copyback: 0.025000 Sum: 0.045000 It 0,Best ac:0.004962 0.589744 fi:0.510226. Ave ac:0.015214,0.020779 Initialization: 6.826000 Memcpy Classifiers: 0.451000 Memcpy Instances: 9.189000 Kernel 1: 0.023000 Kernel 2: 122.596001 Copyback: 0.018000 Sum: 0.034000 It 1,Best ac:0.004745 0.628571 fi:0.495187. Ave ac:0.020080,0.024091 Initialization: 7.491000 Memcpy Classifiers: 0.415000 Memcpy Instances: 9.105000 Kernel 1: 0.026000 Kernel 2: 121.558998 Copyback: 0.017000 Sum: 0.031000 It 2,Best ac:0.024164 0.674699 fi:0.418611. Ave ac:0.022034,0.025504 Initialization: 7.123000 Memcpy Classifiers: 0.437000 Memcpy Instances: 9.171000 Kernel 1: 0.023000 Kernel 2: 119.289001 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.007121 0.767442 fi:0.331778. Ave ac:0.023746,0.025826 Initialization: 6.953000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.105000 Kernel 1: 0.026000 Kernel 2: 116.610001 Copyback: 0.017000 Sum: 0.034000 It 4,Best ac:0.005177 0.888889 fi:0.211006. Ave ac:0.025328,0.026459 Initialization: 6.842000 Memcpy Classifiers: 0.418000 Memcpy Instances: 9.282000 Kernel 1: 0.022000 Kernel 2: 113.543999 Copyback: 0.017000 Sum: 0.032000 It 5,Best ac:0.005178 0.827586 fi:0.272309. Ave ac:0.024368,0.026773 Initialization: 6.747000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.193000 Kernel 1: 0.026000 Kernel 2: 111.835999 Copyback: 0.017000 Sum: 0.034000 It 6,Best ac:0.005177 0.827586 fi:0.272309. Ave ac:0.020790,0.021389 Initialization: 6.770000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.188000 Kernel 1: 0.024000 Kernel 2: 113.890999 Copyback: 0.017000 Sum: 0.032000 It 7,Best ac:0.009493 0.830189 fi:0.268207. Ave ac:0.020702,0.020276 Initialization: 6.784000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.168000 Kernel 1: 0.024000 Kernel 2: 108.823997 Copyback: 0.017000 Sum: 0.033000 It 8,Best ac:0.004963 0.920000 fi:0.179969. Ave ac:0.019448,0.018730 Initialization: 7.075000 Memcpy Classifiers: 0.381000 Memcpy Instances: 10.097000 Kernel 1: 0.023000 Kernel 2: 107.156998 Copyback: 0.017000 Sum: 0.030000 It 9,Best ac:0.006904 0.888889 fi:0.210406. Ave ac:0.014277,0.017470 Iteration 10:MDL fitness activated Error 0.210406 TL 0.032234 MDL Theory Length Weight: 2.1758324407 (2) Initialization: 6.869000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.101000 Kernel 1: 0.025000 Kernel 2: 106.427002 Copyback: 0.017000 Sum: 0.027000 It 10,Best ac:0.006042 0.903226 fi:0.259791. Ave ac:0.012930,0.016045 Initialization: 7.253000 Memcpy Classifiers: 0.365000 Memcpy Instances: 9.115000 Kernel 1: 0.026000 Kernel 2: 108.682999 Copyback: 0.017000 Sum: 0.026000 It 11,Best ac:0.005178 0.960000 fi:0.215959. Ave ac:0.012696,0.014532 Initialization: 6.850000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.070000 Kernel 1: 0.023000 Kernel 2: 104.800003 Copyback: 0.018000 Sum: 0.028000 It 12,Best ac:0.005178 0.960000 fi:0.188045. Ave ac:0.012833,0.014690 Initialization: 6.772000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.615000 Kernel 1: 0.023000 Kernel 2: 98.185997 Copyback: 0.017000 Sum: 0.034000 It 13,Best ac:0.004962 0.958333 fi:0.187103. Ave ac:0.011421,0.013205 Initialization: 6.874000 Memcpy Classifiers: 0.364000 Memcpy Instances: 9.154000 Kernel 1: 0.023000 Kernel 2: 92.831001 Copyback: 0.017000 Sum: 0.029000 It 14,Best ac:0.006474 0.937500 fi:0.225367. Ave ac:0.011622,0.014972 Initialization: 6.733000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.186000 Kernel 1: 0.023000 Kernel 2: 96.379997 Copyback: 0.017000 Sum: 0.028000 It 15,Best ac:0.005608 0.962963 fi:0.191531. Ave ac:0.011741,0.012439 Initialization: 6.824000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.111000 Kernel 1: 0.023000 Kernel 2: 99.677002 Copyback: 0.017000 Sum: 0.028000 It 16,Best ac:0.004745 0.956522 fi:0.204733. Ave ac:0.012120,0.011478 Initialization: 7.242000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.115000 Kernel 1: 0.024000 Kernel 2: 99.893997 Copyback: 0.017000 Sum: 0.028000 It 17,Best ac:0.007769 0.900000 fi:0.246227. Ave ac:0.010540,0.009023 Initialization: 6.977000 Memcpy Classifiers: 0.354000 Memcpy Instances: 10.241000 Kernel 1: 0.024000 Kernel 2: 109.350998 Copyback: 0.017000 Sum: 0.029000 It 18,Best ac:0.005608 0.962963 fi:0.194101. Ave ac:0.010432,0.008782 Initialization: 6.836000 Memcpy Classifiers: 0.354000 Memcpy Instances: 9.079000 Kernel 1: 0.025000 Kernel 2: 107.511002 Copyback: 0.018000 Sum: 0.029000 It 19,Best ac:0.007983 0.973684 fi:0.183992. Ave ac:0.008580,0.007987 Initialization: 6.842000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.127000 Kernel 1: 0.024000 Kernel 2: 99.696999 Copyback: 0.017000 Sum: 0.031000 It 20,Best ac:0.005824 1.000000 fi:0.180160. Ave ac:0.008889,0.007821 Initialization: 6.877000 Memcpy Classifiers: 0.323000 Memcpy Instances: 9.080000 Kernel 1: 0.025000 Kernel 2: 99.367996 Copyback: 0.017000 Sum: 0.031000 It 21,Best ac:0.005179 1.000000 fi:0.148044. Ave ac:0.008923,0.006511 Initialization: 6.943000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.171000 Kernel 1: 0.026000 Kernel 2: 97.469002 Copyback: 0.017000 Sum: 0.029000 It 22,Best ac:0.007553 0.972222 fi:0.201702. Ave ac:0.009016,0.006390 Initialization: 6.754000 Memcpy Classifiers: 0.362000 Memcpy Instances: 10.391000 Kernel 1: 0.023000 Kernel 2: 96.137001 Copyback: 0.017000 Sum: 0.031000 It 23,Best ac:0.005608 0.962963 fi:0.185880. Ave ac:0.009355,0.007427 Initialization: 6.787000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.102000 Kernel 1: 0.026000 Kernel 2: 99.750999 Copyback: 0.018000 Sum: 0.031000 It 24,Best ac:0.007550 0.945946 fi:0.209671. Ave ac:0.009283,0.006733 Initialization: 6.800000 Memcpy Classifiers: 0.322000 Memcpy Instances: 9.083000 Kernel 1: 0.026000 Kernel 2: 101.112999 Copyback: 0.017000 Sum: 0.029000 It 25,Best ac:0.004745 0.916667 fi:0.255226. Ave ac:0.007055,0.006592 Initialization: 7.324000 Memcpy Classifiers: 0.324000 Memcpy Instances: 9.088000 Kernel 1: 0.025000 Kernel 2: 102.259003 Copyback: 0.018000 Sum: 0.029000 It 26,Best ac:0.007767 0.972973 fi:0.172330. Ave ac:0.011025,0.008677 Initialization: 6.873000 Memcpy Classifiers: 0.342000 Memcpy Instances: 9.091000 Kernel 1: 0.025000 Kernel 2: 99.949997 Copyback: 0.017000 Sum: 0.032000 It 27,Best ac:0.005825 1.000000 fi:0.179432. Ave ac:0.009324,0.006914 Initialization: 6.736000 Memcpy Classifiers: 0.342000 Memcpy Instances: 9.125000 Kernel 1: 0.026000 Kernel 2: 99.121002 Copyback: 0.017000 Sum: 0.029000 It 28,Best ac:0.007984 0.948718 fi:0.213625. Ave ac:0.008095,0.006278 Initialization: 6.754000 Memcpy Classifiers: 0.340000 Memcpy Instances: 9.074000 Kernel 1: 0.024000 Kernel 2: 104.014000 Copyback: 0.019000 Sum: 0.030000 It 29,Best ac:0.005178 0.960000 fi:0.210848. Ave ac:0.009604,0.008153 Initialization: 6.832000 Memcpy Classifiers: 0.321000 Memcpy Instances: 9.081000 Kernel 1: 0.028000 Kernel 2: 99.138000 Copyback: 0.017000 Sum: 0.030000 It 30,Best ac:0.004963 0.958333 fi:0.185399. Ave ac:0.009751,0.006739 MDL Theory Length Weight: 1.9582491966 (10) Initialization: 6.775000 Memcpy Classifiers: 0.321000 Memcpy Instances: 9.107000 Kernel 1: 0.026000 Kernel 2: 98.138000 Copyback: 0.017000 Sum: 0.030000 It 31,Best ac:0.005611 0.928571 fi:0.226538. Ave ac:0.008903,0.006387 Initialization: 6.826000 Memcpy Classifiers: 0.322000 Memcpy Instances: 9.081000 Kernel 1: 0.025000 Kernel 2: 96.161003 Copyback: 0.018000 Sum: 0.031000 It 32,Best ac:0.010572 0.875000 fi:0.259766. Ave ac:0.007877,0.005989 Initialization: 6.888000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.533000 Kernel 1: 0.025000 Kernel 2: 97.178001 Copyback: 0.020000 Sum: 0.032000 It 33,Best ac:0.005826 0.964286 fi:0.205231. Ave ac:0.009414,0.008544 Initialization: 22.042000 Memcpy Instances: 456.588989 Memcpy Classifiers: 0.061000 Kernel 1: 0.030000 Kernel 2: 505.983002 Copyback: 0.015000 Sum: 0.013000 Memcpy Classifiers: 0.053000 Kernel 1: 0.014000 Kernel 2: 499.894989 Copyback: 0.368000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.014000 Kernel 2: 503.597992 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.052000 Kernel 1: 0.014000 Kernel 2: 505.540009 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 521.421997 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.053000 Kernel 1: 0.014000 Kernel 2: 495.289001 Copyback: 0.014000 Sum: 0.000000 Memcpy Classifiers: 0.053000 Kernel 1: 0.012000 Kernel 2: 500.821991 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 499.203003 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.014000 Kernel 2: 512.012024 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 502.785004 Copyback: 0.017000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.014000 Kernel 2: 502.028992 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 517.151001 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 504.609009 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 496.217010 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.049000 Kernel 1: 0.013000 Kernel 2: 200.020996 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.007012 0.851231 fi:0.289704. Ave ac:0.009043,0.032025 Best acc 0.007012 0.851231 Rule:Att PSSM_-4_17 is [<2.143785]|Att PSSM_-2_4 is [<-3.794344]|Att PSSM_-2_12 is [<7.268365]|Att PSSM_-1_12 is [<-3.457057]|Att PSSM_0_12 is [-6.299874,-3.056620]|Att PSSM_1_1 is [-2.383204,6.383204]|Att PSSM_1_12 is [<-2.857208]|Att PSSM_4_19 is [>-6.496332]|1 Accuracy : 0.715136 0 1 163541 539 66301 4257 Removed 1909 instances. 229842 Instances left. Acc of rule 0.007012-0.851231 Initialization: 6.866000 Memcpy Classifiers: 0.523000 Memcpy Instances: 9.010000 Kernel 1: 0.026000 Kernel 2: 112.771004 Copyback: 0.017000 Sum: 0.036000 Initial population average accuracy1:0.005632 accuracy2:0.259512 Initialization: 6.812000 Memcpy Classifiers: 0.470000 Memcpy Instances: 9.034000 Kernel 1: 0.025000 Kernel 2: 120.007004 Copyback: 0.017000 Sum: 0.057000 It 0,Best ac:0.008484 0.600000 fi:0.498700. Ave ac:0.011691,0.017476 Initialization: 6.785000 Memcpy Classifiers: 0.488000 Memcpy Instances: 9.017000 Kernel 1: 0.025000 Kernel 2: 123.161003 Copyback: 0.017000 Sum: 0.031000 It 1,Best ac:0.004787 0.709677 fi:0.392275. Ave ac:0.015182,0.017254 Initialization: 6.723000 Memcpy Classifiers: 0.489000 Memcpy Instances: 9.979000 Kernel 1: 0.023000 Kernel 2: 121.418999 Copyback: 0.017000 Sum: 0.032000 It 2,Best ac:0.004568 0.750000 fi:0.392772. Ave ac:0.015632,0.018818 Initialization: 6.710000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.034000 Kernel 1: 0.024000 Kernel 2: 117.977997 Copyback: 0.018000 Sum: 0.033000 It 3,Best ac:0.006961 0.842105 fi:0.257132. Ave ac:0.015466,0.016707 Initialization: 7.287000 Memcpy Classifiers: 0.436000 Memcpy Instances: 9.088000 Kernel 1: 0.024000 Kernel 2: 114.541000 Copyback: 0.017000 Sum: 0.035000 It 4,Best ac:0.006308 0.906250 fi:0.193217. Ave ac:0.016308,0.018068 Initialization: 6.766000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.072000 Kernel 1: 0.023000 Kernel 2: 109.975998 Copyback: 0.018000 Sum: 0.032000 It 5,Best ac:0.011312 0.800000 fi:0.297703. Ave ac:0.013818,0.014738 Initialization: 6.835000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.490000 Kernel 1: 0.025000 Kernel 2: 109.539001 Copyback: 0.058000 Sum: 0.030000 It 6,Best ac:0.011312 0.838710 fi:0.258993. Ave ac:0.012393,0.011335 Initialization: 6.726000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.039000 Kernel 1: 0.025000 Kernel 2: 110.308998 Copyback: 0.017000 Sum: 0.029000 It 7,Best ac:0.006526 0.857143 fi:0.242247. Ave ac:0.009749,0.011994 Initialization: 6.768000 Memcpy Classifiers: 0.379000 Memcpy Instances: 10.075000 Kernel 1: 0.025000 Kernel 2: 111.078003 Copyback: 0.017000 Sum: 0.029000 It 8,Best ac:0.008484 0.906977 fi:0.191723. Ave ac:0.009712,0.010382 Initialization: 7.018000 Memcpy Classifiers: 0.400000 Memcpy Instances: 9.036000 Kernel 1: 0.022000 Kernel 2: 111.834000 Copyback: 0.017000 Sum: 0.028000 It 9,Best ac:0.007614 0.813953 fi:0.285053. Ave ac:0.009405,0.009368 Iteration 10:MDL fitness activated Error 0.285053 TL 0.036980 MDL Theory Length Weight: 2.5694348656 (2) Initialization: 6.809000 Memcpy Classifiers: 0.403000 Memcpy Instances: 8.988000 Kernel 1: 0.025000 Kernel 2: 110.411003 Copyback: 0.017000 Sum: 0.031000 It 10,Best ac:0.007396 0.894737 fi:0.267755. Ave ac:0.011690,0.011484 Initialization: 6.785000 Memcpy Classifiers: 0.417000 Memcpy Instances: 9.146000 Kernel 1: 0.025000 Kernel 2: 111.445999 Copyback: 0.017000 Sum: 0.033000 It 11,Best ac:0.006308 0.906250 fi:0.256428. Ave ac:0.010198,0.009345 Initialization: 7.242000 Memcpy Classifiers: 0.364000 Memcpy Instances: 9.013000 Kernel 1: 0.026000 Kernel 2: 107.491997 Copyback: 0.017000 Sum: 0.029000 It 12,Best ac:0.008049 0.880952 fi:0.277972. Ave ac:0.009928,0.010452 Initialization: 8.262000 Memcpy Classifiers: 0.355000 Memcpy Instances: 9.003000 Kernel 1: 0.024000 Kernel 2: 110.210999 Copyback: 0.017000 Sum: 0.033000 It 13,Best ac:0.004786 0.916667 fi:0.266171. Ave ac:0.012314,0.013407 Initialization: 6.794000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.096000 Kernel 1: 0.026000 Kernel 2: 109.601997 Copyback: 0.017000 Sum: 0.032000 It 14,Best ac:0.007615 0.921053 fi:0.237869. Ave ac:0.011840,0.011328 Initialization: 6.738000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.996000 Kernel 1: 0.024000 Kernel 2: 106.727997 Copyback: 0.019000 Sum: 0.031000 It 15,Best ac:0.005222 0.923077 fi:0.246421. Ave ac:0.012516,0.011806 Initialization: 6.709000 Memcpy Classifiers: 0.342000 Memcpy Instances: 9.011000 Kernel 1: 0.026000 Kernel 2: 104.596001 Copyback: 0.017000 Sum: 0.030000 It 16,Best ac:0.007614 0.875000 fi:0.288509. Ave ac:0.012667,0.011463 Initialization: 6.700000 Memcpy Classifiers: 0.322000 Memcpy Instances: 9.108000 Kernel 1: 0.024000 Kernel 2: 101.214996 Copyback: 0.017000 Sum: 0.034000 It 17,Best ac:0.007833 1.000000 fi:0.165237. Ave ac:0.013636,0.011991 Initialization: 7.139000 Memcpy Classifiers: 0.326000 Memcpy Instances: 9.002000 Kernel 1: 0.024000 Kernel 2: 102.403999 Copyback: 0.017000 Sum: 0.035000 It 18,Best ac:0.005875 0.870968 fi:0.287248. Ave ac:0.011362,0.012760 Initialization: 6.766000 Memcpy Classifiers: 0.321000 Memcpy Instances: 9.038000 Kernel 1: 0.023000 Kernel 2: 105.799004 Copyback: 0.017000 Sum: 0.030000 It 19,Best ac:0.007179 0.916667 fi:0.236932. Ave ac:0.012643,0.013741 Initialization: 6.734000 Memcpy Classifiers: 0.303000 Memcpy Instances: 9.009000 Kernel 1: 0.027000 Kernel 2: 103.850998 Copyback: 0.017000 Sum: 0.031000 It 20,Best ac:0.004786 0.916667 fi:0.254734. Ave ac:0.013288,0.011051 Initialization: 6.766000 Memcpy Classifiers: 0.350000 Memcpy Instances: 9.079000 Kernel 1: 0.025000 Kernel 2: 101.878998 Copyback: 0.018000 Sum: 0.029000 It 21,Best ac:0.007615 0.945946 fi:0.203193. Ave ac:0.010890,0.011250 Initialization: 7.781000 Memcpy Classifiers: 0.342000 Memcpy Instances: 9.042000 Kernel 1: 0.023000 Kernel 2: 100.386002 Copyback: 0.017000 Sum: 0.031000 It 22,Best ac:0.011097 0.910714 fi:0.238106. Ave ac:0.012626,0.010803 Initialization: 7.413000 Memcpy Classifiers: 0.323000 Memcpy Instances: 9.955000 Kernel 1: 0.024000 Kernel 2: 99.626999 Copyback: 0.017000 Sum: 0.036000 It 23,Best ac:0.004786 0.956522 fi:0.211738. Ave ac:0.011525,0.009647 Initialization: 6.853000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.995000 Kernel 1: 0.025000 Kernel 2: 97.778000 Copyback: 0.017000 Sum: 0.032000 It 24,Best ac:0.006961 0.969697 fi:0.189485. Ave ac:0.009940,0.008834 Initialization: 6.754000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.033000 Kernel 1: 0.024000 Kernel 2: 97.179001 Copyback: 0.018000 Sum: 0.029000 It 25,Best ac:0.005438 0.961538 fi:0.219121. Ave ac:0.010698,0.009268 Initialization: 6.753000 Memcpy Classifiers: 0.321000 Memcpy Instances: 9.119000 Kernel 1: 0.026000 Kernel 2: 96.448997 Copyback: 0.018000 Sum: 0.028000 It 26,Best ac:0.005438 0.925926 fi:0.229206. Ave ac:0.009858,0.008473 MDL Theory Length Weight: 2.3124913791 (10) Initialization: 6.861000 Memcpy Classifiers: 0.357000 Memcpy Instances: 8.997000 Kernel 1: 0.024000 Kernel 2: 95.762001 Copyback: 0.018000 Sum: 0.031000 It 27,Best ac:0.004786 0.916667 fi:0.247968. Ave ac:0.010373,0.010276 Initialization: 6.836000 Memcpy Classifiers: 0.322000 Memcpy Instances: 9.030000 Kernel 1: 0.025000 Kernel 2: 94.028000 Copyback: 0.017000 Sum: 0.029000 It 28,Best ac:0.005004 0.920000 fi:0.240209. Ave ac:0.010098,0.009752 Initialization: 6.783000 Memcpy Classifiers: 0.303000 Memcpy Instances: 9.045000 Kernel 1: 0.025000 Kernel 2: 97.113998 Copyback: 0.017000 Sum: 0.032000 It 29,Best ac:0.005438 0.892857 fi:0.253057. Ave ac:0.010647,0.008952 Initialization: 6.675000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.104000 Kernel 1: 0.025000 Kernel 2: 97.185997 Copyback: 0.017000 Sum: 0.031000 It 30,Best ac:0.005003 0.920000 fi:0.248962. Ave ac:0.011559,0.009523 Initialization: 6.760000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.065000 Kernel 1: 0.025000 Kernel 2: 93.228996 Copyback: 0.018000 Sum: 0.033000 It 31,Best ac:0.006091 0.933333 fi:0.216910. Ave ac:0.008807,0.006767 Initialization: 6.733000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.139000 Kernel 1: 0.023000 Kernel 2: 93.730003 Copyback: 0.018000 Sum: 0.032000 It 32,Best ac:0.006744 0.968750 fi:0.184964. Ave ac:0.011816,0.009392 Initialization: 6.770000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.053000 Kernel 1: 0.025000 Kernel 2: 90.212997 Copyback: 0.018000 Sum: 0.030000 It 33,Best ac:0.005002 0.958333 fi:0.198558. Ave ac:0.011476,0.009256 Initialization: 22.752001 Memcpy Instances: 455.819000 Memcpy Classifiers: 0.061000 Kernel 1: 0.030000 Kernel 2: 507.645996 Copyback: 0.369000 Sum: 0.013000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 502.740997 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 489.471008 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 491.178009 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 492.713013 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 483.903992 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 492.753998 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.012000 Kernel 2: 507.864014 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 473.429993 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.026000 Kernel 2: 500.191010 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 494.519012 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 503.450012 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.012000 Kernel 2: 497.825012 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.054000 Kernel 1: 0.017000 Kernel 2: 480.807007 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.005904 0.838172 fi:0.315838. Ave ac:0.010638,0.038364 Best acc 0.005904 0.838172 Initialization: 6.906000 Memcpy Classifiers: 0.577000 Memcpy Instances: 9.048000 Kernel 1: 0.026000 Kernel 2: 110.852997 Copyback: 0.017000 Sum: 0.032000 Initial population average accuracy1:0.006088 accuracy2:0.275218 Initialization: 6.857000 Memcpy Classifiers: 0.559000 Memcpy Instances: 9.048000 Kernel 1: 0.025000 Kernel 2: 116.597000 Copyback: 0.017000 Sum: 0.048000 It 0,Best ac:0.005003 0.766667 fi:0.333260. Ave ac:0.012392,0.017022 Initialization: 6.805000 Memcpy Classifiers: 0.472000 Memcpy Instances: 9.947000 Kernel 1: 0.022000 Kernel 2: 118.126999 Copyback: 0.017000 Sum: 0.031000 It 1,Best ac:0.009138 0.750000 fi:0.348470. Ave ac:0.016229,0.018296 Initialization: 6.821000 Memcpy Classifiers: 0.471000 Memcpy Instances: 9.065000 Kernel 1: 0.023000 Kernel 2: 114.793999 Copyback: 0.017000 Sum: 0.033000 It 2,Best ac:0.005221 0.800000 fi:0.299850. Ave ac:0.015933,0.020621 Initialization: 6.783000 Memcpy Classifiers: 0.418000 Memcpy Instances: 9.040000 Kernel 1: 0.023000 Kernel 2: 109.093002 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.006308 0.805556 fi:0.293911. Ave ac:0.013895,0.017989 Initialization: 6.851000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.990000 Kernel 1: 0.023000 Kernel 2: 110.307999 Copyback: 0.018000 Sum: 0.033000 It 4,Best ac:0.008049 0.902439 fi:0.196414. Ave ac:0.012434,0.018959 Initialization: 6.665000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.528000 Kernel 1: 0.023000 Kernel 2: 107.841003 Copyback: 0.017000 Sum: 0.031000 It 5,Best ac:0.004786 0.814815 fi:0.287137. Ave ac:0.013054,0.016839 Initialization: 7.588000 Memcpy Classifiers: 0.401000 Memcpy Instances: 9.842000 Kernel 1: 0.024000 Kernel 2: 107.850998 Copyback: 0.017000 Sum: 0.028000 It 6,Best ac:0.007831 0.818182 fi:0.280748. Ave ac:0.013448,0.016865 Initialization: 6.735000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.527000 Kernel 1: 0.023000 Kernel 2: 105.072998 Copyback: 0.017000 Sum: 0.030000 It 7,Best ac:0.005656 0.787879 fi:0.311818. Ave ac:0.012560,0.015986 Initialization: 6.894000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.086000 Kernel 1: 0.022000 Kernel 2: 103.357002 Copyback: 0.017000 Sum: 0.029000 It 8,Best ac:0.005873 0.900000 fi:0.199620. Ave ac:0.015045,0.018252 Initialization: 6.785000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.039000 Kernel 1: 0.025000 Kernel 2: 103.542999 Copyback: 0.018000 Sum: 0.030000 It 9,Best ac:0.010442 0.905660 fi:0.192349. Ave ac:0.011299,0.012225 Iteration 10:MDL fitness activated Error 0.192349 TL 0.027226 MDL Theory Length Weight: 2.3549544409 (1) Initialization: 6.811000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.023000 Kernel 1: 0.023000 Kernel 2: 102.905998 Copyback: 0.017000 Sum: 0.033000 It 10,Best ac:0.013487 0.826667 fi:0.325459. Ave ac:0.010184,0.013680 Initialization: 6.697000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.049000 Kernel 1: 0.022000 Kernel 2: 98.805000 Copyback: 0.016000 Sum: 0.033000 It 11,Best ac:0.006963 0.888889 fi:0.265443. Ave ac:0.011357,0.011383 Initialization: 6.742000 Memcpy Classifiers: 0.367000 Memcpy Instances: 9.013000 Kernel 1: 0.024000 Kernel 2: 99.531998 Copyback: 0.017000 Sum: 0.031000 It 12,Best ac:0.005221 0.923077 fi:0.234468. Ave ac:0.010646,0.009335 Initialization: 6.762000 Memcpy Classifiers: 0.361000 Memcpy Instances: 9.127000 Kernel 1: 0.023000 Kernel 2: 95.543999 Copyback: 0.017000 Sum: 0.034000 It 13,Best ac:0.006744 0.939394 fi:0.236926. Ave ac:0.011590,0.013149 Initialization: 6.845000 Memcpy Classifiers: 0.400000 Memcpy Instances: 8.987000 Kernel 1: 0.024000 Kernel 2: 93.851997 Copyback: 0.025000 Sum: 0.039000 It 14,Best ac:0.009356 0.934783 fi:0.201379. Ave ac:0.008929,0.009626 Initialization: 7.687000 Memcpy Classifiers: 0.343000 Memcpy Instances: 9.056000 Kernel 1: 0.025000 Kernel 2: 96.033997 Copyback: 0.017000 Sum: 0.033000 It 15,Best ac:0.005873 0.843750 fi:0.293349. Ave ac:0.010642,0.010374 Initialization: 6.759000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.990000 Kernel 1: 0.032000 Kernel 2: 93.694000 Copyback: 0.018000 Sum: 0.033000 It 16,Best ac:0.006526 0.937500 fi:0.218606. Ave ac:0.009088,0.009442 Initialization: 6.686000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.581000 Kernel 1: 0.023000 Kernel 2: 95.334999 Copyback: 0.017000 Sum: 0.034000 It 17,Best ac:0.008049 0.948718 fi:0.192077. Ave ac:0.008048,0.008457 Initialization: 6.799000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.552000 Kernel 1: 0.026000 Kernel 2: 91.810997 Copyback: 0.017000 Sum: 0.029000 It 18,Best ac:0.005004 1.000000 fi:0.162704. Ave ac:0.008402,0.007829 Initialization: 6.963000 Memcpy Classifiers: 0.322000 Memcpy Instances: 9.094000 Kernel 1: 0.025000 Kernel 2: 91.956001 Copyback: 0.018000 Sum: 0.029000 It 19,Best ac:0.004786 1.000000 fi:0.179304. Ave ac:0.009109,0.007775 Initialization: 6.851000 Memcpy Classifiers: 0.321000 Memcpy Instances: 9.038000 Kernel 1: 0.023000 Kernel 2: 91.666000 Copyback: 0.017000 Sum: 0.031000 It 20,Best ac:0.006091 0.875000 fi:0.298125. Ave ac:0.009409,0.008061 Initialization: 6.688000 Memcpy Classifiers: 0.340000 Memcpy Instances: 9.038000 Kernel 1: 0.025000 Kernel 2: 89.281998 Copyback: 0.017000 Sum: 0.029000 It 21,Best ac:0.005872 0.931034 fi:0.217687. Ave ac:0.009420,0.009907 Initialization: 6.702000 Memcpy Classifiers: 0.303000 Memcpy Instances: 10.303000 Kernel 1: 0.024000 Kernel 2: 91.026001 Copyback: 0.017000 Sum: 0.034000 It 22,Best ac:0.005656 0.962963 fi:0.199226. Ave ac:0.011081,0.010334 Initialization: 6.680000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.540000 Kernel 1: 0.026000 Kernel 2: 91.513000 Copyback: 0.017000 Sum: 0.029000 It 23,Best ac:0.005003 0.920000 fi:0.223473. Ave ac:0.010276,0.011160 Initialization: 6.724000 Memcpy Classifiers: 0.321000 Memcpy Instances: 9.030000 Kernel 1: 0.023000 Kernel 2: 90.359001 Copyback: 0.017000 Sum: 0.029000 It 24,Best ac:0.005004 0.958333 fi:0.208861. Ave ac:0.011658,0.009478 Initialization: 6.771000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.101000 Kernel 1: 0.025000 Kernel 2: 90.494003 Copyback: 0.017000 Sum: 0.030000 It 25,Best ac:0.008268 0.950000 fi:0.201892. Ave ac:0.009161,0.012945 Initialization: 7.276000 Memcpy Classifiers: 0.342000 Memcpy Instances: 9.034000 Kernel 1: 0.025000 Kernel 2: 90.829002 Copyback: 0.018000 Sum: 0.031000 It 26,Best ac:0.008701 0.888889 fi:0.258201. Ave ac:0.010611,0.007164 Initialization: 6.871000 Memcpy Classifiers: 0.340000 Memcpy Instances: 9.173000 Kernel 1: 0.026000 Kernel 2: 90.452003 Copyback: 0.017000 Sum: 0.030000 It 27,Best ac:0.005221 0.923077 fi:0.237818. Ave ac:0.009888,0.006955 MDL Theory Length Weight: 2.1194589968 (10) Initialization: 6.854000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.992000 Kernel 1: 0.025000 Kernel 2: 90.013000 Copyback: 0.018000 Sum: 0.028000 It 28,Best ac:0.006091 0.933333 fi:0.213693. Ave ac:0.009879,0.009349 Initialization: 6.810000 Memcpy Classifiers: 0.804000 Memcpy Instances: 9.010000 Kernel 1: 0.026000 Kernel 2: 90.842003 Copyback: 0.017000 Sum: 0.032000 It 29,Best ac:0.005438 0.925926 fi:0.222190. Ave ac:0.008665,0.007201 Initialization: 6.782000 Memcpy Classifiers: 0.320000 Memcpy Instances: 9.031000 Kernel 1: 0.025000 Kernel 2: 90.778999 Copyback: 0.017000 Sum: 0.030000 It 30,Best ac:0.005873 0.964286 fi:0.172704. Ave ac:0.011875,0.009481 Initialization: 6.770000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.012000 Kernel 1: 0.026000 Kernel 2: 89.900002 Copyback: 0.018000 Sum: 0.031000 It 31,Best ac:0.005438 0.925926 fi:0.222828. Ave ac:0.008839,0.010575 Initialization: 6.759000 Memcpy Classifiers: 0.321000 Memcpy Instances: 9.483000 Kernel 1: 0.025000 Kernel 2: 89.414001 Copyback: 0.017000 Sum: 0.030000 It 32,Best ac:0.005221 0.960000 fi:0.197992. Ave ac:0.010299,0.010756 Initialization: 7.718000 Memcpy Classifiers: 0.366000 Memcpy Instances: 9.451000 Kernel 1: 0.026000 Kernel 2: 87.653999 Copyback: 0.018000 Sum: 0.029000 It 33,Best ac:0.007179 0.942857 fi:0.198792. Ave ac:0.008747,0.007072 Initialization: 23.063999 Memcpy Instances: 455.256989 Memcpy Classifiers: 0.062000 Kernel 1: 0.030000 Kernel 2: 466.658997 Copyback: 0.022000 Sum: 0.010000 Memcpy Classifiers: 0.055000 Kernel 1: 0.022000 Kernel 2: 455.553009 Copyback: 0.366000 Sum: 0.002000 Memcpy Classifiers: 0.053000 Kernel 1: 0.015000 Kernel 2: 465.863007 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.012000 Kernel 2: 482.584991 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 462.329010 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.012000 Kernel 2: 471.549011 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 472.528992 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 474.209991 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 469.516998 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 464.514008 Copyback: 0.022000 Sum: 0.005000 Memcpy Classifiers: 0.060000 Kernel 1: 0.022000 Kernel 2: 465.704010 Copyback: 0.023000 Sum: 0.006000 Memcpy Classifiers: 0.056000 Kernel 1: 0.021000 Kernel 2: 470.934998 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.054000 Kernel 1: 0.014000 Kernel 2: 466.463989 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 440.134003 Copyback: 0.016000 Sum: 0.002000 It 34,Best ac:0.005617 0.830225 fi:0.311975. Ave ac:0.008300,0.028881 Best acc 0.005617 0.830225 Rule:Att PSSM_-1_7 is [<-1.946751]|Att PSSM_0_12 is [<-3.114682]|Att PSSM_1_4 is [-7.997707,-2.014065]|Att PSSM_1_12 is [<1.862090]|Att PSSM_1_13 is [-1.539198,9.148758]|Att PSSM_3_7 is [<-2.140236]|Att PSSM_4_7 is [>-5.416092]|Att PSSM_4_12 is [<-1.109342]|1 Accuracy : 0.719802 0 1 163279 801 64944 5614 Removed 1619 instances. 228223 Instances left. Acc of rule 0.005904-0.838172 Initialization: 6.666000 Memcpy Classifiers: 0.541000 Memcpy Instances: 8.957000 Kernel 1: 0.027000 Kernel 2: 111.589996 Copyback: 0.371000 Sum: 0.030000 Initial population average accuracy1:0.006551 accuracy2:0.279801 Initialization: 6.784000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.935000 Kernel 1: 0.025000 Kernel 2: 121.058998 Copyback: 0.017000 Sum: 0.050000 It 0,Best ac:0.005041 0.718750 fi:0.381139. Ave ac:0.012493,0.021188 Initialization: 6.693000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.925000 Kernel 1: 0.025000 Kernel 2: 116.171997 Copyback: 0.017000 Sum: 0.032000 It 1,Best ac:0.005259 0.774194 fi:0.325617. Ave ac:0.016395,0.024126 Initialization: 7.301000 Memcpy Classifiers: 0.436000 Memcpy Instances: 8.944000 Kernel 1: 0.025000 Kernel 2: 113.723000 Copyback: 0.017000 Sum: 0.030000 It 2,Best ac:0.007230 0.785714 fi:0.313391. Ave ac:0.016680,0.021222 Initialization: 6.796000 Memcpy Classifiers: 0.449000 Memcpy Instances: 8.954000 Kernel 1: 0.023000 Kernel 2: 112.632004 Copyback: 0.017000 Sum: 0.028000 It 3,Best ac:0.005476 0.833333 fi:0.266400. Ave ac:0.012879,0.017790 Initialization: 7.202000 Memcpy Classifiers: 0.438000 Memcpy Instances: 8.953000 Kernel 1: 0.023000 Kernel 2: 113.170998 Copyback: 0.017000 Sum: 0.033000 It 4,Best ac:0.004600 0.875000 fi:0.249955. Ave ac:0.012577,0.013290 Initialization: 6.729000 Memcpy Classifiers: 0.422000 Memcpy Instances: 8.913000 Kernel 1: 0.027000 Kernel 2: 111.585999 Copyback: 0.017000 Sum: 0.029000 It 5,Best ac:0.007010 0.820513 fi:0.278673. Ave ac:0.011968,0.013752 Initialization: 6.829000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.392000 Kernel 1: 0.025000 Kernel 2: 111.499001 Copyback: 0.017000 Sum: 0.032000 It 6,Best ac:0.006135 0.800000 fi:0.299499. Ave ac:0.011544,0.013443 Initialization: 6.776000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.096000 Kernel 1: 0.026000 Kernel 2: 109.195000 Copyback: 0.017000 Sum: 0.034000 It 7,Best ac:0.005259 0.888889 fi:0.210923. Ave ac:0.013456,0.014557 Initialization: 6.740000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.351000 Kernel 1: 0.026000 Kernel 2: 107.572998 Copyback: 0.018000 Sum: 0.028000 It 8,Best ac:0.005697 0.928571 fi:0.171084. Ave ac:0.010779,0.010265 Initialization: 6.807000 Memcpy Classifiers: 0.382000 Memcpy Instances: 8.935000 Kernel 1: 0.024000 Kernel 2: 102.637001 Copyback: 0.017000 Sum: 0.028000 It 9,Best ac:0.006572 0.882353 fi:0.216989. Ave ac:0.009443,0.009668 Iteration 10:MDL fitness activated Error 0.216989 TL 0.040059 MDL Theory Length Weight: 1.8055656618 (2) Initialization: 6.733000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.910000 Kernel 1: 0.025000 Kernel 2: 102.254997 Copyback: 0.017000 Sum: 0.029000 It 10,Best ac:0.007013 0.914286 fi:0.241150. Ave ac:0.010440,0.009738 Initialization: 7.237000 Memcpy Classifiers: 0.382000 Memcpy Instances: 8.977000 Kernel 1: 0.024000 Kernel 2: 99.183998 Copyback: 0.019000 Sum: 0.031000 It 11,Best ac:0.005038 0.920000 fi:0.251419. Ave ac:0.009920,0.008970 Initialization: 7.232000 Memcpy Classifiers: 0.364000 Memcpy Instances: 8.939000 Kernel 1: 0.026000 Kernel 2: 99.339996 Copyback: 0.017000 Sum: 0.031000 It 12,Best ac:0.006354 0.878788 fi:0.274768. Ave ac:0.012161,0.010848 Initialization: 6.822000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.921000 Kernel 1: 0.024000 Kernel 2: 99.075996 Copyback: 0.017000 Sum: 0.032000 It 13,Best ac:0.007010 0.914286 fi:0.244254. Ave ac:0.010648,0.009953 Initialization: 6.730000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.491000 Kernel 1: 0.025000 Kernel 2: 95.347000 Copyback: 0.017000 Sum: 0.034000 It 14,Best ac:0.005915 0.900000 fi:0.267895. Ave ac:0.011636,0.010236 Initialization: 6.750000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.942000 Kernel 1: 0.025000 Kernel 2: 95.269997 Copyback: 0.017000 Sum: 0.028000 It 15,Best ac:0.006354 0.935484 fi:0.213281. Ave ac:0.011371,0.009146 Initialization: 6.758000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.004000 Kernel 1: 0.025000 Kernel 2: 94.161003 Copyback: 0.017000 Sum: 0.029000 It 16,Best ac:0.004820 0.956522 fi:0.200304. Ave ac:0.010299,0.008155 Initialization: 6.842000 Memcpy Classifiers: 0.384000 Memcpy Instances: 8.930000 Kernel 1: 0.027000 Kernel 2: 93.828003 Copyback: 0.017000 Sum: 0.030000 It 17,Best ac:0.005696 0.962963 fi:0.201945. Ave ac:0.008847,0.007092 Initialization: 6.646000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.966000 Kernel 1: 0.025000 Kernel 2: 96.540001 Copyback: 0.017000 Sum: 0.027000 It 18,Best ac:0.007888 0.900000 fi:0.254176. Ave ac:0.008007,0.005925 Initialization: 6.855000 Memcpy Classifiers: 0.354000 Memcpy Instances: 8.931000 Kernel 1: 0.026000 Kernel 2: 96.681000 Copyback: 0.018000 Sum: 0.028000 It 19,Best ac:0.007010 0.969697 fi:0.182578. Ave ac:0.007855,0.005763 Initialization: 7.229000 Memcpy Classifiers: 0.407000 Memcpy Instances: 8.922000 Kernel 1: 0.027000 Kernel 2: 94.642998 Copyback: 0.017000 Sum: 0.030000 It 20,Best ac:0.007013 0.888889 fi:0.260173. Ave ac:0.007519,0.006060 Initialization: 7.152000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.929000 Kernel 1: 0.026000 Kernel 2: 97.921997 Copyback: 0.017000 Sum: 0.028000 It 21,Best ac:0.007886 0.923077 fi:0.232743. Ave ac:0.008120,0.006004 Initialization: 6.724000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.920000 Kernel 1: 0.025000 Kernel 2: 95.559998 Copyback: 0.018000 Sum: 0.027000 It 22,Best ac:0.007669 0.972222 fi:0.184475. Ave ac:0.009371,0.006731 Initialization: 7.479000 Memcpy Classifiers: 0.344000 Memcpy Instances: 8.963000 Kernel 1: 0.027000 Kernel 2: 96.293999 Copyback: 0.017000 Sum: 0.027000 It 23,Best ac:0.005039 0.958333 fi:0.195520. Ave ac:0.007685,0.005552 Initialization: 6.800000 Memcpy Classifiers: 0.352000 Memcpy Instances: 10.134000 Kernel 1: 0.026000 Kernel 2: 99.614998 Copyback: 0.018000 Sum: 0.028000 It 24,Best ac:0.007669 0.897436 fi:0.253208. Ave ac:0.007507,0.005438 Initialization: 6.628000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.000000 Kernel 1: 0.027000 Kernel 2: 99.039001 Copyback: 0.017000 Sum: 0.028000 It 25,Best ac:0.005916 0.931034 fi:0.218136. Ave ac:0.007034,0.004451 Initialization: 6.773000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.966000 Kernel 1: 0.025000 Kernel 2: 98.890999 Copyback: 0.018000 Sum: 0.031000 It 26,Best ac:0.006135 0.903226 fi:0.253688. Ave ac:0.006738,0.005523 Initialization: 6.655000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.026000 Kernel 1: 0.024000 Kernel 2: 99.002998 Copyback: 0.017000 Sum: 0.032000 It 27,Best ac:0.007667 0.921053 fi:0.236748. Ave ac:0.008930,0.006398 Initialization: 6.729000 Memcpy Classifiers: 0.342000 Memcpy Instances: 9.994000 Kernel 1: 0.024000 Kernel 2: 96.138000 Copyback: 0.017000 Sum: 0.033000 It 28,Best ac:0.011394 0.866667 fi:0.279795. Ave ac:0.007560,0.005225 MDL Theory Length Weight: 1.6250090957 (10) Initialization: 6.760000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.944000 Kernel 1: 0.026000 Kernel 2: 96.485001 Copyback: 0.017000 Sum: 0.033000 It 29,Best ac:0.005696 0.866667 fi:0.279572. Ave ac:0.008265,0.005714 Initialization: 6.805000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.926000 Kernel 1: 0.025000 Kernel 2: 98.404999 Copyback: 0.017000 Sum: 0.032000 It 30,Best ac:0.007448 0.894737 fi:0.240721. Ave ac:0.009223,0.006048 Initialization: 6.655000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.973000 Kernel 1: 0.026000 Kernel 2: 96.981003 Copyback: 0.018000 Sum: 0.029000 It 31,Best ac:0.005039 1.000000 fi:0.148457. Ave ac:0.008473,0.005678 Initialization: 6.727000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.049000 Kernel 1: 0.026000 Kernel 2: 94.019997 Copyback: 0.017000 Sum: 0.031000 It 32,Best ac:0.005478 1.000000 fi:0.144592. Ave ac:0.007983,0.005356 Initialization: 6.739000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.668000 Kernel 1: 0.026000 Kernel 2: 93.602997 Copyback: 0.017000 Sum: 0.032000 It 33,Best ac:0.004819 0.956522 fi:0.195549. Ave ac:0.007968,0.004967 Initialization: 22.612000 Memcpy Instances: 451.869995 Memcpy Classifiers: 0.062000 Kernel 1: 0.026000 Kernel 2: 471.622986 Copyback: 0.014000 Sum: 0.013000 Memcpy Classifiers: 0.055000 Kernel 1: 0.015000 Kernel 2: 497.167999 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.015000 Kernel 2: 489.085999 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.014000 Kernel 2: 473.794006 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 477.506989 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.054000 Kernel 1: 0.015000 Kernel 2: 495.121002 Copyback: 0.014000 Sum: 0.000000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 484.984009 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.012000 Kernel 2: 464.679993 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.012000 Kernel 2: 472.924988 Copyback: 0.017000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.012000 Kernel 2: 479.423004 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 476.589996 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.013000 Kernel 2: 480.738007 Copyback: 0.016000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.015000 Kernel 2: 480.320007 Copyback: 0.014000 Sum: 0.000000 Memcpy Classifiers: 0.058000 Kernel 1: 0.012000 Kernel 2: 455.372009 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.006283 0.848521 fi:0.297508. Ave ac:0.008448,0.029744 Best acc 0.006283 0.848521 Initialization: 6.795000 Memcpy Classifiers: 0.541000 Memcpy Instances: 8.923000 Kernel 1: 0.028000 Kernel 2: 108.936996 Copyback: 0.018000 Sum: 0.031000 Initial population average accuracy1:0.005351 accuracy2:0.274450 Initialization: 6.743000 Memcpy Classifiers: 0.945000 Memcpy Instances: 8.937000 Kernel 1: 0.026000 Kernel 2: 114.248001 Copyback: 0.018000 Sum: 0.061000 It 0,Best ac:0.008983 0.585714 fi:0.512767. Ave ac:0.011702,0.016839 Initialization: 6.651000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.963000 Kernel 1: 0.025000 Kernel 2: 113.185997 Copyback: 0.018000 Sum: 0.034000 It 1,Best ac:0.027607 0.688525 fi:0.404712. Ave ac:0.014051,0.017430 Initialization: 6.733000 Memcpy Classifiers: 0.435000 Memcpy Instances: 9.099000 Kernel 1: 0.024000 Kernel 2: 110.547997 Copyback: 0.018000 Sum: 0.034000 It 2,Best ac:0.005915 0.750000 fi:0.349577. Ave ac:0.014896,0.016499 Initialization: 8.000000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.975000 Kernel 1: 0.025000 Kernel 2: 105.750999 Copyback: 0.017000 Sum: 0.033000 It 3,Best ac:0.035057 0.747664 fi:0.345573. Ave ac:0.015776,0.018363 Initialization: 6.757000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.987000 Kernel 1: 0.025000 Kernel 2: 102.709999 Copyback: 0.017000 Sum: 0.032000 It 4,Best ac:0.004819 0.880000 fi:0.219969. Ave ac:0.018983,0.021950 Initialization: 6.658000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.926000 Kernel 1: 0.025000 Kernel 2: 95.401001 Copyback: 0.018000 Sum: 0.033000 It 5,Best ac:0.006791 0.794872 fi:0.304392. Ave ac:0.017674,0.019728 Initialization: 6.651000 Memcpy Classifiers: 0.364000 Memcpy Instances: 8.962000 Kernel 1: 0.024000 Kernel 2: 90.787003 Copyback: 0.017000 Sum: 0.034000 It 6,Best ac:0.007886 0.800000 fi:0.298873. Ave ac:0.014696,0.017869 Initialization: 6.707000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.922000 Kernel 1: 0.026000 Kernel 2: 90.940002 Copyback: 0.017000 Sum: 0.030000 It 7,Best ac:0.004602 0.840000 fi:0.284280. Ave ac:0.018117,0.023202 Initialization: 6.708000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.961000 Kernel 1: 0.023000 Kernel 2: 87.998001 Copyback: 0.017000 Sum: 0.028000 It 8,Best ac:0.006791 0.815789 fi:0.283475. Ave ac:0.018804,0.022302 Initialization: 7.127000 Memcpy Classifiers: 0.359000 Memcpy Instances: 8.937000 Kernel 1: 0.025000 Kernel 2: 88.914001 Copyback: 0.017000 Sum: 0.027000 It 9,Best ac:0.005257 0.923077 fi:0.176735. Ave ac:0.014193,0.015097 Iteration 10:MDL fitness activated Error 0.176735 TL 0.022854 MDL Theory Length Weight: 2.5777214280 (1) Initialization: 6.756000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.934000 Kernel 1: 0.024000 Kernel 2: 91.613998 Copyback: 0.018000 Sum: 0.029000 It 10,Best ac:0.012708 0.892308 fi:0.268088. Ave ac:0.015521,0.016553 Initialization: 6.691000 Memcpy Classifiers: 0.321000 Memcpy Instances: 9.206000 Kernel 1: 0.023000 Kernel 2: 86.887001 Copyback: 0.017000 Sum: 0.030000 It 11,Best ac:0.005038 0.884615 fi:0.274187. Ave ac:0.015093,0.018695 Initialization: 6.770000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.917000 Kernel 1: 0.024000 Kernel 2: 84.662003 Copyback: 0.017000 Sum: 0.025000 It 12,Best ac:0.006791 0.911765 fi:0.228320. Ave ac:0.014483,0.017299 Initialization: 6.862000 Memcpy Classifiers: 0.283000 Memcpy Instances: 9.415000 Kernel 1: 0.024000 Kernel 2: 85.358002 Copyback: 0.017000 Sum: 0.026000 It 13,Best ac:0.004163 1.000000 fi:0.251494. Ave ac:0.012881,0.017824 Initialization: 6.762000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.036000 Kernel 1: 0.023000 Kernel 2: 86.111000 Copyback: 0.017000 Sum: 0.027000 It 14,Best ac:0.005478 0.892857 fi:0.249522. Ave ac:0.013046,0.013023 Initialization: 6.612000 Memcpy Classifiers: 0.303000 Memcpy Instances: 9.159000 Kernel 1: 0.024000 Kernel 2: 83.532997 Copyback: 0.018000 Sum: 0.024000 It 15,Best ac:0.005039 0.884615 fi:0.253685. Ave ac:0.011963,0.012358 Initialization: 6.593000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.957000 Kernel 1: 0.024000 Kernel 2: 81.660004 Copyback: 0.017000 Sum: 0.026000 It 16,Best ac:0.005478 0.961538 fi:0.192451. Ave ac:0.012552,0.018629 Initialization: 6.643000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.958000 Kernel 1: 0.023000 Kernel 2: 80.957001 Copyback: 0.017000 Sum: 0.025000 It 17,Best ac:0.009419 0.934783 fi:0.208968. Ave ac:0.012754,0.018471 Initialization: 6.737000 Memcpy Classifiers: 0.304000 Memcpy Instances: 9.005000 Kernel 1: 0.024000 Kernel 2: 77.837997 Copyback: 0.017000 Sum: 0.026000 It 18,Best ac:0.007011 0.914286 fi:0.242266. Ave ac:0.009876,0.009383 Initialization: 6.687000 Memcpy Classifiers: 0.323000 Memcpy Instances: 9.015000 Kernel 1: 0.023000 Kernel 2: 78.349998 Copyback: 0.017000 Sum: 0.025000 It 19,Best ac:0.005916 0.931034 fi:0.227393. Ave ac:0.010924,0.012570 Initialization: 6.726000 Memcpy Classifiers: 0.821000 Memcpy Instances: 8.949000 Kernel 1: 0.023000 Kernel 2: 78.757004 Copyback: 0.017000 Sum: 0.028000 It 20,Best ac:0.005696 0.962963 fi:0.204983. Ave ac:0.011315,0.013881 Initialization: 6.716000 Memcpy Classifiers: 0.265000 Memcpy Instances: 9.007000 Kernel 1: 0.025000 Kernel 2: 77.384003 Copyback: 0.018000 Sum: 0.025000 It 21,Best ac:0.006792 0.885714 fi:0.260808. Ave ac:0.010040,0.009672 Initialization: 6.770000 Memcpy Classifiers: 0.284000 Memcpy Instances: 9.005000 Kernel 1: 0.023000 Kernel 2: 77.620003 Copyback: 0.017000 Sum: 0.023000 It 22,Best ac:0.007230 0.916667 fi:0.223259. Ave ac:0.010568,0.012274 Initialization: 6.750000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.991000 Kernel 1: 0.024000 Kernel 2: 76.750999 Copyback: 0.016000 Sum: 0.020000 It 23,Best ac:0.008326 0.974359 fi:0.190226. Ave ac:0.011048,0.012242 Initialization: 6.720000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.930000 Kernel 1: 0.024000 Kernel 2: 77.807999 Copyback: 0.017000 Sum: 0.025000 It 24,Best ac:0.006134 1.000000 fi:0.155192. Ave ac:0.008858,0.007502 Initialization: 6.641000 Memcpy Classifiers: 0.283000 Memcpy Instances: 9.440000 Kernel 1: 0.024000 Kernel 2: 77.724998 Copyback: 0.017000 Sum: 0.026000 It 25,Best ac:0.005915 0.931034 fi:0.214486. Ave ac:0.009521,0.008386 Initialization: 6.615000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.974000 Kernel 1: 0.022000 Kernel 2: 79.365997 Copyback: 0.017000 Sum: 0.029000 It 26,Best ac:0.006134 0.965517 fi:0.180563. Ave ac:0.008648,0.008669 Initialization: 6.719000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.928000 Kernel 1: 0.025000 Kernel 2: 77.992996 Copyback: 0.017000 Sum: 0.031000 It 27,Best ac:0.004820 1.000000 fi:0.169067. Ave ac:0.010375,0.010898 Initialization: 6.696000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.985000 Kernel 1: 0.024000 Kernel 2: 78.178001 Copyback: 0.017000 Sum: 0.026000 It 28,Best ac:0.008762 0.909091 fi:0.237539. Ave ac:0.008567,0.008805 Initialization: 6.777000 Memcpy Classifiers: 0.265000 Memcpy Instances: 8.978000 Kernel 1: 0.025000 Kernel 2: 77.786003 Copyback: 0.017000 Sum: 0.025000 It 29,Best ac:0.005476 0.961538 fi:0.183651. Ave ac:0.008258,0.007932 Initialization: 6.606000 Memcpy Classifiers: 0.247000 Memcpy Instances: 9.032000 Kernel 1: 0.024000 Kernel 2: 78.026001 Copyback: 0.017000 Sum: 0.025000 It 30,Best ac:0.005916 0.900000 fi:0.257856. Ave ac:0.009338,0.009371 Initialization: 6.646000 Memcpy Classifiers: 0.264000 Memcpy Instances: 9.511000 Kernel 1: 0.023000 Kernel 2: 76.879997 Copyback: 0.017000 Sum: 0.027000 It 31,Best ac:0.005697 0.896552 fi:0.251900. Ave ac:0.009485,0.015523 Initialization: 6.680000 Memcpy Classifiers: 0.264000 Memcpy Instances: 9.007000 Kernel 1: 0.024000 Kernel 2: 75.692001 Copyback: 0.018000 Sum: 0.023000 It 32,Best ac:0.005259 0.923077 fi:0.226663. Ave ac:0.009408,0.010244 Initialization: 6.756000 Memcpy Classifiers: 0.781000 Memcpy Instances: 8.927000 Kernel 1: 0.025000 Kernel 2: 75.055000 Copyback: 0.017000 Sum: 0.023000 It 33,Best ac:0.007230 0.868421 fi:0.278556. Ave ac:0.011220,0.012105 MDL Theory Length Weight: 2.3199492852 (10) Initialization: 22.573999 Memcpy Instances: 457.292999 Memcpy Classifiers: 0.053000 Kernel 1: 0.026000 Kernel 2: 419.864990 Copyback: 0.014000 Sum: 0.009000 Memcpy Classifiers: 0.051000 Kernel 1: 0.014000 Kernel 2: 416.222992 Copyback: 0.022000 Sum: 0.002000 Memcpy Classifiers: 0.052000 Kernel 1: 0.021000 Kernel 2: 415.278015 Copyback: 0.017000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.016000 Kernel 2: 422.148987 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.013000 Kernel 2: 426.216003 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.012000 Kernel 2: 434.800995 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 417.372009 Copyback: 0.368000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 424.307007 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.012000 Kernel 2: 415.134003 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.012000 Kernel 2: 439.231995 Copyback: 0.022000 Sum: 0.002000 Memcpy Classifiers: 0.053000 Kernel 1: 0.021000 Kernel 2: 422.588013 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.014000 Kernel 2: 431.217010 Copyback: 0.014000 Sum: 0.000000 Memcpy Classifiers: 0.051000 Kernel 1: 0.012000 Kernel 2: 420.075012 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.012000 Kernel 2: 397.332001 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.005092 0.845706 fi:0.295075. Ave ac:0.013019,0.047766 Best acc 0.005092 0.845706 Rule:Att PSSM_-2_7 is [-6.802121,-1.277170]|Att PSSM_-1_12 is [<-1.463608]|Att PSSM_0_5 is [-2.542477,10.542477]|Att PSSM_0_7 is [-6.613384,-3.091900]|Att PSSM_0_12 is [-6.021914,-3.324500]|Att PSSM_1_7 is [-6.987730,2.113881]|Att PSSM_1_12 is [<-0.480269]|Att PSSM_2_6 is [<1.867857]|Att PSSM_3_6 is [<0.719522]|Att PSSM_4_7 is [>-5.817456]|1 Accuracy : 0.724823 0 1 163023 1057 63510 7048 Removed 1690 instances. 226533 Instances left. Acc of rule 0.006283-0.848521 Initialization: 6.665000 Memcpy Classifiers: 0.506000 Memcpy Instances: 8.935000 Kernel 1: 0.024000 Kernel 2: 108.237000 Copyback: 0.017000 Sum: 0.038000 Initial population average accuracy1:0.006068 accuracy2:0.254404 Initialization: 6.721000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.964000 Kernel 1: 0.025000 Kernel 2: 113.347000 Copyback: 0.017000 Sum: 0.037000 It 0,Best ac:0.004194 0.730769 fi:0.459445. Ave ac:0.011322,0.016308 Initialization: 6.658000 Memcpy Classifiers: 0.435000 Memcpy Instances: 9.027000 Kernel 1: 0.023000 Kernel 2: 115.942001 Copyback: 0.017000 Sum: 0.033000 It 1,Best ac:0.009269 0.711864 fi:0.386466. Ave ac:0.014084,0.018950 Initialization: 6.658000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.926000 Kernel 1: 0.023000 Kernel 2: 112.283997 Copyback: 0.018000 Sum: 0.033000 It 2,Best ac:0.004634 0.875000 fi:0.230677. Ave ac:0.014293,0.016063 Initialization: 6.794000 Memcpy Classifiers: 0.400000 Memcpy Instances: 9.225000 Kernel 1: 0.023000 Kernel 2: 110.501999 Copyback: 0.018000 Sum: 0.035000 It 3,Best ac:0.005959 0.771429 fi:0.328100. Ave ac:0.015643,0.018507 Initialization: 6.679000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.921000 Kernel 1: 0.024000 Kernel 2: 106.699997 Copyback: 0.017000 Sum: 0.034000 It 4,Best ac:0.009492 0.767857 fi:0.330391. Ave ac:0.014543,0.019669 Initialization: 7.189000 Memcpy Classifiers: 0.382000 Memcpy Instances: 8.897000 Kernel 1: 0.024000 Kernel 2: 104.546997 Copyback: 0.017000 Sum: 0.034000 It 5,Best ac:0.005740 0.742857 fi:0.356752. Ave ac:0.011322,0.015365 Initialization: 6.630000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.912000 Kernel 1: 0.024000 Kernel 2: 103.968002 Copyback: 0.017000 Sum: 0.033000 It 6,Best ac:0.006843 0.939394 fi:0.159815. Ave ac:0.012343,0.013617 Initialization: 6.761000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.913000 Kernel 1: 0.022000 Kernel 2: 107.610001 Copyback: 0.017000 Sum: 0.030000 It 7,Best ac:0.005077 0.884615 fi:0.215234. Ave ac:0.009334,0.010886 Initialization: 6.829000 Memcpy Classifiers: 0.365000 Memcpy Instances: 8.864000 Kernel 1: 0.023000 Kernel 2: 102.327003 Copyback: 0.017000 Sum: 0.029000 It 8,Best ac:0.005298 0.827586 fi:0.272183. Ave ac:0.008137,0.008726 Initialization: 6.696000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.857000 Kernel 1: 0.025000 Kernel 2: 102.138000 Copyback: 0.017000 Sum: 0.029000 It 9,Best ac:0.007506 0.894737 fi:0.204232. Ave ac:0.008221,0.008354 Iteration 10:MDL fitness activated Error 0.204232 TL 0.027053 MDL Theory Length Weight: 2.5164766972 (4) Initialization: 6.788000 Memcpy Classifiers: 0.743000 Memcpy Instances: 9.856000 Kernel 1: 0.022000 Kernel 2: 104.989998 Copyback: 0.017000 Sum: 0.031000 It 10,Best ac:0.005076 0.920000 fi:0.237933. Ave ac:0.008403,0.008318 Initialization: 6.676000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.884000 Kernel 1: 0.024000 Kernel 2: 100.417999 Copyback: 0.017000 Sum: 0.033000 It 11,Best ac:0.007062 0.820513 fi:0.346786. Ave ac:0.008005,0.008013 Initialization: 6.636000 Memcpy Classifiers: 0.323000 Memcpy Instances: 9.009000 Kernel 1: 0.025000 Kernel 2: 101.252998 Copyback: 0.017000 Sum: 0.033000 It 12,Best ac:0.009713 0.897959 fi:0.264732. Ave ac:0.009418,0.009192 Initialization: 7.291000 Memcpy Classifiers: 0.325000 Memcpy Instances: 8.918000 Kernel 1: 0.026000 Kernel 2: 102.428001 Copyback: 0.018000 Sum: 0.031000 It 13,Best ac:0.005959 0.870968 fi:0.294706. Ave ac:0.007472,0.005874 Initialization: 6.858000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.857000 Kernel 1: 0.025000 Kernel 2: 102.750000 Copyback: 0.018000 Sum: 0.029000 It 14,Best ac:0.005298 0.923077 fi:0.245689. Ave ac:0.007878,0.004964 Initialization: 6.699000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.858000 Kernel 1: 0.026000 Kernel 2: 99.809998 Copyback: 0.017000 Sum: 0.030000 It 15,Best ac:0.005740 0.896552 fi:0.271323. Ave ac:0.007857,0.005217 Initialization: 6.646000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.897000 Kernel 1: 0.024000 Kernel 2: 95.153999 Copyback: 0.017000 Sum: 0.032000 It 16,Best ac:0.006842 0.837838 fi:0.325777. Ave ac:0.007281,0.007029 Initialization: 6.637000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.868000 Kernel 1: 0.025000 Kernel 2: 91.419998 Copyback: 0.371000 Sum: 0.035000 It 17,Best ac:0.006842 0.861111 fi:0.289637. Ave ac:0.005691,0.005438 Initialization: 6.721000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.877000 Kernel 1: 0.024000 Kernel 2: 91.639999 Copyback: 0.017000 Sum: 0.035000 It 18,Best ac:0.004636 0.913043 fi:0.264255. Ave ac:0.011024,0.009393 Initialization: 6.909000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.970000 Kernel 1: 0.023000 Kernel 2: 94.008003 Copyback: 0.017000 Sum: 0.030000 It 19,Best ac:0.006180 0.903226 fi:0.250552. Ave ac:0.008319,0.009315 MDL Theory Length Weight: 2.2648290275 (14) Initialization: 6.768000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.910000 Kernel 1: 0.023000 Kernel 2: 95.408997 Copyback: 0.017000 Sum: 0.029000 It 20,Best ac:0.005738 0.928571 fi:0.228036. Ave ac:0.008576,0.006385 Initialization: 6.708000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.882000 Kernel 1: 0.024000 Kernel 2: 98.274002 Copyback: 0.018000 Sum: 0.029000 It 21,Best ac:0.006400 0.852941 fi:0.309726. Ave ac:0.007810,0.007533 Initialization: 6.730000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.892000 Kernel 1: 0.023000 Kernel 2: 96.612000 Copyback: 0.017000 Sum: 0.038000 It 22,Best ac:0.005076 0.920000 fi:0.242604. Ave ac:0.009638,0.007204 Initialization: 6.810000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.874000 Kernel 1: 0.024000 Kernel 2: 96.504997 Copyback: 0.017000 Sum: 0.035000 It 23,Best ac:0.005298 0.923077 fi:0.231612. Ave ac:0.009340,0.006473 Initialization: 7.987000 Memcpy Classifiers: 0.305000 Memcpy Instances: 8.903000 Kernel 1: 0.024000 Kernel 2: 93.880997 Copyback: 0.017000 Sum: 0.034000 It 24,Best ac:0.006843 0.861111 fi:0.292356. Ave ac:0.009893,0.007340 Initialization: 6.744000 Memcpy Classifiers: 0.330000 Memcpy Instances: 8.924000 Kernel 1: 0.026000 Kernel 2: 96.542000 Copyback: 0.017000 Sum: 0.029000 It 25,Best ac:0.006400 0.935484 fi:0.228030. Ave ac:0.009239,0.007410 Initialization: 6.732000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.932000 Kernel 1: 0.025000 Kernel 2: 94.911003 Copyback: 0.017000 Sum: 0.029000 It 26,Best ac:0.006181 0.903226 fi:0.253468. Ave ac:0.007636,0.005321 Initialization: 6.702000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.869000 Kernel 1: 0.024000 Kernel 2: 93.610001 Copyback: 0.018000 Sum: 0.033000 It 27,Best ac:0.007285 0.891892 fi:0.245356. Ave ac:0.008162,0.005033 Initialization: 7.221000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.899000 Kernel 1: 0.025000 Kernel 2: 96.146004 Copyback: 0.017000 Sum: 0.032000 It 28,Best ac:0.006180 0.848485 fi:0.303399. Ave ac:0.009095,0.005500 Initialization: 6.703000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.901000 Kernel 1: 0.026000 Kernel 2: 93.871002 Copyback: 0.017000 Sum: 0.032000 It 29,Best ac:0.005076 0.920000 fi:0.228893. Ave ac:0.007358,0.004620 Initialization: 6.606000 Memcpy Classifiers: 0.283000 Memcpy Instances: 9.355000 Kernel 1: 0.025000 Kernel 2: 97.473000 Copyback: 0.017000 Sum: 0.029000 It 30,Best ac:0.006180 0.875000 fi:0.276856. Ave ac:0.007195,0.005263 Initialization: 6.682000 Memcpy Classifiers: 0.302000 Memcpy Instances: 10.005000 Kernel 1: 0.024000 Kernel 2: 100.394997 Copyback: 0.018000 Sum: 0.029000 It 31,Best ac:0.009490 0.934783 fi:0.206125. Ave ac:0.008587,0.005056 Initialization: 6.764000 Memcpy Classifiers: 0.304000 Memcpy Instances: 8.853000 Kernel 1: 0.025000 Kernel 2: 100.847000 Copyback: 0.018000 Sum: 0.031000 It 32,Best ac:0.005959 0.931034 fi:0.218855. Ave ac:0.008295,0.005587 Initialization: 6.769000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.976000 Kernel 1: 0.025000 Kernel 2: 105.222000 Copyback: 0.017000 Sum: 0.032000 It 33,Best ac:0.004636 0.954545 fi:0.215220. Ave ac:0.007760,0.004413 Initialization: 22.620001 Memcpy Instances: 464.647003 Memcpy Classifiers: 0.061000 Kernel 1: 0.028000 Kernel 2: 535.424011 Copyback: 0.017000 Sum: 0.012000 Memcpy Classifiers: 0.053000 Kernel 1: 0.016000 Kernel 2: 534.705017 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 525.780029 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 515.187988 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.014000 Kernel 2: 547.390015 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 543.758972 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 538.471985 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 547.689026 Copyback: 0.368000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.014000 Kernel 2: 521.984009 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 538.393005 Copyback: 0.016000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.014000 Kernel 2: 544.661011 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.012000 Kernel 2: 543.297974 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 540.127014 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.015000 Kernel 2: 275.536011 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.006516 0.795687 fi:0.356048. Ave ac:0.006556,0.022188 Best acc 0.006516 0.795687 Initialization: 6.575000 Memcpy Classifiers: 0.540000 Memcpy Instances: 9.005000 Kernel 1: 0.026000 Kernel 2: 108.667000 Copyback: 0.017000 Sum: 0.034000 Initial population average accuracy1:0.005638 accuracy2:0.272708 Initialization: 6.668000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.944000 Kernel 1: 0.025000 Kernel 2: 115.083000 Copyback: 0.017000 Sum: 0.059000 It 0,Best ac:0.007062 0.744186 fi:0.354945. Ave ac:0.011629,0.016092 Initialization: 6.692000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.040000 Kernel 1: 0.023000 Kernel 2: 116.077003 Copyback: 0.017000 Sum: 0.033000 It 1,Best ac:0.005519 0.833333 fi:0.266356. Ave ac:0.014873,0.018818 Initialization: 6.684000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.880000 Kernel 1: 0.024000 Kernel 2: 113.865997 Copyback: 0.017000 Sum: 0.032000 It 2,Best ac:0.009272 0.777778 fi:0.320550. Ave ac:0.014760,0.018538 Initialization: 7.270000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.865000 Kernel 1: 0.025000 Kernel 2: 109.617996 Copyback: 0.017000 Sum: 0.032000 It 3,Best ac:0.005076 0.851852 fi:0.247997. Ave ac:0.014588,0.020815 Initialization: 6.682000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.872000 Kernel 1: 0.026000 Kernel 2: 102.203003 Copyback: 0.018000 Sum: 0.033000 It 4,Best ac:0.006181 0.823529 fi:0.275919. Ave ac:0.011077,0.013087 Initialization: 7.172000 Memcpy Classifiers: 0.436000 Memcpy Instances: 9.343000 Kernel 1: 0.022000 Kernel 2: 101.339996 Copyback: 0.017000 Sum: 0.031000 It 5,Best ac:0.008389 0.826087 fi:0.272561. Ave ac:0.009608,0.010731 Initialization: 6.730000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.945000 Kernel 1: 0.026000 Kernel 2: 99.100998 Copyback: 0.018000 Sum: 0.030000 It 6,Best ac:0.005076 0.851852 fi:0.247997. Ave ac:0.008424,0.006758 Initialization: 6.827000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.063000 Kernel 1: 0.025000 Kernel 2: 97.044998 Copyback: 0.018000 Sum: 0.027000 It 7,Best ac:0.006843 0.911765 fi:0.187444. Ave ac:0.007330,0.005233 Initialization: 6.665000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.347000 Kernel 1: 0.025000 Kernel 2: 98.603996 Copyback: 0.017000 Sum: 0.029000 It 8,Best ac:0.007726 0.833333 fi:0.265555. Ave ac:0.006423,0.004528 Initialization: 6.736000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.912000 Kernel 1: 0.024000 Kernel 2: 102.619003 Copyback: 0.017000 Sum: 0.030000 It 9,Best ac:0.005959 0.900000 fi:0.199529. Ave ac:0.008144,0.006256 Iteration 10:MDL fitness activated Error 0.199529 TL 0.045419 MDL Theory Length Weight: 1.4643457813 (3) Initialization: 7.087000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.892000 Kernel 1: 0.024000 Kernel 2: 101.563004 Copyback: 0.018000 Sum: 0.028000 It 10,Best ac:0.004636 0.807692 fi:0.358075. Ave ac:0.007120,0.005520 Initialization: 6.632000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.942000 Kernel 1: 0.025000 Kernel 2: 100.331001 Copyback: 0.017000 Sum: 0.028000 It 11,Best ac:0.005297 0.827586 fi:0.320274. Ave ac:0.008071,0.005736 Initialization: 7.214000 Memcpy Classifiers: 0.400000 Memcpy Instances: 9.138000 Kernel 1: 0.024000 Kernel 2: 99.514999 Copyback: 0.018000 Sum: 0.028000 It 12,Best ac:0.006400 0.828571 fi:0.322348. Ave ac:0.006239,0.004593 Initialization: 6.470000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.944000 Kernel 1: 0.024000 Kernel 2: 98.570000 Copyback: 0.018000 Sum: 0.030000 It 13,Best ac:0.007061 0.941176 fi:0.206257. Ave ac:0.008974,0.006175 Initialization: 6.697000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.384000 Kernel 1: 0.025000 Kernel 2: 101.431000 Copyback: 0.018000 Sum: 0.030000 It 14,Best ac:0.008609 0.812500 fi:0.333778. Ave ac:0.008397,0.007246 Initialization: 7.297000 Memcpy Classifiers: 0.401000 Memcpy Instances: 9.055000 Kernel 1: 0.025000 Kernel 2: 101.223999 Copyback: 0.017000 Sum: 0.035000 It 15,Best ac:0.007062 0.864865 fi:0.285929. Ave ac:0.010268,0.007567 Initialization: 6.725000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.159000 Kernel 1: 0.024000 Kernel 2: 100.889000 Copyback: 0.017000 Sum: 0.036000 It 16,Best ac:0.005518 0.961538 fi:0.186455. Ave ac:0.010128,0.008017 Initialization: 6.572000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.886000 Kernel 1: 0.025000 Kernel 2: 99.445000 Copyback: 0.370000 Sum: 0.031000 It 17,Best ac:0.007504 0.918919 fi:0.224114. Ave ac:0.009134,0.007223 Initialization: 6.595000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.164000 Kernel 1: 0.025000 Kernel 2: 99.413002 Copyback: 0.017000 Sum: 0.031000 It 18,Best ac:0.004635 0.875000 fi:0.274196. Ave ac:0.008494,0.006181 Initialization: 6.758000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.859000 Kernel 1: 0.026000 Kernel 2: 98.995003 Copyback: 0.018000 Sum: 0.030000 It 19,Best ac:0.006180 0.903226 fi:0.247463. Ave ac:0.008723,0.005418 Initialization: 6.671000 Memcpy Classifiers: 0.364000 Memcpy Instances: 8.887000 Kernel 1: 0.024000 Kernel 2: 98.466003 Copyback: 0.018000 Sum: 0.031000 It 20,Best ac:0.005076 0.920000 fi:0.237992. Ave ac:0.008377,0.005904 Initialization: 6.674000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.889000 Kernel 1: 0.026000 Kernel 2: 97.625999 Copyback: 0.017000 Sum: 0.029000 It 21,Best ac:0.004635 0.913043 fi:0.241300. Ave ac:0.008329,0.005900 Initialization: 6.683000 Memcpy Classifiers: 0.362000 Memcpy Instances: 10.232000 Kernel 1: 0.024000 Kernel 2: 97.195999 Copyback: 0.017000 Sum: 0.028000 It 22,Best ac:0.005076 0.884615 fi:0.267437. Ave ac:0.007864,0.006422 Initialization: 6.641000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.073000 Kernel 1: 0.025000 Kernel 2: 97.608002 Copyback: 0.017000 Sum: 0.027000 It 23,Best ac:0.005960 0.900000 fi:0.257212. Ave ac:0.009638,0.007737 Initialization: 6.623000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.856000 Kernel 1: 0.026000 Kernel 2: 96.588997 Copyback: 0.017000 Sum: 0.030000 It 24,Best ac:0.006843 0.939394 fi:0.204056. Ave ac:0.008353,0.005711 Initialization: 7.220000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.913000 Kernel 1: 0.027000 Kernel 2: 98.084000 Copyback: 0.017000 Sum: 0.030000 It 25,Best ac:0.005297 0.960000 fi:0.197458. Ave ac:0.007213,0.004791 MDL Theory Length Weight: 1.3179112032 (10) Initialization: 6.803000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.891000 Kernel 1: 0.026000 Kernel 2: 96.718002 Copyback: 0.018000 Sum: 0.030000 It 26,Best ac:0.005740 0.928571 fi:0.203085. Ave ac:0.007374,0.004635 Initialization: 6.682000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.890000 Kernel 1: 0.026000 Kernel 2: 97.296997 Copyback: 0.018000 Sum: 0.030000 It 27,Best ac:0.004192 0.950000 fi:0.287691. Ave ac:0.005907,0.004298 Initialization: 6.632000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.858000 Kernel 1: 0.027000 Kernel 2: 98.835999 Copyback: 0.017000 Sum: 0.029000 It 28,Best ac:0.006842 0.911765 fi:0.233982. Ave ac:0.008041,0.005674 Initialization: 6.788000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.855000 Kernel 1: 0.026000 Kernel 2: 96.288002 Copyback: 0.017000 Sum: 0.029000 It 29,Best ac:0.004857 1.000000 fi:0.141632. Ave ac:0.007713,0.004905 Initialization: 6.673000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.365000 Kernel 1: 0.025000 Kernel 2: 98.574997 Copyback: 0.018000 Sum: 0.028000 It 30,Best ac:0.004855 0.846154 fi:0.290636. Ave ac:0.006617,0.005593 Initialization: 6.765000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.107000 Kernel 1: 0.024000 Kernel 2: 101.203003 Copyback: 0.018000 Sum: 0.030000 It 31,Best ac:0.005297 0.857143 fi:0.274675. Ave ac:0.007610,0.005338 Initialization: 6.648000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.886000 Kernel 1: 0.027000 Kernel 2: 99.574997 Copyback: 0.018000 Sum: 0.030000 It 32,Best ac:0.004855 0.846154 fi:0.294575. Ave ac:0.006198,0.004302 Initialization: 6.471000 Memcpy Classifiers: 0.390000 Memcpy Instances: 8.861000 Kernel 1: 0.026000 Kernel 2: 100.343002 Copyback: 0.018000 Sum: 0.029000 It 33,Best ac:0.008830 0.833333 fi:0.310105. Ave ac:0.008079,0.005245 Initialization: 23.913000 Memcpy Instances: 447.997986 Memcpy Classifiers: 0.067000 Kernel 1: 0.029000 Kernel 2: 523.549988 Copyback: 0.015000 Sum: 0.013000 Memcpy Classifiers: 0.058000 Kernel 1: 0.015000 Kernel 2: 528.078003 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 526.870972 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 522.526978 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 506.981995 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 531.987976 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 519.731018 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 525.192017 Copyback: 0.370000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 518.338989 Copyback: 0.022000 Sum: 0.004000 Memcpy Classifiers: 0.136000 Kernel 1: 0.025000 Kernel 2: 507.113007 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.063000 Kernel 1: 0.017000 Kernel 2: 521.086975 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 525.606018 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.015000 Kernel 2: 512.692017 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.056000 Kernel 1: 0.013000 Kernel 2: 268.217987 Copyback: 0.015000 Sum: 0.000000 It 34,Best ac:0.004896 0.785411 fi:0.351365. Ave ac:0.007924,0.027314 Best acc 0.004896 0.785411 Rule:Att PSSM_-3_3 is [-5.824381,5.824381]|Att PSSM_-2_20 is [<5.714556]|Att PSSM_0_10 is [>-3.671064]|Att PSSM_0_12 is [-6.848438,-2.972482]|Att PSSM_1_2 is [<-3.108797]|Att PSSM_2_12 is [<-2.898600]|Att PSSM_3_7 is [<-2.703412]|Att PSSM_4_12 is [<-1.856689]|1 Accuracy : 0.729498 0 1 162644 1436 62034 8524 Removed 1855 instances. 224678 Instances left. Acc of rule 0.006516-0.795687 Initialization: 6.601000 Memcpy Classifiers: 0.542000 Memcpy Instances: 8.884000 Kernel 1: 0.025000 Kernel 2: 108.919998 Copyback: 0.017000 Sum: 0.032000 Initial population average accuracy1:0.005141 accuracy2:0.243752 Initialization: 6.744000 Memcpy Classifiers: 0.506000 Memcpy Instances: 8.901000 Kernel 1: 0.025000 Kernel 2: 115.031998 Copyback: 0.018000 Sum: 0.054000 It 0,Best ac:0.004673 0.724138 fi:0.375832. Ave ac:0.010756,0.016604 Initialization: 6.616000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.861000 Kernel 1: 0.026000 Kernel 2: 117.762001 Copyback: 0.017000 Sum: 0.029000 It 1,Best ac:0.009125 0.630769 fi:0.467559. Ave ac:0.015519,0.019720 Initialization: 6.641000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.879000 Kernel 1: 0.023000 Kernel 2: 113.462997 Copyback: 0.018000 Sum: 0.032000 It 2,Best ac:0.004895 0.814815 fi:0.285073. Ave ac:0.016752,0.021267 Initialization: 6.629000 Memcpy Classifiers: 0.506000 Memcpy Instances: 8.885000 Kernel 1: 0.024000 Kernel 2: 108.814003 Copyback: 0.018000 Sum: 0.031000 It 3,Best ac:0.004895 0.916667 fi:0.183221. Ave ac:0.015946,0.018483 Initialization: 6.592000 Memcpy Classifiers: 0.452000 Memcpy Instances: 9.364000 Kernel 1: 0.023000 Kernel 2: 107.444000 Copyback: 0.017000 Sum: 0.036000 It 4,Best ac:0.014686 0.733333 fi:0.362949. Ave ac:0.022469,0.025498 Initialization: 6.649000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.897000 Kernel 1: 0.024000 Kernel 2: 103.166000 Copyback: 0.017000 Sum: 0.035000 It 5,Best ac:0.006231 0.717949 fi:0.381448. Ave ac:0.021877,0.022742 Initialization: 7.080000 Memcpy Classifiers: 0.382000 Memcpy Instances: 8.893000 Kernel 1: 0.024000 Kernel 2: 103.916000 Copyback: 0.017000 Sum: 0.032000 It 6,Best ac:0.004450 0.909091 fi:0.218583. Ave ac:0.017550,0.019438 Initialization: 6.715000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.854000 Kernel 1: 0.026000 Kernel 2: 106.512001 Copyback: 0.017000 Sum: 0.028000 It 7,Best ac:0.010238 0.851852 fi:0.246067. Ave ac:0.015731,0.018089 Initialization: 6.570000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.865000 Kernel 1: 0.025000 Kernel 2: 107.147003 Copyback: 0.017000 Sum: 0.027000 It 8,Best ac:0.006009 0.964286 fi:0.135191. Ave ac:0.012542,0.013586 Initialization: 6.610000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.880000 Kernel 1: 0.024000 Kernel 2: 110.706001 Copyback: 0.018000 Sum: 0.026000 It 9,Best ac:0.004897 0.956522 fi:0.143365. Ave ac:0.012296,0.012687 Iteration 10:MDL fitness activated Error 0.143365 TL 0.045135 MDL Theory Length Weight: 1.0587905393 (2) Initialization: 7.411000 Memcpy Classifiers: 0.454000 Memcpy Instances: 8.882000 Kernel 1: 0.027000 Kernel 2: 110.835999 Copyback: 0.017000 Sum: 0.025000 It 10,Best ac:0.004451 0.952381 fi:0.212177. Ave ac:0.012354,0.013761 Initialization: 6.559000 Memcpy Classifiers: 0.914000 Memcpy Instances: 8.866000 Kernel 1: 0.025000 Kernel 2: 108.928001 Copyback: 0.018000 Sum: 0.028000 It 11,Best ac:0.007343 0.891892 fi:0.240645. Ave ac:0.010405,0.011330 Initialization: 6.677000 Memcpy Classifiers: 0.418000 Memcpy Instances: 8.859000 Kernel 1: 0.026000 Kernel 2: 109.717003 Copyback: 0.017000 Sum: 0.025000 It 12,Best ac:0.007121 0.914286 fi:0.218089. Ave ac:0.009997,0.011027 Initialization: 6.663000 Memcpy Classifiers: 0.418000 Memcpy Instances: 8.878000 Kernel 1: 0.026000 Kernel 2: 107.625000 Copyback: 0.017000 Sum: 0.032000 It 13,Best ac:0.005785 0.896552 fi:0.240017. Ave ac:0.009152,0.008108 Initialization: 6.695000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.849000 Kernel 1: 0.024000 Kernel 2: 109.401001 Copyback: 0.018000 Sum: 0.031000 It 14,Best ac:0.006900 0.939394 fi:0.189473. Ave ac:0.009275,0.007911 Initialization: 6.605000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.876000 Kernel 1: 0.025000 Kernel 2: 107.628998 Copyback: 0.017000 Sum: 0.033000 It 15,Best ac:0.004674 0.840000 fi:0.295298. Ave ac:0.006079,0.004671 Initialization: 6.605000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.272000 Kernel 1: 0.025000 Kernel 2: 107.912003 Copyback: 0.371000 Sum: 0.030000 It 16,Best ac:0.004673 0.913043 fi:0.231279. Ave ac:0.008723,0.007066 Initialization: 6.647000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.880000 Kernel 1: 0.025000 Kernel 2: 105.481003 Copyback: 0.017000 Sum: 0.032000 It 17,Best ac:0.005563 0.961538 fi:0.180435. Ave ac:0.007949,0.006789 Initialization: 6.670000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.884000 Kernel 1: 0.025000 Kernel 2: 101.698997 Copyback: 0.019000 Sum: 0.032000 It 18,Best ac:0.005118 0.884615 fi:0.240142. Ave ac:0.008090,0.006013 Initialization: 6.664000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.903000 Kernel 1: 0.026000 Kernel 2: 101.908997 Copyback: 0.017000 Sum: 0.029000 It 19,Best ac:0.004674 1.000000 fi:0.127036. Ave ac:0.009006,0.006228 Initialization: 6.600000 Memcpy Classifiers: 0.389000 Memcpy Instances: 8.867000 Kernel 1: 0.025000 Kernel 2: 101.642998 Copyback: 0.017000 Sum: 0.028000 It 20,Best ac:0.005564 0.925926 fi:0.205388. Ave ac:0.008101,0.005044 Initialization: 6.728000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.148000 Kernel 1: 0.025000 Kernel 2: 103.642998 Copyback: 0.018000 Sum: 0.026000 It 21,Best ac:0.005787 0.928571 fi:0.202525. Ave ac:0.007358,0.004802 Initialization: 6.604000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.895000 Kernel 1: 0.026000 Kernel 2: 101.109001 Copyback: 0.017000 Sum: 0.028000 It 22,Best ac:0.005785 0.928571 fi:0.203060. Ave ac:0.006479,0.004316 Initialization: 6.610000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.924000 Kernel 1: 0.025000 Kernel 2: 102.060997 Copyback: 0.017000 Sum: 0.030000 It 23,Best ac:0.004897 0.916667 fi:0.221506. Ave ac:0.008413,0.005525 Initialization: 6.622000 Memcpy Classifiers: 0.382000 Memcpy Instances: 8.893000 Kernel 1: 0.025000 Kernel 2: 99.252998 Copyback: 0.017000 Sum: 0.028000 It 24,Best ac:0.004895 0.916667 fi:0.223475. Ave ac:0.007061,0.005064 Initialization: 6.669000 Memcpy Classifiers: 0.364000 Memcpy Instances: 8.847000 Kernel 1: 0.026000 Kernel 2: 99.099998 Copyback: 0.017000 Sum: 0.029000 It 25,Best ac:0.005564 0.892857 fi:0.248903. Ave ac:0.006256,0.005281 Initialization: 6.699000 Memcpy Classifiers: 0.382000 Memcpy Instances: 8.924000 Kernel 1: 0.025000 Kernel 2: 99.487999 Copyback: 0.017000 Sum: 0.034000 It 26,Best ac:0.005563 0.925926 fi:0.210266. Ave ac:0.006916,0.005505 Initialization: 6.646000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.885000 Kernel 1: 0.025000 Kernel 2: 97.981003 Copyback: 0.017000 Sum: 0.029000 It 27,Best ac:0.004673 0.913043 fi:0.221797. Ave ac:0.005328,0.004460 Initialization: 6.727000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.414000 Kernel 1: 0.026000 Kernel 2: 101.209999 Copyback: 0.017000 Sum: 0.026000 It 28,Best ac:0.006676 0.909091 fi:0.218890. Ave ac:0.008236,0.007690 MDL Theory Length Weight: 0.9529114854 (10) Initialization: 6.709000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.846000 Kernel 1: 0.027000 Kernel 2: 100.612999 Copyback: 0.018000 Sum: 0.030000 It 29,Best ac:0.005563 0.961538 fi:0.169800. Ave ac:0.006677,0.004715 Initialization: 6.616000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.377000 Kernel 1: 0.025000 Kernel 2: 102.077003 Copyback: 0.017000 Sum: 0.032000 It 30,Best ac:0.004229 1.000000 fi:0.196040. Ave ac:0.007276,0.005458 Initialization: 6.657000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.926000 Kernel 1: 0.026000 Kernel 2: 98.526001 Copyback: 0.017000 Sum: 0.029000 It 31,Best ac:0.008011 0.947368 fi:0.176608. Ave ac:0.006664,0.004685 Initialization: 6.626000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.882000 Kernel 1: 0.027000 Kernel 2: 101.709000 Copyback: 0.017000 Sum: 0.031000 It 32,Best ac:0.005563 0.892857 fi:0.231617. Ave ac:0.007470,0.004424 Initialization: 6.797000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.968000 Kernel 1: 0.026000 Kernel 2: 106.711998 Copyback: 0.017000 Sum: 0.028000 It 33,Best ac:0.006232 0.875000 fi:0.249520. Ave ac:0.005126,0.003438 Initialization: 23.520000 Memcpy Instances: 444.441010 Memcpy Classifiers: 0.068000 Kernel 1: 0.030000 Kernel 2: 530.478027 Copyback: 0.015000 Sum: 0.013000 Memcpy Classifiers: 0.060000 Kernel 1: 0.014000 Kernel 2: 532.559021 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.015000 Kernel 2: 521.706970 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 531.697021 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 531.973022 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 527.614014 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 524.317017 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.065000 Kernel 1: 0.017000 Kernel 2: 542.822021 Copyback: 0.368000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 530.429016 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 558.682983 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 537.216003 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 540.181030 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 526.734985 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.048000 Kernel 1: 0.013000 Kernel 2: 171.003998 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.004811 0.811562 fi:0.326455. Ave ac:0.006523,0.021998 Best acc 0.004811 0.811562 Initialization: 6.890000 Memcpy Classifiers: 0.603000 Memcpy Instances: 8.861000 Kernel 1: 0.025000 Kernel 2: 107.846001 Copyback: 0.017000 Sum: 0.036000 Initial population average accuracy1:0.005750 accuracy2:0.249441 Initialization: 6.687000 Memcpy Classifiers: 0.503000 Memcpy Instances: 9.318000 Kernel 1: 0.026000 Kernel 2: 116.388000 Copyback: 0.018000 Sum: 0.060000 It 0,Best ac:0.004450 0.689655 fi:0.438019. Ave ac:0.012278,0.017428 Initialization: 6.609000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.061000 Kernel 1: 0.025000 Kernel 2: 116.566002 Copyback: 0.018000 Sum: 0.027000 It 1,Best ac:0.004898 0.733333 fi:0.366553. Ave ac:0.015454,0.018161 Initialization: 6.665000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.309000 Kernel 1: 0.025000 Kernel 2: 115.301003 Copyback: 0.018000 Sum: 0.034000 It 2,Best ac:0.013351 0.705882 fi:0.390892. Ave ac:0.016449,0.019245 Initialization: 6.542000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.895000 Kernel 1: 0.023000 Kernel 2: 110.103996 Copyback: 0.017000 Sum: 0.034000 It 3,Best ac:0.005785 0.742857 fi:0.356703. Ave ac:0.016426,0.017654 Initialization: 7.048000 Memcpy Classifiers: 0.458000 Memcpy Instances: 9.931000 Kernel 1: 0.022000 Kernel 2: 110.375000 Copyback: 0.017000 Sum: 0.035000 It 4,Best ac:0.004673 0.840000 fi:0.259970. Ave ac:0.016698,0.016929 Initialization: 6.708000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.863000 Kernel 1: 0.024000 Kernel 2: 108.223000 Copyback: 0.017000 Sum: 0.033000 It 5,Best ac:0.006008 0.818182 fi:0.281297. Ave ac:0.015696,0.015843 Initialization: 6.674000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.920000 Kernel 1: 0.025000 Kernel 2: 106.672997 Copyback: 0.017000 Sum: 0.030000 It 6,Best ac:0.005340 0.774194 fi:0.325531. Ave ac:0.014146,0.013424 Initialization: 6.679000 Memcpy Classifiers: 0.382000 Memcpy Instances: 8.854000 Kernel 1: 0.025000 Kernel 2: 102.010002 Copyback: 0.018000 Sum: 0.033000 It 7,Best ac:0.005118 0.793103 fi:0.306703. Ave ac:0.013256,0.014123 Initialization: 6.751000 Memcpy Classifiers: 0.382000 Memcpy Instances: 8.852000 Kernel 1: 0.026000 Kernel 2: 101.723000 Copyback: 0.018000 Sum: 0.029000 It 8,Best ac:0.006453 0.852941 fi:0.246373. Ave ac:0.012194,0.014434 Initialization: 6.661000 Memcpy Classifiers: 0.417000 Memcpy Instances: 9.893000 Kernel 1: 0.026000 Kernel 2: 102.363998 Copyback: 0.017000 Sum: 0.027000 It 9,Best ac:0.007345 0.825000 fi:0.273985. Ave ac:0.010172,0.010033 Iteration 10:MDL fitness activated Error 0.273985 TL 0.028451 MDL Theory Length Weight: 3.2100208013 (2) Initialization: 6.634000 Memcpy Classifiers: 0.400000 Memcpy Instances: 8.850000 Kernel 1: 0.025000 Kernel 2: 100.013000 Copyback: 0.017000 Sum: 0.031000 It 10,Best ac:0.006008 0.843750 fi:0.358440. Ave ac:0.011593,0.011542 Initialization: 6.598000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.051000 Kernel 1: 0.026000 Kernel 2: 101.380997 Copyback: 0.017000 Sum: 0.029000 It 11,Best ac:0.007567 0.809524 fi:0.378048. Ave ac:0.012162,0.011521 Initialization: 6.552000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.945000 Kernel 1: 0.024000 Kernel 2: 101.077003 Copyback: 0.017000 Sum: 0.029000 It 12,Best ac:0.006677 0.857143 fi:0.317842. Ave ac:0.010401,0.009206 Initialization: 6.576000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.925000 Kernel 1: 0.024000 Kernel 2: 100.599998 Copyback: 0.017000 Sum: 0.029000 It 13,Best ac:0.006008 0.931034 fi:0.281705. Ave ac:0.012917,0.011933 Initialization: 6.662000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.851000 Kernel 1: 0.026000 Kernel 2: 100.614998 Copyback: 0.018000 Sum: 0.033000 It 14,Best ac:0.009348 0.857143 fi:0.340249. Ave ac:0.014441,0.014272 Initialization: 6.630000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.859000 Kernel 1: 0.025000 Kernel 2: 98.392998 Copyback: 0.017000 Sum: 0.033000 It 15,Best ac:0.005787 0.866667 fi:0.332217. Ave ac:0.014424,0.012942 Initialization: 6.610000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.948000 Kernel 1: 0.025000 Kernel 2: 97.404999 Copyback: 0.371000 Sum: 0.032000 It 16,Best ac:0.009568 0.796296 fi:0.379481. Ave ac:0.012768,0.011578 Initialization: 6.604000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.878000 Kernel 1: 0.025000 Kernel 2: 92.802002 Copyback: 0.018000 Sum: 0.034000 It 17,Best ac:0.011126 0.819672 fi:0.328608. Ave ac:0.014695,0.013298 Initialization: 7.056000 Memcpy Classifiers: 0.354000 Memcpy Instances: 8.945000 Kernel 1: 0.024000 Kernel 2: 94.662003 Copyback: 0.018000 Sum: 0.037000 It 18,Best ac:0.008233 0.822222 fi:0.337562. Ave ac:0.013605,0.012559 Initialization: 6.616000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.956000 Kernel 1: 0.025000 Kernel 2: 91.037003 Copyback: 0.018000 Sum: 0.035000 It 19,Best ac:0.005564 0.892857 fi:0.288808. Ave ac:0.011664,0.010940 Initialization: 6.595000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.054000 Kernel 1: 0.025000 Kernel 2: 89.188004 Copyback: 0.017000 Sum: 0.033000 It 20,Best ac:0.004452 0.909091 fi:0.273274. Ave ac:0.010714,0.009323 Initialization: 6.720000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.856000 Kernel 1: 0.024000 Kernel 2: 85.714996 Copyback: 0.017000 Sum: 0.035000 It 21,Best ac:0.005563 0.961538 fi:0.208754. Ave ac:0.011069,0.010596 Initialization: 6.666000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.929000 Kernel 1: 0.025000 Kernel 2: 83.190002 Copyback: 0.017000 Sum: 0.033000 It 22,Best ac:0.008233 0.860465 fi:0.321779. Ave ac:0.010732,0.010930 Initialization: 6.634000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.872000 Kernel 1: 0.024000 Kernel 2: 86.789001 Copyback: 0.021000 Sum: 0.034000 It 23,Best ac:0.005563 0.925926 fi:0.261039. Ave ac:0.011647,0.011402 Initialization: 6.693000 Memcpy Classifiers: 0.324000 Memcpy Instances: 8.874000 Kernel 1: 0.024000 Kernel 2: 82.633003 Copyback: 0.017000 Sum: 0.031000 It 24,Best ac:0.005563 0.833333 fi:0.318974. Ave ac:0.010216,0.012470 Initialization: 6.550000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.943000 Kernel 1: 0.025000 Kernel 2: 87.889000 Copyback: 0.017000 Sum: 0.032000 It 25,Best ac:0.004673 0.913043 fi:0.259166. Ave ac:0.015190,0.016412 Initialization: 6.594000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.241000 Kernel 1: 0.023000 Kernel 2: 85.776001 Copyback: 0.017000 Sum: 0.028000 It 26,Best ac:0.007790 0.853659 fi:0.299029. Ave ac:0.010534,0.010239 Initialization: 6.619000 Memcpy Classifiers: 0.323000 Memcpy Instances: 9.066000 Kernel 1: 0.027000 Kernel 2: 89.477997 Copyback: 0.018000 Sum: 0.028000 It 27,Best ac:0.006232 0.903226 fi:0.275404. Ave ac:0.012516,0.015162 Initialization: 6.415000 Memcpy Classifiers: 0.283000 Memcpy Instances: 9.054000 Kernel 1: 0.027000 Kernel 2: 87.567001 Copyback: 0.017000 Sum: 0.031000 It 28,Best ac:0.006454 0.935484 fi:0.212092. Ave ac:0.011073,0.011424 Initialization: 6.612000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.919000 Kernel 1: 0.025000 Kernel 2: 82.758003 Copyback: 0.017000 Sum: 0.028000 It 29,Best ac:0.005785 0.866667 fi:0.286629. Ave ac:0.009633,0.010337 Initialization: 6.650000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.946000 Kernel 1: 0.025000 Kernel 2: 87.696999 Copyback: 0.022000 Sum: 0.027000 It 30,Best ac:0.004673 0.875000 fi:0.285940. Ave ac:0.010169,0.010186 MDL Theory Length Weight: 2.8890187212 (10) Initialization: 6.600000 Memcpy Classifiers: 0.302000 Memcpy Instances: 9.026000 Kernel 1: 0.026000 Kernel 2: 87.635002 Copyback: 0.017000 Sum: 0.027000 It 31,Best ac:0.008678 0.847826 fi:0.296968. Ave ac:0.011385,0.008777 Initialization: 6.652000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.870000 Kernel 1: 0.025000 Kernel 2: 89.051003 Copyback: 0.018000 Sum: 0.028000 It 32,Best ac:0.004897 0.916667 fi:0.249190. Ave ac:0.010108,0.008694 Initialization: 6.615000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.855000 Kernel 1: 0.024000 Kernel 2: 87.875000 Copyback: 0.018000 Sum: 0.030000 It 33,Best ac:0.004895 0.880000 fi:0.303147. Ave ac:0.008364,0.009105 Initialization: 23.466999 Memcpy Instances: 447.162994 Memcpy Classifiers: 0.064000 Kernel 1: 0.026000 Kernel 2: 470.502014 Copyback: 0.016000 Sum: 0.009000 Memcpy Classifiers: 0.056000 Kernel 1: 0.013000 Kernel 2: 474.640991 Copyback: 0.016000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.014000 Kernel 2: 462.722992 Copyback: 0.014000 Sum: 0.000000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 464.694000 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 465.269989 Copyback: 0.014000 Sum: 0.000000 Memcpy Classifiers: 0.061000 Kernel 1: 0.012000 Kernel 2: 479.769012 Copyback: 0.014000 Sum: 0.000000 Memcpy Classifiers: 0.062000 Kernel 1: 0.012000 Kernel 2: 468.401001 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.012000 Kernel 2: 462.084015 Copyback: 0.014000 Sum: 0.000000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 470.200989 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.012000 Kernel 2: 466.673004 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.012000 Kernel 2: 478.377014 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.060000 Kernel 1: 0.013000 Kernel 2: 490.862000 Copyback: 0.018000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.017000 Kernel 2: 460.664001 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.047000 Kernel 1: 0.013000 Kernel 2: 151.526993 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.004900 0.753593 fi:0.389729. Ave ac:0.009913,0.034456 Best acc 0.004900 0.753593 Rule:Att PSSM_-4_7 is [-6.956327,0.533524]|Att PSSM_-2_11 is [-4.567554,2.567553]|Att PSSM_-1_12 is [-5.740829,0.493560]|Att PSSM_-1_13 is [-6.753075,4.753075]|Att PSSM_0_4 is [<-2.858092]|Att PSSM_0_5 is [-0.576255,7.468688]|Att PSSM_0_12 is [<-2.752102]|Att PSSM_0_16 is [<4.717544]|Att PSSM_1_4 is [<-1.990159]|Att PSSM_1_6 is [<0.373536]|Att PSSM_1_7 is [<6.004083]|Att PSSM_1_15 is [<2.407378]|Att PSSM_3_2 is [-6.366996,2.979292]|Att PSSM_3_4 is [<1.537720]|Att PSSM_3_15 is [<7.370265]|Att PSSM_4_2 is [-6.898832,0.280306]|1 Accuracy : 0.733036 0 1 162393 1687 60953 9605 Removed 1332 instances. 223346 Instances left. Acc of rule 0.004811-0.811562 Initialization: 6.632000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.858000 Kernel 1: 0.026000 Kernel 2: 109.165001 Copyback: 0.017000 Sum: 0.030000 Initial population average accuracy1:0.005904 accuracy2:0.248991 Initialization: 6.560000 Memcpy Classifiers: 0.506000 Memcpy Instances: 9.377000 Kernel 1: 0.026000 Kernel 2: 113.864998 Copyback: 0.017000 Sum: 0.037000 It 0,Best ac:0.004702 0.724138 fi:0.375801. Ave ac:0.012231,0.016803 Initialization: 6.671000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.837000 Kernel 1: 0.026000 Kernel 2: 117.773003 Copyback: 0.017000 Sum: 0.031000 It 1,Best ac:0.005149 0.821429 fi:0.278344. Ave ac:0.015791,0.019358 Initialization: 7.692000 Memcpy Classifiers: 0.473000 Memcpy Instances: 9.187000 Kernel 1: 0.025000 Kernel 2: 114.035004 Copyback: 0.017000 Sum: 0.030000 It 2,Best ac:0.004253 0.760000 fi:0.396334. Ave ac:0.016656,0.019428 Initialization: 6.528000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.895000 Kernel 1: 0.024000 Kernel 2: 117.223999 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.005373 0.705882 fi:0.393806. Ave ac:0.016033,0.019997 Initialization: 6.653000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.923000 Kernel 1: 0.027000 Kernel 2: 117.406998 Copyback: 0.017000 Sum: 0.032000 It 4,Best ac:0.007388 0.717391 fi:0.381547. Ave ac:0.013097,0.014145 Initialization: 6.591000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.933000 Kernel 1: 0.026000 Kernel 2: 117.732002 Copyback: 0.018000 Sum: 0.027000 It 5,Best ac:0.004701 0.807692 fi:0.292247. Ave ac:0.013997,0.014864 Initialization: 6.587000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.919000 Kernel 1: 0.026000 Kernel 2: 117.348000 Copyback: 0.018000 Sum: 0.029000 It 6,Best ac:0.005372 0.857143 fi:0.242548. Ave ac:0.012922,0.019216 Initialization: 6.667000 Memcpy Classifiers: 0.454000 Memcpy Instances: 8.904000 Kernel 1: 0.025000 Kernel 2: 115.077003 Copyback: 0.017000 Sum: 0.031000 It 7,Best ac:0.004925 0.880000 fi:0.219856. Ave ac:0.011583,0.011258 Initialization: 6.638000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.909000 Kernel 1: 0.025000 Kernel 2: 116.063004 Copyback: 0.018000 Sum: 0.032000 It 8,Best ac:0.006716 0.833333 fi:0.265855. Ave ac:0.011444,0.012262 Initialization: 6.552000 Memcpy Classifiers: 0.435000 Memcpy Instances: 9.498000 Kernel 1: 0.024000 Kernel 2: 115.331001 Copyback: 0.018000 Sum: 0.031000 It 9,Best ac:0.004701 0.913043 fi:0.186896. Ave ac:0.011922,0.015780 Iteration 10:MDL fitness activated Error 0.186896 TL 0.049548 MDL Theory Length Weight: 1.2573445017 (1) Initialization: 6.641000 Memcpy Classifiers: 0.465000 Memcpy Instances: 8.963000 Kernel 1: 0.025000 Kernel 2: 120.084999 Copyback: 0.017000 Sum: 0.033000 It 10,Best ac:0.005597 0.925926 fi:0.229799. Ave ac:0.008612,0.009075 Initialization: 6.636000 Memcpy Classifiers: 0.433000 Memcpy Instances: 9.047000 Kernel 1: 0.025000 Kernel 2: 116.528000 Copyback: 0.017000 Sum: 0.032000 It 11,Best ac:0.007388 0.846154 fi:0.288942. Ave ac:0.009753,0.013553 Initialization: 6.732000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.389000 Kernel 1: 0.026000 Kernel 2: 112.388000 Copyback: 0.017000 Sum: 0.034000 It 12,Best ac:0.004477 0.909091 fi:0.240668. Ave ac:0.009850,0.010167 Initialization: 6.610000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.915000 Kernel 1: 0.026000 Kernel 2: 112.210999 Copyback: 0.018000 Sum: 0.032000 It 13,Best ac:0.006494 0.878788 fi:0.259156. Ave ac:0.008946,0.011472 Initialization: 6.379000 Memcpy Classifiers: 0.443000 Memcpy Instances: 8.936000 Kernel 1: 0.026000 Kernel 2: 113.140999 Copyback: 0.018000 Sum: 0.030000 It 14,Best ac:0.005822 0.866667 fi:0.284885. Ave ac:0.009532,0.009478 Initialization: 6.661000 Memcpy Classifiers: 0.459000 Memcpy Instances: 8.934000 Kernel 1: 0.026000 Kernel 2: 116.353996 Copyback: 0.017000 Sum: 0.031000 It 15,Best ac:0.009178 0.911111 fi:0.224186. Ave ac:0.009094,0.009432 Initialization: 6.600000 Memcpy Classifiers: 0.433000 Memcpy Instances: 9.437000 Kernel 1: 0.025000 Kernel 2: 116.141998 Copyback: 0.018000 Sum: 0.029000 It 16,Best ac:0.004701 1.000000 fi:0.131223. Ave ac:0.008366,0.010327 Initialization: 6.433000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.986000 Kernel 1: 0.025000 Kernel 2: 116.414001 Copyback: 0.017000 Sum: 0.029000 It 17,Best ac:0.004925 0.956522 fi:0.195364. Ave ac:0.007850,0.008219 Initialization: 7.060000 Memcpy Classifiers: 0.436000 Memcpy Instances: 9.127000 Kernel 1: 0.026000 Kernel 2: 116.962997 Copyback: 0.017000 Sum: 0.029000 It 18,Best ac:0.004925 0.956522 fi:0.171814. Ave ac:0.009141,0.007628 Initialization: 6.830000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.855000 Kernel 1: 0.026000 Kernel 2: 114.815002 Copyback: 0.018000 Sum: 0.030000 It 19,Best ac:0.004478 0.869565 fi:0.275182. Ave ac:0.007900,0.009556 Initialization: 6.562000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.916000 Kernel 1: 0.025000 Kernel 2: 111.587997 Copyback: 0.017000 Sum: 0.033000 It 20,Best ac:0.006044 0.870968 fi:0.269954. Ave ac:0.010146,0.010588 Initialization: 6.626000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.835000 Kernel 1: 0.026000 Kernel 2: 111.283997 Copyback: 0.017000 Sum: 0.031000 It 21,Best ac:0.004701 0.875000 fi:0.271566. Ave ac:0.008668,0.010925 Initialization: 6.591000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.871000 Kernel 1: 0.025000 Kernel 2: 107.275002 Copyback: 0.371000 Sum: 0.034000 It 22,Best ac:0.004477 0.952381 fi:0.200901. Ave ac:0.008904,0.009957 Initialization: 6.779000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.884000 Kernel 1: 0.026000 Kernel 2: 106.638000 Copyback: 0.017000 Sum: 0.036000 It 23,Best ac:0.004701 0.875000 fi:0.268330. Ave ac:0.008285,0.007094 Initialization: 7.167000 Memcpy Classifiers: 0.400000 Memcpy Instances: 8.858000 Kernel 1: 0.026000 Kernel 2: 109.556999 Copyback: 0.018000 Sum: 0.029000 It 24,Best ac:0.005149 0.920000 fi:0.214011. Ave ac:0.007031,0.004831 Initialization: 6.614000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.876000 Kernel 1: 0.025000 Kernel 2: 108.310997 Copyback: 0.018000 Sum: 0.030000 It 25,Best ac:0.007388 0.916667 fi:0.229495. Ave ac:0.008595,0.008642 MDL Theory Length Weight: 1.1316100515 (10) Initialization: 7.056000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.909000 Kernel 1: 0.025000 Kernel 2: 108.987000 Copyback: 0.017000 Sum: 0.029000 It 26,Best ac:0.005374 0.960000 fi:0.177579. Ave ac:0.007668,0.005592 Initialization: 6.624000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.884000 Kernel 1: 0.026000 Kernel 2: 110.916000 Copyback: 0.018000 Sum: 0.029000 It 27,Best ac:0.004701 0.913043 fi:0.205086. Ave ac:0.006717,0.005216 Initialization: 7.028000 Memcpy Classifiers: 0.382000 Memcpy Instances: 8.916000 Kernel 1: 0.024000 Kernel 2: 106.343002 Copyback: 0.018000 Sum: 0.027000 It 28,Best ac:0.004702 0.807692 fi:0.319501. Ave ac:0.005809,0.004480 Initialization: 6.579000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.978000 Kernel 1: 0.024000 Kernel 2: 100.639999 Copyback: 0.017000 Sum: 0.038000 It 29,Best ac:0.005597 0.961538 fi:0.159116. Ave ac:0.008809,0.008194 Initialization: 6.680000 Memcpy Classifiers: 0.417000 Memcpy Instances: 9.357000 Kernel 1: 0.026000 Kernel 2: 98.948997 Copyback: 0.018000 Sum: 0.039000 It 30,Best ac:0.004925 0.916667 fi:0.215474. Ave ac:0.008386,0.006302 Initialization: 6.838000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.931000 Kernel 1: 0.025000 Kernel 2: 101.945000 Copyback: 0.017000 Sum: 0.031000 It 31,Best ac:0.004701 0.913043 fi:0.208438. Ave ac:0.006938,0.004761 Initialization: 6.682000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.855000 Kernel 1: 0.027000 Kernel 2: 100.959999 Copyback: 0.018000 Sum: 0.030000 It 32,Best ac:0.006044 0.900000 fi:0.220069. Ave ac:0.006961,0.006596 Initialization: 6.547000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.884000 Kernel 1: 0.026000 Kernel 2: 100.921997 Copyback: 0.017000 Sum: 0.030000 It 33,Best ac:0.004925 0.956522 fi:0.183663. Ave ac:0.006184,0.005148 Initialization: 23.738001 Memcpy Instances: 443.839996 Memcpy Classifiers: 0.070000 Kernel 1: 0.027000 Kernel 2: 502.773010 Copyback: 0.015000 Sum: 0.013000 Memcpy Classifiers: 0.062000 Kernel 1: 0.014000 Kernel 2: 553.174011 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 545.460999 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.014000 Kernel 2: 528.276001 Copyback: 0.017000 Sum: 0.003000 Memcpy Classifiers: 0.070000 Kernel 1: 0.017000 Kernel 2: 535.294983 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.015000 Kernel 2: 544.690979 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 537.377991 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 525.296997 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.014000 Kernel 2: 509.519989 Copyback: 0.368000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.014000 Kernel 2: 518.020996 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.012000 Kernel 2: 510.122986 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 535.135986 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 533.578979 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.047000 Kernel 1: 0.013000 Kernel 2: 160.391998 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.004979 0.785866 fi:0.354299. Ave ac:0.008916,0.031404 Best acc 0.004979 0.785866 Initialization: 6.734000 Memcpy Classifiers: 0.559000 Memcpy Instances: 9.056000 Kernel 1: 0.023000 Kernel 2: 111.050003 Copyback: 0.017000 Sum: 0.032000 Initial population average accuracy1:0.005422 accuracy2:0.270779 Initialization: 7.091000 Memcpy Classifiers: 0.544000 Memcpy Instances: 9.205000 Kernel 1: 0.024000 Kernel 2: 116.205002 Copyback: 0.017000 Sum: 0.057000 It 0,Best ac:0.004477 0.645161 fi:0.466770. Ave ac:0.010254,0.013950 Initialization: 6.796000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.845000 Kernel 1: 0.026000 Kernel 2: 117.292000 Copyback: 0.018000 Sum: 0.032000 It 1,Best ac:0.009402 0.583333 fi:0.514854. Ave ac:0.013157,0.017830 Initialization: 7.164000 Memcpy Classifiers: 0.446000 Memcpy Instances: 8.850000 Kernel 1: 0.025000 Kernel 2: 118.350998 Copyback: 0.017000 Sum: 0.029000 It 2,Best ac:0.004925 0.628571 fi:0.471284. Ave ac:0.013296,0.015050 Initialization: 6.600000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.937000 Kernel 1: 0.026000 Kernel 2: 117.061996 Copyback: 0.017000 Sum: 0.030000 It 3,Best ac:0.009402 0.688525 fi:0.409663. Ave ac:0.011724,0.011700 Initialization: 7.111000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.881000 Kernel 1: 0.024000 Kernel 2: 115.054001 Copyback: 0.017000 Sum: 0.028000 It 4,Best ac:0.007611 0.693878 fi:0.404977. Ave ac:0.012787,0.013769 Initialization: 6.574000 Memcpy Classifiers: 0.440000 Memcpy Instances: 9.015000 Kernel 1: 0.025000 Kernel 2: 115.709999 Copyback: 0.017000 Sum: 0.028000 It 5,Best ac:0.004253 0.863636 fi:0.292698. Ave ac:0.012324,0.012207 Initialization: 6.544000 Memcpy Classifiers: 0.400000 Memcpy Instances: 9.436000 Kernel 1: 0.024000 Kernel 2: 115.292000 Copyback: 0.017000 Sum: 0.028000 It 6,Best ac:0.006492 0.783784 fi:0.315488. Ave ac:0.010882,0.009908 Initialization: 6.541000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.852000 Kernel 1: 0.027000 Kernel 2: 116.674004 Copyback: 0.017000 Sum: 0.027000 It 7,Best ac:0.006716 0.833333 fi:0.265855. Ave ac:0.010089,0.008896 Initialization: 6.593000 Memcpy Classifiers: 0.398000 Memcpy Instances: 10.215000 Kernel 1: 0.024000 Kernel 2: 114.519997 Copyback: 0.019000 Sum: 0.032000 It 8,Best ac:0.005374 0.827586 fi:0.272103. Ave ac:0.008878,0.009334 Initialization: 6.524000 Memcpy Classifiers: 0.398000 Memcpy Instances: 9.063000 Kernel 1: 0.025000 Kernel 2: 115.985001 Copyback: 0.017000 Sum: 0.028000 It 9,Best ac:0.009402 0.750000 fi:0.348187. Ave ac:0.007687,0.007073 Iteration 10:MDL fitness activated Error 0.348187 TL 0.034343 MDL Theory Length Weight: 3.3795403124 (3) Initialization: 6.561000 Memcpy Classifiers: 0.398000 Memcpy Instances: 9.366000 Kernel 1: 0.024000 Kernel 2: 114.290001 Copyback: 0.017000 Sum: 0.029000 It 10,Best ac:0.004477 0.952381 fi:0.271990. Ave ac:0.008116,0.006492 Initialization: 6.625000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.841000 Kernel 1: 0.027000 Kernel 2: 110.795998 Copyback: 0.017000 Sum: 0.030000 It 11,Best ac:0.004252 0.904762 fi:0.362156. Ave ac:0.009032,0.006944 Initialization: 6.624000 Memcpy Classifiers: 0.400000 Memcpy Instances: 8.859000 Kernel 1: 0.026000 Kernel 2: 110.223000 Copyback: 0.017000 Sum: 0.028000 It 12,Best ac:0.005820 0.838710 fi:0.339969. Ave ac:0.007752,0.006660 Initialization: 6.572000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.882000 Kernel 1: 0.027000 Kernel 2: 110.792000 Copyback: 0.017000 Sum: 0.027000 It 13,Best ac:0.004701 0.840000 fi:0.348141. Ave ac:0.007923,0.007445 Initialization: 6.576000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.899000 Kernel 1: 0.024000 Kernel 2: 106.836998 Copyback: 0.017000 Sum: 0.029000 It 14,Best ac:0.004477 0.952381 fi:0.250088. Ave ac:0.009366,0.009563 Initialization: 6.555000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.839000 Kernel 1: 0.025000 Kernel 2: 108.598999 Copyback: 0.018000 Sum: 0.034000 It 15,Best ac:0.004925 0.814815 fi:0.341498. Ave ac:0.008920,0.009182 Initialization: 6.869000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.923000 Kernel 1: 0.025000 Kernel 2: 104.032997 Copyback: 0.017000 Sum: 0.034000 It 16,Best ac:0.005373 0.888889 fi:0.291535. Ave ac:0.009090,0.010981 Initialization: 6.758000 Memcpy Classifiers: 0.364000 Memcpy Instances: 8.849000 Kernel 1: 0.026000 Kernel 2: 100.558998 Copyback: 0.017000 Sum: 0.033000 It 17,Best ac:0.004701 0.913043 fi:0.241067. Ave ac:0.009496,0.010186 Initialization: 6.558000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.854000 Kernel 1: 0.025000 Kernel 2: 98.742996 Copyback: 0.017000 Sum: 0.033000 It 18,Best ac:0.004701 0.807692 fi:0.362837. Ave ac:0.008973,0.013372 Initialization: 6.568000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.395000 Kernel 1: 0.024000 Kernel 2: 97.468002 Copyback: 0.018000 Sum: 0.033000 It 19,Best ac:0.005597 0.961538 fi:0.235915. Ave ac:0.008401,0.010169 Initialization: 6.598000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.871000 Kernel 1: 0.023000 Kernel 2: 97.174004 Copyback: 0.017000 Sum: 0.037000 It 20,Best ac:0.004925 0.916667 fi:0.248467. Ave ac:0.010970,0.018000 Initialization: 6.762000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.924000 Kernel 1: 0.026000 Kernel 2: 99.432999 Copyback: 0.017000 Sum: 0.035000 It 21,Best ac:0.005820 0.928571 fi:0.233154. Ave ac:0.009335,0.009987 Initialization: 6.508000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.394000 Kernel 1: 0.025000 Kernel 2: 94.475998 Copyback: 0.018000 Sum: 0.036000 It 22,Best ac:0.005149 0.958333 fi:0.203642. Ave ac:0.009656,0.013514 Initialization: 6.575000 Memcpy Classifiers: 0.340000 Memcpy Instances: 10.577000 Kernel 1: 0.025000 Kernel 2: 90.446999 Copyback: 0.017000 Sum: 0.039000 It 23,Best ac:0.004925 0.880000 fi:0.281488. Ave ac:0.009020,0.008129 Initialization: 6.588000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.902000 Kernel 1: 0.025000 Kernel 2: 88.685997 Copyback: 0.018000 Sum: 0.034000 It 24,Best ac:0.006940 0.911765 fi:0.254252. Ave ac:0.010330,0.011090 Initialization: 6.542000 Memcpy Classifiers: 0.265000 Memcpy Instances: 9.078000 Kernel 1: 0.042000 Kernel 2: 90.007004 Copyback: 0.017000 Sum: 0.035000 It 25,Best ac:0.004477 0.869565 fi:0.296108. Ave ac:0.010333,0.010816 Initialization: 6.690000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.972000 Kernel 1: 0.024000 Kernel 2: 88.973000 Copyback: 0.017000 Sum: 0.035000 It 26,Best ac:0.007388 0.942857 fi:0.216162. Ave ac:0.010961,0.010163 Initialization: 6.512000 Memcpy Classifiers: 0.283000 Memcpy Instances: 9.084000 Kernel 1: 0.027000 Kernel 2: 90.286003 Copyback: 0.017000 Sum: 0.033000 It 27,Best ac:0.004926 0.880000 fi:0.279049. Ave ac:0.010096,0.014226 Initialization: 6.608000 Memcpy Classifiers: 0.303000 Memcpy Instances: 9.109000 Kernel 1: 0.025000 Kernel 2: 90.221001 Copyback: 0.017000 Sum: 0.033000 It 28,Best ac:0.007164 0.888889 fi:0.268834. Ave ac:0.009469,0.010234 Initialization: 6.615000 Memcpy Classifiers: 0.323000 Memcpy Instances: 8.840000 Kernel 1: 0.026000 Kernel 2: 90.565002 Copyback: 0.017000 Sum: 0.028000 It 29,Best ac:0.004701 0.913043 fi:0.237103. Ave ac:0.013061,0.016099 Initialization: 6.554000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.834000 Kernel 1: 0.026000 Kernel 2: 88.799004 Copyback: 0.017000 Sum: 0.029000 It 30,Best ac:0.005373 0.923077 fi:0.243848. Ave ac:0.008589,0.009271 Initialization: 6.603000 Memcpy Classifiers: 0.302000 Memcpy Instances: 9.321000 Kernel 1: 0.026000 Kernel 2: 87.816002 Copyback: 0.016000 Sum: 0.030000 It 31,Best ac:0.006940 0.861111 fi:0.290676. Ave ac:0.008675,0.009475 MDL Theory Length Weight: 3.0415862812 (10) Initialization: 6.654000 Memcpy Classifiers: 0.303000 Memcpy Instances: 9.344000 Kernel 1: 0.023000 Kernel 2: 86.250999 Copyback: 0.017000 Sum: 0.029000 It 32,Best ac:0.004701 0.913043 fi:0.235233. Ave ac:0.008663,0.009602 Initialization: 6.619000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.836000 Kernel 1: 0.025000 Kernel 2: 87.505997 Copyback: 0.017000 Sum: 0.026000 It 33,Best ac:0.004925 0.916667 fi:0.225249. Ave ac:0.007602,0.011704 Initialization: 23.407000 Memcpy Instances: 442.367004 Memcpy Classifiers: 0.060000 Kernel 1: 0.027000 Kernel 2: 464.022003 Copyback: 0.016000 Sum: 0.010000 Memcpy Classifiers: 0.054000 Kernel 1: 0.016000 Kernel 2: 474.342987 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 473.195007 Copyback: 0.046000 Sum: 0.000000 Memcpy Classifiers: 0.054000 Kernel 1: 0.012000 Kernel 2: 472.312012 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 459.832001 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 466.713013 Copyback: 0.015000 Sum: 0.000000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 474.056000 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 458.752014 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 464.162994 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 474.378998 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 480.204987 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.012000 Kernel 2: 457.324005 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.012000 Kernel 2: 458.229004 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.046000 Kernel 1: 0.012000 Kernel 2: 153.307999 Copyback: 0.015000 Sum: 0.000000 It 34,Best ac:0.005015 0.766074 fi:0.381163. Ave ac:0.011119,0.040289 Best acc 0.005015 0.766074 Rule:Att PSSM_-4_19 is [<3.137345]|Att PSSM_-3_4 is [-7.977439,-0.022561]|Att PSSM_-3_7 is [<3.130180]|Att PSSM_-1_16 is [<5.437704]|Att PSSM_0_10 is [>0.034883]|Att PSSM_0_12 is [<-4.373544]|Att PSSM_0_13 is [0.181680,10.399269]|Att PSSM_0_14 is [<7.116556]|Att PSSM_0_18 is [<9.366520]|Att PSSM_1_12 is [-6.095246,6.195088]|Att PSSM_1_15 is [-5.746477,0.967341]|Att PSSM_3_12 is [<2.584967]|Att PSSM_4_2 is [-6.458924,2.458924]|Att PSSM_4_3 is [<1.188187]|Att PSSM_4_7 is [-6.372828,-0.219028]|Att PSSM_4_9 is [<3.059496]|1 Accuracy : 0.736483 0 1 162090 1990 59841 10717 Removed 1415 instances. 221931 Instances left. Acc of rule 0.004979-0.785866 Initialization: 6.613000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.837000 Kernel 1: 0.025000 Kernel 2: 108.987000 Copyback: 0.017000 Sum: 0.032000 Initial population average accuracy1:0.006892 accuracy2:0.264134 Initialization: 7.060000 Memcpy Classifiers: 0.508000 Memcpy Instances: 8.890000 Kernel 1: 0.034000 Kernel 2: 115.995003 Copyback: 0.019000 Sum: 0.036000 It 0,Best ac:0.007885 0.530303 fi:0.568414. Ave ac:0.012328,0.015295 Initialization: 7.489000 Memcpy Classifiers: 0.455000 Memcpy Instances: 8.852000 Kernel 1: 0.023000 Kernel 2: 115.557999 Copyback: 0.017000 Sum: 0.031000 It 1,Best ac:0.005632 0.675676 fi:0.423891. Ave ac:0.015395,0.019976 Initialization: 6.611000 Memcpy Classifiers: 0.461000 Memcpy Instances: 8.921000 Kernel 1: 0.024000 Kernel 2: 112.596001 Copyback: 0.017000 Sum: 0.028000 It 2,Best ac:0.005634 0.694444 fi:0.405121. Ave ac:0.014275,0.015940 Initialization: 6.475000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.893000 Kernel 1: 0.025000 Kernel 2: 111.182999 Copyback: 0.017000 Sum: 0.027000 It 3,Best ac:0.009011 0.740741 fi:0.357552. Ave ac:0.012141,0.013577 Initialization: 6.569000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.840000 Kernel 1: 0.023000 Kernel 2: 108.614998 Copyback: 0.017000 Sum: 0.031000 It 4,Best ac:0.006758 0.750000 fi:0.349142. Ave ac:0.012232,0.014903 Initialization: 6.535000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.872000 Kernel 1: 0.024000 Kernel 2: 108.272003 Copyback: 0.017000 Sum: 0.028000 It 5,Best ac:0.004506 0.740741 fi:0.359251. Ave ac:0.010704,0.011381 Initialization: 6.729000 Memcpy Classifiers: 0.401000 Memcpy Instances: 9.113000 Kernel 1: 0.025000 Kernel 2: 107.225998 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.004957 0.758621 fi:0.341200. Ave ac:0.011459,0.013429 Initialization: 7.025000 Memcpy Classifiers: 0.400000 Memcpy Instances: 8.892000 Kernel 1: 0.023000 Kernel 2: 107.705002 Copyback: 0.019000 Sum: 0.031000 It 7,Best ac:0.006082 0.750000 fi:0.349397. Ave ac:0.012266,0.012562 Initialization: 6.562000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.031000 Kernel 1: 0.025000 Kernel 2: 105.251999 Copyback: 0.017000 Sum: 0.030000 It 8,Best ac:0.005407 0.888889 fi:0.210763. Ave ac:0.010837,0.011886 Initialization: 6.726000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.833000 Kernel 1: 0.024000 Kernel 2: 101.022003 Copyback: 0.017000 Sum: 0.033000 It 9,Best ac:0.007885 0.760870 fi:0.337848. Ave ac:0.009851,0.014032 Iteration 10:MDL fitness activated Error 0.337848 TL 0.030964 MDL Theory Length Weight: 3.6369969281 (2) Initialization: 6.616000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.827000 Kernel 1: 0.024000 Kernel 2: 99.683998 Copyback: 0.018000 Sum: 0.031000 It 10,Best ac:0.004508 0.833333 fi:0.365288. Ave ac:0.010245,0.011140 Initialization: 6.763000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.837000 Kernel 1: 0.025000 Kernel 2: 100.501999 Copyback: 0.018000 Sum: 0.032000 It 11,Best ac:0.008337 0.880952 fi:0.305653. Ave ac:0.012955,0.017531 Initialization: 6.600000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.832000 Kernel 1: 0.026000 Kernel 2: 98.943001 Copyback: 0.018000 Sum: 0.033000 It 12,Best ac:0.007210 0.914286 fi:0.316007. Ave ac:0.011156,0.015192 Initialization: 6.658000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.304000 Kernel 1: 0.023000 Kernel 2: 100.612999 Copyback: 0.020000 Sum: 0.032000 It 13,Best ac:0.004506 0.833333 fi:0.354774. Ave ac:0.013164,0.017856 Initialization: 6.628000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.829000 Kernel 1: 0.025000 Kernel 2: 99.306000 Copyback: 0.017000 Sum: 0.028000 It 14,Best ac:0.006758 0.882353 fi:0.310065. Ave ac:0.011567,0.017692 Initialization: 6.617000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.568000 Kernel 1: 0.025000 Kernel 2: 95.779999 Copyback: 0.025000 Sum: 0.032000 It 15,Best ac:0.006309 0.823529 fi:0.320464. Ave ac:0.015284,0.022890 Initialization: 6.696000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.854000 Kernel 1: 0.022000 Kernel 2: 92.221001 Copyback: 0.017000 Sum: 0.032000 It 16,Best ac:0.008564 0.844444 fi:0.347291. Ave ac:0.015098,0.025197 Initialization: 6.807000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.896000 Kernel 1: 0.024000 Kernel 2: 90.195000 Copyback: 0.017000 Sum: 0.031000 It 17,Best ac:0.005632 0.892857 fi:0.295209. Ave ac:0.015351,0.023263 Initialization: 6.576000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.841000 Kernel 1: 0.023000 Kernel 2: 88.125000 Copyback: 0.017000 Sum: 0.030000 It 18,Best ac:0.004506 0.869565 fi:0.299497. Ave ac:0.015901,0.021568 Initialization: 6.615000 Memcpy Classifiers: 0.344000 Memcpy Instances: 8.868000 Kernel 1: 0.023000 Kernel 2: 85.294998 Copyback: 0.018000 Sum: 0.028000 It 19,Best ac:0.008114 0.837209 fi:0.327066. Ave ac:0.012605,0.015233 Initialization: 6.640000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.829000 Kernel 1: 0.025000 Kernel 2: 85.218002 Copyback: 0.017000 Sum: 0.028000 It 20,Best ac:0.006082 0.843750 fi:0.360041. Ave ac:0.013502,0.018848 Initialization: 7.124000 Memcpy Classifiers: 0.371000 Memcpy Instances: 8.855000 Kernel 1: 0.025000 Kernel 2: 86.167999 Copyback: 0.017000 Sum: 0.027000 It 21,Best ac:0.005857 0.787879 fi:0.397983. Ave ac:0.011494,0.013541 Initialization: 6.570000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.844000 Kernel 1: 0.024000 Kernel 2: 85.778000 Copyback: 0.017000 Sum: 0.030000 It 22,Best ac:0.005407 0.888889 fi:0.295803. Ave ac:0.013291,0.015272 Initialization: 6.560000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.320000 Kernel 1: 0.024000 Kernel 2: 84.888000 Copyback: 0.017000 Sum: 0.026000 It 23,Best ac:0.007885 0.853659 fi:0.309834. Ave ac:0.013321,0.019825 Initialization: 6.507000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.896000 Kernel 1: 0.025000 Kernel 2: 83.708000 Copyback: 0.017000 Sum: 0.023000 It 24,Best ac:0.006760 0.857143 fi:0.328073. Ave ac:0.012581,0.017939 Initialization: 6.581000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.897000 Kernel 1: 0.023000 Kernel 2: 86.204002 Copyback: 0.017000 Sum: 0.024000 It 25,Best ac:0.005632 0.892857 fi:0.265092. Ave ac:0.011654,0.015967 Initialization: 6.518000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.931000 Kernel 1: 0.026000 Kernel 2: 85.307999 Copyback: 0.018000 Sum: 0.026000 It 26,Best ac:0.005632 0.862069 fi:0.275285. Ave ac:0.009344,0.013734 Initialization: 6.568000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.879000 Kernel 1: 0.024000 Kernel 2: 85.445999 Copyback: 0.017000 Sum: 0.029000 It 27,Best ac:0.005407 0.960000 fi:0.227480. Ave ac:0.012448,0.017027 Initialization: 7.027000 Memcpy Classifiers: 0.341000 Memcpy Instances: 10.668000 Kernel 1: 0.024000 Kernel 2: 82.722000 Copyback: 0.017000 Sum: 0.027000 It 28,Best ac:0.004957 0.916667 fi:0.246524. Ave ac:0.009582,0.009925 Initialization: 7.044000 Memcpy Classifiers: 0.343000 Memcpy Instances: 9.117000 Kernel 1: 0.024000 Kernel 2: 86.643997 Copyback: 0.371000 Sum: 0.029000 It 29,Best ac:0.006984 0.861111 fi:0.274908. Ave ac:0.009623,0.011372 Initialization: 6.706000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.837000 Kernel 1: 0.024000 Kernel 2: 85.533997 Copyback: 0.017000 Sum: 0.028000 It 30,Best ac:0.005408 0.800000 fi:0.374472. Ave ac:0.009319,0.016011 Initialization: 6.622000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.829000 Kernel 1: 0.025000 Kernel 2: 84.091003 Copyback: 0.018000 Sum: 0.027000 It 31,Best ac:0.005632 0.862069 fi:0.306230. Ave ac:0.011792,0.018545 Initialization: 7.057000 Memcpy Classifiers: 0.322000 Memcpy Instances: 9.186000 Kernel 1: 0.024000 Kernel 2: 84.722000 Copyback: 0.017000 Sum: 0.027000 It 32,Best ac:0.007209 0.842105 fi:0.323908. Ave ac:0.009809,0.011450 Initialization: 6.576000 Memcpy Classifiers: 0.263000 Memcpy Instances: 8.925000 Kernel 1: 0.022000 Kernel 2: 81.753998 Copyback: 0.017000 Sum: 0.032000 It 33,Best ac:0.005857 0.928571 fi:0.250711. Ave ac:0.011507,0.018255 Initialization: 23.731001 Memcpy Instances: 438.658997 Memcpy Classifiers: 0.052000 Kernel 1: 0.030000 Kernel 2: 434.143005 Copyback: 0.014000 Sum: 0.009000 Memcpy Classifiers: 0.050000 Kernel 1: 0.012000 Kernel 2: 442.989990 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.012000 Kernel 2: 455.061005 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 437.842010 Copyback: 0.014000 Sum: 0.000000 Memcpy Classifiers: 0.051000 Kernel 1: 0.013000 Kernel 2: 458.795990 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.014000 Kernel 2: 438.477997 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 445.350006 Copyback: 0.016000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.015000 Kernel 2: 443.436005 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.012000 Kernel 2: 452.165009 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.012000 Kernel 2: 446.377014 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.012000 Kernel 2: 455.122986 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.013000 Kernel 2: 446.428009 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 388.122986 Copyback: 0.367000 Sum: 0.001000 It 34,Best ac:0.004794 0.748242 fi:0.431441. Ave ac:0.008754,0.030731 Best acc 0.004794 0.748242 Initialization: 6.476000 Memcpy Classifiers: 0.559000 Memcpy Instances: 9.393000 Kernel 1: 0.025000 Kernel 2: 109.207001 Copyback: 0.017000 Sum: 0.032000 Initial population average accuracy1:0.005896 accuracy2:0.253894 Initialization: 6.543000 Memcpy Classifiers: 0.515000 Memcpy Instances: 8.864000 Kernel 1: 0.025000 Kernel 2: 115.549004 Copyback: 0.017000 Sum: 0.038000 It 0,Best ac:0.013967 0.579439 fi:0.516984. Ave ac:0.010852,0.014068 Initialization: 7.023000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.854000 Kernel 1: 0.023000 Kernel 2: 119.068001 Copyback: 0.017000 Sum: 0.029000 It 1,Best ac:0.005408 0.727273 fi:0.372377. Ave ac:0.013925,0.015512 Initialization: 6.418000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.863000 Kernel 1: 0.026000 Kernel 2: 117.887001 Copyback: 0.018000 Sum: 0.029000 It 2,Best ac:0.004506 0.740741 fi:0.359251. Ave ac:0.014735,0.018306 Initialization: 6.471000 Memcpy Classifiers: 0.451000 Memcpy Instances: 9.012000 Kernel 1: 0.024000 Kernel 2: 115.681999 Copyback: 0.017000 Sum: 0.025000 It 3,Best ac:0.005184 0.766667 fi:0.333069. Ave ac:0.012284,0.015920 Initialization: 6.537000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.825000 Kernel 1: 0.028000 Kernel 2: 116.365997 Copyback: 0.017000 Sum: 0.028000 It 4,Best ac:0.009687 0.754386 fi:0.343652. Ave ac:0.009494,0.010994 Initialization: 7.052000 Memcpy Classifiers: 0.418000 Memcpy Instances: 8.918000 Kernel 1: 0.025000 Kernel 2: 113.150002 Copyback: 0.017000 Sum: 0.029000 It 5,Best ac:0.006534 0.828571 fi:0.270656. Ave ac:0.012559,0.013408 Initialization: 6.550000 Memcpy Classifiers: 0.453000 Memcpy Instances: 9.034000 Kernel 1: 0.025000 Kernel 2: 113.130997 Copyback: 0.017000 Sum: 0.028000 It 6,Best ac:0.004055 0.900000 fi:0.286048. Ave ac:0.011626,0.011677 Initialization: 6.423000 Memcpy Classifiers: 0.449000 Memcpy Instances: 9.570000 Kernel 1: 0.025000 Kernel 2: 112.753998 Copyback: 0.017000 Sum: 0.030000 It 7,Best ac:0.004507 0.833333 fi:0.266658. Ave ac:0.012566,0.013194 Initialization: 6.540000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.850000 Kernel 1: 0.025000 Kernel 2: 109.370003 Copyback: 0.017000 Sum: 0.029000 It 8,Best ac:0.004055 0.900000 fi:0.286048. Ave ac:0.010619,0.011523 Initialization: 6.535000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.857000 Kernel 1: 0.029000 Kernel 2: 110.983002 Copyback: 0.018000 Sum: 0.030000 It 9,Best ac:0.005407 0.857143 fi:0.242509. Ave ac:0.011290,0.011396 Iteration 10:MDL fitness activated Error 0.242509 TL 0.046085 MDL Theory Length Weight: 1.7540800253 (1) Initialization: 6.519000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.943000 Kernel 1: 0.026000 Kernel 2: 110.217003 Copyback: 0.018000 Sum: 0.028000 It 10,Best ac:0.004731 0.913043 fi:0.233601. Ave ac:0.011945,0.012311 Initialization: 6.634000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.984000 Kernel 1: 0.024000 Kernel 2: 110.238998 Copyback: 0.020000 Sum: 0.029000 It 11,Best ac:0.004731 0.913043 fi:0.237278. Ave ac:0.009572,0.010127 Initialization: 6.483000 Memcpy Classifiers: 0.399000 Memcpy Instances: 10.566000 Kernel 1: 0.026000 Kernel 2: 112.775002 Copyback: 0.017000 Sum: 0.029000 It 12,Best ac:0.007886 0.875000 fi:0.272996. Ave ac:0.011224,0.010763 Initialization: 6.558000 Memcpy Classifiers: 0.398000 Memcpy Instances: 9.026000 Kernel 1: 0.023000 Kernel 2: 112.092003 Copyback: 0.017000 Sum: 0.043000 It 13,Best ac:0.004055 1.000000 fi:0.232785. Ave ac:0.011277,0.010595 Initialization: 6.767000 Memcpy Classifiers: 0.403000 Memcpy Instances: 8.939000 Kernel 1: 0.024000 Kernel 2: 112.051003 Copyback: 0.017000 Sum: 0.030000 It 14,Best ac:0.004506 0.909091 fi:0.258424. Ave ac:0.011091,0.008618 Initialization: 6.608000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.830000 Kernel 1: 0.025000 Kernel 2: 108.513000 Copyback: 0.017000 Sum: 0.034000 It 15,Best ac:0.006984 0.837838 fi:0.315792. Ave ac:0.009165,0.007610 Initialization: 6.661000 Memcpy Classifiers: 0.364000 Memcpy Instances: 9.942000 Kernel 1: 0.023000 Kernel 2: 106.952003 Copyback: 0.017000 Sum: 0.034000 It 16,Best ac:0.004731 0.875000 fi:0.268076. Ave ac:0.009526,0.008298 Initialization: 6.597000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.865000 Kernel 1: 0.024000 Kernel 2: 106.388000 Copyback: 0.017000 Sum: 0.033000 It 17,Best ac:0.007885 0.795455 fi:0.341085. Ave ac:0.010077,0.009490 Initialization: 6.667000 Memcpy Classifiers: 0.364000 Memcpy Instances: 8.923000 Kernel 1: 0.024000 Kernel 2: 104.139000 Copyback: 0.017000 Sum: 0.035000 It 18,Best ac:0.005857 0.866667 fi:0.281949. Ave ac:0.010890,0.010188 Initialization: 7.080000 Memcpy Classifiers: 0.365000 Memcpy Instances: 9.247000 Kernel 1: 0.023000 Kernel 2: 105.526001 Copyback: 0.017000 Sum: 0.033000 It 19,Best ac:0.006760 0.833333 fi:0.320323. Ave ac:0.010410,0.009557 Initialization: 6.557000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.902000 Kernel 1: 0.023000 Kernel 2: 113.596001 Copyback: 0.017000 Sum: 0.035000 It 20,Best ac:0.007659 0.850000 fi:0.295105. Ave ac:0.009731,0.007782 Initialization: 6.646000 Memcpy Classifiers: 0.354000 Memcpy Instances: 9.287000 Kernel 1: 0.021000 Kernel 2: 111.188004 Copyback: 0.017000 Sum: 0.036000 It 21,Best ac:0.004731 0.875000 fi:0.277235. Ave ac:0.008082,0.008431 Initialization: 6.594000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.848000 Kernel 1: 0.023000 Kernel 2: 107.328003 Copyback: 0.017000 Sum: 0.032000 It 22,Best ac:0.005632 0.892857 fi:0.254987. Ave ac:0.008192,0.006501 MDL Theory Length Weight: 1.5786720227 (10) Initialization: 6.537000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.879000 Kernel 1: 0.024000 Kernel 2: 104.450996 Copyback: 0.017000 Sum: 0.031000 It 23,Best ac:0.005632 0.862069 fi:0.286544. Ave ac:0.008280,0.008436 Initialization: 6.555000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.836000 Kernel 1: 0.024000 Kernel 2: 104.497002 Copyback: 0.017000 Sum: 0.031000 It 24,Best ac:0.004731 0.840000 fi:0.301559. Ave ac:0.008247,0.008378 Initialization: 6.367000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.908000 Kernel 1: 0.024000 Kernel 2: 106.445999 Copyback: 0.018000 Sum: 0.035000 It 25,Best ac:0.006985 0.861111 fi:0.280842. Ave ac:0.008866,0.007187 Initialization: 6.491000 Memcpy Classifiers: 0.339000 Memcpy Instances: 9.379000 Kernel 1: 0.023000 Kernel 2: 100.091003 Copyback: 0.017000 Sum: 0.033000 It 26,Best ac:0.005633 0.892857 fi:0.249532. Ave ac:0.008600,0.009095 Initialization: 7.123000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.887000 Kernel 1: 0.023000 Kernel 2: 103.343002 Copyback: 0.017000 Sum: 0.034000 It 27,Best ac:0.006084 0.794118 fi:0.351917. Ave ac:0.007015,0.005519 Initialization: 6.490000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.045000 Kernel 1: 0.024000 Kernel 2: 101.009003 Copyback: 0.018000 Sum: 0.032000 It 28,Best ac:0.005407 0.857143 fi:0.286858. Ave ac:0.008364,0.007281 Initialization: 6.641000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.866000 Kernel 1: 0.024000 Kernel 2: 104.549004 Copyback: 0.016000 Sum: 0.037000 It 29,Best ac:0.006984 0.911765 fi:0.227840. Ave ac:0.008979,0.006950 Initialization: 6.599000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.885000 Kernel 1: 0.024000 Kernel 2: 104.559998 Copyback: 0.016000 Sum: 0.037000 It 30,Best ac:0.007434 0.868421 fi:0.277823. Ave ac:0.007433,0.007059 Initialization: 7.483000 Memcpy Classifiers: 0.342000 Memcpy Instances: 9.205000 Kernel 1: 0.023000 Kernel 2: 99.759003 Copyback: 0.017000 Sum: 0.032000 It 31,Best ac:0.004956 0.880000 fi:0.272381. Ave ac:0.008853,0.008825 Initialization: 6.666000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.824000 Kernel 1: 0.024000 Kernel 2: 99.226997 Copyback: 0.018000 Sum: 0.031000 It 32,Best ac:0.004731 1.000000 fi:0.141559. Ave ac:0.008146,0.010659 Initialization: 6.557000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.844000 Kernel 1: 0.024000 Kernel 2: 96.842003 Copyback: 0.017000 Sum: 0.040000 It 33,Best ac:0.005858 0.896552 fi:0.245060. Ave ac:0.007762,0.006431 Initialization: 23.745001 Memcpy Instances: 438.270996 Memcpy Classifiers: 0.063000 Kernel 1: 0.027000 Kernel 2: 511.970001 Copyback: 0.370000 Sum: 0.015000 Memcpy Classifiers: 0.057000 Kernel 1: 0.014000 Kernel 2: 522.422974 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.014000 Kernel 2: 542.997986 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.012000 Kernel 2: 508.424988 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.062000 Kernel 1: 0.015000 Kernel 2: 507.851990 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.012000 Kernel 2: 499.394989 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 517.961975 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 511.140015 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 513.698975 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.014000 Kernel 2: 516.536011 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 551.895996 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 514.119995 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.012000 Kernel 2: 455.054993 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.004632 0.749271 fi:0.397768. Ave ac:0.007313,0.024919 Best acc 0.004632 0.749271 Rule:Att PSSM_-4_6 is [-6.578427,2.578427]|Att PSSM_-3_6 is [<3.283806]|Att PSSM_0_2 is [-6.596442,-4.884029]|Att PSSM_0_4 is [-7.279583,-4.907877]|Att PSSM_0_15 is [<4.490273]|Att PSSM_1_3 is [-6.049762,-1.950238]|Att PSSM_3_12 is [-5.207842,-1.949602]|Att PSSM_4_7 is [-5.456444,-0.543556]|Att PSSM_4_17 is [<2.871838]|1 Accuracy : 0.739399 0 1 161746 2334 58813 11745 Removed 1372 instances. 220559 Instances left. Acc of rule 0.004632-0.749271 Initialization: 6.657000 Memcpy Classifiers: 0.596000 Memcpy Instances: 9.003000 Kernel 1: 0.025000 Kernel 2: 108.805000 Copyback: 0.017000 Sum: 0.048000 Initial population average accuracy1:0.006262 accuracy2:0.251402 Initialization: 6.476000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.917000 Kernel 1: 0.024000 Kernel 2: 118.068001 Copyback: 0.017000 Sum: 0.055000 It 0,Best ac:0.003174 0.875000 fi:0.480621. Ave ac:0.011859,0.015519 Initialization: 6.651000 Memcpy Classifiers: 0.559000 Memcpy Instances: 8.938000 Kernel 1: 0.024000 Kernel 2: 114.398003 Copyback: 0.017000 Sum: 0.033000 It 1,Best ac:0.004534 0.666667 fi:0.433295. Ave ac:0.016045,0.020123 Initialization: 6.691000 Memcpy Classifiers: 0.453000 Memcpy Instances: 8.828000 Kernel 1: 0.024000 Kernel 2: 116.290001 Copyback: 0.017000 Sum: 0.033000 It 2,Best ac:0.007253 0.711111 fi:0.387815. Ave ac:0.014068,0.015918 Initialization: 6.545000 Memcpy Classifiers: 0.508000 Memcpy Instances: 8.823000 Kernel 1: 0.024000 Kernel 2: 114.489998 Copyback: 0.017000 Sum: 0.033000 It 3,Best ac:0.006348 0.651163 fi:0.448107. Ave ac:0.012272,0.013417 Initialization: 6.454000 Memcpy Classifiers: 0.469000 Memcpy Instances: 9.418000 Kernel 1: 0.022000 Kernel 2: 114.891998 Copyback: 0.017000 Sum: 0.028000 It 4,Best ac:0.006574 0.763158 fi:0.336025. Ave ac:0.011811,0.013376 Initialization: 6.487000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.889000 Kernel 1: 0.024000 Kernel 2: 115.021004 Copyback: 0.017000 Sum: 0.034000 It 5,Best ac:0.005894 0.764706 fi:0.334737. Ave ac:0.012845,0.013356 Initialization: 6.548000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.832000 Kernel 1: 0.024000 Kernel 2: 110.407997 Copyback: 0.017000 Sum: 0.032000 It 6,Best ac:0.006574 0.783784 fi:0.315399. Ave ac:0.010267,0.010514 Initialization: 6.509000 Memcpy Classifiers: 0.422000 Memcpy Instances: 8.870000 Kernel 1: 0.025000 Kernel 2: 106.668999 Copyback: 0.017000 Sum: 0.034000 It 7,Best ac:0.004986 0.916667 fi:0.183123. Ave ac:0.009265,0.008491 Initialization: 6.553000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.908000 Kernel 1: 0.024000 Kernel 2: 106.304001 Copyback: 0.017000 Sum: 0.032000 It 8,Best ac:0.004534 0.833333 fi:0.266628. Ave ac:0.011025,0.009885 Initialization: 6.458000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.988000 Kernel 1: 0.023000 Kernel 2: 104.960999 Copyback: 0.017000 Sum: 0.031000 It 9,Best ac:0.004762 0.807692 fi:0.292183. Ave ac:0.009208,0.008995 Iteration 10:MDL fitness activated Error 0.292183 TL 0.037622 MDL Theory Length Weight: 2.5887330627 (3) Initialization: 6.542000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.829000 Kernel 1: 0.024000 Kernel 2: 101.612000 Copyback: 0.017000 Sum: 0.043000 It 10,Best ac:0.009748 0.877551 fi:0.272984. Ave ac:0.010248,0.009527 Initialization: 6.471000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.858000 Kernel 1: 0.024000 Kernel 2: 98.705002 Copyback: 0.017000 Sum: 0.040000 It 11,Best ac:0.004534 0.869565 fi:0.322924. Ave ac:0.010204,0.009735 Initialization: 6.459000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.854000 Kernel 1: 0.023000 Kernel 2: 98.112000 Copyback: 0.017000 Sum: 0.038000 It 12,Best ac:0.006346 0.933333 fi:0.239665. Ave ac:0.010311,0.008799 Initialization: 6.625000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.919000 Kernel 1: 0.023000 Kernel 2: 99.228996 Copyback: 0.017000 Sum: 0.035000 It 13,Best ac:0.007028 0.911765 fi:0.254564. Ave ac:0.010171,0.007817 Initialization: 6.556000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.860000 Kernel 1: 0.023000 Kernel 2: 97.233002 Copyback: 0.017000 Sum: 0.030000 It 14,Best ac:0.005441 0.923077 fi:0.266618. Ave ac:0.008872,0.006914 Initialization: 6.741000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.856000 Kernel 1: 0.023000 Kernel 2: 93.055000 Copyback: 0.017000 Sum: 0.040000 It 15,Best ac:0.007026 0.861111 fi:0.290554. Ave ac:0.005748,0.005227 Initialization: 6.544000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.881000 Kernel 1: 0.024000 Kernel 2: 95.600998 Copyback: 0.017000 Sum: 0.031000 It 16,Best ac:0.004762 0.840000 fi:0.338386. Ave ac:0.006431,0.005342 Initialization: 6.551000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.826000 Kernel 1: 0.023000 Kernel 2: 94.362999 Copyback: 0.017000 Sum: 0.034000 It 17,Best ac:0.004534 0.869565 fi:0.305018. Ave ac:0.007655,0.006191 Initialization: 6.508000 Memcpy Classifiers: 0.339000 Memcpy Instances: 8.831000 Kernel 1: 0.024000 Kernel 2: 91.050003 Copyback: 0.017000 Sum: 0.038000 It 18,Best ac:0.004761 0.807692 fi:0.349316. Ave ac:0.007982,0.008290 Initialization: 6.586000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.838000 Kernel 1: 0.024000 Kernel 2: 92.444000 Copyback: 0.016000 Sum: 0.038000 It 19,Best ac:0.008386 0.840909 fi:0.309076. Ave ac:0.008786,0.007067 Initialization: 6.465000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.853000 Kernel 1: 0.024000 Kernel 2: 90.762001 Copyback: 0.017000 Sum: 0.035000 It 20,Best ac:0.007028 0.815789 fi:0.334712. Ave ac:0.009493,0.008507 Initialization: 6.517000 Memcpy Classifiers: 0.358000 Memcpy Instances: 8.822000 Kernel 1: 0.023000 Kernel 2: 89.109001 Copyback: 0.017000 Sum: 0.038000 It 21,Best ac:0.005894 0.838710 fi:0.335294. Ave ac:0.011414,0.012284 MDL Theory Length Weight: 2.3298597564 (10) Initialization: 6.582000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.828000 Kernel 1: 0.024000 Kernel 2: 87.421997 Copyback: 0.017000 Sum: 0.032000 It 22,Best ac:0.004986 0.846154 fi:0.301870. Ave ac:0.012245,0.013798 Initialization: 6.512000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.881000 Kernel 1: 0.022000 Kernel 2: 86.986000 Copyback: 0.017000 Sum: 0.030000 It 23,Best ac:0.004988 0.880000 fi:0.297253. Ave ac:0.010796,0.010886 Initialization: 6.579000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.046000 Kernel 1: 0.023000 Kernel 2: 88.094002 Copyback: 0.017000 Sum: 0.033000 It 24,Best ac:0.004533 0.869565 fi:0.302210. Ave ac:0.011174,0.011036 Initialization: 6.669000 Memcpy Classifiers: 0.323000 Memcpy Instances: 9.203000 Kernel 1: 0.023000 Kernel 2: 87.949997 Copyback: 0.017000 Sum: 0.030000 It 25,Best ac:0.004082 0.947368 fi:0.283621. Ave ac:0.010197,0.013116 Initialization: 6.529000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.952000 Kernel 1: 0.023000 Kernel 2: 89.966003 Copyback: 0.016000 Sum: 0.035000 It 26,Best ac:0.005215 0.884615 fi:0.275907. Ave ac:0.007812,0.007767 Initialization: 6.512000 Memcpy Classifiers: 0.340000 Memcpy Instances: 9.134000 Kernel 1: 0.024000 Kernel 2: 88.843002 Copyback: 0.017000 Sum: 0.029000 It 27,Best ac:0.004988 0.880000 fi:0.273191. Ave ac:0.010193,0.014510 Initialization: 6.606000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.861000 Kernel 1: 0.024000 Kernel 2: 90.182999 Copyback: 0.017000 Sum: 0.031000 It 28,Best ac:0.005214 0.920000 fi:0.242984. Ave ac:0.010412,0.009199 Initialization: 6.511000 Memcpy Classifiers: 0.359000 Memcpy Instances: 8.885000 Kernel 1: 0.024000 Kernel 2: 90.563004 Copyback: 0.017000 Sum: 0.030000 It 29,Best ac:0.005668 0.862069 fi:0.298047. Ave ac:0.008953,0.009193 Initialization: 6.464000 Memcpy Classifiers: 0.314000 Memcpy Instances: 8.828000 Kernel 1: 0.023000 Kernel 2: 88.712997 Copyback: 0.019000 Sum: 0.030000 It 30,Best ac:0.004307 0.904762 fi:0.285520. Ave ac:0.009259,0.009435 Initialization: 6.535000 Memcpy Classifiers: 0.346000 Memcpy Instances: 8.846000 Kernel 1: 0.024000 Kernel 2: 90.627998 Copyback: 0.017000 Sum: 0.033000 It 31,Best ac:0.005666 0.892857 fi:0.261161. Ave ac:0.008101,0.008661 Initialization: 6.554000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.853000 Kernel 1: 0.024000 Kernel 2: 90.248001 Copyback: 0.017000 Sum: 0.033000 It 32,Best ac:0.005441 0.923077 fi:0.234759. Ave ac:0.008581,0.007041 Initialization: 6.520000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.832000 Kernel 1: 0.025000 Kernel 2: 90.852997 Copyback: 0.017000 Sum: 0.034000 It 33,Best ac:0.004534 0.909091 fi:0.242249. Ave ac:0.007536,0.005553 Initialization: 24.483000 Memcpy Instances: 436.027008 Memcpy Classifiers: 0.064000 Kernel 1: 0.027000 Kernel 2: 483.667999 Copyback: 0.015000 Sum: 0.014000 Memcpy Classifiers: 0.056000 Kernel 1: 0.014000 Kernel 2: 481.772003 Copyback: 0.368000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.014000 Kernel 2: 478.028015 Copyback: 0.022000 Sum: 0.005000 Memcpy Classifiers: 0.064000 Kernel 1: 0.022000 Kernel 2: 488.169006 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.062000 Kernel 1: 0.015000 Kernel 2: 492.317993 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 477.394012 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 486.951996 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 499.220001 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.058000 Kernel 1: 0.013000 Kernel 2: 489.268005 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 475.213013 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 475.342010 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 488.479004 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.013000 Kernel 2: 233.942001 Copyback: 0.015000 Sum: 0.000000 It 34,Best ac:0.004552 0.759455 fi:0.412312. Ave ac:0.007545,0.025578 Best acc 0.004552 0.759455 Initialization: 6.645000 Memcpy Classifiers: 0.560000 Memcpy Instances: 8.825000 Kernel 1: 0.027000 Kernel 2: 108.931999 Copyback: 0.017000 Sum: 0.047000 Initial population average accuracy1:0.005818 accuracy2:0.255821 Initialization: 6.487000 Memcpy Classifiers: 0.469000 Memcpy Instances: 10.212000 Kernel 1: 0.023000 Kernel 2: 112.945000 Copyback: 0.017000 Sum: 0.054000 It 0,Best ac:0.006801 0.638298 fi:0.460799. Ave ac:0.012433,0.018105 Initialization: 6.668000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.871000 Kernel 1: 0.024000 Kernel 2: 114.278000 Copyback: 0.371000 Sum: 0.035000 It 1,Best ac:0.012466 0.611111 fi:0.485828. Ave ac:0.017109,0.021349 Initialization: 6.518000 Memcpy Classifiers: 0.449000 Memcpy Instances: 8.852000 Kernel 1: 0.025000 Kernel 2: 113.156998 Copyback: 0.017000 Sum: 0.032000 It 2,Best ac:0.006121 0.750000 fi:0.349356. Ave ac:0.016777,0.020773 Initialization: 6.456000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.980000 Kernel 1: 0.024000 Kernel 2: 110.108002 Copyback: 0.017000 Sum: 0.036000 It 3,Best ac:0.004307 0.791667 fi:0.333819. Ave ac:0.015057,0.018084 Initialization: 6.460000 Memcpy Classifiers: 0.474000 Memcpy Instances: 9.345000 Kernel 1: 0.023000 Kernel 2: 108.737000 Copyback: 0.017000 Sum: 0.036000 It 4,Best ac:0.005213 0.696970 fi:0.402734. Ave ac:0.012814,0.013423 Initialization: 6.582000 Memcpy Classifiers: 0.415000 Memcpy Instances: 10.234000 Kernel 1: 0.024000 Kernel 2: 106.521004 Copyback: 0.017000 Sum: 0.033000 It 5,Best ac:0.004761 0.777778 fi:0.322097. Ave ac:0.014156,0.013667 Initialization: 6.526000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.856000 Kernel 1: 0.024000 Kernel 2: 106.046997 Copyback: 0.017000 Sum: 0.033000 It 6,Best ac:0.006801 0.750000 fi:0.349097. Ave ac:0.012486,0.014694 Initialization: 6.603000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.884000 Kernel 1: 0.024000 Kernel 2: 109.183998 Copyback: 0.018000 Sum: 0.033000 It 7,Best ac:0.010882 0.800000 fi:0.297540. Ave ac:0.014450,0.014021 Initialization: 6.587000 Memcpy Classifiers: 0.461000 Memcpy Instances: 8.926000 Kernel 1: 0.023000 Kernel 2: 104.101997 Copyback: 0.017000 Sum: 0.030000 It 8,Best ac:0.008842 0.829787 fi:0.268531. Ave ac:0.013169,0.014528 Initialization: 6.504000 Memcpy Classifiers: 0.506000 Memcpy Instances: 8.958000 Kernel 1: 0.024000 Kernel 2: 101.391998 Copyback: 0.017000 Sum: 0.031000 It 9,Best ac:0.005214 0.718750 fi:0.380952. Ave ac:0.011033,0.012179 Iteration 10:MDL fitness activated Error 0.380952 TL 0.032981 MDL Theory Length Weight: 3.8502750833 (2) Initialization: 6.981000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.867000 Kernel 1: 0.023000 Kernel 2: 100.177002 Copyback: 0.017000 Sum: 0.031000 It 10,Best ac:0.004762 0.875000 fi:0.392426. Ave ac:0.011073,0.010516 Initialization: 6.383000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.976000 Kernel 1: 0.024000 Kernel 2: 97.863998 Copyback: 0.017000 Sum: 0.037000 It 11,Best ac:0.005214 0.884615 fi:0.311077. Ave ac:0.011082,0.011565 Initialization: 6.510000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.951000 Kernel 1: 0.023000 Kernel 2: 91.755997 Copyback: 0.017000 Sum: 0.035000 It 12,Best ac:0.004534 0.769231 fi:0.461125. Ave ac:0.010819,0.013910 Initialization: 6.564000 Memcpy Classifiers: 0.398000 Memcpy Instances: 9.347000 Kernel 1: 0.023000 Kernel 2: 93.133003 Copyback: 0.017000 Sum: 0.035000 It 13,Best ac:0.005214 0.884615 fi:0.343660. Ave ac:0.014652,0.018515 Initialization: 6.533000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.870000 Kernel 1: 0.023000 Kernel 2: 92.954002 Copyback: 0.017000 Sum: 0.032000 It 14,Best ac:0.005214 0.884615 fi:0.293297. Ave ac:0.011426,0.012405 Initialization: 6.559000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.903000 Kernel 1: 0.024000 Kernel 2: 94.773003 Copyback: 0.017000 Sum: 0.033000 It 15,Best ac:0.004988 0.846154 fi:0.335464. Ave ac:0.010283,0.012671 Initialization: 6.419000 Memcpy Classifiers: 0.358000 Memcpy Instances: 8.960000 Kernel 1: 0.022000 Kernel 2: 95.544998 Copyback: 0.017000 Sum: 0.032000 It 16,Best ac:0.004533 0.869565 fi:0.289268. Ave ac:0.010176,0.012188 Initialization: 6.525000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.865000 Kernel 1: 0.024000 Kernel 2: 93.774002 Copyback: 0.017000 Sum: 0.029000 It 17,Best ac:0.008163 0.837209 fi:0.365808. Ave ac:0.011719,0.013715 Initialization: 6.438000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.841000 Kernel 1: 0.024000 Kernel 2: 95.278000 Copyback: 0.017000 Sum: 0.035000 It 18,Best ac:0.006801 0.810811 fi:0.349374. Ave ac:0.012664,0.013902 Initialization: 7.069000 Memcpy Classifiers: 0.364000 Memcpy Instances: 8.860000 Kernel 1: 0.023000 Kernel 2: 93.150002 Copyback: 0.017000 Sum: 0.034000 It 19,Best ac:0.005894 0.962963 fi:0.198011. Ave ac:0.011686,0.014095 Initialization: 6.352000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.870000 Kernel 1: 0.024000 Kernel 2: 94.074997 Copyback: 0.017000 Sum: 0.032000 It 20,Best ac:0.004081 1.000000 fi:0.261835. Ave ac:0.011433,0.011099 Initialization: 6.315000 Memcpy Classifiers: 0.392000 Memcpy Instances: 8.835000 Kernel 1: 0.024000 Kernel 2: 92.035004 Copyback: 0.017000 Sum: 0.037000 It 21,Best ac:0.004534 0.952381 fi:0.250273. Ave ac:0.009891,0.009348 Initialization: 6.541000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.900000 Kernel 1: 0.022000 Kernel 2: 90.911003 Copyback: 0.017000 Sum: 0.034000 It 22,Best ac:0.004533 0.909091 fi:0.286588. Ave ac:0.011422,0.010711 Initialization: 6.482000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.413000 Kernel 1: 0.023000 Kernel 2: 91.130997 Copyback: 0.017000 Sum: 0.038000 It 23,Best ac:0.005213 0.884615 fi:0.273959. Ave ac:0.011388,0.009858 Initialization: 6.458000 Memcpy Classifiers: 0.301000 Memcpy Instances: 9.631000 Kernel 1: 0.022000 Kernel 2: 88.867996 Copyback: 0.017000 Sum: 0.036000 It 24,Best ac:0.006348 0.848485 fi:0.325152. Ave ac:0.010959,0.012363 Initialization: 6.574000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.822000 Kernel 1: 0.025000 Kernel 2: 89.835999 Copyback: 0.017000 Sum: 0.033000 It 25,Best ac:0.006801 0.857143 fi:0.304278. Ave ac:0.012278,0.011210 Initialization: 6.540000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.025000 Kernel 1: 0.023000 Kernel 2: 88.115997 Copyback: 0.018000 Sum: 0.029000 It 26,Best ac:0.004760 0.913043 fi:0.278424. Ave ac:0.013011,0.013894 Initialization: 6.810000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.832000 Kernel 1: 0.025000 Kernel 2: 85.963997 Copyback: 0.017000 Sum: 0.030000 It 27,Best ac:0.012696 0.835821 fi:0.302396. Ave ac:0.013810,0.013606 Initialization: 6.530000 Memcpy Classifiers: 0.299000 Memcpy Instances: 8.848000 Kernel 1: 0.024000 Kernel 2: 83.336998 Copyback: 0.017000 Sum: 0.026000 It 28,Best ac:0.004761 0.840000 fi:0.317266. Ave ac:0.012725,0.017132 MDL Theory Length Weight: 3.4652475749 (10) Initialization: 6.558000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.858000 Kernel 1: 0.023000 Kernel 2: 82.153000 Copyback: 0.017000 Sum: 0.028000 It 29,Best ac:0.004307 0.863636 fi:0.327378. Ave ac:0.010005,0.012019 Initialization: 6.488000 Memcpy Classifiers: 0.340000 Memcpy Instances: 9.023000 Kernel 1: 0.023000 Kernel 2: 80.924004 Copyback: 0.017000 Sum: 0.025000 It 30,Best ac:0.004534 0.909091 fi:0.252472. Ave ac:0.013539,0.017212 Initialization: 6.439000 Memcpy Classifiers: 0.264000 Memcpy Instances: 9.439000 Kernel 1: 0.023000 Kernel 2: 79.615997 Copyback: 0.016000 Sum: 0.023000 It 31,Best ac:0.004306 0.863636 fi:0.329030. Ave ac:0.010335,0.011951 Initialization: 6.512000 Memcpy Classifiers: 0.263000 Memcpy Instances: 9.322000 Kernel 1: 0.023000 Kernel 2: 82.984001 Copyback: 0.017000 Sum: 0.024000 It 32,Best ac:0.005214 0.920000 fi:0.246139. Ave ac:0.015239,0.017948 Initialization: 6.594000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.821000 Kernel 1: 0.024000 Kernel 2: 81.371002 Copyback: 0.017000 Sum: 0.026000 It 33,Best ac:0.005893 0.812500 fi:0.341677. Ave ac:0.010583,0.017969 Initialization: 24.347000 Memcpy Instances: 439.001007 Memcpy Classifiers: 0.051000 Kernel 1: 0.026000 Kernel 2: 449.298004 Copyback: 0.015000 Sum: 0.014000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 470.726990 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.050000 Kernel 1: 0.015000 Kernel 2: 436.540985 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.048000 Kernel 1: 0.013000 Kernel 2: 436.542999 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.048000 Kernel 1: 0.013000 Kernel 2: 459.153992 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.013000 Kernel 2: 458.101013 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.012000 Kernel 2: 463.264008 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.013000 Kernel 2: 456.463013 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.048000 Kernel 1: 0.014000 Kernel 2: 454.631012 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.048000 Kernel 1: 0.013000 Kernel 2: 457.497009 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.048000 Kernel 1: 0.013000 Kernel 2: 463.010010 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.012000 Kernel 2: 458.244995 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 231.289001 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.004616 0.732374 fi:0.422935. Ave ac:0.012245,0.042585 Best acc 0.004616 0.732374 Rule:Att PSSM_-3_2 is [-6.096971,-0.461065]|Att PSSM_-3_11 is [-3.791910,5.331144]|Att PSSM_-1_3 is [<4.044098]|Att PSSM_-1_14 is [-3.050184,5.050184]|Att PSSM_0_2 is [<-3.116615]|Att PSSM_0_9 is [<-2.382406]|Att PSSM_0_12 is [<-3.375778]|Att PSSM_1_7 is [-6.441652,-1.558348]|Att PSSM_2_7 is [-6.904007,4.173131]|Att PSSM_2_11 is [>-6.879053]|Att PSSM_4_6 is [<-0.350155]|1 Accuracy : 0.742322 0 1 161428 2652 57809 12749 Removed 1322 instances. 219237 Instances left. Acc of rule 0.004552-0.759455 Initialization: 6.522000 Memcpy Classifiers: 0.558000 Memcpy Instances: 8.939000 Kernel 1: 0.025000 Kernel 2: 107.903000 Copyback: 0.018000 Sum: 0.051000 Initial population average accuracy1:0.005538 accuracy2:0.255191 Initialization: 6.622000 Memcpy Classifiers: 0.541000 Memcpy Instances: 9.317000 Kernel 1: 0.024000 Kernel 2: 112.372002 Copyback: 0.017000 Sum: 0.043000 It 0,Best ac:0.004788 0.617647 fi:0.482198. Ave ac:0.010585,0.016143 Initialization: 6.562000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.842000 Kernel 1: 0.023000 Kernel 2: 109.654999 Copyback: 0.017000 Sum: 0.033000 It 1,Best ac:0.004790 0.636364 fi:0.463480. Ave ac:0.015714,0.019963 Initialization: 6.942000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.819000 Kernel 1: 0.024000 Kernel 2: 108.973000 Copyback: 0.017000 Sum: 0.031000 It 2,Best ac:0.011631 0.637500 fi:0.459708. Ave ac:0.014597,0.016565 Initialization: 6.515000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.880000 Kernel 1: 0.025000 Kernel 2: 106.258003 Copyback: 0.017000 Sum: 0.032000 It 3,Best ac:0.005018 0.758621 fi:0.341135. Ave ac:0.014542,0.019661 Initialization: 6.464000 Memcpy Classifiers: 0.400000 Memcpy Instances: 8.852000 Kernel 1: 0.024000 Kernel 2: 103.833000 Copyback: 0.017000 Sum: 0.032000 It 4,Best ac:0.005016 0.846154 fi:0.253603. Ave ac:0.016078,0.020765 Initialization: 6.555000 Memcpy Classifiers: 0.398000 Memcpy Instances: 9.340000 Kernel 1: 0.024000 Kernel 2: 103.755997 Copyback: 0.017000 Sum: 0.033000 It 5,Best ac:0.011628 0.761194 fi:0.336014. Ave ac:0.014496,0.016444 Initialization: 6.543000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.824000 Kernel 1: 0.023000 Kernel 2: 104.347000 Copyback: 0.018000 Sum: 0.033000 It 6,Best ac:0.006157 0.729730 fi:0.369588. Ave ac:0.011772,0.012661 Initialization: 6.545000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.817000 Kernel 1: 0.025000 Kernel 2: 101.096001 Copyback: 0.017000 Sum: 0.030000 It 7,Best ac:0.007984 0.795455 fi:0.303157. Ave ac:0.012251,0.015587 Initialization: 6.520000 Memcpy Classifiers: 0.398000 Memcpy Instances: 9.283000 Kernel 1: 0.023000 Kernel 2: 100.363998 Copyback: 0.017000 Sum: 0.034000 It 8,Best ac:0.006385 0.777778 fi:0.321450. Ave ac:0.011324,0.011472 Initialization: 6.699000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.814000 Kernel 1: 0.023000 Kernel 2: 97.098000 Copyback: 0.017000 Sum: 0.033000 It 9,Best ac:0.008212 0.818182 fi:0.280342. Ave ac:0.010020,0.010567 Iteration 10:MDL fitness activated Error 0.280342 TL 0.035245 MDL Theory Length Weight: 2.6513866807 (6) Initialization: 6.975000 Memcpy Classifiers: 0.382000 Memcpy Instances: 8.903000 Kernel 1: 0.023000 Kernel 2: 98.994003 Copyback: 0.017000 Sum: 0.033000 It 10,Best ac:0.004789 0.913043 fi:0.272780. Ave ac:0.009332,0.008563 Initialization: 6.671000 Memcpy Classifiers: 0.366000 Memcpy Instances: 9.289000 Kernel 1: 0.023000 Kernel 2: 100.598000 Copyback: 0.017000 Sum: 0.032000 It 11,Best ac:0.010718 0.810345 fi:0.352740. Ave ac:0.009938,0.011081 Initialization: 6.549000 Memcpy Classifiers: 0.377000 Memcpy Instances: 8.866000 Kernel 1: 0.023000 Kernel 2: 97.758003 Copyback: 0.017000 Sum: 0.034000 It 12,Best ac:0.004333 0.863636 fi:0.316857. Ave ac:0.011089,0.011688 Initialization: 6.497000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.821000 Kernel 1: 0.025000 Kernel 2: 98.317001 Copyback: 0.017000 Sum: 0.032000 It 13,Best ac:0.007070 0.837838 fi:0.327984. Ave ac:0.010472,0.010535 Initialization: 6.649000 Memcpy Classifiers: 0.398000 Memcpy Instances: 9.286000 Kernel 1: 0.023000 Kernel 2: 97.106003 Copyback: 0.371000 Sum: 0.036000 It 14,Best ac:0.005474 0.774194 fi:0.391522. Ave ac:0.012672,0.013133 Initialization: 6.544000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.839000 Kernel 1: 0.023000 Kernel 2: 97.981003 Copyback: 0.017000 Sum: 0.037000 It 15,Best ac:0.005473 0.800000 fi:0.370452. Ave ac:0.011885,0.011038 Initialization: 6.511000 Memcpy Classifiers: 0.374000 Memcpy Instances: 8.813000 Kernel 1: 0.024000 Kernel 2: 96.996002 Copyback: 0.017000 Sum: 0.032000 It 16,Best ac:0.004561 0.800000 fi:0.351828. Ave ac:0.012735,0.016915 Initialization: 6.494000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.337000 Kernel 1: 0.024000 Kernel 2: 96.425003 Copyback: 0.020000 Sum: 0.045000 It 17,Best ac:0.007070 0.837838 fi:0.338254. Ave ac:0.011523,0.011388 Initialization: 6.436000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.863000 Kernel 1: 0.023000 Kernel 2: 96.851997 Copyback: 0.017000 Sum: 0.031000 It 18,Best ac:0.005246 0.920000 fi:0.239468. Ave ac:0.011209,0.010383 Initialization: 6.508000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.830000 Kernel 1: 0.023000 Kernel 2: 97.914001 Copyback: 0.017000 Sum: 0.035000 It 19,Best ac:0.006842 0.769231 fi:0.396216. Ave ac:0.012003,0.011984 Initialization: 6.474000 Memcpy Classifiers: 0.343000 Memcpy Instances: 9.261000 Kernel 1: 0.023000 Kernel 2: 94.800003 Copyback: 0.017000 Sum: 0.031000 It 20,Best ac:0.004334 0.904762 fi:0.268888. Ave ac:0.012427,0.009620 Initialization: 6.647000 Memcpy Classifiers: 0.364000 Memcpy Instances: 8.820000 Kernel 1: 0.023000 Kernel 2: 93.787003 Copyback: 0.017000 Sum: 0.034000 It 21,Best ac:0.004333 0.950000 fi:0.236017. Ave ac:0.010268,0.009785 Initialization: 6.544000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.935000 Kernel 1: 0.023000 Kernel 2: 97.665001 Copyback: 0.017000 Sum: 0.034000 It 22,Best ac:0.004561 0.833333 fi:0.322261. Ave ac:0.011733,0.012123 Initialization: 6.551000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.861000 Kernel 1: 0.024000 Kernel 2: 89.598999 Copyback: 0.017000 Sum: 0.032000 It 23,Best ac:0.005017 0.880000 fi:0.285752. Ave ac:0.011036,0.011129 Initialization: 6.506000 Memcpy Classifiers: 0.366000 Memcpy Instances: 8.834000 Kernel 1: 0.022000 Kernel 2: 86.478996 Copyback: 0.017000 Sum: 0.041000 It 24,Best ac:0.005246 0.920000 fi:0.235301. Ave ac:0.011398,0.011144 Initialization: 6.549000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.829000 Kernel 1: 0.022000 Kernel 2: 92.554001 Copyback: 0.018000 Sum: 0.036000 It 25,Best ac:0.004333 0.826087 fi:0.352438. Ave ac:0.012737,0.014449 Initialization: 8.079000 Memcpy Classifiers: 0.344000 Memcpy Instances: 8.823000 Kernel 1: 0.023000 Kernel 2: 90.704002 Copyback: 0.017000 Sum: 0.030000 It 26,Best ac:0.005931 0.928571 fi:0.235706. Ave ac:0.012257,0.010993 Initialization: 6.983000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.869000 Kernel 1: 0.024000 Kernel 2: 92.400002 Copyback: 0.017000 Sum: 0.031000 It 27,Best ac:0.008210 0.837209 fi:0.314286. Ave ac:0.010222,0.009796 Initialization: 6.478000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.855000 Kernel 1: 0.024000 Kernel 2: 90.788002 Copyback: 0.017000 Sum: 0.034000 It 28,Best ac:0.006159 0.870968 fi:0.310230. Ave ac:0.009074,0.008595 Initialization: 6.485000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.863000 Kernel 1: 0.024000 Kernel 2: 93.069000 Copyback: 0.016000 Sum: 0.033000 It 29,Best ac:0.005017 0.880000 fi:0.287043. Ave ac:0.009559,0.008609 Initialization: 6.535000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.942000 Kernel 1: 0.023000 Kernel 2: 87.849998 Copyback: 0.017000 Sum: 0.032000 It 30,Best ac:0.005018 0.916667 fi:0.242887. Ave ac:0.009776,0.009292 Initialization: 6.445000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.899000 Kernel 1: 0.024000 Kernel 2: 91.362000 Copyback: 0.019000 Sum: 0.036000 It 31,Best ac:0.004561 0.909091 fi:0.249730. Ave ac:0.007623,0.006483 Initialization: 6.725000 Memcpy Classifiers: 0.369000 Memcpy Instances: 8.929000 Kernel 1: 0.023000 Kernel 2: 93.668999 Copyback: 0.017000 Sum: 0.032000 It 32,Best ac:0.004560 0.869565 fi:0.297228. Ave ac:0.007195,0.007736 Initialization: 6.488000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.389000 Kernel 1: 0.023000 Kernel 2: 94.843002 Copyback: 0.017000 Sum: 0.031000 It 33,Best ac:0.006615 0.878788 fi:0.277043. Ave ac:0.008453,0.007750 MDL Theory Length Weight: 2.3862480126 (10) Initialization: 23.858999 Memcpy Instances: 435.024994 Memcpy Classifiers: 0.062000 Kernel 1: 0.024000 Kernel 2: 518.864014 Copyback: 0.015000 Sum: 0.015000 Memcpy Classifiers: 0.055000 Kernel 1: 0.014000 Kernel 2: 519.849976 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 526.960022 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 518.719971 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 503.959991 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.012000 Kernel 2: 527.531006 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 513.820007 Copyback: 0.018000 Sum: 0.003000 Memcpy Classifiers: 0.054000 Kernel 1: 0.015000 Kernel 2: 499.045013 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 518.664978 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.013000 Kernel 2: 513.031006 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 530.051025 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.013000 Kernel 2: 498.539001 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.013000 Kernel 2: 246.223007 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.004488 0.754601 fi:0.405917. Ave ac:0.008127,0.027742 Best acc 0.004488 0.754601 Initialization: 6.521000 Memcpy Classifiers: 0.569000 Memcpy Instances: 9.420000 Kernel 1: 0.025000 Kernel 2: 107.672997 Copyback: 0.017000 Sum: 0.048000 Initial population average accuracy1:0.005740 accuracy2:0.245361 Initialization: 6.537000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.893000 Kernel 1: 0.024000 Kernel 2: 109.860001 Copyback: 0.017000 Sum: 0.044000 It 0,Best ac:0.004561 0.606061 fi:0.493871. Ave ac:0.011101,0.015215 Initialization: 6.527000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.820000 Kernel 1: 0.025000 Kernel 2: 110.730003 Copyback: 0.017000 Sum: 0.036000 It 1,Best ac:0.004561 0.800000 fi:0.299931. Ave ac:0.014156,0.016927 Initialization: 7.012000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.833000 Kernel 1: 0.024000 Kernel 2: 110.934998 Copyback: 0.017000 Sum: 0.034000 It 2,Best ac:0.009578 0.688525 fi:0.409475. Ave ac:0.013879,0.016381 Initialization: 6.795000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.938000 Kernel 1: 0.024000 Kernel 2: 106.253998 Copyback: 0.017000 Sum: 0.034000 It 3,Best ac:0.006842 0.789474 fi:0.309578. Ave ac:0.011386,0.012543 Initialization: 6.495000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.294000 Kernel 1: 0.023000 Kernel 2: 102.822998 Copyback: 0.022000 Sum: 0.037000 It 4,Best ac:0.003877 0.850000 fi:0.354003. Ave ac:0.010565,0.012992 Initialization: 6.518000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.824000 Kernel 1: 0.025000 Kernel 2: 102.732002 Copyback: 0.018000 Sum: 0.033000 It 5,Best ac:0.005473 0.727273 fi:0.372307. Ave ac:0.010365,0.010000 Initialization: 6.413000 Memcpy Classifiers: 0.415000 Memcpy Instances: 9.398000 Kernel 1: 0.024000 Kernel 2: 99.866997 Copyback: 0.017000 Sum: 0.033000 It 6,Best ac:0.010036 0.862745 fi:0.235075. Ave ac:0.010149,0.009389 Initialization: 6.471000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.345000 Kernel 1: 0.024000 Kernel 2: 99.646004 Copyback: 0.017000 Sum: 0.032000 It 7,Best ac:0.005703 0.781250 fi:0.318242. Ave ac:0.009668,0.008861 Initialization: 6.619000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.816000 Kernel 1: 0.025000 Kernel 2: 100.814003 Copyback: 0.017000 Sum: 0.031000 It 8,Best ac:0.004561 0.833333 fi:0.266598. Ave ac:0.008850,0.008454 Initialization: 6.490000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.832000 Kernel 1: 0.024000 Kernel 2: 95.607002 Copyback: 0.017000 Sum: 0.037000 It 9,Best ac:0.007755 0.829268 fi:0.269432. Ave ac:0.007895,0.007299 Iteration 10:MDL fitness activated Error 0.269432 TL 0.024238 MDL Theory Length Weight: 3.7053629286 (4) Initialization: 6.570000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.820000 Kernel 1: 0.025000 Kernel 2: 96.032997 Copyback: 0.017000 Sum: 0.031000 It 10,Best ac:0.004334 0.760000 fi:0.429214. Ave ac:0.009031,0.011270 Initialization: 6.455000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.819000 Kernel 1: 0.024000 Kernel 2: 95.327003 Copyback: 0.017000 Sum: 0.033000 It 11,Best ac:0.006157 0.900000 fi:0.300791. Ave ac:0.008857,0.008470 Initialization: 6.470000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.021000 Kernel 1: 0.024000 Kernel 2: 97.542999 Copyback: 0.016000 Sum: 0.034000 It 12,Best ac:0.006157 0.900000 fi:0.327823. Ave ac:0.009720,0.009143 Initialization: 6.532000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.827000 Kernel 1: 0.023000 Kernel 2: 93.135002 Copyback: 0.017000 Sum: 0.027000 It 13,Best ac:0.005017 0.880000 fi:0.318931. Ave ac:0.008661,0.008250 Initialization: 6.598000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.291000 Kernel 1: 0.024000 Kernel 2: 94.487999 Copyback: 0.017000 Sum: 0.036000 It 14,Best ac:0.005017 0.880000 fi:0.307773. Ave ac:0.009462,0.012341 Initialization: 6.314000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.864000 Kernel 1: 0.024000 Kernel 2: 90.623001 Copyback: 0.017000 Sum: 0.034000 It 15,Best ac:0.008436 0.880952 fi:0.304066. Ave ac:0.009163,0.009695 Initialization: 6.423000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.811000 Kernel 1: 0.026000 Kernel 2: 94.325996 Copyback: 0.018000 Sum: 0.035000 It 16,Best ac:0.004790 0.954545 fi:0.227734. Ave ac:0.011187,0.011780 Initialization: 6.727000 Memcpy Classifiers: 0.342000 Memcpy Instances: 9.109000 Kernel 1: 0.023000 Kernel 2: 91.763000 Copyback: 0.017000 Sum: 0.029000 It 17,Best ac:0.005246 0.851852 fi:0.339350. Ave ac:0.008662,0.012171 Initialization: 6.518000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.852000 Kernel 1: 0.025000 Kernel 2: 90.935997 Copyback: 0.017000 Sum: 0.034000 It 18,Best ac:0.014142 0.775000 fi:0.378667. Ave ac:0.009848,0.016130 Initialization: 6.511000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.848000 Kernel 1: 0.025000 Kernel 2: 92.022003 Copyback: 0.017000 Sum: 0.034000 It 19,Best ac:0.005017 0.880000 fi:0.290447. Ave ac:0.012076,0.014475 Initialization: 6.452000 Memcpy Classifiers: 0.332000 Memcpy Instances: 8.810000 Kernel 1: 0.025000 Kernel 2: 91.417999 Copyback: 0.018000 Sum: 0.039000 It 20,Best ac:0.006613 0.852941 fi:0.307700. Ave ac:0.008854,0.009535 Initialization: 6.513000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.841000 Kernel 1: 0.024000 Kernel 2: 89.560997 Copyback: 0.017000 Sum: 0.033000 It 21,Best ac:0.005017 0.956522 fi:0.217545. Ave ac:0.007821,0.006837 Initialization: 6.655000 Memcpy Classifiers: 0.312000 Memcpy Instances: 9.138000 Kernel 1: 0.023000 Kernel 2: 87.918999 Copyback: 0.370000 Sum: 0.041000 It 22,Best ac:0.005245 0.884615 fi:0.281560. Ave ac:0.007506,0.008179 Initialization: 6.626000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.904000 Kernel 1: 0.023000 Kernel 2: 89.627998 Copyback: 0.017000 Sum: 0.031000 It 23,Best ac:0.005473 0.888889 fi:0.279560. Ave ac:0.007042,0.007125 Initialization: 6.446000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.877000 Kernel 1: 0.024000 Kernel 2: 86.555000 Copyback: 0.017000 Sum: 0.031000 It 24,Best ac:0.004789 0.875000 fi:0.297523. Ave ac:0.007419,0.007805 Initialization: 6.637000 Memcpy Classifiers: 0.332000 Memcpy Instances: 9.683000 Kernel 1: 0.023000 Kernel 2: 87.018997 Copyback: 0.017000 Sum: 0.032000 It 25,Best ac:0.006613 0.906250 fi:0.238019. Ave ac:0.008635,0.010329 Initialization: 6.427000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.810000 Kernel 1: 0.024000 Kernel 2: 85.446999 Copyback: 0.017000 Sum: 0.026000 It 26,Best ac:0.006157 0.870968 fi:0.303717. Ave ac:0.008368,0.009848 Initialization: 6.509000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.856000 Kernel 1: 0.023000 Kernel 2: 83.875999 Copyback: 0.017000 Sum: 0.027000 It 27,Best ac:0.005929 0.928571 fi:0.250508. Ave ac:0.011361,0.016201 Initialization: 6.419000 Memcpy Classifiers: 0.263000 Memcpy Instances: 8.871000 Kernel 1: 0.023000 Kernel 2: 84.919998 Copyback: 0.017000 Sum: 0.026000 It 28,Best ac:0.005929 0.962963 fi:0.185393. Ave ac:0.010771,0.009972 Initialization: 6.980000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.883000 Kernel 1: 0.022000 Kernel 2: 84.266998 Copyback: 0.017000 Sum: 0.024000 It 29,Best ac:0.004789 0.875000 fi:0.275953. Ave ac:0.007948,0.008938 Initialization: 6.428000 Memcpy Classifiers: 0.263000 Memcpy Instances: 9.211000 Kernel 1: 0.023000 Kernel 2: 82.448997 Copyback: 0.017000 Sum: 0.025000 It 30,Best ac:0.004562 1.000000 fi:0.156128. Ave ac:0.009916,0.013074 Initialization: 6.460000 Memcpy Classifiers: 0.283000 Memcpy Instances: 9.333000 Kernel 1: 0.024000 Kernel 2: 79.000999 Copyback: 0.017000 Sum: 0.025000 It 31,Best ac:0.004334 1.000000 fi:0.166552. Ave ac:0.007843,0.009928 Initialization: 6.483000 Memcpy Classifiers: 0.247000 Memcpy Instances: 8.808000 Kernel 1: 0.024000 Kernel 2: 80.549004 Copyback: 0.017000 Sum: 0.025000 It 32,Best ac:0.005017 0.956522 fi:0.261815. Ave ac:0.008392,0.012400 Initialization: 6.531000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.833000 Kernel 1: 0.024000 Kernel 2: 76.651001 Copyback: 0.017000 Sum: 0.027000 It 33,Best ac:0.005245 0.851852 fi:0.376323. Ave ac:0.008833,0.013108 Initialization: 23.966999 Memcpy Instances: 432.729004 Memcpy Classifiers: 0.066000 Kernel 1: 0.028000 Kernel 2: 424.372009 Copyback: 0.015000 Sum: 0.014000 Memcpy Classifiers: 0.058000 Kernel 1: 0.014000 Kernel 2: 426.127991 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.014000 Kernel 2: 415.700012 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 432.721985 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.014000 Kernel 2: 431.713989 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.065000 Kernel 1: 0.015000 Kernel 2: 434.821014 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.014000 Kernel 2: 436.865997 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.058000 Kernel 1: 0.013000 Kernel 2: 428.832001 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 424.752014 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 434.063995 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 415.917999 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.014000 Kernel 2: 423.876007 Copyback: 0.361000 Sum: 0.001000 Memcpy Classifiers: 0.056000 Kernel 1: 0.013000 Kernel 2: 216.067993 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.005168 0.762963 fi:0.387843. Ave ac:0.010860,0.038444 Best acc 0.005168 0.762963 Rule:Att PSSM_0_1 is [3.147644,6.575245]|Att PSSM_0_7 is [<-3.000243]|Att PSSM_0_20 is [>-4.106295]|Att PSSM_2_1 is [>-2.474649]|Att PSSM_2_5 is [<4.549150]|Att PSSM_2_16 is [>-4.140807]|1 Accuracy : 0.745651 0 1 161076 3004 56676 13882 Removed 1485 instances. 217752 Instances left. Acc of rule 0.005168-0.762963 Initialization: 6.650000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.840000 Kernel 1: 0.025000 Kernel 2: 106.731003 Copyback: 0.017000 Sum: 0.049000 Initial population average accuracy1:0.005957 accuracy2:0.240172 Initialization: 6.493000 Memcpy Classifiers: 0.513000 Memcpy Instances: 8.806000 Kernel 1: 0.024000 Kernel 2: 111.754997 Copyback: 0.017000 Sum: 0.035000 It 0,Best ac:0.014237 0.525424 fi:0.570707. Ave ac:0.012349,0.018316 Initialization: 6.694000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.769000 Kernel 1: 0.025000 Kernel 2: 113.264999 Copyback: 0.018000 Sum: 0.032000 It 1,Best ac:0.004134 0.666667 fi:0.473404. Ave ac:0.015457,0.019086 Initialization: 6.485000 Memcpy Classifiers: 0.435000 Memcpy Instances: 9.279000 Kernel 1: 0.023000 Kernel 2: 108.051003 Copyback: 0.017000 Sum: 0.032000 It 2,Best ac:0.007348 0.615385 fi:0.483434. Ave ac:0.015470,0.020022 Initialization: 6.490000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.854000 Kernel 1: 0.024000 Kernel 2: 109.788002 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.005512 0.750000 fi:0.349537. Ave ac:0.017096,0.018364 Initialization: 6.428000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.839000 Kernel 1: 0.024000 Kernel 2: 104.896004 Copyback: 0.017000 Sum: 0.032000 It 4,Best ac:0.005970 0.684211 fi:0.415147. Ave ac:0.017051,0.019255 Initialization: 6.520000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.778000 Kernel 1: 0.025000 Kernel 2: 98.552002 Copyback: 0.017000 Sum: 0.037000 It 5,Best ac:0.004592 0.800000 fi:0.299896. Ave ac:0.015919,0.019656 Initialization: 6.497000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.840000 Kernel 1: 0.024000 Kernel 2: 100.557999 Copyback: 0.018000 Sum: 0.035000 It 6,Best ac:0.007118 0.673913 fi:0.424995. Ave ac:0.015026,0.019174 Initialization: 6.458000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.069000 Kernel 1: 0.024000 Kernel 2: 95.375999 Copyback: 0.017000 Sum: 0.032000 It 7,Best ac:0.004363 0.826087 fi:0.273900. Ave ac:0.014162,0.017730 Initialization: 6.560000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.810000 Kernel 1: 0.023000 Kernel 2: 94.171997 Copyback: 0.017000 Sum: 0.030000 It 8,Best ac:0.005970 0.787879 fi:0.311478. Ave ac:0.013037,0.016324 Initialization: 6.891000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.807000 Kernel 1: 0.024000 Kernel 2: 116.834000 Copyback: 0.026000 Sum: 0.034000 It 9,Best ac:0.005281 0.766667 fi:0.332962. Ave ac:0.012476,0.015145 Iteration 10:MDL fitness activated Error 0.332962 TL 0.022476 MDL Theory Length Weight: 4.9381172878 (3) Initialization: 7.616000 Memcpy Classifiers: 0.383000 Memcpy Instances: 8.789000 Kernel 1: 0.024000 Kernel 2: 89.622002 Copyback: 0.019000 Sum: 0.033000 It 10,Best ac:0.012856 0.788732 fi:0.437295. Ave ac:0.013263,0.014971 Initialization: 6.460000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.799000 Kernel 1: 0.024000 Kernel 2: 82.649002 Copyback: 0.017000 Sum: 0.029000 It 11,Best ac:0.005052 0.814815 fi:0.364204. Ave ac:0.015205,0.016736 Initialization: 6.934000 Memcpy Classifiers: 0.304000 Memcpy Instances: 9.683000 Kernel 1: 0.024000 Kernel 2: 78.445000 Copyback: 0.017000 Sum: 0.026000 It 12,Best ac:0.006887 0.833333 fi:0.336840. Ave ac:0.015585,0.021626 Initialization: 6.452000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.873000 Kernel 1: 0.023000 Kernel 2: 78.210999 Copyback: 0.019000 Sum: 0.025000 It 13,Best ac:0.007809 0.772727 fi:0.413612. Ave ac:0.014335,0.019358 Initialization: 6.551000 Memcpy Classifiers: 0.249000 Memcpy Instances: 9.457000 Kernel 1: 0.025000 Kernel 2: 76.617996 Copyback: 0.017000 Sum: 0.025000 It 14,Best ac:0.006198 0.710526 fi:0.449622. Ave ac:0.015552,0.016832 Initialization: 6.743000 Memcpy Classifiers: 0.265000 Memcpy Instances: 8.865000 Kernel 1: 0.023000 Kernel 2: 76.367996 Copyback: 0.017000 Sum: 0.023000 It 15,Best ac:0.005510 0.827586 fi:0.388148. Ave ac:0.018097,0.020985 Initialization: 7.747000 Memcpy Classifiers: 0.228000 Memcpy Instances: 9.489000 Kernel 1: 0.024000 Kernel 2: 79.358002 Copyback: 0.017000 Sum: 0.022000 It 16,Best ac:0.006201 0.843750 fi:0.344080. Ave ac:0.020225,0.029942 Initialization: 6.464000 Memcpy Classifiers: 0.246000 Memcpy Instances: 9.548000 Kernel 1: 0.024000 Kernel 2: 77.085999 Copyback: 0.018000 Sum: 0.022000 It 17,Best ac:0.009642 0.823529 fi:0.337670. Ave ac:0.016856,0.021153 Initialization: 6.499000 Memcpy Classifiers: 0.247000 Memcpy Instances: 8.885000 Kernel 1: 0.025000 Kernel 2: 78.866997 Copyback: 0.021000 Sum: 0.024000 It 18,Best ac:0.004823 0.875000 fi:0.280164. Ave ac:0.011853,0.014731 Initialization: 6.472000 Memcpy Classifiers: 0.273000 Memcpy Instances: 9.770000 Kernel 1: 0.024000 Kernel 2: 75.494003 Copyback: 0.017000 Sum: 0.023000 It 19,Best ac:0.008037 0.945946 fi:0.231789. Ave ac:0.012745,0.015922 Initialization: 6.440000 Memcpy Classifiers: 0.247000 Memcpy Instances: 8.849000 Kernel 1: 0.024000 Kernel 2: 77.920998 Copyback: 0.017000 Sum: 0.021000 It 20,Best ac:0.004822 0.913043 fi:0.296815. Ave ac:0.011549,0.012565 Initialization: 6.423000 Memcpy Classifiers: 0.265000 Memcpy Instances: 8.939000 Kernel 1: 0.023000 Kernel 2: 77.931999 Copyback: 0.017000 Sum: 0.024000 It 21,Best ac:0.004593 0.869565 fi:0.285688. Ave ac:0.013164,0.015294 Initialization: 6.506000 Memcpy Classifiers: 0.248000 Memcpy Instances: 8.779000 Kernel 1: 0.024000 Kernel 2: 76.152000 Copyback: 0.018000 Sum: 0.023000 It 22,Best ac:0.006198 0.794118 fi:0.375394. Ave ac:0.011476,0.013914 Initialization: 6.445000 Memcpy Classifiers: 0.276000 Memcpy Instances: 8.890000 Kernel 1: 0.024000 Kernel 2: 74.758003 Copyback: 0.017000 Sum: 0.022000 It 23,Best ac:0.004362 0.863636 fi:0.291708. Ave ac:0.010556,0.014844 Initialization: 6.535000 Memcpy Classifiers: 0.229000 Memcpy Instances: 8.798000 Kernel 1: 0.024000 Kernel 2: 73.248001 Copyback: 0.017000 Sum: 0.023000 It 24,Best ac:0.007577 0.785714 fi:0.390251. Ave ac:0.013492,0.020343 Initialization: 6.459000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.767000 Kernel 1: 0.024000 Kernel 2: 73.920998 Copyback: 0.017000 Sum: 0.021000 It 25,Best ac:0.005511 0.750000 fi:0.387500. Ave ac:0.011352,0.018554 Initialization: 6.415000 Memcpy Classifiers: 0.246000 Memcpy Instances: 8.872000 Kernel 1: 0.024000 Kernel 2: 77.651001 Copyback: 0.017000 Sum: 0.024000 It 26,Best ac:0.004823 0.913043 fi:0.272131. Ave ac:0.013531,0.017858 Initialization: 6.388000 Memcpy Classifiers: 0.284000 Memcpy Instances: 9.277000 Kernel 1: 0.025000 Kernel 2: 73.554001 Copyback: 0.017000 Sum: 0.023000 It 27,Best ac:0.007348 0.888889 fi:0.293540. Ave ac:0.010589,0.014835 Initialization: 6.998000 Memcpy Classifiers: 0.248000 Memcpy Instances: 8.862000 Kernel 1: 0.024000 Kernel 2: 73.647003 Copyback: 0.017000 Sum: 0.023000 It 28,Best ac:0.004363 0.904762 fi:0.280191. Ave ac:0.011320,0.013609 MDL Theory Length Weight: 4.4443055590 (10) Initialization: 6.432000 Memcpy Classifiers: 0.227000 Memcpy Instances: 8.820000 Kernel 1: 0.024000 Kernel 2: 72.991997 Copyback: 0.017000 Sum: 0.020000 It 29,Best ac:0.006198 0.870968 fi:0.302273. Ave ac:0.009685,0.014330 Initialization: 6.494000 Memcpy Classifiers: 0.247000 Memcpy Instances: 8.860000 Kernel 1: 0.023000 Kernel 2: 74.443001 Copyback: 0.017000 Sum: 0.026000 It 30,Best ac:0.005510 0.800000 fi:0.333704. Ave ac:0.008401,0.014401 Initialization: 6.450000 Memcpy Classifiers: 0.227000 Memcpy Instances: 8.773000 Kernel 1: 0.024000 Kernel 2: 76.498001 Copyback: 0.018000 Sum: 0.022000 It 31,Best ac:0.005282 0.958333 fi:0.222349. Ave ac:0.008145,0.009586 Initialization: 6.426000 Memcpy Classifiers: 0.247000 Memcpy Instances: 8.902000 Kernel 1: 0.024000 Kernel 2: 73.584000 Copyback: 0.017000 Sum: 0.021000 It 32,Best ac:0.005511 0.774194 fi:0.408505. Ave ac:0.009898,0.009721 Initialization: 6.459000 Memcpy Classifiers: 0.228000 Memcpy Instances: 8.847000 Kernel 1: 0.023000 Kernel 2: 72.289001 Copyback: 0.017000 Sum: 0.023000 It 33,Best ac:0.007348 0.842105 fi:0.339216. Ave ac:0.013895,0.019800 Initialization: 24.614000 Memcpy Instances: 427.670990 Memcpy Classifiers: 0.053000 Kernel 1: 0.029000 Kernel 2: 429.670013 Copyback: 0.369000 Sum: 0.015000 Memcpy Classifiers: 0.050000 Kernel 1: 0.014000 Kernel 2: 421.066010 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.049000 Kernel 1: 0.014000 Kernel 2: 424.699005 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.014000 Kernel 2: 439.174011 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.014000 Kernel 2: 433.679993 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.014000 Kernel 2: 425.216003 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.015000 Kernel 2: 427.476013 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.014000 Kernel 2: 431.768005 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.049000 Kernel 1: 0.014000 Kernel 2: 424.397003 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.014000 Kernel 2: 418.359009 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.050000 Kernel 1: 0.014000 Kernel 2: 416.648987 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.014000 Kernel 2: 410.903992 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.047000 Kernel 1: 0.014000 Kernel 2: 150.557999 Copyback: 0.015000 Sum: 0.000000 It 34,Best ac:0.005313 0.685833 fi:0.447948. Ave ac:0.009769,0.032805 Best acc 0.005313 0.685833 Initialization: 6.576000 Memcpy Classifiers: 0.540000 Memcpy Instances: 8.792000 Kernel 1: 0.026000 Kernel 2: 106.813004 Copyback: 0.017000 Sum: 0.048000 Initial population average accuracy1:0.006226 accuracy2:0.251945 Initialization: 6.573000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.847000 Kernel 1: 0.023000 Kernel 2: 113.677002 Copyback: 0.018000 Sum: 0.037000 It 0,Best ac:0.006201 0.642857 fi:0.456410. Ave ac:0.011859,0.016207 Initialization: 6.461000 Memcpy Classifiers: 0.452000 Memcpy Instances: 9.293000 Kernel 1: 0.024000 Kernel 2: 118.653999 Copyback: 0.017000 Sum: 0.033000 It 1,Best ac:0.005282 0.676471 fi:0.423156. Ave ac:0.013913,0.016097 Initialization: 6.492000 Memcpy Classifiers: 0.492000 Memcpy Instances: 8.769000 Kernel 1: 0.025000 Kernel 2: 115.852997 Copyback: 0.017000 Sum: 0.032000 It 2,Best ac:0.007118 0.704545 fi:0.394363. Ave ac:0.016157,0.021898 Initialization: 6.465000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.957000 Kernel 1: 0.023000 Kernel 2: 114.542999 Copyback: 0.017000 Sum: 0.036000 It 3,Best ac:0.005970 0.722222 fi:0.377137. Ave ac:0.013442,0.017673 Initialization: 6.461000 Memcpy Classifiers: 0.452000 Memcpy Instances: 9.292000 Kernel 1: 0.024000 Kernel 2: 117.013000 Copyback: 0.018000 Sum: 0.039000 It 4,Best ac:0.009187 0.784314 fi:0.313787. Ave ac:0.012003,0.013194 Initialization: 6.593000 Memcpy Classifiers: 0.436000 Memcpy Instances: 8.892000 Kernel 1: 0.024000 Kernel 2: 114.894997 Copyback: 0.371000 Sum: 0.036000 It 5,Best ac:0.005512 0.800000 fi:0.299537. Ave ac:0.011547,0.010293 Initialization: 6.465000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.908000 Kernel 1: 0.025000 Kernel 2: 108.282997 Copyback: 0.017000 Sum: 0.034000 It 6,Best ac:0.006429 0.823529 fi:0.275651. Ave ac:0.009645,0.008254 Initialization: 6.319000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.825000 Kernel 1: 0.025000 Kernel 2: 106.328003 Copyback: 0.017000 Sum: 0.031000 It 7,Best ac:0.006889 0.937500 fi:0.161501. Ave ac:0.010259,0.008855 Initialization: 6.491000 Memcpy Classifiers: 0.435000 Memcpy Instances: 9.241000 Kernel 1: 0.024000 Kernel 2: 106.651001 Copyback: 0.024000 Sum: 0.041000 It 8,Best ac:0.005051 0.785714 fi:0.314004. Ave ac:0.008949,0.008201 Initialization: 6.370000 Memcpy Classifiers: 0.457000 Memcpy Instances: 10.110000 Kernel 1: 0.023000 Kernel 2: 108.306000 Copyback: 0.017000 Sum: 0.032000 It 9,Best ac:0.007809 0.809524 fi:0.289115. Ave ac:0.007894,0.006643 Iteration 10:MDL fitness activated Error 0.289115 TL 0.039336 MDL Theory Length Weight: 2.4499504519 (3) Initialization: 6.583000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.776000 Kernel 1: 0.025000 Kernel 2: 105.218002 Copyback: 0.017000 Sum: 0.040000 It 10,Best ac:0.006428 0.848485 fi:0.349898. Ave ac:0.007881,0.006629 Initialization: 6.443000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.778000 Kernel 1: 0.025000 Kernel 2: 104.019997 Copyback: 0.017000 Sum: 0.037000 It 11,Best ac:0.006200 0.843750 fi:0.338680. Ave ac:0.008770,0.008035 Initialization: 6.445000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.816000 Kernel 1: 0.024000 Kernel 2: 106.527000 Copyback: 0.017000 Sum: 0.036000 It 12,Best ac:0.005053 0.880000 fi:0.296289. Ave ac:0.008323,0.008059 Initialization: 6.453000 Memcpy Classifiers: 0.473000 Memcpy Instances: 9.252000 Kernel 1: 0.024000 Kernel 2: 103.021004 Copyback: 0.017000 Sum: 0.036000 It 13,Best ac:0.004822 0.875000 fi:0.310583. Ave ac:0.009313,0.009370 Initialization: 6.457000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.835000 Kernel 1: 0.025000 Kernel 2: 102.721001 Copyback: 0.017000 Sum: 0.031000 It 14,Best ac:0.004133 0.782609 fi:0.393898. Ave ac:0.008633,0.008723 Initialization: 6.514000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.859000 Kernel 1: 0.023000 Kernel 2: 102.666000 Copyback: 0.017000 Sum: 0.035000 It 15,Best ac:0.005281 0.851852 fi:0.332120. Ave ac:0.012542,0.010659 Initialization: 6.844000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.902000 Kernel 1: 0.023000 Kernel 2: 106.554001 Copyback: 0.020000 Sum: 0.040000 It 16,Best ac:0.004823 0.913043 fi:0.288074. Ave ac:0.009696,0.008354 Initialization: 6.536000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.823000 Kernel 1: 0.024000 Kernel 2: 106.195000 Copyback: 0.017000 Sum: 0.039000 It 17,Best ac:0.005281 0.821429 fi:0.341706. Ave ac:0.009950,0.007537 Initialization: 6.456000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.963000 Kernel 1: 0.025000 Kernel 2: 102.175003 Copyback: 0.018000 Sum: 0.041000 It 18,Best ac:0.005741 0.892857 fi:0.276326. Ave ac:0.008332,0.006501 Initialization: 6.301000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.888000 Kernel 1: 0.025000 Kernel 2: 101.301003 Copyback: 0.017000 Sum: 0.036000 It 19,Best ac:0.005052 0.880000 fi:0.288926. Ave ac:0.007583,0.006105 Initialization: 6.429000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.776000 Kernel 1: 0.025000 Kernel 2: 105.364998 Copyback: 0.017000 Sum: 0.030000 It 20,Best ac:0.004593 0.869565 fi:0.302269. Ave ac:0.007740,0.006515 Initialization: 6.449000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.810000 Kernel 1: 0.024000 Kernel 2: 104.950996 Copyback: 0.005000 Sum: 0.038000 It 21,Best ac:0.005052 0.846154 fi:0.335179. Ave ac:0.009031,0.006911 Initialization: 6.636000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.852000 Kernel 1: 0.025000 Kernel 2: 105.593002 Copyback: 0.017000 Sum: 0.030000 It 22,Best ac:0.005739 0.892857 fi:0.297091. Ave ac:0.009298,0.007556 Initialization: 6.998000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.854000 Kernel 1: 0.023000 Kernel 2: 98.752998 Copyback: 0.017000 Sum: 0.036000 It 23,Best ac:0.005052 0.880000 fi:0.295718. Ave ac:0.007493,0.005087 Initialization: 6.632000 Memcpy Classifiers: 0.364000 Memcpy Instances: 8.788000 Kernel 1: 0.024000 Kernel 2: 95.614998 Copyback: 0.017000 Sum: 0.035000 It 24,Best ac:0.004592 0.909091 fi:0.267675. Ave ac:0.006403,0.004522 Initialization: 6.441000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.817000 Kernel 1: 0.024000 Kernel 2: 97.594002 Copyback: 0.017000 Sum: 0.032000 It 25,Best ac:0.005053 0.880000 fi:0.289452. Ave ac:0.005763,0.004007 Initialization: 7.033000 Memcpy Classifiers: 0.364000 Memcpy Instances: 8.778000 Kernel 1: 0.025000 Kernel 2: 94.219002 Copyback: 0.017000 Sum: 0.037000 It 26,Best ac:0.007117 0.939394 fi:0.226265. Ave ac:0.006294,0.003821 Initialization: 6.440000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.777000 Kernel 1: 0.024000 Kernel 2: 93.890999 Copyback: 0.017000 Sum: 0.035000 It 27,Best ac:0.007346 0.864865 fi:0.302356. Ave ac:0.004905,0.003766 Initialization: 6.518000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.771000 Kernel 1: 0.025000 Kernel 2: 93.571999 Copyback: 0.017000 Sum: 0.035000 It 28,Best ac:0.004362 0.863636 fi:0.306693. Ave ac:0.005523,0.003767 Initialization: 6.524000 Memcpy Classifiers: 0.364000 Memcpy Instances: 8.812000 Kernel 1: 0.024000 Kernel 2: 94.282997 Copyback: 0.017000 Sum: 0.038000 It 29,Best ac:0.004132 0.947368 fi:0.263934. Ave ac:0.005976,0.003875 Initialization: 6.526000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.839000 Kernel 1: 0.025000 Kernel 2: 95.167999 Copyback: 0.017000 Sum: 0.034000 It 30,Best ac:0.004592 0.909091 fi:0.281305. Ave ac:0.005639,0.002734 Initialization: 6.435000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.836000 Kernel 1: 0.024000 Kernel 2: 93.412003 Copyback: 0.018000 Sum: 0.036000 It 31,Best ac:0.005510 0.923077 fi:0.248208. Ave ac:0.005785,0.002791 Initialization: 6.943000 Memcpy Classifiers: 0.358000 Memcpy Instances: 9.996000 Kernel 1: 0.023000 Kernel 2: 94.039001 Copyback: 0.016000 Sum: 0.033000 It 32,Best ac:0.005281 0.793103 fi:0.384714. Ave ac:0.005091,0.003388 Initialization: 6.468000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.331000 Kernel 1: 0.024000 Kernel 2: 95.448997 Copyback: 0.017000 Sum: 0.036000 It 33,Best ac:0.004823 0.954545 fi:0.223527. Ave ac:0.006446,0.003794 Initialization: 25.023001 Memcpy Instances: 431.161011 Memcpy Classifiers: 0.068000 Kernel 1: 0.026000 Kernel 2: 508.601990 Copyback: 0.020000 Sum: 0.012000 Memcpy Classifiers: 0.063000 Kernel 1: 0.020000 Kernel 2: 505.476990 Copyback: 0.022000 Sum: 0.006000 Memcpy Classifiers: 0.070000 Kernel 1: 0.022000 Kernel 2: 499.865997 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.015000 Kernel 2: 500.231995 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 491.022003 Copyback: 0.368000 Sum: 0.002000 Memcpy Classifiers: 0.067000 Kernel 1: 0.014000 Kernel 2: 495.748993 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 500.105988 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.014000 Kernel 2: 510.358002 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 499.127014 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 496.213013 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.014000 Kernel 2: 501.695007 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 503.304993 Copyback: 0.020000 Sum: 0.005000 Memcpy Classifiers: 0.050000 Kernel 1: 0.019000 Kernel 2: 169.145996 Copyback: 0.015000 Sum: 0.000000 It 34,Best ac:0.004969 0.770655 fi:0.407284. Ave ac:0.005998,0.019309 Best acc 0.004969 0.770655 Rule:Att PSSM_-4_7 is [-6.851160,2.485603]|Att PSSM_-3_12 is [<-2.384068]|Att PSSM_-2_7 is [-6.899906,0.899906]|Att PSSM_-1_3 is [-6.108807,-0.641482]|Att PSSM_-1_12 is [<-1.799877]|Att PSSM_0_1 is [>-0.370847]|Att PSSM_0_3 is [<-1.214532]|Att PSSM_0_6 is [<-2.874277]|Att PSSM_0_15 is [<4.522263]|Att PSSM_1_6 is [<5.528544]|Att PSSM_2_1 is [>-4.275572]|Att PSSM_4_2 is [-6.938705,1.458721]|1 Accuracy : 0.748890 0 1 160754 3326 55594 14964 Removed 1404 instances. 216348 Instances left. Acc of rule 0.004969-0.770655 Initialization: 6.441000 Memcpy Classifiers: 0.576000 Memcpy Instances: 8.992000 Kernel 1: 0.026000 Kernel 2: 104.495003 Copyback: 0.017000 Sum: 0.048000 Initial population average accuracy1:0.005352 accuracy2:0.234043 Initialization: 6.503000 Memcpy Classifiers: 0.470000 Memcpy Instances: 9.840000 Kernel 1: 0.022000 Kernel 2: 111.234001 Copyback: 0.017000 Sum: 0.059000 It 0,Best ac:0.004853 0.567568 fi:0.532203. Ave ac:0.010534,0.014704 Initialization: 6.467000 Memcpy Classifiers: 0.466000 Memcpy Instances: 8.733000 Kernel 1: 0.025000 Kernel 2: 109.860001 Copyback: 0.017000 Sum: 0.038000 It 1,Best ac:0.009473 0.640625 fi:0.457316. Ave ac:0.013349,0.014979 Initialization: 6.494000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.753000 Kernel 1: 0.024000 Kernel 2: 109.866997 Copyback: 0.017000 Sum: 0.033000 It 2,Best ac:0.005778 0.735294 fi:0.364111. Ave ac:0.012541,0.014307 Initialization: 6.418000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.723000 Kernel 1: 0.024000 Kernel 2: 106.559998 Copyback: 0.018000 Sum: 0.032000 It 3,Best ac:0.007164 0.620000 fi:0.478856. Ave ac:0.010420,0.011130 Initialization: 7.867000 Memcpy Classifiers: 0.454000 Memcpy Instances: 8.721000 Kernel 1: 0.023000 Kernel 2: 103.467003 Copyback: 0.017000 Sum: 0.033000 It 4,Best ac:0.004161 0.750000 fi:0.373042. Ave ac:0.010055,0.011417 Initialization: 6.500000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.712000 Kernel 1: 0.024000 Kernel 2: 101.981003 Copyback: 0.017000 Sum: 0.038000 It 5,Best ac:0.004391 0.703704 fi:0.396250. Ave ac:0.009682,0.009758 Initialization: 6.541000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.708000 Kernel 1: 0.024000 Kernel 2: 101.663002 Copyback: 0.017000 Sum: 0.030000 It 6,Best ac:0.007395 0.727273 fi:0.371492. Ave ac:0.009588,0.011339 Initialization: 6.475000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.713000 Kernel 1: 0.024000 Kernel 2: 101.467003 Copyback: 0.016000 Sum: 0.036000 It 7,Best ac:0.005315 0.741935 fi:0.357652. Ave ac:0.010591,0.010102 Initialization: 6.429000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.713000 Kernel 1: 0.024000 Kernel 2: 100.101997 Copyback: 0.017000 Sum: 0.037000 It 8,Best ac:0.004622 0.769231 fi:0.330631. Ave ac:0.010017,0.009620 Initialization: 6.476000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.714000 Kernel 1: 0.025000 Kernel 2: 99.404999 Copyback: 0.017000 Sum: 0.030000 It 9,Best ac:0.009938 0.741379 fi:0.356379. Ave ac:0.009909,0.009149 Iteration 10:MDL fitness activated Error 0.356379 TL 0.029032 MDL Theory Length Weight: 4.0918229780 (2) Initialization: 7.513000 Memcpy Classifiers: 0.385000 Memcpy Instances: 8.725000 Kernel 1: 0.023000 Kernel 2: 102.287003 Copyback: 0.017000 Sum: 0.038000 It 10,Best ac:0.009013 0.764706 fi:0.423122. Ave ac:0.010159,0.010851 Initialization: 6.478000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.729000 Kernel 1: 0.024000 Kernel 2: 100.285004 Copyback: 0.017000 Sum: 0.038000 It 11,Best ac:0.006010 0.812500 fi:0.404021. Ave ac:0.012620,0.013937 Initialization: 6.521000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.745000 Kernel 1: 0.025000 Kernel 2: 98.383003 Copyback: 0.017000 Sum: 0.034000 It 12,Best ac:0.007858 0.809524 fi:0.378761. Ave ac:0.014762,0.016082 Initialization: 6.360000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.827000 Kernel 1: 0.023000 Kernel 2: 94.238998 Copyback: 0.372000 Sum: 0.035000 It 13,Best ac:0.004160 0.900000 fi:0.347365. Ave ac:0.013705,0.016558 Initialization: 6.411000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.719000 Kernel 1: 0.025000 Kernel 2: 93.674004 Copyback: 0.017000 Sum: 0.030000 It 14,Best ac:0.009706 0.823529 fi:0.375753. Ave ac:0.013774,0.014494 Initialization: 6.485000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.720000 Kernel 1: 0.024000 Kernel 2: 91.768997 Copyback: 0.017000 Sum: 0.032000 It 15,Best ac:0.005083 0.916667 fi:0.309298. Ave ac:0.010533,0.012072 Initialization: 6.618000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.752000 Kernel 1: 0.024000 Kernel 2: 94.803001 Copyback: 0.017000 Sum: 0.032000 It 16,Best ac:0.014098 0.835616 fi:0.358580. Ave ac:0.011632,0.015660 Initialization: 6.477000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.716000 Kernel 1: 0.025000 Kernel 2: 90.871002 Copyback: 0.017000 Sum: 0.029000 It 17,Best ac:0.004160 0.947368 fi:0.264759. Ave ac:0.011974,0.014019 Initialization: 6.514000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.705000 Kernel 1: 0.024000 Kernel 2: 90.122002 Copyback: 0.017000 Sum: 0.035000 It 18,Best ac:0.011558 0.819672 fi:0.361957. Ave ac:0.011734,0.014851 Initialization: 6.503000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.723000 Kernel 1: 0.024000 Kernel 2: 88.179001 Copyback: 0.017000 Sum: 0.033000 It 19,Best ac:0.004852 0.875000 fi:0.312018. Ave ac:0.013850,0.018233 Initialization: 6.475000 Memcpy Classifiers: 0.305000 Memcpy Instances: 8.789000 Kernel 1: 0.023000 Kernel 2: 89.265999 Copyback: 0.017000 Sum: 0.033000 It 20,Best ac:0.005084 0.916667 fi:0.308638. Ave ac:0.009641,0.009452 Initialization: 6.354000 Memcpy Classifiers: 0.358000 Memcpy Instances: 8.828000 Kernel 1: 0.023000 Kernel 2: 86.692001 Copyback: 0.023000 Sum: 0.031000 It 21,Best ac:0.005317 0.884615 fi:0.321464. Ave ac:0.010754,0.014111 Initialization: 6.375000 Memcpy Classifiers: 0.321000 Memcpy Instances: 9.457000 Kernel 1: 0.024000 Kernel 2: 88.796997 Copyback: 0.017000 Sum: 0.030000 It 22,Best ac:0.007395 0.800000 fi:0.408170. Ave ac:0.010024,0.012890 Initialization: 6.528000 Memcpy Classifiers: 0.304000 Memcpy Instances: 8.835000 Kernel 1: 0.024000 Kernel 2: 88.341003 Copyback: 0.017000 Sum: 0.038000 It 23,Best ac:0.004160 0.947368 fi:0.272514. Ave ac:0.011291,0.014533 Initialization: 6.456000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.711000 Kernel 1: 0.024000 Kernel 2: 86.629997 Copyback: 0.017000 Sum: 0.030000 It 24,Best ac:0.007395 0.820513 fi:0.354237. Ave ac:0.011593,0.016655 Initialization: 6.513000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.710000 Kernel 1: 0.025000 Kernel 2: 86.478996 Copyback: 0.024000 Sum: 0.031000 It 25,Best ac:0.006472 0.848485 fi:0.345362. Ave ac:0.011177,0.014106 Initialization: 6.455000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.727000 Kernel 1: 0.025000 Kernel 2: 88.283997 Copyback: 0.017000 Sum: 0.031000 It 26,Best ac:0.005315 0.851852 fi:0.343917. Ave ac:0.011185,0.012363 MDL Theory Length Weight: 3.6826406802 (10) Initialization: 6.486000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.720000 Kernel 1: 0.024000 Kernel 2: 90.539001 Copyback: 0.017000 Sum: 0.038000 It 27,Best ac:0.006009 0.838710 fi:0.323130. Ave ac:0.010830,0.009849 Initialization: 6.465000 Memcpy Classifiers: 0.306000 Memcpy Instances: 8.753000 Kernel 1: 0.024000 Kernel 2: 86.684998 Copyback: 0.017000 Sum: 0.031000 It 28,Best ac:0.004854 0.875000 fi:0.339019. Ave ac:0.008105,0.008791 Initialization: 6.559000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.713000 Kernel 1: 0.025000 Kernel 2: 88.664001 Copyback: 0.017000 Sum: 0.033000 It 29,Best ac:0.005084 0.846154 fi:0.340088. Ave ac:0.007787,0.007055 Initialization: 6.463000 Memcpy Classifiers: 0.303000 Memcpy Instances: 9.206000 Kernel 1: 0.024000 Kernel 2: 89.371002 Copyback: 0.017000 Sum: 0.032000 It 30,Best ac:0.006009 0.866667 fi:0.310884. Ave ac:0.010329,0.011789 Initialization: 6.468000 Memcpy Classifiers: 0.305000 Memcpy Instances: 8.716000 Kernel 1: 0.023000 Kernel 2: 87.830002 Copyback: 0.017000 Sum: 0.034000 It 31,Best ac:0.005547 0.827586 fi:0.364371. Ave ac:0.010887,0.011329 Initialization: 6.549000 Memcpy Classifiers: 0.304000 Memcpy Instances: 8.761000 Kernel 1: 0.024000 Kernel 2: 87.800003 Copyback: 0.017000 Sum: 0.033000 It 32,Best ac:0.006702 0.878788 fi:0.298287. Ave ac:0.012151,0.012553 Initialization: 7.633000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.753000 Kernel 1: 0.024000 Kernel 2: 86.874001 Copyback: 0.017000 Sum: 0.031000 It 33,Best ac:0.005778 0.892857 fi:0.268259. Ave ac:0.011994,0.011328 Initialization: 24.972000 Memcpy Instances: 427.779999 Memcpy Classifiers: 0.055000 Kernel 1: 0.023000 Kernel 2: 503.753998 Copyback: 0.015000 Sum: 0.014000 Memcpy Classifiers: 0.052000 Kernel 1: 0.014000 Kernel 2: 502.484985 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 482.121002 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 475.980988 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.014000 Kernel 2: 496.989990 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.014000 Kernel 2: 478.670990 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 495.457001 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 477.263000 Copyback: 0.368000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.014000 Kernel 2: 488.654999 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 496.963989 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.053000 Kernel 1: 0.015000 Kernel 2: 507.222992 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 468.343994 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.005357 0.720771 fi:0.441327. Ave ac:0.011133,0.037212 Best acc 0.005357 0.720771 Initialization: 7.634000 Memcpy Classifiers: 0.562000 Memcpy Instances: 8.761000 Kernel 1: 0.025000 Kernel 2: 106.871002 Copyback: 0.017000 Sum: 0.047000 Initial population average accuracy1:0.005559 accuracy2:0.234779 Initialization: 6.608000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.876000 Kernel 1: 0.023000 Kernel 2: 108.711998 Copyback: 0.017000 Sum: 0.036000 It 0,Best ac:0.004854 0.636364 fi:0.463405. Ave ac:0.011347,0.015871 Initialization: 6.469000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.275000 Kernel 1: 0.024000 Kernel 2: 113.712997 Copyback: 0.017000 Sum: 0.031000 It 1,Best ac:0.005778 0.625000 fi:0.474405. Ave ac:0.014985,0.016621 Initialization: 6.499000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.735000 Kernel 1: 0.024000 Kernel 2: 110.363998 Copyback: 0.018000 Sum: 0.035000 It 2,Best ac:0.003004 1.000000 fi:0.367211. Ave ac:0.015151,0.018512 Initialization: 6.451000 Memcpy Classifiers: 0.452000 Memcpy Instances: 9.707000 Kernel 1: 0.024000 Kernel 2: 109.619003 Copyback: 0.017000 Sum: 0.032000 It 3,Best ac:0.005315 0.657143 fi:0.442445. Ave ac:0.014716,0.020359 Initialization: 6.780000 Memcpy Classifiers: 0.438000 Memcpy Instances: 10.069000 Kernel 1: 0.023000 Kernel 2: 108.942001 Copyback: 0.017000 Sum: 0.035000 It 4,Best ac:0.005548 0.727273 fi:0.372221. Ave ac:0.016626,0.018467 Initialization: 6.517000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.718000 Kernel 1: 0.038000 Kernel 2: 108.110001 Copyback: 0.017000 Sum: 0.030000 It 5,Best ac:0.008551 0.804348 fi:0.293959. Ave ac:0.017043,0.022234 Initialization: 6.930000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.733000 Kernel 1: 0.025000 Kernel 2: 105.406998 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.006009 0.742857 fi:0.356456. Ave ac:0.014541,0.018517 Initialization: 6.406000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.713000 Kernel 1: 0.025000 Kernel 2: 103.602997 Copyback: 0.017000 Sum: 0.033000 It 7,Best ac:0.005084 0.709677 fi:0.390002. Ave ac:0.013863,0.017163 Initialization: 6.521000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.751000 Kernel 1: 0.025000 Kernel 2: 105.977997 Copyback: 0.017000 Sum: 0.037000 It 8,Best ac:0.006240 0.818182 fi:0.281040. Ave ac:0.015914,0.019306 Initialization: 6.443000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.782000 Kernel 1: 0.023000 Kernel 2: 103.990997 Copyback: 0.017000 Sum: 0.033000 It 9,Best ac:0.007166 0.815789 fi:0.283064. Ave ac:0.012933,0.016115 Iteration 10:MDL fitness activated Error 0.283064 TL 0.034282 MDL Theory Length Weight: 2.7522725589 (2) Initialization: 6.666000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.740000 Kernel 1: 0.024000 Kernel 2: 103.263000 Copyback: 0.017000 Sum: 0.032000 It 10,Best ac:0.005547 0.923077 fi:0.241687. Ave ac:0.012127,0.014279 Initialization: 6.481000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.190000 Kernel 1: 0.024000 Kernel 2: 98.588997 Copyback: 0.017000 Sum: 0.035000 It 11,Best ac:0.005547 0.800000 fi:0.390285. Ave ac:0.010984,0.013385 Initialization: 6.561000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.727000 Kernel 1: 0.025000 Kernel 2: 97.120003 Copyback: 0.018000 Sum: 0.035000 It 12,Best ac:0.004391 0.826087 fi:0.352312. Ave ac:0.013189,0.019818 Initialization: 6.676000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.732000 Kernel 1: 0.024000 Kernel 2: 93.088997 Copyback: 0.017000 Sum: 0.030000 It 13,Best ac:0.006240 0.870968 fi:0.311398. Ave ac:0.012256,0.015084 Initialization: 6.416000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.734000 Kernel 1: 0.025000 Kernel 2: 93.041000 Copyback: 0.018000 Sum: 0.032000 It 14,Best ac:0.006702 0.805556 fi:0.338969. Ave ac:0.013083,0.017342 Initialization: 6.460000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.807000 Kernel 1: 0.023000 Kernel 2: 95.478996 Copyback: 0.017000 Sum: 0.034000 It 15,Best ac:0.005778 0.862069 fi:0.321304. Ave ac:0.012816,0.018310 Initialization: 6.465000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.709000 Kernel 1: 0.025000 Kernel 2: 94.238998 Copyback: 0.017000 Sum: 0.031000 It 16,Best ac:0.004853 0.807692 fi:0.339871. Ave ac:0.013978,0.021703 Initialization: 6.386000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.969000 Kernel 1: 0.024000 Kernel 2: 91.352997 Copyback: 0.017000 Sum: 0.032000 It 17,Best ac:0.004621 0.909091 fi:0.265153. Ave ac:0.013668,0.016811 Initialization: 6.997000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.822000 Kernel 1: 0.024000 Kernel 2: 89.114998 Copyback: 0.017000 Sum: 0.029000 It 18,Best ac:0.004391 0.826087 fi:0.359722. Ave ac:0.013035,0.021066 Initialization: 7.410000 Memcpy Classifiers: 0.342000 Memcpy Instances: 9.109000 Kernel 1: 0.024000 Kernel 2: 87.875000 Copyback: 0.017000 Sum: 0.033000 It 19,Best ac:0.007164 0.815789 fi:0.355154. Ave ac:0.014242,0.022684 MDL Theory Length Weight: 2.4770453030 (12) Initialization: 6.386000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.718000 Kernel 1: 0.025000 Kernel 2: 88.149002 Copyback: 0.018000 Sum: 0.028000 It 20,Best ac:0.005315 0.884615 fi:0.305208. Ave ac:0.015297,0.022931 Initialization: 6.923000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.740000 Kernel 1: 0.023000 Kernel 2: 89.482002 Copyback: 0.017000 Sum: 0.029000 It 21,Best ac:0.005779 0.961538 fi:0.217296. Ave ac:0.013245,0.015144 Initialization: 6.415000 Memcpy Classifiers: 0.340000 Memcpy Instances: 9.239000 Kernel 1: 0.024000 Kernel 2: 88.070999 Copyback: 0.017000 Sum: 0.032000 It 22,Best ac:0.004853 0.913043 fi:0.261085. Ave ac:0.012859,0.021355 Initialization: 6.355000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.751000 Kernel 1: 0.025000 Kernel 2: 87.323997 Copyback: 0.017000 Sum: 0.034000 It 23,Best ac:0.005547 0.857143 fi:0.323924. Ave ac:0.010135,0.013157 Initialization: 6.374000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.717000 Kernel 1: 0.025000 Kernel 2: 88.257004 Copyback: 0.018000 Sum: 0.033000 It 24,Best ac:0.006471 0.848485 fi:0.317527. Ave ac:0.010415,0.012842 Initialization: 6.485000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.761000 Kernel 1: 0.024000 Kernel 2: 85.385002 Copyback: 0.018000 Sum: 0.034000 It 25,Best ac:0.004391 0.904762 fi:0.282668. Ave ac:0.008261,0.008564 Initialization: 6.525000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.786000 Kernel 1: 0.025000 Kernel 2: 91.757004 Copyback: 0.372000 Sum: 0.029000 It 26,Best ac:0.004853 0.875000 fi:0.287380. Ave ac:0.012265,0.017726 Initialization: 6.494000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.702000 Kernel 1: 0.025000 Kernel 2: 91.703003 Copyback: 0.017000 Sum: 0.027000 It 27,Best ac:0.006472 0.823529 fi:0.339901. Ave ac:0.011141,0.016965 Initialization: 6.487000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.806000 Kernel 1: 0.025000 Kernel 2: 93.197998 Copyback: 0.017000 Sum: 0.024000 It 28,Best ac:0.005315 0.821429 fi:0.358085. Ave ac:0.013180,0.022119 Initialization: 6.396000 Memcpy Classifiers: 0.321000 Memcpy Instances: 9.194000 Kernel 1: 0.024000 Kernel 2: 89.684998 Copyback: 0.017000 Sum: 0.031000 It 29,Best ac:0.005315 0.920000 fi:0.237097. Ave ac:0.011007,0.011937 Initialization: 6.401000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.747000 Kernel 1: 0.025000 Kernel 2: 88.106003 Copyback: 0.017000 Sum: 0.032000 It 30,Best ac:0.006240 0.818182 fi:0.324236. Ave ac:0.010449,0.014131 MDL Theory Length Weight: 2.2293407727 (10) Initialization: 6.462000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.713000 Kernel 1: 0.026000 Kernel 2: 88.566002 Copyback: 0.018000 Sum: 0.036000 It 31,Best ac:0.005084 0.846154 fi:0.308424. Ave ac:0.010457,0.016187 Initialization: 6.357000 Memcpy Classifiers: 0.835000 Memcpy Instances: 8.756000 Kernel 1: 0.024000 Kernel 2: 88.572998 Copyback: 0.017000 Sum: 0.030000 It 32,Best ac:0.004852 0.840000 fi:0.331259. Ave ac:0.013195,0.020432 Initialization: 6.355000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.761000 Kernel 1: 0.025000 Kernel 2: 91.208000 Copyback: 0.017000 Sum: 0.027000 It 33,Best ac:0.006009 0.838710 fi:0.297645. Ave ac:0.012798,0.019214 Initialization: 25.202999 Memcpy Instances: 429.335999 Memcpy Classifiers: 0.065000 Kernel 1: 0.026000 Kernel 2: 478.248993 Copyback: 0.015000 Sum: 0.015000 Memcpy Classifiers: 0.058000 Kernel 1: 0.015000 Kernel 2: 498.322998 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.015000 Kernel 2: 503.035004 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.267000 Kernel 2: 481.365997 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 485.289001 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.015000 Kernel 2: 501.316986 Copyback: 0.021000 Sum: 0.006000 Memcpy Classifiers: 0.136000 Kernel 1: 0.022000 Kernel 2: 493.500000 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 487.921997 Copyback: 0.017000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.015000 Kernel 2: 479.651001 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 494.579010 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.015000 Kernel 2: 513.245972 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.072000 Kernel 1: 0.014000 Kernel 2: 447.132996 Copyback: 0.022000 Sum: 0.005000 It 34,Best ac:0.004701 0.716197 fi:0.435392. Ave ac:0.012922,0.044450 Best acc 0.004701 0.716197 Rule:Att PSSM_-2_12 is [<-3.207167]|Att PSSM_-1_7 is [-5.789275,-0.563838]|Att PSSM_0_12 is [<-3.993928]|Att PSSM_1_4 is [<-0.786725]|Att PSSM_1_15 is [-4.486843,6.574896]|1 Accuracy : 0.751916 0 1 160305 3775 54435 16123 Removed 1608 instances. 214740 Instances left. Acc of rule 0.005357-0.720771 Initialization: 6.440000 Memcpy Classifiers: 0.542000 Memcpy Instances: 9.038000 Kernel 1: 0.027000 Kernel 2: 104.071999 Copyback: 0.017000 Sum: 0.047000 Initial population average accuracy1:0.005573 accuracy2:0.238573 Initialization: 6.427000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.717000 Kernel 1: 0.025000 Kernel 2: 110.741997 Copyback: 0.017000 Sum: 0.043000 It 0,Best ac:0.004657 0.555556 fi:0.544268. Ave ac:0.011406,0.014611 Initialization: 6.394000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.773000 Kernel 1: 0.025000 Kernel 2: 108.372002 Copyback: 0.017000 Sum: 0.032000 It 1,Best ac:0.005356 0.575000 fi:0.524541. Ave ac:0.013407,0.014559 Initialization: 6.392000 Memcpy Classifiers: 0.430000 Memcpy Instances: 8.688000 Kernel 1: 0.026000 Kernel 2: 109.761002 Copyback: 0.017000 Sum: 0.033000 It 2,Best ac:0.007218 0.673913 fi:0.424883. Ave ac:0.013620,0.014806 Initialization: 6.349000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.639000 Kernel 1: 0.026000 Kernel 2: 105.598999 Copyback: 0.017000 Sum: 0.034000 It 3,Best ac:0.005355 0.696970 fi:0.402573. Ave ac:0.012052,0.011501 Initialization: 6.367000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.710000 Kernel 1: 0.025000 Kernel 2: 103.530998 Copyback: 0.017000 Sum: 0.031000 It 4,Best ac:0.004191 0.750000 fi:0.355326. Ave ac:0.011091,0.011816 Initialization: 6.542000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.847000 Kernel 1: 0.026000 Kernel 2: 101.568001 Copyback: 0.022000 Sum: 0.033000 It 5,Best ac:0.006055 0.722222 fi:0.377039. Ave ac:0.009921,0.009380 Initialization: 7.537000 Memcpy Classifiers: 0.471000 Memcpy Instances: 9.289000 Kernel 1: 0.025000 Kernel 2: 101.367996 Copyback: 0.020000 Sum: 0.033000 It 6,Best ac:0.005123 0.880000 fi:0.219635. Ave ac:0.009347,0.009598 Initialization: 6.454000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.757000 Kernel 1: 0.025000 Kernel 2: 99.023003 Copyback: 0.017000 Sum: 0.037000 It 7,Best ac:0.006754 0.805556 fi:0.293425. Ave ac:0.008708,0.010460 Initialization: 6.372000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.786000 Kernel 1: 0.024000 Kernel 2: 99.345001 Copyback: 0.019000 Sum: 0.033000 It 8,Best ac:0.004424 0.791667 fi:0.308250. Ave ac:0.010048,0.010081 Initialization: 7.153000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.399000 Kernel 1: 0.025000 Kernel 2: 96.745003 Copyback: 0.017000 Sum: 0.031000 It 9,Best ac:0.004657 0.869565 fi:0.230258. Ave ac:0.009913,0.010154 Iteration 10:MDL fitness activated Error 0.230258 TL 0.037026 MDL Theory Length Weight: 2.0729614528 (4) Initialization: 7.286000 Memcpy Classifiers: 0.354000 Memcpy Instances: 8.700000 Kernel 1: 0.025000 Kernel 2: 98.286003 Copyback: 0.017000 Sum: 0.037000 It 10,Best ac:0.004192 0.900000 fi:0.293168. Ave ac:0.008685,0.008429 Initialization: 7.106000 Memcpy Classifiers: 0.363000 Memcpy Instances: 10.056000 Kernel 1: 0.024000 Kernel 2: 94.622002 Copyback: 0.017000 Sum: 0.034000 It 11,Best ac:0.004889 0.750000 fi:0.417655. Ave ac:0.008685,0.009079 Initialization: 6.379000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.731000 Kernel 1: 0.025000 Kernel 2: 95.459999 Copyback: 0.017000 Sum: 0.033000 It 12,Best ac:0.007452 0.864865 fi:0.289210. Ave ac:0.012239,0.011472 Initialization: 6.443000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.912000 Kernel 1: 0.025000 Kernel 2: 95.089996 Copyback: 0.017000 Sum: 0.037000 It 13,Best ac:0.006752 0.828571 fi:0.327994. Ave ac:0.009473,0.009318 Initialization: 7.267000 Memcpy Classifiers: 0.342000 Memcpy Instances: 9.359000 Kernel 1: 0.024000 Kernel 2: 90.886002 Copyback: 0.018000 Sum: 0.034000 It 14,Best ac:0.007914 0.894737 fi:0.248297. Ave ac:0.009335,0.009858 Initialization: 6.514000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.922000 Kernel 1: 0.023000 Kernel 2: 93.014000 Copyback: 0.017000 Sum: 0.032000 It 15,Best ac:0.009313 0.851064 fi:0.312955. Ave ac:0.008072,0.007106 Initialization: 6.706000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.639000 Kernel 1: 0.024000 Kernel 2: 92.841003 Copyback: 0.020000 Sum: 0.035000 It 16,Best ac:0.004657 0.952381 fi:0.217664. Ave ac:0.007729,0.005795 Initialization: 6.422000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.659000 Kernel 1: 0.025000 Kernel 2: 91.069000 Copyback: 0.017000 Sum: 0.032000 It 17,Best ac:0.004190 0.818182 fi:0.346957. Ave ac:0.006450,0.004662 Initialization: 6.406000 Memcpy Classifiers: 0.322000 Memcpy Instances: 9.219000 Kernel 1: 0.024000 Kernel 2: 92.246002 Copyback: 0.017000 Sum: 0.030000 It 18,Best ac:0.005122 0.846154 fi:0.315562. Ave ac:0.008500,0.006736 Initialization: 6.440000 Memcpy Classifiers: 0.355000 Memcpy Instances: 9.696000 Kernel 1: 0.023000 Kernel 2: 92.107002 Copyback: 0.017000 Sum: 0.033000 It 19,Best ac:0.005355 0.793103 fi:0.346721. Ave ac:0.007469,0.005575 Initialization: 6.413000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.678000 Kernel 1: 0.025000 Kernel 2: 88.755997 Copyback: 0.017000 Sum: 0.035000 It 20,Best ac:0.005355 0.920000 fi:0.239361. Ave ac:0.009272,0.007901 Initialization: 6.367000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.673000 Kernel 1: 0.025000 Kernel 2: 86.959000 Copyback: 0.017000 Sum: 0.038000 It 21,Best ac:0.004191 0.900000 fi:0.258813. Ave ac:0.008251,0.005997 Initialization: 6.197000 Memcpy Classifiers: 0.323000 Memcpy Instances: 9.265000 Kernel 1: 0.024000 Kernel 2: 86.960999 Copyback: 0.017000 Sum: 0.035000 It 22,Best ac:0.006519 0.800000 fi:0.355955. Ave ac:0.009116,0.006013 Initialization: 6.403000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.724000 Kernel 1: 0.025000 Kernel 2: 87.769997 Copyback: 0.017000 Sum: 0.013000 It 23,Best ac:0.010244 0.862745 fi:0.286833. Ave ac:0.008772,0.006616 Initialization: 6.374000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.680000 Kernel 1: 0.024000 Kernel 2: 90.125000 Copyback: 0.018000 Sum: 0.041000 It 24,Best ac:0.003726 0.888889 fi:0.373115. Ave ac:0.006370,0.005909 Initialization: 6.888000 Memcpy Classifiers: 0.323000 Memcpy Instances: 8.646000 Kernel 1: 0.025000 Kernel 2: 89.844002 Copyback: 0.017000 Sum: 0.032000 It 25,Best ac:0.005822 0.892857 fi:0.244857. Ave ac:0.010968,0.010267 MDL Theory Length Weight: 1.8656653076 (10) Initialization: 6.715000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.701000 Kernel 1: 0.025000 Kernel 2: 87.737999 Copyback: 0.017000 Sum: 0.032000 It 26,Best ac:0.004423 0.904762 fi:0.236025. Ave ac:0.009013,0.008171 Initialization: 6.645000 Memcpy Classifiers: 0.337000 Memcpy Instances: 8.636000 Kernel 1: 0.079000 Kernel 2: 87.142998 Copyback: 0.017000 Sum: 0.032000 It 27,Best ac:0.006288 0.900000 fi:0.253563. Ave ac:0.008974,0.007364 Initialization: 6.404000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.654000 Kernel 1: 0.026000 Kernel 2: 83.822998 Copyback: 0.017000 Sum: 0.034000 It 28,Best ac:0.004191 0.900000 fi:0.252686. Ave ac:0.008611,0.007275 Initialization: 6.475000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.647000 Kernel 1: 0.029000 Kernel 2: 81.203003 Copyback: 0.017000 Sum: 0.033000 It 29,Best ac:0.004891 0.954545 fi:0.195463. Ave ac:0.007347,0.004857 Initialization: 6.411000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.168000 Kernel 1: 0.025000 Kernel 2: 80.787003 Copyback: 0.017000 Sum: 0.034000 It 30,Best ac:0.004192 0.947368 fi:0.203717. Ave ac:0.006465,0.005007 Initialization: 6.570000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.170000 Kernel 1: 0.024000 Kernel 2: 80.475998 Copyback: 0.017000 Sum: 0.037000 It 31,Best ac:0.005122 0.880000 fi:0.248393. Ave ac:0.006695,0.004573 Initialization: 7.892000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.838000 Kernel 1: 0.024000 Kernel 2: 80.320999 Copyback: 0.017000 Sum: 0.033000 It 32,Best ac:0.005121 0.814815 fi:0.349595. Ave ac:0.006287,0.004372 Initialization: 6.380000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.774000 Kernel 1: 0.038000 Kernel 2: 80.222000 Copyback: 0.018000 Sum: 0.035000 It 33,Best ac:0.004657 0.869565 fi:0.286900. Ave ac:0.007253,0.004914 Initialization: 24.916000 Memcpy Instances: 424.424988 Memcpy Classifiers: 0.064000 Kernel 1: 0.027000 Kernel 2: 453.230011 Copyback: 0.016000 Sum: 0.014000 Memcpy Classifiers: 0.057000 Kernel 1: 0.017000 Kernel 2: 475.802002 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.062000 Kernel 1: 0.016000 Kernel 2: 466.666992 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.061000 Kernel 1: 0.014000 Kernel 2: 468.855011 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.015000 Kernel 2: 465.953003 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.015000 Kernel 2: 473.635010 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.061000 Kernel 1: 0.014000 Kernel 2: 453.977997 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.061000 Kernel 1: 0.015000 Kernel 2: 467.713013 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.062000 Kernel 1: 0.016000 Kernel 2: 467.511993 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.014000 Kernel 2: 470.496002 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.062000 Kernel 1: 0.016000 Kernel 2: 477.917999 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.076000 Kernel 1: 0.015000 Kernel 2: 446.566986 Copyback: 0.015000 Sum: 0.002000 It 34,Best ac:0.004550 0.719440 fi:0.434258. Ave ac:0.007971,0.026322 Best acc 0.004550 0.719440 Initialization: 6.821000 Memcpy Classifiers: 0.586000 Memcpy Instances: 8.668000 Kernel 1: 0.026000 Kernel 2: 105.392998 Copyback: 0.370000 Sum: 0.052000 Initial population average accuracy1:0.005091 accuracy2:0.237492 Initialization: 6.362000 Memcpy Classifiers: 0.526000 Memcpy Instances: 8.666000 Kernel 1: 0.024000 Kernel 2: 108.896004 Copyback: 0.017000 Sum: 0.053000 It 0,Best ac:0.006519 0.622222 fi:0.476852. Ave ac:0.010278,0.014082 Initialization: 6.301000 Memcpy Classifiers: 0.477000 Memcpy Instances: 8.743000 Kernel 1: 0.025000 Kernel 2: 113.047997 Copyback: 0.017000 Sum: 0.032000 It 1,Best ac:0.006054 0.666667 fi:0.432596. Ave ac:0.015387,0.018827 Initialization: 6.213000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.709000 Kernel 1: 0.023000 Kernel 2: 109.744003 Copyback: 0.017000 Sum: 0.034000 It 2,Best ac:0.005821 0.657895 fi:0.441462. Ave ac:0.017343,0.018262 Initialization: 6.297000 Memcpy Classifiers: 0.452000 Memcpy Instances: 9.154000 Kernel 1: 0.025000 Kernel 2: 109.900002 Copyback: 0.017000 Sum: 0.032000 It 3,Best ac:0.005122 0.785714 fi:0.313922. Ave ac:0.014635,0.016172 Initialization: 6.849000 Memcpy Classifiers: 0.535000 Memcpy Instances: 8.686000 Kernel 1: 0.025000 Kernel 2: 109.780998 Copyback: 0.017000 Sum: 0.032000 It 4,Best ac:0.004191 0.782609 fi:0.322717. Ave ac:0.013115,0.013965 Initialization: 6.301000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.652000 Kernel 1: 0.026000 Kernel 2: 108.619003 Copyback: 0.017000 Sum: 0.031000 It 5,Best ac:0.004658 0.740741 fi:0.359081. Ave ac:0.010030,0.011904 Initialization: 6.380000 Memcpy Classifiers: 0.415000 Memcpy Instances: 9.010000 Kernel 1: 0.025000 Kernel 2: 107.264999 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.005821 0.735294 fi:0.364062. Ave ac:0.008143,0.010730 Initialization: 6.561000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.673000 Kernel 1: 0.024000 Kernel 2: 104.137001 Copyback: 0.017000 Sum: 0.035000 It 7,Best ac:0.004191 0.750000 fi:0.355326. Ave ac:0.008797,0.009507 Initialization: 6.173000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.159000 Kernel 1: 0.024000 Kernel 2: 103.633003 Copyback: 0.017000 Sum: 0.034000 It 8,Best ac:0.006519 0.756757 fi:0.342319. Ave ac:0.009455,0.010627 Initialization: 6.354000 Memcpy Classifiers: 0.381000 Memcpy Instances: 10.109000 Kernel 1: 0.023000 Kernel 2: 104.740997 Copyback: 0.017000 Sum: 0.033000 It 9,Best ac:0.004657 0.800000 fi:0.299823. Ave ac:0.008758,0.009016 Iteration 10:MDL fitness activated Error 0.299823 TL 0.025826 MDL Theory Length Weight: 3.8698386193 (1) Initialization: 6.404000 Memcpy Classifiers: 0.370000 Memcpy Instances: 8.656000 Kernel 1: 0.024000 Kernel 2: 103.412003 Copyback: 0.017000 Sum: 0.032000 It 10,Best ac:0.006286 0.870968 fi:0.384475. Ave ac:0.007117,0.007527 Initialization: 6.459000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.651000 Kernel 1: 0.025000 Kernel 2: 104.957001 Copyback: 0.017000 Sum: 0.030000 It 11,Best ac:0.006521 0.875000 fi:0.372710. Ave ac:0.008655,0.007881 Initialization: 6.313000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.722000 Kernel 1: 0.025000 Kernel 2: 103.967003 Copyback: 0.017000 Sum: 0.036000 It 12,Best ac:0.004889 0.875000 fi:0.358915. Ave ac:0.007045,0.006152 Initialization: 6.427000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.670000 Kernel 1: 0.024000 Kernel 2: 104.093002 Copyback: 0.017000 Sum: 0.035000 It 13,Best ac:0.007682 0.868421 fi:0.387363. Ave ac:0.007095,0.006010 Initialization: 6.365000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.647000 Kernel 1: 0.025000 Kernel 2: 108.766998 Copyback: 0.018000 Sum: 0.039000 It 14,Best ac:0.006519 0.903226 fi:0.337444. Ave ac:0.006610,0.006244 Initialization: 6.452000 Memcpy Classifiers: 0.420000 Memcpy Instances: 8.862000 Kernel 1: 0.024000 Kernel 2: 104.908997 Copyback: 0.017000 Sum: 0.035000 It 15,Best ac:0.005822 0.892857 fi:0.329554. Ave ac:0.007260,0.005360 Initialization: 7.046000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.847000 Kernel 1: 0.026000 Kernel 2: 107.331001 Copyback: 0.017000 Sum: 0.201000 It 16,Best ac:0.004191 0.900000 fi:0.337142. Ave ac:0.007087,0.006188 Initialization: 6.393000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.669000 Kernel 1: 0.025000 Kernel 2: 102.737999 Copyback: 0.018000 Sum: 0.034000 It 17,Best ac:0.004657 0.869565 fi:0.330197. Ave ac:0.005990,0.007228 Initialization: 6.433000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.670000 Kernel 1: 0.026000 Kernel 2: 106.108002 Copyback: 0.017000 Sum: 0.029000 It 18,Best ac:0.005122 0.846154 fi:0.347495. Ave ac:0.008005,0.007674 Initialization: 6.426000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.888000 Kernel 1: 0.024000 Kernel 2: 100.809998 Copyback: 0.018000 Sum: 0.039000 It 19,Best ac:0.005821 0.757576 fi:0.457075. Ave ac:0.008919,0.011218 Initialization: 6.448000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.678000 Kernel 1: 0.025000 Kernel 2: 99.124001 Copyback: 0.017000 Sum: 0.036000 It 20,Best ac:0.005123 0.785714 fi:0.423707. Ave ac:0.008276,0.008561 Initialization: 6.293000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.690000 Kernel 1: 0.024000 Kernel 2: 100.236000 Copyback: 0.017000 Sum: 0.034000 It 21,Best ac:0.004658 0.666667 fi:0.520610. Ave ac:0.007854,0.010828 Initialization: 6.296000 Memcpy Classifiers: 0.351000 Memcpy Instances: 10.490000 Kernel 1: 0.023000 Kernel 2: 100.318001 Copyback: 0.017000 Sum: 0.036000 It 22,Best ac:0.005122 0.814815 fi:0.394609. Ave ac:0.008807,0.006625 Initialization: 6.348000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.781000 Kernel 1: 0.025000 Kernel 2: 101.525002 Copyback: 0.017000 Sum: 0.037000 It 23,Best ac:0.004889 0.840000 fi:0.321524. Ave ac:0.009824,0.012698 Initialization: 6.307000 Memcpy Classifiers: 0.346000 Memcpy Instances: 8.738000 Kernel 1: 0.024000 Kernel 2: 96.803001 Copyback: 0.017000 Sum: 0.039000 It 24,Best ac:0.004191 0.857143 fi:0.346975. Ave ac:0.010378,0.011405 Initialization: 6.361000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.671000 Kernel 1: 0.025000 Kernel 2: 96.551003 Copyback: 0.017000 Sum: 0.034000 It 25,Best ac:0.004891 0.913043 fi:0.262613. Ave ac:0.008567,0.008825 Initialization: 6.323000 Memcpy Classifiers: 0.340000 Memcpy Instances: 9.013000 Kernel 1: 0.024000 Kernel 2: 92.964996 Copyback: 0.017000 Sum: 0.037000 It 26,Best ac:0.005587 0.888889 fi:0.295670. Ave ac:0.008893,0.011115 Initialization: 6.347000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.719000 Kernel 1: 0.024000 Kernel 2: 94.681999 Copyback: 0.017000 Sum: 0.036000 It 27,Best ac:0.004657 0.869565 fi:0.317713. Ave ac:0.006606,0.009179 Initialization: 6.360000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.672000 Kernel 1: 0.026000 Kernel 2: 96.012001 Copyback: 0.017000 Sum: 0.032000 It 28,Best ac:0.004424 0.760000 fi:0.431222. Ave ac:0.007810,0.009802 Initialization: 6.308000 Memcpy Classifiers: 0.339000 Memcpy Instances: 8.705000 Kernel 1: 0.025000 Kernel 2: 91.871002 Copyback: 0.017000 Sum: 0.035000 It 29,Best ac:0.005355 0.793103 fi:0.368234. Ave ac:0.009103,0.009080 Initialization: 6.883000 Memcpy Classifiers: 0.365000 Memcpy Instances: 13.346000 Kernel 1: 0.023000 Kernel 2: 92.600998 Copyback: 0.017000 Sum: 0.036000 It 30,Best ac:0.004657 0.869565 fi:0.330000. Ave ac:0.006816,0.006643 Initialization: 6.397000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.723000 Kernel 1: 0.025000 Kernel 2: 90.772003 Copyback: 0.017000 Sum: 0.037000 It 31,Best ac:0.005821 0.735294 fi:0.436199. Ave ac:0.008460,0.010192 Initialization: 6.424000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.676000 Kernel 1: 0.025000 Kernel 2: 91.752998 Copyback: 0.017000 Sum: 0.039000 It 32,Best ac:0.008847 0.775510 fi:0.392845. Ave ac:0.007326,0.008687 Initialization: 6.363000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.719000 Kernel 1: 0.024000 Kernel 2: 91.172997 Copyback: 0.017000 Sum: 0.036000 It 33,Best ac:0.004658 0.869565 fi:0.317902. Ave ac:0.009308,0.007710 Initialization: 24.716000 Memcpy Instances: 423.431000 Memcpy Classifiers: 0.065000 Kernel 1: 0.028000 Kernel 2: 493.778992 Copyback: 0.015000 Sum: 0.015000 Memcpy Classifiers: 0.059000 Kernel 1: 0.014000 Kernel 2: 515.072998 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.014000 Kernel 2: 496.946991 Copyback: 0.015000 Sum: 0.004000 Memcpy Classifiers: 0.064000 Kernel 1: 0.016000 Kernel 2: 497.371002 Copyback: 0.368000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.015000 Kernel 2: 495.261993 Copyback: 0.018000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.016000 Kernel 2: 506.502991 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.015000 Kernel 2: 493.256012 Copyback: 0.017000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.015000 Kernel 2: 503.130005 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.015000 Kernel 2: 504.541992 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.015000 Kernel 2: 501.091003 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.015000 Kernel 2: 508.115997 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 488.257996 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.005467 0.724691 fi:0.459915. Ave ac:0.007938,0.026828 Best acc 0.005467 0.724691 Rule:Att PSSM_-3_12 is [<0.999774]|Att PSSM_-1_6 is [<8.296559]|Att PSSM_0_9 is [-6.824593,-4.851498]|Att PSSM_2_15 is [<2.735883]|Att PSSM_3_1 is [>-1.090308]|Att PSSM_3_15 is [-6.434724,-2.305872]|Att PSSM_3_20 is [-2.914362,5.375001]|Att PSSM_4_7 is [<-0.638891]|Att PSSM_4_9 is [-6.447403,10.423333]|1 Accuracy : 0.755018 0 1 159859 4221 53261 17297 Removed 1620 instances. 213120 Instances left. Acc of rule 0.005467-0.724691 Initialization: 6.344000 Memcpy Classifiers: 0.547000 Memcpy Instances: 8.594000 Kernel 1: 0.027000 Kernel 2: 102.142998 Copyback: 0.018000 Sum: 0.046000 Initial population average accuracy1:0.005633 accuracy2:0.231978 Initialization: 6.320000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.657000 Kernel 1: 0.025000 Kernel 2: 108.134003 Copyback: 0.017000 Sum: 0.044000 It 0,Best ac:0.018301 0.537931 fi:0.556312. Ave ac:0.011812,0.016033 Initialization: 7.491000 Memcpy Classifiers: 0.509000 Memcpy Instances: 8.608000 Kernel 1: 0.025000 Kernel 2: 107.695000 Copyback: 0.021000 Sum: 0.037000 It 1,Best ac:0.020877 0.601351 fi:0.491885. Ave ac:0.014328,0.015763 Initialization: 6.353000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.023000 Kernel 1: 0.024000 Kernel 2: 104.398003 Copyback: 0.017000 Sum: 0.032000 It 2,Best ac:0.007039 0.789474 fi:0.309353. Ave ac:0.014107,0.014614 Initialization: 6.375000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.600000 Kernel 1: 0.026000 Kernel 2: 101.913002 Copyback: 0.017000 Sum: 0.035000 It 3,Best ac:0.003285 0.933333 fi:0.355127. Ave ac:0.015059,0.015268 Initialization: 6.306000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.669000 Kernel 1: 0.025000 Kernel 2: 102.795998 Copyback: 0.017000 Sum: 0.033000 It 4,Best ac:0.006100 0.666667 fi:0.432542. Ave ac:0.015409,0.016031 Initialization: 6.386000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.730000 Kernel 1: 0.023000 Kernel 2: 99.061996 Copyback: 0.017000 Sum: 0.034000 It 5,Best ac:0.004693 0.714286 fi:0.385495. Ave ac:0.016812,0.016784 Initialization: 6.386000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.632000 Kernel 1: 0.025000 Kernel 2: 96.268997 Copyback: 0.017000 Sum: 0.035000 It 6,Best ac:0.006100 0.787879 fi:0.311329. Ave ac:0.015580,0.017288 Initialization: 6.398000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.638000 Kernel 1: 0.024000 Kernel 2: 100.855003 Copyback: 0.370000 Sum: 0.037000 It 7,Best ac:0.009385 0.666667 fi:0.431205. Ave ac:0.013335,0.014852 Initialization: 6.297000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.615000 Kernel 1: 0.024000 Kernel 2: 101.357002 Copyback: 0.016000 Sum: 0.032000 It 8,Best ac:0.004693 0.769231 fi:0.330550. Ave ac:0.015223,0.017098 Initialization: 6.420000 Memcpy Classifiers: 0.354000 Memcpy Instances: 8.671000 Kernel 1: 0.023000 Kernel 2: 100.296997 Copyback: 0.017000 Sum: 0.031000 It 9,Best ac:0.005161 0.785714 fi:0.313878. Ave ac:0.012856,0.014422 Iteration 10:MDL fitness activated Error 0.313878 TL 0.028059 MDL Theory Length Weight: 3.7287581178 (8) Initialization: 6.449000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.620000 Kernel 1: 0.026000 Kernel 2: 96.495003 Copyback: 0.017000 Sum: 0.035000 It 10,Best ac:0.007506 0.842105 fi:0.351780. Ave ac:0.014297,0.015476 Initialization: 6.334000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.585000 Kernel 1: 0.025000 Kernel 2: 95.056999 Copyback: 0.017000 Sum: 0.032000 It 11,Best ac:0.005162 0.846154 fi:0.342784. Ave ac:0.012298,0.013967 Initialization: 6.820000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.579000 Kernel 1: 0.025000 Kernel 2: 91.547997 Copyback: 0.017000 Sum: 0.037000 It 12,Best ac:0.004692 0.740741 fi:0.447156. Ave ac:0.013026,0.013624 Initialization: 6.356000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.576000 Kernel 1: 0.025000 Kernel 2: 90.702003 Copyback: 0.017000 Sum: 0.030000 It 13,Best ac:0.006570 0.848485 fi:0.358822. Ave ac:0.016536,0.018656 Initialization: 6.418000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.574000 Kernel 1: 0.031000 Kernel 2: 95.144997 Copyback: 0.017000 Sum: 0.033000 It 14,Best ac:0.003988 0.894737 fi:0.350145. Ave ac:0.014069,0.020391 Initialization: 6.340000 Memcpy Classifiers: 0.354000 Memcpy Instances: 9.086000 Kernel 1: 0.024000 Kernel 2: 93.390999 Copyback: 0.017000 Sum: 0.030000 It 15,Best ac:0.003988 0.894737 fi:0.367849. Ave ac:0.011401,0.013403 Initialization: 6.339000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.577000 Kernel 1: 0.025000 Kernel 2: 96.660004 Copyback: 0.019000 Sum: 0.028000 It 16,Best ac:0.004457 0.863636 fi:0.314897. Ave ac:0.010365,0.012296 Initialization: 6.284000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.603000 Kernel 1: 0.025000 Kernel 2: 97.809998 Copyback: 0.017000 Sum: 0.030000 It 17,Best ac:0.006804 0.852941 fi:0.323117. Ave ac:0.011308,0.013205 Initialization: 6.426000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.576000 Kernel 1: 0.025000 Kernel 2: 93.387001 Copyback: 0.016000 Sum: 0.033000 It 18,Best ac:0.005162 0.846154 fi:0.356725. Ave ac:0.012285,0.016989 Initialization: 6.337000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.566000 Kernel 1: 0.026000 Kernel 2: 96.564003 Copyback: 0.017000 Sum: 0.028000 It 19,Best ac:0.003989 0.894737 fi:0.334975. Ave ac:0.010137,0.009913 Initialization: 6.307000 Memcpy Classifiers: 0.301000 Memcpy Instances: 11.378000 Kernel 1: 0.023000 Kernel 2: 93.221001 Copyback: 0.017000 Sum: 0.030000 It 20,Best ac:0.004693 0.800000 fi:0.363265. Ave ac:0.011546,0.013311 Initialization: 6.438000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.835000 Kernel 1: 0.023000 Kernel 2: 90.070000 Copyback: 0.018000 Sum: 0.031000 It 21,Best ac:0.003988 0.894737 fi:0.351760. Ave ac:0.012009,0.013221 Initialization: 6.863000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.606000 Kernel 1: 0.024000 Kernel 2: 87.736000 Copyback: 0.017000 Sum: 0.033000 It 22,Best ac:0.006804 0.805556 fi:0.371058. Ave ac:0.010286,0.010592 Initialization: 6.307000 Memcpy Classifiers: 0.321000 Memcpy Instances: 9.098000 Kernel 1: 0.024000 Kernel 2: 86.683998 Copyback: 0.016000 Sum: 0.031000 It 23,Best ac:0.005162 0.785714 fi:0.398301. Ave ac:0.010309,0.013207 Initialization: 6.367000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.577000 Kernel 1: 0.025000 Kernel 2: 87.972000 Copyback: 0.018000 Sum: 0.028000 It 24,Best ac:0.004690 0.909091 fi:0.269275. Ave ac:0.010881,0.012515 Initialization: 6.847000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.617000 Kernel 1: 0.024000 Kernel 2: 89.987999 Copyback: 0.017000 Sum: 0.033000 It 25,Best ac:0.004222 0.818182 fi:0.382208. Ave ac:0.011099,0.011983 Initialization: 6.433000 Memcpy Classifiers: 0.285000 Memcpy Instances: 8.575000 Kernel 1: 0.025000 Kernel 2: 88.660004 Copyback: 0.017000 Sum: 0.032000 It 26,Best ac:0.004458 0.950000 fi:0.224477. Ave ac:0.013498,0.015604 Initialization: 6.345000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.602000 Kernel 1: 0.023000 Kernel 2: 87.400002 Copyback: 0.017000 Sum: 0.030000 It 27,Best ac:0.006803 0.805556 fi:0.368423. Ave ac:0.010098,0.010962 Initialization: 6.434000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.585000 Kernel 1: 0.025000 Kernel 2: 86.748001 Copyback: 0.017000 Sum: 0.025000 It 28,Best ac:0.004690 0.800000 fi:0.384208. Ave ac:0.011191,0.013290 Initialization: 12.928000 Memcpy Classifiers: 0.349000 Memcpy Instances: 8.887000 Kernel 1: 0.024000 Kernel 2: 86.603996 Copyback: 0.017000 Sum: 0.030000 It 29,Best ac:0.006100 0.928571 fi:0.238020. Ave ac:0.013861,0.014184 Initialization: 6.620000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.596000 Kernel 1: 0.024000 Kernel 2: 88.372002 Copyback: 0.017000 Sum: 0.024000 It 30,Best ac:0.004223 0.947368 fi:0.227204. Ave ac:0.011938,0.011837 Initialization: 6.432000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.574000 Kernel 1: 0.024000 Kernel 2: 88.051003 Copyback: 0.017000 Sum: 0.029000 It 31,Best ac:0.005161 0.880000 fi:0.300950. Ave ac:0.010781,0.010344 Initialization: 6.359000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.598000 Kernel 1: 0.023000 Kernel 2: 86.987000 Copyback: 0.018000 Sum: 0.026000 It 32,Best ac:0.006100 0.866667 fi:0.297750. Ave ac:0.011043,0.009944 Initialization: 6.435000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.560000 Kernel 1: 0.024000 Kernel 2: 85.281998 Copyback: 0.017000 Sum: 0.028000 It 33,Best ac:0.004223 0.900000 fi:0.265104. Ave ac:0.008970,0.011575 Initialization: 25.183001 Memcpy Instances: 419.799011 Memcpy Classifiers: 0.052000 Kernel 1: 0.026000 Kernel 2: 491.649994 Copyback: 0.015000 Sum: 0.015000 Memcpy Classifiers: 0.050000 Kernel 1: 0.014000 Kernel 2: 481.217987 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 462.519989 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.051000 Kernel 1: 0.013000 Kernel 2: 488.651001 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 485.108002 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.014000 Kernel 2: 476.365997 Copyback: 0.370000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 479.838013 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 484.218994 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.050000 Kernel 1: 0.012000 Kernel 2: 482.303009 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.050000 Kernel 1: 0.012000 Kernel 2: 496.552002 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.050000 Kernel 1: 0.015000 Kernel 2: 477.394989 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.013000 Kernel 2: 280.213013 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.004340 0.707187 fi:0.474099. Ave ac:0.008172,0.026467 Best acc 0.004340 0.707187 Initialization: 6.390000 Memcpy Classifiers: 0.596000 Memcpy Instances: 8.615000 Kernel 1: 0.024000 Kernel 2: 103.518997 Copyback: 0.017000 Sum: 0.051000 Initial population average accuracy1:0.005938 accuracy2:0.230085 Initialization: 6.472000 Memcpy Classifiers: 0.493000 Memcpy Instances: 8.680000 Kernel 1: 0.021000 Kernel 2: 111.753998 Copyback: 0.017000 Sum: 0.044000 It 0,Best ac:0.003988 0.566667 fi:0.570132. Ave ac:0.011454,0.015903 Initialization: 6.314000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.568000 Kernel 1: 0.025000 Kernel 2: 114.949997 Copyback: 0.018000 Sum: 0.036000 It 1,Best ac:0.007039 0.526316 fi:0.572511. Ave ac:0.015331,0.016447 Initialization: 6.550000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.651000 Kernel 1: 0.024000 Kernel 2: 108.135002 Copyback: 0.019000 Sum: 0.055000 It 2,Best ac:0.007977 0.618182 fi:0.480263. Ave ac:0.015708,0.019625 Initialization: 6.354000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.097000 Kernel 1: 0.023000 Kernel 2: 105.031998 Copyback: 0.017000 Sum: 0.036000 It 3,Best ac:0.005162 0.733333 fi:0.366257. Ave ac:0.017303,0.019669 Initialization: 6.709000 Memcpy Classifiers: 0.418000 Memcpy Instances: 8.605000 Kernel 1: 0.024000 Kernel 2: 103.588997 Copyback: 0.017000 Sum: 0.034000 It 4,Best ac:0.007272 0.673913 fi:0.424821. Ave ac:0.015395,0.017486 Initialization: 6.416000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.617000 Kernel 1: 0.023000 Kernel 2: 102.627998 Copyback: 0.017000 Sum: 0.030000 It 5,Best ac:0.004692 0.714286 fi:0.385495. Ave ac:0.014759,0.015223 Initialization: 6.884000 Memcpy Classifiers: 0.382000 Memcpy Instances: 8.657000 Kernel 1: 0.023000 Kernel 2: 101.287003 Copyback: 0.017000 Sum: 0.035000 It 6,Best ac:0.008679 0.787234 fi:0.310927. Ave ac:0.013199,0.014977 Initialization: 6.664000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.608000 Kernel 1: 0.022000 Kernel 2: 103.454002 Copyback: 0.017000 Sum: 0.030000 It 7,Best ac:0.004693 0.800000 fi:0.299781. Ave ac:0.011908,0.012899 Initialization: 6.400000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.631000 Kernel 1: 0.027000 Kernel 2: 101.294998 Copyback: 0.017000 Sum: 0.029000 It 8,Best ac:0.005863 0.757576 fi:0.341730. Ave ac:0.010365,0.009126 Initialization: 6.868000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.611000 Kernel 1: 0.023000 Kernel 2: 105.177002 Copyback: 0.017000 Sum: 0.031000 It 9,Best ac:0.005864 0.892857 fi:0.206447. Ave ac:0.008714,0.008384 Iteration 10:MDL fitness activated Error 0.206447 TL 0.044020 MDL Theory Length Weight: 1.5632865285 (1) Initialization: 6.392000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.654000 Kernel 1: 0.023000 Kernel 2: 102.265999 Copyback: 0.017000 Sum: 0.038000 It 10,Best ac:0.005631 0.888889 fi:0.263816. Ave ac:0.009483,0.009005 Initialization: 6.371000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.641000 Kernel 1: 0.024000 Kernel 2: 101.595001 Copyback: 0.018000 Sum: 0.036000 It 11,Best ac:0.004222 0.782609 fi:0.352030. Ave ac:0.007659,0.007503 Initialization: 6.376000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.634000 Kernel 1: 0.024000 Kernel 2: 98.150002 Copyback: 0.017000 Sum: 0.032000 It 12,Best ac:0.005162 0.846154 fi:0.307271. Ave ac:0.008017,0.007745 Initialization: 6.340000 Memcpy Classifiers: 0.378000 Memcpy Instances: 8.819000 Kernel 1: 0.023000 Kernel 2: 98.614998 Copyback: 0.018000 Sum: 0.030000 It 13,Best ac:0.009151 0.812500 fi:0.329108. Ave ac:0.008143,0.008957 Initialization: 6.354000 Memcpy Classifiers: 0.536000 Memcpy Instances: 8.689000 Kernel 1: 0.023000 Kernel 2: 99.681999 Copyback: 0.017000 Sum: 0.041000 It 14,Best ac:0.005162 0.916667 fi:0.235469. Ave ac:0.007262,0.006394 Initialization: 6.504000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.813000 Kernel 1: 0.023000 Kernel 2: 98.832001 Copyback: 0.017000 Sum: 0.032000 It 15,Best ac:0.005162 0.880000 fi:0.276861. Ave ac:0.007261,0.006238 Initialization: 6.368000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.878000 Kernel 1: 0.023000 Kernel 2: 104.571999 Copyback: 0.017000 Sum: 0.032000 It 16,Best ac:0.004693 0.909091 fi:0.247961. Ave ac:0.008367,0.006342 Initialization: 6.386000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.564000 Kernel 1: 0.024000 Kernel 2: 104.693001 Copyback: 0.017000 Sum: 0.033000 It 17,Best ac:0.004223 0.857143 fi:0.282183. Ave ac:0.007211,0.005126 Initialization: 6.253000 Memcpy Classifiers: 0.379000 Memcpy Instances: 9.702000 Kernel 1: 0.023000 Kernel 2: 101.210999 Copyback: 0.017000 Sum: 0.032000 It 18,Best ac:0.005161 0.785714 fi:0.364618. Ave ac:0.006741,0.006117 Initialization: 6.387000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.641000 Kernel 1: 0.023000 Kernel 2: 105.008003 Copyback: 0.017000 Sum: 0.033000 It 19,Best ac:0.004457 0.826087 fi:0.312752. Ave ac:0.007080,0.005340 Initialization: 6.879000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.599000 Kernel 1: 0.023000 Kernel 2: 105.875000 Copyback: 0.017000 Sum: 0.031000 It 20,Best ac:0.008210 0.897436 fi:0.249656. Ave ac:0.008406,0.007765 Initialization: 6.365000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.607000 Kernel 1: 0.024000 Kernel 2: 101.788002 Copyback: 0.017000 Sum: 0.033000 It 21,Best ac:0.008916 0.844444 fi:0.298230. Ave ac:0.008591,0.006244 Initialization: 6.559000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.663000 Kernel 1: 0.024000 Kernel 2: 101.541000 Copyback: 0.017000 Sum: 0.030000 It 22,Best ac:0.007974 0.739130 fi:0.398278. Ave ac:0.006323,0.005013 Initialization: 6.337000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.639000 Kernel 1: 0.023000 Kernel 2: 99.948997 Copyback: 0.017000 Sum: 0.034000 It 23,Best ac:0.004223 0.857143 fi:0.289727. Ave ac:0.007092,0.005508 MDL Theory Length Weight: 1.4069578757 (10) Initialization: 6.585000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.569000 Kernel 1: 0.025000 Kernel 2: 101.460999 Copyback: 0.017000 Sum: 0.037000 It 24,Best ac:0.003989 0.944444 fi:0.235003. Ave ac:0.007973,0.005276 Initialization: 6.396000 Memcpy Classifiers: 0.374000 Memcpy Instances: 8.893000 Kernel 1: 0.022000 Kernel 2: 105.776001 Copyback: 0.017000 Sum: 0.035000 It 25,Best ac:0.004926 0.875000 fi:0.274249. Ave ac:0.006442,0.003900 Initialization: 6.401000 Memcpy Classifiers: 0.412000 Memcpy Instances: 8.567000 Kernel 1: 0.025000 Kernel 2: 101.166000 Copyback: 0.018000 Sum: 0.034000 It 26,Best ac:0.004458 0.904762 fi:0.242829. Ave ac:0.006164,0.004298 Initialization: 6.604000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.812000 Kernel 1: 0.026000 Kernel 2: 101.274002 Copyback: 0.017000 Sum: 0.030000 It 27,Best ac:0.004223 0.857143 fi:0.281472. Ave ac:0.007323,0.004969 Initialization: 6.377000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.862000 Kernel 1: 0.023000 Kernel 2: 104.387001 Copyback: 0.017000 Sum: 0.031000 It 28,Best ac:0.004926 0.913043 fi:0.231904. Ave ac:0.006429,0.003882 Initialization: 6.581000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.778000 Kernel 1: 0.024000 Kernel 2: 109.751999 Copyback: 0.018000 Sum: 0.035000 It 29,Best ac:0.004692 0.869565 fi:0.279779. Ave ac:0.007434,0.003948 Initialization: 6.459000 Memcpy Classifiers: 0.740000 Memcpy Instances: 8.579000 Kernel 1: 0.042000 Kernel 2: 102.945000 Copyback: 0.021000 Sum: 0.034000 It 30,Best ac:0.004927 0.840000 fi:0.305992. Ave ac:0.005410,0.003565 Initialization: 6.561000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.855000 Kernel 1: 0.023000 Kernel 2: 100.438004 Copyback: 0.018000 Sum: 0.032000 It 31,Best ac:0.005397 0.884615 fi:0.260547. Ave ac:0.005399,0.003790 Initialization: 6.352000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.661000 Kernel 1: 0.023000 Kernel 2: 99.070999 Copyback: 0.017000 Sum: 0.030000 It 32,Best ac:0.004457 0.826087 fi:0.307798. Ave ac:0.006799,0.005274 Initialization: 6.342000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.655000 Kernel 1: 0.023000 Kernel 2: 100.238998 Copyback: 0.017000 Sum: 0.039000 It 33,Best ac:0.004223 0.900000 fi:0.243347. Ave ac:0.007661,0.005250 Initialization: 25.690001 Memcpy Instances: 424.880005 Memcpy Classifiers: 0.070000 Kernel 1: 0.023000 Kernel 2: 550.406982 Copyback: 0.015000 Sum: 0.015000 Memcpy Classifiers: 0.063000 Kernel 1: 0.012000 Kernel 2: 534.965027 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 524.208008 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 515.456970 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.014000 Kernel 2: 539.961975 Copyback: 0.034000 Sum: 0.004000 Memcpy Classifiers: 0.064000 Kernel 1: 0.017000 Kernel 2: 540.302002 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 527.416016 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 517.263977 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 523.914001 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 536.875977 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.014000 Kernel 2: 523.362976 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.061000 Kernel 1: 0.014000 Kernel 2: 318.011993 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.005335 0.700123 fi:0.445703. Ave ac:0.007326,0.023506 Best acc 0.005335 0.700123 Rule:Att PSSM_-4_4 is [-5.365704,1.275548]|Att PSSM_-3_7 is [-6.404293,-1.758664]|Att PSSM_-2_12 is [<0.233997]|Att PSSM_-1_4 is [<-2.673233]|Att PSSM_0_12 is [-6.143687,-3.135187]|Att PSSM_4_6 is [-6.424935,-1.114294]|1 Accuracy : 0.757328 0 1 159476 4604 52336 18222 Removed 1308 instances. 211812 Instances left. Acc of rule 0.004340-0.707187 Initialization: 6.887000 Memcpy Classifiers: 0.560000 Memcpy Instances: 8.552000 Kernel 1: 0.024000 Kernel 2: 103.613998 Copyback: 0.018000 Sum: 0.049000 Initial population average accuracy1:0.005764 accuracy2:0.240823 Initialization: 6.785000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.522000 Kernel 1: 0.023000 Kernel 2: 110.533997 Copyback: 0.017000 Sum: 0.059000 It 0,Best ac:0.004014 0.607143 fi:0.513151. Ave ac:0.011993,0.017373 Initialization: 6.873000 Memcpy Classifiers: 0.436000 Memcpy Instances: 8.544000 Kernel 1: 0.024000 Kernel 2: 113.363998 Copyback: 0.016000 Sum: 0.038000 It 1,Best ac:0.004250 0.642857 fi:0.457084. Ave ac:0.014097,0.017249 Initialization: 6.394000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.516000 Kernel 1: 0.024000 Kernel 2: 112.095001 Copyback: 0.016000 Sum: 0.032000 It 2,Best ac:0.008025 0.566667 fi:0.531722. Ave ac:0.014906,0.017854 Initialization: 6.292000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.556000 Kernel 1: 0.024000 Kernel 2: 110.144997 Copyback: 0.017000 Sum: 0.030000 It 3,Best ac:0.004485 0.703704 fi:0.396142. Ave ac:0.013814,0.016355 Initialization: 6.858000 Memcpy Classifiers: 0.471000 Memcpy Instances: 8.591000 Kernel 1: 0.023000 Kernel 2: 113.845001 Copyback: 0.017000 Sum: 0.033000 It 4,Best ac:0.004248 0.692308 fi:0.407635. Ave ac:0.013210,0.015367 Initialization: 6.329000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.694000 Kernel 1: 0.024000 Kernel 2: 111.901001 Copyback: 0.017000 Sum: 0.029000 It 5,Best ac:0.005430 0.766667 fi:0.332788. Ave ac:0.012188,0.014740 Initialization: 6.378000 Memcpy Classifiers: 0.459000 Memcpy Instances: 9.084000 Kernel 1: 0.022000 Kernel 2: 117.712997 Copyback: 0.018000 Sum: 0.036000 It 6,Best ac:0.004248 0.620690 fi:0.479253. Ave ac:0.009802,0.011681 Initialization: 6.367000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.558000 Kernel 1: 0.024000 Kernel 2: 114.926003 Copyback: 0.017000 Sum: 0.032000 It 7,Best ac:0.004484 0.730769 fi:0.369076. Ave ac:0.009225,0.011327 Initialization: 6.348000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.995000 Kernel 1: 0.022000 Kernel 2: 109.075996 Copyback: 0.017000 Sum: 0.038000 It 8,Best ac:0.005900 0.714286 fi:0.384977. Ave ac:0.011564,0.013645 Initialization: 6.274000 Memcpy Classifiers: 0.418000 Memcpy Instances: 8.600000 Kernel 1: 0.022000 Kernel 2: 106.100998 Copyback: 0.017000 Sum: 0.035000 It 9,Best ac:0.008263 0.729167 fi:0.369125. Ave ac:0.011186,0.012561 Iteration 10:MDL fitness activated Error 0.369125 TL 0.020888 MDL Theory Length Weight: 5.8906716656 (5) Initialization: 6.871000 Memcpy Classifiers: 0.382000 Memcpy Instances: 8.622000 Kernel 1: 0.024000 Kernel 2: 104.575996 Copyback: 0.017000 Sum: 0.039000 It 10,Best ac:0.004014 0.809524 fi:0.467716. Ave ac:0.011423,0.011539 Initialization: 6.298000 Memcpy Classifiers: 0.378000 Memcpy Instances: 8.524000 Kernel 1: 0.024000 Kernel 2: 97.975998 Copyback: 0.017000 Sum: 0.037000 It 11,Best ac:0.004959 0.777778 fi:0.501848. Ave ac:0.014358,0.018409 Initialization: 6.401000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.576000 Kernel 1: 0.024000 Kernel 2: 93.564003 Copyback: 0.017000 Sum: 0.040000 It 12,Best ac:0.009205 0.709091 fi:0.504826. Ave ac:0.018058,0.021977 Initialization: 6.429000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.688000 Kernel 1: 0.022000 Kernel 2: 87.634003 Copyback: 0.017000 Sum: 0.038000 It 13,Best ac:0.004958 0.750000 fi:0.468401. Ave ac:0.019517,0.021341 Initialization: 6.381000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.509000 Kernel 1: 0.024000 Kernel 2: 85.236000 Copyback: 0.016000 Sum: 0.034000 It 14,Best ac:0.005666 0.774194 fi:0.471723. Ave ac:0.023760,0.027519 Initialization: 6.309000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.562000 Kernel 1: 0.023000 Kernel 2: 82.887001 Copyback: 0.017000 Sum: 0.030000 It 15,Best ac:0.005194 0.846154 fi:0.413896. Ave ac:0.021413,0.025797 Initialization: 6.356000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.544000 Kernel 1: 0.024000 Kernel 2: 79.866997 Copyback: 0.017000 Sum: 0.025000 It 16,Best ac:0.004958 0.840000 fi:0.420149. Ave ac:0.025900,0.032534 Initialization: 6.396000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.547000 Kernel 1: 0.023000 Kernel 2: 80.047997 Copyback: 0.017000 Sum: 0.024000 It 17,Best ac:0.010621 0.642857 fi:0.500659. Ave ac:0.022901,0.030177 Initialization: 6.311000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.547000 Kernel 1: 0.023000 Kernel 2: 78.341003 Copyback: 0.017000 Sum: 0.025000 It 18,Best ac:0.004485 0.863636 fi:0.384509. Ave ac:0.021675,0.028713 Initialization: 6.350000 Memcpy Classifiers: 0.263000 Memcpy Instances: 8.571000 Kernel 1: 0.024000 Kernel 2: 80.153000 Copyback: 0.017000 Sum: 0.022000 It 19,Best ac:0.005428 0.793103 fi:0.380172. Ave ac:0.020964,0.030416 Initialization: 6.431000 Memcpy Classifiers: 0.265000 Memcpy Instances: 8.549000 Kernel 1: 0.023000 Kernel 2: 76.970001 Copyback: 0.016000 Sum: 0.024000 It 20,Best ac:0.004485 0.760000 fi:0.426279. Ave ac:0.019500,0.031060 Initialization: 6.323000 Memcpy Classifiers: 0.283000 Memcpy Instances: 9.054000 Kernel 1: 0.023000 Kernel 2: 77.426003 Copyback: 0.017000 Sum: 0.025000 It 21,Best ac:0.004958 0.875000 fi:0.361837. Ave ac:0.019865,0.033616 Initialization: 6.380000 Memcpy Classifiers: 0.304000 Memcpy Instances: 8.604000 Kernel 1: 0.023000 Kernel 2: 75.651001 Copyback: 0.017000 Sum: 0.024000 It 22,Best ac:0.004248 0.900000 fi:0.313317. Ave ac:0.018042,0.025544 Initialization: 6.318000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.516000 Kernel 1: 0.024000 Kernel 2: 73.356003 Copyback: 0.017000 Sum: 0.023000 It 23,Best ac:0.004721 0.869565 fi:0.327034. Ave ac:0.019458,0.031141 Initialization: 6.368000 Memcpy Classifiers: 0.249000 Memcpy Instances: 9.244000 Kernel 1: 0.023000 Kernel 2: 74.285004 Copyback: 0.017000 Sum: 0.023000 It 24,Best ac:0.006608 0.736842 fi:0.438388. Ave ac:0.019041,0.035860 Initialization: 6.496000 Memcpy Classifiers: 0.227000 Memcpy Instances: 8.548000 Kernel 1: 0.023000 Kernel 2: 72.328003 Copyback: 0.017000 Sum: 0.023000 It 25,Best ac:0.006610 0.777778 fi:0.394139. Ave ac:0.018269,0.033887 Initialization: 6.296000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.553000 Kernel 1: 0.024000 Kernel 2: 72.778000 Copyback: 0.017000 Sum: 0.023000 It 26,Best ac:0.004484 0.950000 fi:0.208497. Ave ac:0.018334,0.029774 Initialization: 6.346000 Memcpy Classifiers: 0.246000 Memcpy Instances: 8.561000 Kernel 1: 0.023000 Kernel 2: 72.656998 Copyback: 0.017000 Sum: 0.023000 It 27,Best ac:0.005666 0.750000 fi:0.442008. Ave ac:0.019744,0.034758 Initialization: 6.533000 Memcpy Classifiers: 0.247000 Memcpy Instances: 8.543000 Kernel 1: 0.024000 Kernel 2: 72.109001 Copyback: 0.017000 Sum: 0.025000 It 28,Best ac:0.006374 0.870968 fi:0.312206. Ave ac:0.015304,0.024931 Initialization: 6.337000 Memcpy Classifiers: 0.245000 Memcpy Instances: 8.529000 Kernel 1: 0.024000 Kernel 2: 70.676003 Copyback: 0.017000 Sum: 0.025000 It 29,Best ac:0.004013 0.809524 fi:0.356373. Ave ac:0.016163,0.029820 Initialization: 6.304000 Memcpy Classifiers: 0.228000 Memcpy Instances: 8.639000 Kernel 1: 0.024000 Kernel 2: 70.766998 Copyback: 0.017000 Sum: 0.023000 It 30,Best ac:0.004959 0.840000 fi:0.337308. Ave ac:0.020357,0.035657 Initialization: 6.560000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.641000 Kernel 1: 0.024000 Kernel 2: 68.476997 Copyback: 0.017000 Sum: 0.022000 It 31,Best ac:0.004485 0.904762 fi:0.332269. Ave ac:0.020418,0.032306 Initialization: 6.339000 Memcpy Classifiers: 0.246000 Memcpy Instances: 8.624000 Kernel 1: 0.024000 Kernel 2: 68.567001 Copyback: 0.017000 Sum: 0.023000 It 32,Best ac:0.004013 0.772727 fi:0.421037. Ave ac:0.017413,0.029136 Initialization: 6.430000 Memcpy Classifiers: 0.246000 Memcpy Instances: 9.092000 Kernel 1: 0.023000 Kernel 2: 68.999001 Copyback: 0.017000 Sum: 0.024000 It 33,Best ac:0.007082 0.731707 fi:0.435638. Ave ac:0.018501,0.029520 Initialization: 25.490999 Memcpy Instances: 418.471985 Memcpy Classifiers: 0.052000 Kernel 1: 0.023000 Kernel 2: 427.384003 Copyback: 0.015000 Sum: 0.015000 Memcpy Classifiers: 0.050000 Kernel 1: 0.014000 Kernel 2: 428.035004 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 420.444000 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 421.737000 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.012000 Kernel 2: 414.617004 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.014000 Kernel 2: 422.544006 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 426.321014 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 428.638000 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 423.579987 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 405.735992 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 434.808014 Copyback: 0.022000 Sum: 0.006000 Memcpy Classifiers: 0.046000 Kernel 1: 0.021000 Kernel 2: 187.669006 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.004702 0.673428 fi:0.510432. Ave ac:0.023616,0.083276 Best acc 0.004702 0.673428 Initialization: 6.660000 Memcpy Classifiers: 0.541000 Memcpy Instances: 8.538000 Kernel 1: 0.026000 Kernel 2: 103.777000 Copyback: 0.371000 Sum: 0.051000 Initial population average accuracy1:0.007208 accuracy2:0.238233 Initialization: 6.317000 Memcpy Classifiers: 0.488000 Memcpy Instances: 9.026000 Kernel 1: 0.023000 Kernel 2: 113.247002 Copyback: 0.017000 Sum: 0.037000 It 0,Best ac:0.004012 0.566667 fi:0.554467. Ave ac:0.014557,0.018684 Initialization: 6.301000 Memcpy Classifiers: 0.506000 Memcpy Instances: 8.611000 Kernel 1: 0.024000 Kernel 2: 109.644997 Copyback: 0.017000 Sum: 0.033000 It 1,Best ac:0.007084 0.638298 fi:0.460476. Ave ac:0.017416,0.020579 Initialization: 6.853000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.594000 Kernel 1: 0.024000 Kernel 2: 112.903000 Copyback: 0.017000 Sum: 0.032000 It 2,Best ac:0.005428 0.575000 fi:0.524457. Ave ac:0.015725,0.018633 Initialization: 6.272000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.525000 Kernel 1: 0.024000 Kernel 2: 108.961998 Copyback: 0.017000 Sum: 0.033000 It 3,Best ac:0.004721 0.625000 fi:0.474746. Ave ac:0.014844,0.015166 Initialization: 6.373000 Memcpy Classifiers: 0.469000 Memcpy Instances: 9.045000 Kernel 1: 0.023000 Kernel 2: 106.341003 Copyback: 0.017000 Sum: 0.033000 It 4,Best ac:0.009207 0.629032 fi:0.468867. Ave ac:0.011958,0.013128 Initialization: 6.410000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.011000 Kernel 1: 0.024000 Kernel 2: 105.133003 Copyback: 0.017000 Sum: 0.037000 It 5,Best ac:0.004959 0.724138 fi:0.375511. Ave ac:0.011606,0.010236 Initialization: 6.328000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.532000 Kernel 1: 0.023000 Kernel 2: 104.149002 Copyback: 0.018000 Sum: 0.037000 It 6,Best ac:0.006608 0.717949 fi:0.381023. Ave ac:0.010015,0.009000 Initialization: 6.382000 Memcpy Classifiers: 0.402000 Memcpy Instances: 8.569000 Kernel 1: 0.023000 Kernel 2: 103.031998 Copyback: 0.017000 Sum: 0.031000 It 7,Best ac:0.004958 0.807692 fi:0.291959. Ave ac:0.011501,0.010774 Initialization: 6.368000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.517000 Kernel 1: 0.023000 Kernel 2: 102.625999 Copyback: 0.017000 Sum: 0.032000 It 8,Best ac:0.004249 0.818182 fi:0.281761. Ave ac:0.011278,0.013862 Initialization: 6.237000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.522000 Kernel 1: 0.024000 Kernel 2: 103.589996 Copyback: 0.018000 Sum: 0.031000 It 9,Best ac:0.004249 0.947368 fi:0.152574. Ave ac:0.009296,0.009698 Iteration 10:MDL fitness activated Error 0.152574 TL 0.028967 MDL Theory Length Weight: 1.7557477164 (1) Initialization: 6.359000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.668000 Kernel 1: 0.023000 Kernel 2: 105.259003 Copyback: 0.017000 Sum: 0.029000 It 10,Best ac:0.005194 0.785714 fi:0.389526. Ave ac:0.008983,0.008817 Initialization: 6.326000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.569000 Kernel 1: 0.024000 Kernel 2: 103.518997 Copyback: 0.017000 Sum: 0.030000 It 11,Best ac:0.005430 0.766667 fi:0.406632. Ave ac:0.010224,0.011379 Initialization: 6.393000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.534000 Kernel 1: 0.024000 Kernel 2: 106.203003 Copyback: 0.017000 Sum: 0.030000 It 12,Best ac:0.004720 0.800000 fi:0.355402. Ave ac:0.010319,0.011487 Initialization: 6.423000 Memcpy Classifiers: 0.361000 Memcpy Instances: 9.086000 Kernel 1: 0.022000 Kernel 2: 100.197998 Copyback: 0.016000 Sum: 0.035000 It 13,Best ac:0.008263 0.760870 fi:0.393521. Ave ac:0.010568,0.013593 Initialization: 6.808000 Memcpy Classifiers: 0.354000 Memcpy Instances: 8.836000 Kernel 1: 0.023000 Kernel 2: 104.652000 Copyback: 0.017000 Sum: 0.033000 It 14,Best ac:0.004484 0.791667 fi:0.355558. Ave ac:0.010643,0.015459 Initialization: 6.341000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.552000 Kernel 1: 0.024000 Kernel 2: 101.163002 Copyback: 0.017000 Sum: 0.033000 It 15,Best ac:0.004249 0.857143 fi:0.288104. Ave ac:0.010601,0.011543 Initialization: 6.446000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.537000 Kernel 1: 0.023000 Kernel 2: 101.564003 Copyback: 0.017000 Sum: 0.037000 It 16,Best ac:0.004012 0.850000 fi:0.328905. Ave ac:0.010526,0.011870 Initialization: 6.323000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.535000 Kernel 1: 0.024000 Kernel 2: 100.317001 Copyback: 0.017000 Sum: 0.032000 It 17,Best ac:0.005430 0.821429 fi:0.341510. Ave ac:0.009080,0.012964 Initialization: 6.321000 Memcpy Classifiers: 0.369000 Memcpy Instances: 8.595000 Kernel 1: 0.024000 Kernel 2: 99.561996 Copyback: 0.017000 Sum: 0.031000 It 18,Best ac:0.003777 0.888889 fi:0.342343. Ave ac:0.009831,0.011569 Initialization: 6.519000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.682000 Kernel 1: 0.023000 Kernel 2: 97.373001 Copyback: 0.017000 Sum: 0.031000 It 19,Best ac:0.004248 0.782609 fi:0.371802. Ave ac:0.010226,0.010652 Initialization: 6.429000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.512000 Kernel 1: 0.024000 Kernel 2: 94.737000 Copyback: 0.017000 Sum: 0.034000 It 20,Best ac:0.006844 0.852941 fi:0.295667. Ave ac:0.010543,0.012513 Initialization: 6.317000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.640000 Kernel 1: 0.023000 Kernel 2: 97.040001 Copyback: 0.017000 Sum: 0.030000 It 21,Best ac:0.005192 0.880000 fi:0.270460. Ave ac:0.009620,0.009845 Initialization: 6.306000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.557000 Kernel 1: 0.024000 Kernel 2: 92.199997 Copyback: 0.017000 Sum: 0.033000 It 22,Best ac:0.007082 0.882353 fi:0.250730. Ave ac:0.009856,0.011691 Initialization: 6.452000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.520000 Kernel 1: 0.025000 Kernel 2: 95.961998 Copyback: 0.036000 Sum: 0.031000 It 23,Best ac:0.006846 0.805556 fi:0.324832. Ave ac:0.010003,0.010042 Initialization: 12.057000 Memcpy Classifiers: 0.354000 Memcpy Instances: 9.072000 Kernel 1: 0.023000 Kernel 2: 94.585999 Copyback: 0.017000 Sum: 0.033000 It 24,Best ac:0.006610 0.823529 fi:0.326347. Ave ac:0.009484,0.011611 Initialization: 6.477000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.518000 Kernel 1: 0.024000 Kernel 2: 93.953003 Copyback: 0.018000 Sum: 0.034000 It 25,Best ac:0.004013 0.944444 fi:0.226707. Ave ac:0.010872,0.012067 Initialization: 6.321000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.508000 Kernel 1: 0.024000 Kernel 2: 94.146004 Copyback: 0.017000 Sum: 0.030000 It 26,Best ac:0.004013 0.850000 fi:0.335118. Ave ac:0.010220,0.014859 Initialization: 6.312000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.535000 Kernel 1: 0.024000 Kernel 2: 92.053001 Copyback: 0.017000 Sum: 0.030000 It 27,Best ac:0.007316 0.815789 fi:0.317197. Ave ac:0.012888,0.015967 Initialization: 6.400000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.557000 Kernel 1: 0.024000 Kernel 2: 93.559998 Copyback: 0.018000 Sum: 0.034000 It 28,Best ac:0.004012 0.894737 fi:0.284168. Ave ac:0.010445,0.012478 Initialization: 6.739000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.523000 Kernel 1: 0.024000 Kernel 2: 87.471001 Copyback: 0.017000 Sum: 0.034000 It 29,Best ac:0.005194 0.814815 fi:0.328911. Ave ac:0.009319,0.009948 Initialization: 6.509000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.516000 Kernel 1: 0.024000 Kernel 2: 86.235001 Copyback: 0.017000 Sum: 0.036000 It 30,Best ac:0.006610 0.823529 fi:0.307874. Ave ac:0.011810,0.013756 Initialization: 6.342000 Memcpy Classifiers: 0.339000 Memcpy Instances: 8.511000 Kernel 1: 0.024000 Kernel 2: 84.930000 Copyback: 0.017000 Sum: 0.033000 It 31,Best ac:0.004721 0.952381 fi:0.203626. Ave ac:0.011905,0.017479 Initialization: 6.844000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.615000 Kernel 1: 0.024000 Kernel 2: 83.134003 Copyback: 0.017000 Sum: 0.034000 It 32,Best ac:0.004485 0.863636 fi:0.261608. Ave ac:0.011880,0.015209 Initialization: 6.238000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.509000 Kernel 1: 0.024000 Kernel 2: 83.577003 Copyback: 0.017000 Sum: 0.030000 It 33,Best ac:0.006612 0.875000 fi:0.259158. Ave ac:0.010533,0.012599 Initialization: 27.266001 Memcpy Instances: 420.755005 Memcpy Classifiers: 0.059000 Kernel 1: 0.023000 Kernel 2: 470.309998 Copyback: 0.015000 Sum: 0.015000 Memcpy Classifiers: 0.054000 Kernel 1: 0.014000 Kernel 2: 483.820007 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.060000 Kernel 1: 0.014000 Kernel 2: 474.695007 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 481.713989 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 481.985992 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.014000 Kernel 2: 481.602997 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.060000 Kernel 1: 0.013000 Kernel 2: 496.790985 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.060000 Kernel 1: 0.014000 Kernel 2: 481.855011 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.061000 Kernel 1: 0.015000 Kernel 2: 482.321991 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.059000 Kernel 1: 0.013000 Kernel 2: 468.084991 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 500.368011 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.047000 Kernel 1: 0.013000 Kernel 2: 216.352005 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.005510 0.677700 fi:0.456912. Ave ac:0.008136,0.026761 Best acc 0.005510 0.677700 Rule:Att PSSM_-1_7 is [-6.212506,-1.787494]|Att PSSM_0_12 is [<-3.995642]|Att PSSM_0_16 is [>-5.946608]|Att PSSM_1_15 is [-5.373838,-3.165890]|Att PSSM_2_18 is [<12.453866]|Att PSSM_3_12 is [<-1.139900]|Att PSSM_4_4 is [-6.652961,-0.275684]|1 Accuracy : 0.759937 0 1 158921 5159 51169 19389 Removed 1722 instances. 210090 Instances left. Acc of rule 0.005510-0.677700 Initialization: 6.385000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.521000 Kernel 1: 0.029000 Kernel 2: 102.802002 Copyback: 0.017000 Sum: 0.047000 Initial population average accuracy1:0.005675 accuracy2:0.247106 Initialization: 6.309000 Memcpy Classifiers: 0.458000 Memcpy Instances: 8.639000 Kernel 1: 0.024000 Kernel 2: 108.669998 Copyback: 0.017000 Sum: 0.053000 It 0,Best ac:0.004046 0.653846 fi:0.446669. Ave ac:0.011609,0.015785 Initialization: 6.253000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.543000 Kernel 1: 0.024000 Kernel 2: 107.370003 Copyback: 0.018000 Sum: 0.032000 It 1,Best ac:0.004284 0.620690 fi:0.479212. Ave ac:0.014422,0.017008 Initialization: 6.255000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.477000 Kernel 1: 0.023000 Kernel 2: 106.910004 Copyback: 0.017000 Sum: 0.033000 It 2,Best ac:0.004522 0.655172 fi:0.444630. Ave ac:0.014238,0.016809 Initialization: 6.276000 Memcpy Classifiers: 0.433000 Memcpy Instances: 9.589000 Kernel 1: 0.023000 Kernel 2: 105.038002 Copyback: 0.017000 Sum: 0.032000 It 3,Best ac:0.005474 0.605263 fi:0.494144. Ave ac:0.014154,0.016646 Initialization: 6.401000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.446000 Kernel 1: 0.025000 Kernel 2: 102.790001 Copyback: 0.017000 Sum: 0.034000 It 4,Best ac:0.005713 0.666667 fi:0.432638. Ave ac:0.014257,0.016350 Initialization: 6.338000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.444000 Kernel 1: 0.024000 Kernel 2: 102.857002 Copyback: 0.017000 Sum: 0.027000 It 5,Best ac:0.004759 0.645161 fi:0.454543. Ave ac:0.013810,0.017470 Initialization: 6.290000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.449000 Kernel 1: 0.023000 Kernel 2: 105.279999 Copyback: 0.017000 Sum: 0.030000 It 6,Best ac:0.007853 0.717391 fi:0.381019. Ave ac:0.012915,0.013301 Initialization: 6.198000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.492000 Kernel 1: 0.023000 Kernel 2: 106.624001 Copyback: 0.017000 Sum: 0.032000 It 7,Best ac:0.012375 0.702703 fi:0.393824. Ave ac:0.010685,0.011576 Initialization: 6.341000 Memcpy Classifiers: 0.385000 Memcpy Instances: 8.442000 Kernel 1: 0.025000 Kernel 2: 106.830002 Copyback: 0.017000 Sum: 0.035000 It 8,Best ac:0.007376 0.837838 fi:0.260774. Ave ac:0.009793,0.009524 Initialization: 6.269000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.447000 Kernel 1: 0.025000 Kernel 2: 106.957001 Copyback: 0.017000 Sum: 0.030000 It 9,Best ac:0.004760 0.833333 fi:0.266371. Ave ac:0.009146,0.007704 Iteration 10:MDL fitness activated Error 0.266371 TL 0.031727 MDL Theory Length Weight: 2.7985679231 (2) Initialization: 6.328000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.611000 Kernel 1: 0.026000 Kernel 2: 103.779999 Copyback: 0.017000 Sum: 0.031000 It 10,Best ac:0.006663 0.777778 fi:0.403590. Ave ac:0.009024,0.008594 Initialization: 6.356000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.436000 Kernel 1: 0.023000 Kernel 2: 102.682999 Copyback: 0.018000 Sum: 0.032000 It 11,Best ac:0.010712 0.775862 fi:0.414001. Ave ac:0.009603,0.011126 Initialization: 6.171000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.633000 Kernel 1: 0.022000 Kernel 2: 105.277000 Copyback: 0.371000 Sum: 0.032000 It 12,Best ac:0.005712 0.923077 fi:0.303967. Ave ac:0.010545,0.010812 Initialization: 6.251000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.468000 Kernel 1: 0.024000 Kernel 2: 102.324997 Copyback: 0.017000 Sum: 0.029000 It 13,Best ac:0.004046 0.809524 fi:0.336958. Ave ac:0.010104,0.010465 Initialization: 6.306000 Memcpy Classifiers: 0.433000 Memcpy Instances: 10.938000 Kernel 1: 0.022000 Kernel 2: 102.846001 Copyback: 0.018000 Sum: 0.029000 It 14,Best ac:0.003808 0.842105 fi:0.425660. Ave ac:0.008441,0.008209 Initialization: 7.091000 Memcpy Classifiers: 0.382000 Memcpy Instances: 8.454000 Kernel 1: 0.024000 Kernel 2: 101.439003 Copyback: 0.017000 Sum: 0.030000 It 15,Best ac:0.004046 0.850000 fi:0.362896. Ave ac:0.008791,0.008815 Initialization: 6.270000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.616000 Kernel 1: 0.024000 Kernel 2: 104.014999 Copyback: 0.017000 Sum: 0.030000 It 16,Best ac:0.004998 0.913043 fi:0.288084. Ave ac:0.009987,0.009888 Initialization: 6.231000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.506000 Kernel 1: 0.024000 Kernel 2: 102.982002 Copyback: 0.017000 Sum: 0.030000 It 17,Best ac:0.004522 0.904762 fi:0.299202. Ave ac:0.009152,0.008755 Initialization: 6.305000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.452000 Kernel 1: 0.023000 Kernel 2: 100.046997 Copyback: 0.017000 Sum: 0.030000 It 18,Best ac:0.004045 0.850000 fi:0.352557. Ave ac:0.009203,0.009467 Initialization: 6.361000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.612000 Kernel 1: 0.023000 Kernel 2: 97.196999 Copyback: 0.017000 Sum: 0.031000 It 19,Best ac:0.005472 0.821429 fi:0.367214. Ave ac:0.009013,0.009346 Initialization: 6.243000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.951000 Kernel 1: 0.023000 Kernel 2: 98.193001 Copyback: 0.017000 Sum: 0.032000 It 20,Best ac:0.004761 0.869565 fi:0.317780. Ave ac:0.008289,0.007789 Initialization: 6.249000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.761000 Kernel 1: 0.023000 Kernel 2: 95.677002 Copyback: 0.017000 Sum: 0.036000 It 21,Best ac:0.004998 0.807692 fi:0.376690. Ave ac:0.008178,0.007127 Initialization: 6.239000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.673000 Kernel 1: 0.023000 Kernel 2: 95.959999 Copyback: 0.017000 Sum: 0.036000 It 22,Best ac:0.005236 0.814815 fi:0.364476. Ave ac:0.009036,0.008846 Initialization: 6.225000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.447000 Kernel 1: 0.025000 Kernel 2: 96.683998 Copyback: 0.017000 Sum: 0.034000 It 23,Best ac:0.009522 0.800000 fi:0.365861. Ave ac:0.009434,0.009828 Initialization: 6.487000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.676000 Kernel 1: 0.023000 Kernel 2: 94.683998 Copyback: 0.017000 Sum: 0.032000 It 24,Best ac:0.004999 0.807692 fi:0.372913. Ave ac:0.009722,0.009445 Initialization: 6.291000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.620000 Kernel 1: 0.024000 Kernel 2: 93.403000 Copyback: 0.017000 Sum: 0.032000 It 25,Best ac:0.006188 0.928571 fi:0.242820. Ave ac:0.010538,0.008654 Initialization: 6.245000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.448000 Kernel 1: 0.024000 Kernel 2: 95.150002 Copyback: 0.017000 Sum: 0.030000 It 26,Best ac:0.004999 0.750000 fi:0.405305. Ave ac:0.007945,0.007294 Initialization: 6.257000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.548000 Kernel 1: 0.023000 Kernel 2: 92.206001 Copyback: 0.017000 Sum: 0.036000 It 27,Best ac:0.004284 0.818182 fi:0.352734. Ave ac:0.009956,0.008303 Initialization: 6.226000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.494000 Kernel 1: 0.023000 Kernel 2: 91.464996 Copyback: 0.017000 Sum: 0.031000 It 28,Best ac:0.005472 0.821429 fi:0.381326. Ave ac:0.008732,0.008391 Initialization: 6.297000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.462000 Kernel 1: 0.024000 Kernel 2: 90.039001 Copyback: 0.018000 Sum: 0.040000 It 29,Best ac:0.004285 0.857143 fi:0.298460. Ave ac:0.008615,0.008242 Initialization: 6.611000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.441000 Kernel 1: 0.024000 Kernel 2: 88.635002 Copyback: 0.016000 Sum: 0.031000 It 30,Best ac:0.005237 0.880000 fi:0.276419. Ave ac:0.010149,0.006325 Initialization: 6.261000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.532000 Kernel 1: 0.023000 Kernel 2: 87.524002 Copyback: 0.016000 Sum: 0.036000 It 31,Best ac:0.004047 0.894737 fi:0.276793. Ave ac:0.009197,0.007081 Initialization: 6.296000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.442000 Kernel 1: 0.025000 Kernel 2: 87.387001 Copyback: 0.017000 Sum: 0.031000 It 32,Best ac:0.004999 0.913043 fi:0.257626. Ave ac:0.007552,0.006873 Initialization: 6.764000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.473000 Kernel 1: 0.024000 Kernel 2: 84.906998 Copyback: 0.016000 Sum: 0.030000 It 33,Best ac:0.004523 0.904762 fi:0.279582. Ave ac:0.005949,0.004248 Initialization: 25.981001 Memcpy Instances: 413.492004 Memcpy Classifiers: 0.071000 Kernel 1: 0.026000 Kernel 2: 500.873993 Copyback: 0.015000 Sum: 0.017000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 489.858002 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.014000 Kernel 2: 488.845001 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.015000 Kernel 2: 488.463989 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.013000 Kernel 2: 498.720001 Copyback: 0.021000 Sum: 0.007000 Memcpy Classifiers: 0.072000 Kernel 1: 0.021000 Kernel 2: 496.074005 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 487.204010 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 490.084991 Copyback: 0.368000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 499.317993 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 489.260986 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 488.734985 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.047000 Kernel 1: 0.013000 Kernel 2: 148.016006 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.005502 0.676023 fi:0.495655. Ave ac:0.006057,0.018962 Best acc 0.005502 0.676023 Initialization: 13.386000 Memcpy Classifiers: 0.562000 Memcpy Instances: 8.467000 Kernel 1: 0.024000 Kernel 2: 103.459999 Copyback: 0.017000 Sum: 0.051000 Initial population average accuracy1:0.005726 accuracy2:0.257501 Initialization: 6.255000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.501000 Kernel 1: 0.024000 Kernel 2: 109.294998 Copyback: 0.018000 Sum: 0.056000 It 0,Best ac:0.004761 0.571429 fi:0.528274. Ave ac:0.011689,0.017297 Initialization: 6.281000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.439000 Kernel 1: 0.025000 Kernel 2: 111.858002 Copyback: 0.017000 Sum: 0.035000 It 1,Best ac:0.009522 0.526316 fi:0.571399. Ave ac:0.013705,0.019220 Initialization: 6.223000 Memcpy Classifiers: 0.486000 Memcpy Instances: 8.446000 Kernel 1: 0.024000 Kernel 2: 114.426003 Copyback: 0.018000 Sum: 0.032000 It 2,Best ac:0.003095 0.866667 fi:0.445492. Ave ac:0.013758,0.016287 Initialization: 6.644000 Memcpy Classifiers: 0.472000 Memcpy Instances: 8.758000 Kernel 1: 0.023000 Kernel 2: 108.682999 Copyback: 0.017000 Sum: 0.035000 It 3,Best ac:0.006903 0.644444 fi:0.454364. Ave ac:0.014322,0.014994 Initialization: 6.332000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.487000 Kernel 1: 0.023000 Kernel 2: 110.127998 Copyback: 0.017000 Sum: 0.033000 It 4,Best ac:0.006901 0.690476 fi:0.408335. Ave ac:0.013129,0.012557 Initialization: 6.228000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.449000 Kernel 1: 0.024000 Kernel 2: 109.984001 Copyback: 0.017000 Sum: 0.035000 It 5,Best ac:0.005951 0.862069 fi:0.237137. Ave ac:0.011882,0.012391 Initialization: 6.270000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.493000 Kernel 1: 0.023000 Kernel 2: 107.269997 Copyback: 0.017000 Sum: 0.036000 It 6,Best ac:0.005713 0.685714 fi:0.413591. Ave ac:0.010377,0.013056 Initialization: 6.261000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.559000 Kernel 1: 0.024000 Kernel 2: 107.637001 Copyback: 0.017000 Sum: 0.032000 It 7,Best ac:0.004759 0.869565 fi:0.230139. Ave ac:0.012127,0.014326 Initialization: 6.251000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.610000 Kernel 1: 0.023000 Kernel 2: 107.019997 Copyback: 0.017000 Sum: 0.033000 It 8,Best ac:0.004522 0.760000 fi:0.339804. Ave ac:0.013917,0.013244 Initialization: 6.244000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.459000 Kernel 1: 0.024000 Kernel 2: 104.761002 Copyback: 0.017000 Sum: 0.032000 It 9,Best ac:0.005712 0.800000 fi:0.299307. Ave ac:0.012830,0.011070 Iteration 10:MDL fitness activated Error 0.299307 TL 0.036040 MDL Theory Length Weight: 2.7682706321 (3) Initialization: 6.320000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.491000 Kernel 1: 0.024000 Kernel 2: 102.205002 Copyback: 0.017000 Sum: 0.033000 It 10,Best ac:0.006188 0.787879 fi:0.357087. Ave ac:0.012355,0.010923 Initialization: 6.303000 Memcpy Classifiers: 0.382000 Memcpy Instances: 8.480000 Kernel 1: 0.024000 Kernel 2: 101.507004 Copyback: 0.017000 Sum: 0.033000 It 11,Best ac:0.005236 0.785714 fi:0.381052. Ave ac:0.013177,0.013250 Initialization: 6.261000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.401000 Kernel 1: 0.023000 Kernel 2: 100.614998 Copyback: 0.017000 Sum: 0.034000 It 12,Best ac:0.004047 0.708333 fi:0.441494. Ave ac:0.011164,0.012788 Initialization: 6.190000 Memcpy Classifiers: 0.392000 Memcpy Instances: 8.569000 Kernel 1: 0.024000 Kernel 2: 97.511002 Copyback: 0.017000 Sum: 0.037000 It 13,Best ac:0.004760 0.909091 fi:0.257524. Ave ac:0.010822,0.011921 Initialization: 6.261000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.477000 Kernel 1: 0.024000 Kernel 2: 97.601997 Copyback: 0.016000 Sum: 0.033000 It 14,Best ac:0.004998 0.807692 fi:0.373861. Ave ac:0.011200,0.013899 Initialization: 6.282000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.474000 Kernel 1: 0.024000 Kernel 2: 94.681999 Copyback: 0.017000 Sum: 0.034000 It 15,Best ac:0.006186 0.787879 fi:0.369910. Ave ac:0.009072,0.010596 Initialization: 6.265000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.522000 Kernel 1: 0.024000 Kernel 2: 98.847000 Copyback: 0.017000 Sum: 0.035000 It 16,Best ac:0.006188 0.787879 fi:0.364403. Ave ac:0.009683,0.009873 Initialization: 6.291000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.931000 Kernel 1: 0.023000 Kernel 2: 94.930000 Copyback: 0.017000 Sum: 0.033000 It 17,Best ac:0.005472 0.793103 fi:0.395184. Ave ac:0.008658,0.013549 Initialization: 6.784000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.479000 Kernel 1: 0.024000 Kernel 2: 97.045998 Copyback: 0.017000 Sum: 0.035000 It 18,Best ac:0.004522 0.791667 fi:0.381265. Ave ac:0.009094,0.010259 Initialization: 6.248000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.967000 Kernel 1: 0.023000 Kernel 2: 94.653000 Copyback: 0.017000 Sum: 0.035000 It 19,Best ac:0.009284 0.812500 fi:0.343876. Ave ac:0.006932,0.006568 Initialization: 6.324000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.437000 Kernel 1: 0.025000 Kernel 2: 98.524002 Copyback: 0.017000 Sum: 0.033000 It 20,Best ac:0.004284 0.857143 fi:0.294876. Ave ac:0.009987,0.012310 Initialization: 6.184000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.445000 Kernel 1: 0.024000 Kernel 2: 99.037003 Copyback: 0.018000 Sum: 0.032000 It 21,Best ac:0.004761 0.769231 fi:0.404399. Ave ac:0.008145,0.009820 Initialization: 6.286000 Memcpy Classifiers: 0.339000 Memcpy Instances: 8.454000 Kernel 1: 0.023000 Kernel 2: 94.559998 Copyback: 0.017000 Sum: 0.033000 It 22,Best ac:0.004522 0.826087 fi:0.319806. Ave ac:0.010457,0.012551 MDL Theory Length Weight: 2.4914435689 (10) Initialization: 6.392000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.462000 Kernel 1: 0.023000 Kernel 2: 96.013000 Copyback: 0.016000 Sum: 0.033000 It 23,Best ac:0.006427 0.843750 fi:0.302339. Ave ac:0.009212,0.011176 Initialization: 6.218000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.548000 Kernel 1: 0.023000 Kernel 2: 92.712997 Copyback: 0.017000 Sum: 0.037000 It 24,Best ac:0.005713 0.774194 fi:0.368219. Ave ac:0.009035,0.011147 Initialization: 6.251000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.484000 Kernel 1: 0.024000 Kernel 2: 88.930000 Copyback: 0.017000 Sum: 0.062000 It 25,Best ac:0.003807 0.800000 fi:0.390658. Ave ac:0.009295,0.013300 Initialization: 6.196000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.477000 Kernel 1: 0.024000 Kernel 2: 86.469002 Copyback: 0.017000 Sum: 0.037000 It 26,Best ac:0.004047 0.850000 fi:0.297745. Ave ac:0.010526,0.019436 Initialization: 6.492000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.898000 Kernel 1: 0.023000 Kernel 2: 89.776001 Copyback: 0.016000 Sum: 0.030000 It 27,Best ac:0.009998 0.823529 fi:0.322472. Ave ac:0.012720,0.014086 Initialization: 6.285000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.493000 Kernel 1: 0.023000 Kernel 2: 88.582001 Copyback: 0.017000 Sum: 0.032000 It 28,Best ac:0.005710 0.800000 fi:0.353902. Ave ac:0.010193,0.013692 Initialization: 6.301000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.447000 Kernel 1: 0.024000 Kernel 2: 91.582001 Copyback: 0.017000 Sum: 0.030000 It 29,Best ac:0.004523 0.791667 fi:0.355848. Ave ac:0.010401,0.011123 Initialization: 6.296000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.448000 Kernel 1: 0.024000 Kernel 2: 89.806999 Copyback: 0.020000 Sum: 0.029000 It 30,Best ac:0.004283 0.900000 fi:0.246155. Ave ac:0.009884,0.010065 Initialization: 6.367000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.436000 Kernel 1: 0.023000 Kernel 2: 88.448997 Copyback: 0.017000 Sum: 0.028000 It 31,Best ac:0.005474 0.851852 fi:0.274627. Ave ac:0.008955,0.009542 Initialization: 6.252000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.791000 Kernel 1: 0.024000 Kernel 2: 88.225998 Copyback: 0.017000 Sum: 0.027000 It 32,Best ac:0.005713 0.857143 fi:0.276205. Ave ac:0.008597,0.014083 Initialization: 6.283000 Memcpy Classifiers: 0.309000 Memcpy Instances: 8.439000 Kernel 1: 0.024000 Kernel 2: 88.453003 Copyback: 0.020000 Sum: 0.027000 It 33,Best ac:0.005474 0.696970 fi:0.438618. Ave ac:0.009061,0.017585 Initialization: 25.996000 Memcpy Instances: 413.582001 Memcpy Classifiers: 0.062000 Kernel 1: 0.024000 Kernel 2: 490.231995 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.055000 Kernel 1: 0.014000 Kernel 2: 495.477997 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 497.984985 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.055000 Kernel 1: 0.014000 Kernel 2: 496.036987 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.055000 Kernel 1: 0.014000 Kernel 2: 494.384003 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.055000 Kernel 1: 0.014000 Kernel 2: 484.789001 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.062000 Kernel 1: 0.015000 Kernel 2: 503.992004 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 509.454010 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.014000 Kernel 2: 496.505005 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.014000 Kernel 2: 477.605988 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 487.455994 Copyback: 0.368000 Sum: 0.002000 Memcpy Classifiers: 0.043000 Kernel 1: 0.014000 Kernel 2: 146.604004 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.004174 0.663389 fi:0.463634. Ave ac:0.011900,0.041898 Best acc 0.004174 0.663389 Rule:Att PSSM_-4_12 is [<-0.134376]|Att PSSM_-3_4 is [<-2.199338]|Att PSSM_-2_1 is [-2.377059,3.290636]|Att PSSM_-2_2 is [-6.645047,5.824138]|Att PSSM_0_2 is [-5.896227,-3.767976]|Att PSSM_0_8 is [<3.643539]|Att PSSM_0_15 is [<-0.140025]|Att PSSM_1_5 is [-2.740569,7.702650]|Att PSSM_1_15 is [-6.706526,0.227617]|1 Accuracy : 0.762502 0 1 158367 5713 50013 20545 Removed 1710 instances. 208380 Instances left. Acc of rule 0.005502-0.676023 Initialization: 6.287000 Memcpy Classifiers: 0.559000 Memcpy Instances: 8.433000 Kernel 1: 0.026000 Kernel 2: 102.060997 Copyback: 0.017000 Sum: 0.048000 Initial population average accuracy1:0.005563 accuracy2:0.227805 Initialization: 6.165000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.367000 Kernel 1: 0.024000 Kernel 2: 106.274002 Copyback: 0.017000 Sum: 0.039000 It 0,Best ac:0.005518 0.621622 fi:0.477730. Ave ac:0.010547,0.013198 Initialization: 6.142000 Memcpy Classifiers: 0.506000 Memcpy Instances: 8.394000 Kernel 1: 0.024000 Kernel 2: 105.656998 Copyback: 0.017000 Sum: 0.030000 It 1,Best ac:0.008399 0.492958 fi:0.605174. Ave ac:0.013764,0.016910 Initialization: 6.153000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.401000 Kernel 1: 0.024000 Kernel 2: 107.721001 Copyback: 0.017000 Sum: 0.035000 It 2,Best ac:0.004557 0.593750 fi:0.506011. Ave ac:0.014275,0.014907 Initialization: 6.142000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.844000 Kernel 1: 0.024000 Kernel 2: 107.036003 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.016795 0.619469 fi:0.475103. Ave ac:0.013823,0.015095 Initialization: 6.303000 Memcpy Classifiers: 0.453000 Memcpy Instances: 8.481000 Kernel 1: 0.022000 Kernel 2: 106.832001 Copyback: 0.017000 Sum: 0.031000 It 4,Best ac:0.004560 0.730769 fi:0.368989. Ave ac:0.016306,0.017600 Initialization: 6.133000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.363000 Kernel 1: 0.024000 Kernel 2: 104.024002 Copyback: 0.020000 Sum: 0.030000 It 5,Best ac:0.004319 0.720000 fi:0.379860. Ave ac:0.013232,0.013754 Initialization: 6.278000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.376000 Kernel 1: 0.023000 Kernel 2: 101.744003 Copyback: 0.017000 Sum: 0.034000 It 6,Best ac:0.012239 0.761194 fi:0.335311. Ave ac:0.011730,0.011609 Initialization: 6.359000 Memcpy Classifiers: 0.437000 Memcpy Instances: 9.305000 Kernel 1: 0.023000 Kernel 2: 103.197998 Copyback: 0.018000 Sum: 0.033000 It 7,Best ac:0.004319 0.782609 fi:0.317252. Ave ac:0.011967,0.011078 Initialization: 6.251000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.479000 Kernel 1: 0.023000 Kernel 2: 100.594002 Copyback: 0.017000 Sum: 0.034000 It 8,Best ac:0.004559 0.760000 fi:0.339759. Ave ac:0.011533,0.010793 Initialization: 6.539000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.431000 Kernel 1: 0.024000 Kernel 2: 101.705002 Copyback: 0.018000 Sum: 0.037000 It 9,Best ac:0.005040 0.777778 fi:0.321778. Ave ac:0.009651,0.010367 Iteration 10:MDL fitness activated Error 0.321778 TL 0.017726 MDL Theory Length Weight: 6.0509148453 (3) Initialization: 6.272000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.383000 Kernel 1: 0.024000 Kernel 2: 100.898003 Copyback: 0.017000 Sum: 0.030000 It 10,Best ac:0.005040 0.840000 fi:0.433995. Ave ac:0.009990,0.009301 Initialization: 6.215000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.572000 Kernel 1: 0.023000 Kernel 2: 96.932999 Copyback: 0.017000 Sum: 0.036000 It 11,Best ac:0.008397 0.714286 fi:0.490734. Ave ac:0.009760,0.011928 Initialization: 6.173000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.862000 Kernel 1: 0.023000 Kernel 2: 92.029999 Copyback: 0.017000 Sum: 0.040000 It 12,Best ac:0.004559 0.826087 fi:0.432793. Ave ac:0.010251,0.011032 Initialization: 6.679000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.370000 Kernel 1: 0.024000 Kernel 2: 88.496002 Copyback: 0.017000 Sum: 0.042000 It 13,Best ac:0.006000 0.757576 fi:0.473027. Ave ac:0.010703,0.012439 Initialization: 6.200000 Memcpy Classifiers: 0.347000 Memcpy Instances: 8.359000 Kernel 1: 0.024000 Kernel 2: 85.260002 Copyback: 0.017000 Sum: 0.034000 It 14,Best ac:0.004560 0.760000 fi:0.496448. Ave ac:0.008168,0.007561 Initialization: 6.333000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.563000 Kernel 1: 0.025000 Kernel 2: 84.833000 Copyback: 0.016000 Sum: 0.035000 It 15,Best ac:0.008397 0.686275 fi:0.509955. Ave ac:0.011378,0.018081 Initialization: 6.031000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.372000 Kernel 1: 0.024000 Kernel 2: 84.429001 Copyback: 0.017000 Sum: 0.032000 It 16,Best ac:0.004800 0.769231 fi:0.483577. Ave ac:0.013162,0.017474 Initialization: 6.268000 Memcpy Classifiers: 0.302000 Memcpy Instances: 9.687000 Kernel 1: 0.023000 Kernel 2: 82.486000 Copyback: 0.017000 Sum: 0.032000 It 17,Best ac:0.004318 0.750000 fi:0.434887. Ave ac:0.011734,0.013371 Initialization: 6.202000 Memcpy Classifiers: 0.282000 Memcpy Instances: 8.433000 Kernel 1: 0.023000 Kernel 2: 82.762001 Copyback: 0.017000 Sum: 0.029000 It 18,Best ac:0.004079 0.809524 fi:0.387587. Ave ac:0.011295,0.015133 Initialization: 6.695000 Memcpy Classifiers: 0.304000 Memcpy Instances: 8.515000 Kernel 1: 0.023000 Kernel 2: 81.203003 Copyback: 0.018000 Sum: 0.027000 It 19,Best ac:0.005760 0.857143 fi:0.343398. Ave ac:0.009401,0.010064 Initialization: 6.266000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.369000 Kernel 1: 0.023000 Kernel 2: 79.281998 Copyback: 0.017000 Sum: 0.030000 It 20,Best ac:0.003839 0.842105 fi:0.410659. Ave ac:0.010034,0.012691 Initialization: 6.345000 Memcpy Classifiers: 0.304000 Memcpy Instances: 8.363000 Kernel 1: 0.024000 Kernel 2: 79.833000 Copyback: 0.017000 Sum: 0.030000 It 21,Best ac:0.006718 0.848485 fi:0.336601. Ave ac:0.008359,0.007292 Initialization: 6.318000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.392000 Kernel 1: 0.023000 Kernel 2: 79.681000 Copyback: 0.017000 Sum: 0.029000 It 22,Best ac:0.005038 0.724138 fi:0.466657. Ave ac:0.007560,0.005934 Initialization: 6.243000 Memcpy Classifiers: 0.286000 Memcpy Instances: 8.445000 Kernel 1: 0.025000 Kernel 2: 78.663002 Copyback: 0.017000 Sum: 0.027000 It 23,Best ac:0.003359 0.875000 fi:0.474519. Ave ac:0.008087,0.006956 Initialization: 6.331000 Memcpy Classifiers: 0.247000 Memcpy Instances: 8.398000 Kernel 1: 0.024000 Kernel 2: 77.671997 Copyback: 0.017000 Sum: 0.022000 It 24,Best ac:0.004080 0.739130 fi:0.454224. Ave ac:0.008480,0.010764 Initialization: 6.303000 Memcpy Classifiers: 0.265000 Memcpy Instances: 8.432000 Kernel 1: 0.023000 Kernel 2: 76.487999 Copyback: 0.017000 Sum: 0.022000 It 25,Best ac:0.006478 0.794118 fi:0.404583. Ave ac:0.013377,0.013413 Initialization: 6.196000 Memcpy Classifiers: 0.227000 Memcpy Instances: 9.096000 Kernel 1: 0.024000 Kernel 2: 76.987000 Copyback: 0.017000 Sum: 0.023000 It 26,Best ac:0.004320 0.782609 fi:0.410633. Ave ac:0.012109,0.011234 Initialization: 6.264000 Memcpy Classifiers: 0.246000 Memcpy Instances: 8.391000 Kernel 1: 0.024000 Kernel 2: 77.219002 Copyback: 0.016000 Sum: 0.024000 It 27,Best ac:0.004080 0.809524 fi:0.404901. Ave ac:0.009002,0.014168 Initialization: 6.178000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.357000 Kernel 1: 0.024000 Kernel 2: 76.069000 Copyback: 0.017000 Sum: 0.024000 It 28,Best ac:0.004320 0.818182 fi:0.339900. Ave ac:0.012357,0.015954 Initialization: 6.451000 Memcpy Classifiers: 0.247000 Memcpy Instances: 8.378000 Kernel 1: 0.024000 Kernel 2: 78.123001 Copyback: 0.017000 Sum: 0.025000 It 29,Best ac:0.005520 0.920000 fi:0.272297. Ave ac:0.011875,0.013257 Initialization: 6.168000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.390000 Kernel 1: 0.024000 Kernel 2: 76.261002 Copyback: 0.017000 Sum: 0.024000 It 30,Best ac:0.006719 0.800000 fi:0.382710. Ave ac:0.004755,0.005449 Initialization: 6.201000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.571000 Kernel 1: 0.023000 Kernel 2: 77.065002 Copyback: 0.017000 Sum: 0.023000 It 31,Best ac:0.004080 0.850000 fi:0.334966. Ave ac:0.010283,0.013473 Initialization: 6.259000 Memcpy Classifiers: 0.248000 Memcpy Instances: 8.420000 Kernel 1: 0.022000 Kernel 2: 80.195999 Copyback: 0.017000 Sum: 0.028000 It 32,Best ac:0.004320 0.857143 fi:0.332079. Ave ac:0.008692,0.014556 Initialization: 6.319000 Memcpy Classifiers: 0.245000 Memcpy Instances: 8.432000 Kernel 1: 0.023000 Kernel 2: 80.508003 Copyback: 0.017000 Sum: 0.030000 It 33,Best ac:0.006238 0.764706 fi:0.442081. Ave ac:0.007756,0.011264 Initialization: 26.469000 Memcpy Instances: 414.747986 Memcpy Classifiers: 0.067000 Kernel 1: 0.024000 Kernel 2: 444.708008 Copyback: 0.016000 Sum: 0.016000 Memcpy Classifiers: 0.061000 Kernel 1: 0.015000 Kernel 2: 475.388000 Copyback: 0.366000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 471.342987 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 458.993988 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 468.333008 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 461.209015 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 464.522003 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 456.196991 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 471.578003 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 459.868988 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.071000 Kernel 1: 0.014000 Kernel 2: 436.911011 Copyback: 0.015000 Sum: 0.002000 It 34,Best ac:0.005221 0.663819 fi:0.520663. Ave ac:0.006578,0.020277 Best acc 0.005221 0.663819 Initialization: 6.147000 Memcpy Classifiers: 0.540000 Memcpy Instances: 8.496000 Kernel 1: 0.025000 Kernel 2: 102.210999 Copyback: 0.017000 Sum: 0.051000 Initial population average accuracy1:0.006440 accuracy2:0.243309 Initialization: 6.283000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.368000 Kernel 1: 0.024000 Kernel 2: 108.899002 Copyback: 0.017000 Sum: 0.035000 It 0,Best ac:0.010557 0.463158 fi:0.634059. Ave ac:0.012979,0.017515 Initialization: 6.350000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.417000 Kernel 1: 0.024000 Kernel 2: 106.343002 Copyback: 0.018000 Sum: 0.029000 It 1,Best ac:0.004559 0.730769 fi:0.368991. Ave ac:0.015107,0.016918 Initialization: 6.225000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.381000 Kernel 1: 0.024000 Kernel 2: 107.833000 Copyback: 0.020000 Sum: 0.028000 It 2,Best ac:0.005518 0.638889 fi:0.460463. Ave ac:0.013132,0.013516 Initialization: 6.184000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.414000 Kernel 1: 0.024000 Kernel 2: 109.028999 Copyback: 0.018000 Sum: 0.030000 It 3,Best ac:0.007199 0.731707 fi:0.366933. Ave ac:0.013975,0.013594 Initialization: 6.279000 Memcpy Classifiers: 0.418000 Memcpy Instances: 8.862000 Kernel 1: 0.023000 Kernel 2: 105.755997 Copyback: 0.017000 Sum: 0.031000 It 4,Best ac:0.007919 0.750000 fi:0.348335. Ave ac:0.013764,0.013554 Initialization: 6.262000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.777000 Kernel 1: 0.023000 Kernel 2: 103.889999 Copyback: 0.017000 Sum: 0.032000 It 5,Best ac:0.007439 0.704545 fi:0.393993. Ave ac:0.014254,0.015277 Initialization: 6.275000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.442000 Kernel 1: 0.023000 Kernel 2: 102.572998 Copyback: 0.017000 Sum: 0.033000 It 6,Best ac:0.006476 0.692308 fi:0.406640. Ave ac:0.011012,0.011311 Initialization: 6.681000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.404000 Kernel 1: 0.023000 Kernel 2: 102.246002 Copyback: 0.018000 Sum: 0.031000 It 7,Best ac:0.004080 0.809524 fi:0.290438. Ave ac:0.009024,0.010858 Initialization: 6.223000 Memcpy Classifiers: 0.398000 Memcpy Instances: 10.445000 Kernel 1: 0.023000 Kernel 2: 102.475998 Copyback: 0.017000 Sum: 0.031000 It 8,Best ac:0.008399 0.777778 fi:0.320354. Ave ac:0.008681,0.009863 Initialization: 6.173000 Memcpy Classifiers: 0.580000 Memcpy Instances: 8.443000 Kernel 1: 0.025000 Kernel 2: 100.670998 Copyback: 0.017000 Sum: 0.037000 It 9,Best ac:0.005037 0.750000 fi:0.349557. Ave ac:0.006700,0.007918 Iteration 10:MDL fitness activated Error 0.349557 TL 0.022898 MDL Theory Length Weight: 5.0885312358 (3) Initialization: 6.250000 Memcpy Classifiers: 0.382000 Memcpy Instances: 8.384000 Kernel 1: 0.025000 Kernel 2: 100.440002 Copyback: 0.017000 Sum: 0.038000 It 10,Best ac:0.006718 0.800000 fi:0.436089. Ave ac:0.008090,0.008184 Initialization: 6.255000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.361000 Kernel 1: 0.025000 Kernel 2: 101.623001 Copyback: 0.017000 Sum: 0.037000 It 11,Best ac:0.008879 0.616667 fi:0.598107. Ave ac:0.006351,0.007446 Initialization: 6.301000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.373000 Kernel 1: 0.025000 Kernel 2: 97.081001 Copyback: 0.017000 Sum: 0.038000 It 12,Best ac:0.003359 0.933333 fi:0.464415. Ave ac:0.010860,0.011059 Initialization: 6.253000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.370000 Kernel 1: 0.025000 Kernel 2: 95.902000 Copyback: 0.017000 Sum: 0.036000 It 13,Best ac:0.005277 0.758621 fi:0.475331. Ave ac:0.011115,0.012681 Initialization: 6.228000 Memcpy Classifiers: 0.334000 Memcpy Instances: 8.419000 Kernel 1: 0.025000 Kernel 2: 96.383003 Copyback: 0.016000 Sum: 0.033000 It 14,Best ac:0.005760 0.685714 fi:0.512926. Ave ac:0.012704,0.013774 Initialization: 6.236000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.365000 Kernel 1: 0.023000 Kernel 2: 96.171997 Copyback: 0.018000 Sum: 0.040000 It 15,Best ac:0.009597 0.701754 fi:0.481597. Ave ac:0.015749,0.017848 Initialization: 6.324000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.372000 Kernel 1: 0.024000 Kernel 2: 95.839996 Copyback: 0.017000 Sum: 0.038000 It 16,Best ac:0.004318 0.750000 fi:0.447150. Ave ac:0.019911,0.022853 Initialization: 6.199000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.399000 Kernel 1: 0.024000 Kernel 2: 94.331001 Copyback: 0.017000 Sum: 0.030000 It 17,Best ac:0.007679 0.780488 fi:0.428454. Ave ac:0.020157,0.026011 Initialization: 6.183000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.396000 Kernel 1: 0.024000 Kernel 2: 96.384003 Copyback: 0.017000 Sum: 0.032000 It 18,Best ac:0.006240 0.787879 fi:0.392064. Ave ac:0.021468,0.023152 Initialization: 6.957000 Memcpy Classifiers: 0.247000 Memcpy Instances: 8.396000 Kernel 1: 0.024000 Kernel 2: 94.716003 Copyback: 0.016000 Sum: 0.029000 It 19,Best ac:0.005518 0.741935 fi:0.428253. Ave ac:0.016059,0.021841 Initialization: 6.233000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.375000 Kernel 1: 0.025000 Kernel 2: 92.042000 Copyback: 0.017000 Sum: 0.030000 It 20,Best ac:0.007679 0.780488 fi:0.410074. Ave ac:0.014383,0.017845 Initialization: 6.240000 Memcpy Classifiers: 0.267000 Memcpy Instances: 36.049999 Kernel 1: 0.022000 Kernel 2: 91.161003 Copyback: 0.018000 Sum: 0.029000 It 21,Best ac:0.004320 0.782609 fi:0.404692. Ave ac:0.012468,0.016380 Initialization: 6.285000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.423000 Kernel 1: 0.024000 Kernel 2: 91.456001 Copyback: 0.017000 Sum: 0.026000 It 22,Best ac:0.004560 0.760000 fi:0.392295. Ave ac:0.013419,0.021470 Initialization: 6.379000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.361000 Kernel 1: 0.025000 Kernel 2: 91.792000 Copyback: 0.018000 Sum: 0.023000 It 23,Best ac:0.004557 0.730769 fi:0.437484. Ave ac:0.013257,0.015749 Initialization: 6.222000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.730000 Kernel 1: 0.023000 Kernel 2: 89.677002 Copyback: 0.017000 Sum: 0.025000 It 24,Best ac:0.004800 0.869565 fi:0.307161. Ave ac:0.015078,0.015418 Initialization: 6.278000 Memcpy Classifiers: 0.245000 Memcpy Instances: 8.636000 Kernel 1: 0.023000 Kernel 2: 87.747002 Copyback: 0.017000 Sum: 0.025000 It 25,Best ac:0.004080 0.894737 fi:0.277221. Ave ac:0.011739,0.014279 Initialization: 6.250000 Memcpy Classifiers: 0.245000 Memcpy Instances: 8.469000 Kernel 1: 0.022000 Kernel 2: 85.660004 Copyback: 0.017000 Sum: 0.023000 It 26,Best ac:0.004800 0.769231 fi:0.417662. Ave ac:0.011910,0.019895 Initialization: 6.214000 Memcpy Classifiers: 0.263000 Memcpy Instances: 8.409000 Kernel 1: 0.024000 Kernel 2: 85.172997 Copyback: 0.017000 Sum: 0.024000 It 27,Best ac:0.007439 0.837838 fi:0.315958. Ave ac:0.013671,0.016624 Initialization: 6.172000 Memcpy Classifiers: 0.246000 Memcpy Instances: 8.373000 Kernel 1: 0.025000 Kernel 2: 85.235001 Copyback: 0.019000 Sum: 0.023000 It 28,Best ac:0.006240 0.838710 fi:0.375078. Ave ac:0.010445,0.012036 Initialization: 6.130000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.381000 Kernel 1: 0.025000 Kernel 2: 84.236000 Copyback: 0.016000 Sum: 0.021000 It 29,Best ac:0.003360 1.000000 fi:0.305127. Ave ac:0.013041,0.017987 Initialization: 6.388000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.579000 Kernel 1: 0.024000 Kernel 2: 82.842003 Copyback: 0.017000 Sum: 0.023000 It 30,Best ac:0.004798 0.800000 fi:0.372685. Ave ac:0.010001,0.009056 Initialization: 6.414000 Memcpy Classifiers: 0.228000 Memcpy Instances: 9.155000 Kernel 1: 0.024000 Kernel 2: 81.837997 Copyback: 0.017000 Sum: 0.024000 It 31,Best ac:0.004080 0.739130 fi:0.416893. Ave ac:0.008308,0.007680 Initialization: 7.008000 Memcpy Classifiers: 0.316000 Memcpy Instances: 9.094000 Kernel 1: 0.035000 Kernel 2: 83.545998 Copyback: 0.017000 Sum: 0.025000 It 32,Best ac:0.005280 0.880000 fi:0.304454. Ave ac:0.011209,0.013629 Initialization: 6.246000 Memcpy Classifiers: 0.227000 Memcpy Instances: 8.536000 Kernel 1: 0.024000 Kernel 2: 82.407997 Copyback: 0.017000 Sum: 0.026000 It 33,Best ac:0.004079 0.894737 fi:0.287888. Ave ac:0.007220,0.009299 Initialization: 26.188000 Memcpy Instances: 414.291992 Memcpy Classifiers: 0.050000 Kernel 1: 0.025000 Kernel 2: 507.309998 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.048000 Kernel 1: 0.014000 Kernel 2: 499.877991 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.048000 Kernel 1: 0.014000 Kernel 2: 490.621002 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.049000 Kernel 1: 0.014000 Kernel 2: 513.044983 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.048000 Kernel 1: 0.013000 Kernel 2: 502.533997 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.049000 Kernel 1: 0.012000 Kernel 2: 509.621002 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.047000 Kernel 1: 0.013000 Kernel 2: 493.487000 Copyback: 0.368000 Sum: 0.001000 Memcpy Classifiers: 0.048000 Kernel 1: 0.013000 Kernel 2: 522.297974 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.048000 Kernel 1: 0.013000 Kernel 2: 500.903992 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.048000 Kernel 1: 0.013000 Kernel 2: 504.347992 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.013000 Kernel 2: 465.933014 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.062760 0.644840 fi:0.501929. Ave ac:0.007257,0.022357 Best acc 0.062760 0.644840 Rule:Att PSSM_0_6 is [<-3.634811]|Att PSSM_0_10 is [>-1.181249]|Att PSSM_2_5 is [-0.189237,4.158358]|Att PSSM_2_12 is [<-0.698219]|1 Accuracy : 0.764791 0 1 157816 6264 48925 21633 Removed 1639 instances. 206741 Instances left. Acc of rule 0.005221-0.663819 Initialization: 6.403000 Memcpy Classifiers: 0.525000 Memcpy Instances: 9.181000 Kernel 1: 0.024000 Kernel 2: 100.864998 Copyback: 0.018000 Sum: 0.050000 Initial population average accuracy1:0.006058 accuracy2:0.237973 Initialization: 6.168000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.827000 Kernel 1: 0.024000 Kernel 2: 107.126999 Copyback: 0.018000 Sum: 0.033000 It 0,Best ac:0.008948 0.569231 fi:0.528613. Ave ac:0.010178,0.012874 Initialization: 6.221000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.302000 Kernel 1: 0.023000 Kernel 2: 107.098000 Copyback: 0.017000 Sum: 0.031000 It 1,Best ac:0.006771 0.518519 fi:0.580264. Ave ac:0.015759,0.019806 Initialization: 6.156000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.380000 Kernel 1: 0.023000 Kernel 2: 105.427002 Copyback: 0.017000 Sum: 0.028000 It 2,Best ac:0.005079 0.552632 fi:0.546876. Ave ac:0.013939,0.017310 Initialization: 6.181000 Memcpy Classifiers: 0.923000 Memcpy Instances: 9.371000 Kernel 1: 0.023000 Kernel 2: 107.945000 Copyback: 0.017000 Sum: 0.032000 It 3,Best ac:0.003869 0.640000 fi:0.474474. Ave ac:0.013516,0.015112 Initialization: 6.083000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.322000 Kernel 1: 0.023000 Kernel 2: 109.640999 Copyback: 0.025000 Sum: 0.036000 It 4,Best ac:0.004596 0.633333 fi:0.466382. Ave ac:0.012242,0.014617 Initialization: 6.225000 Memcpy Classifiers: 0.469000 Memcpy Instances: 9.742000 Kernel 1: 0.023000 Kernel 2: 110.816002 Copyback: 0.017000 Sum: 0.034000 It 5,Best ac:0.004353 0.666667 fi:0.433154. Ave ac:0.012148,0.013630 Initialization: 6.405000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.406000 Kernel 1: 0.024000 Kernel 2: 114.209000 Copyback: 0.021000 Sum: 0.037000 It 6,Best ac:0.005080 0.656250 fi:0.443257. Ave ac:0.013693,0.013377 Initialization: 6.323000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.505000 Kernel 1: 0.024000 Kernel 2: 109.512001 Copyback: 0.017000 Sum: 0.033000 It 7,Best ac:0.006047 0.714286 fi:0.384806. Ave ac:0.012479,0.011927 Initialization: 7.472000 Memcpy Classifiers: 0.418000 Memcpy Instances: 8.516000 Kernel 1: 0.023000 Kernel 2: 105.346001 Copyback: 0.016000 Sum: 0.026000 It 8,Best ac:0.007015 0.707317 fi:0.391358. Ave ac:0.010839,0.015110 Initialization: 6.120000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.421000 Kernel 1: 0.023000 Kernel 2: 106.764000 Copyback: 0.018000 Sum: 0.033000 It 9,Best ac:0.004111 0.809524 fi:0.290399. Ave ac:0.010380,0.010783 Iteration 10:MDL fitness activated Error 0.290399 TL 0.028215 MDL Theory Length Weight: 3.4308345916 (1) Initialization: 6.693000 Memcpy Classifiers: 0.452000 Memcpy Instances: 10.107000 Kernel 1: 0.023000 Kernel 2: 107.240997 Copyback: 0.017000 Sum: 0.028000 It 10,Best ac:0.003868 0.888889 fi:0.333506. Ave ac:0.010103,0.011235 Initialization: 7.590000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.176000 Kernel 1: 0.022000 Kernel 2: 106.792000 Copyback: 0.017000 Sum: 0.032000 It 11,Best ac:0.004596 0.760000 fi:0.436336. Ave ac:0.010550,0.012064 Initialization: 6.214000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.423000 Kernel 1: 0.023000 Kernel 2: 107.780998 Copyback: 0.020000 Sum: 0.036000 It 12,Best ac:0.007495 0.815789 fi:0.382298. Ave ac:0.009741,0.013125 Initialization: 6.391000 Memcpy Classifiers: 0.379000 Memcpy Instances: 9.877000 Kernel 1: 0.023000 Kernel 2: 104.181999 Copyback: 0.017000 Sum: 0.037000 It 13,Best ac:0.008464 0.833333 fi:0.353472. Ave ac:0.010724,0.015263 Initialization: 6.182000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.341000 Kernel 1: 0.025000 Kernel 2: 101.706001 Copyback: 0.017000 Sum: 0.039000 It 14,Best ac:0.004111 0.772727 fi:0.415898. Ave ac:0.011545,0.017080 Initialization: 6.181000 Memcpy Classifiers: 0.358000 Memcpy Instances: 8.769000 Kernel 1: 0.023000 Kernel 2: 103.985001 Copyback: 0.017000 Sum: 0.035000 It 15,Best ac:0.005322 0.758621 fi:0.406795. Ave ac:0.009746,0.009567 Initialization: 6.186000 Memcpy Classifiers: 0.370000 Memcpy Instances: 8.281000 Kernel 1: 0.025000 Kernel 2: 98.569000 Copyback: 0.018000 Sum: 0.035000 It 16,Best ac:0.006773 0.800000 fi:0.387480. Ave ac:0.011012,0.011432 Initialization: 6.192000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.310000 Kernel 1: 0.024000 Kernel 2: 96.760002 Copyback: 0.018000 Sum: 0.042000 It 17,Best ac:0.004111 0.772727 fi:0.429187. Ave ac:0.010620,0.014720 Initialization: 6.109000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.901000 Kernel 1: 0.023000 Kernel 2: 96.554001 Copyback: 0.017000 Sum: 0.035000 It 18,Best ac:0.004354 0.782609 fi:0.424838. Ave ac:0.010548,0.011717 Initialization: 6.222000 Memcpy Classifiers: 0.367000 Memcpy Instances: 8.497000 Kernel 1: 0.024000 Kernel 2: 98.711998 Copyback: 0.017000 Sum: 0.032000 It 19,Best ac:0.004111 0.809524 fi:0.397418. Ave ac:0.010262,0.014088 MDL Theory Length Weight: 3.0877511324 (11) Initialization: 6.339000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.336000 Kernel 1: 0.023000 Kernel 2: 96.481003 Copyback: 0.017000 Sum: 0.030000 It 20,Best ac:0.004595 0.826087 fi:0.334707. Ave ac:0.009807,0.012915 Initialization: 6.327000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.296000 Kernel 1: 0.024000 Kernel 2: 98.068001 Copyback: 0.017000 Sum: 0.033000 It 21,Best ac:0.008222 0.829268 fi:0.344732. Ave ac:0.008136,0.007727 Initialization: 6.172000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.374000 Kernel 1: 0.023000 Kernel 2: 102.455002 Copyback: 0.371000 Sum: 0.029000 It 22,Best ac:0.004595 0.760000 fi:0.399375. Ave ac:0.007622,0.007787 Initialization: 6.130000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.330000 Kernel 1: 0.024000 Kernel 2: 99.660004 Copyback: 0.017000 Sum: 0.033000 It 23,Best ac:0.004595 0.826087 fi:0.351792. Ave ac:0.008683,0.008204 Initialization: 6.084000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.877000 Kernel 1: 0.023000 Kernel 2: 97.911003 Copyback: 0.017000 Sum: 0.031000 It 24,Best ac:0.004352 0.782609 fi:0.379948. Ave ac:0.008175,0.007481 Initialization: 6.168000 Memcpy Classifiers: 1.353000 Memcpy Instances: 9.149000 Kernel 1: 0.022000 Kernel 2: 96.267998 Copyback: 0.016000 Sum: 0.031000 It 25,Best ac:0.005079 0.913043 fi:0.254960. Ave ac:0.007171,0.006445 Initialization: 6.130000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.876000 Kernel 1: 0.023000 Kernel 2: 97.446999 Copyback: 0.017000 Sum: 0.033000 It 26,Best ac:0.004110 0.944444 fi:0.240215. Ave ac:0.009039,0.008215 Initialization: 6.167000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.810000 Kernel 1: 0.023000 Kernel 2: 99.599998 Copyback: 0.017000 Sum: 0.033000 It 27,Best ac:0.004595 0.760000 fi:0.395109. Ave ac:0.006193,0.005446 Initialization: 6.250000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.347000 Kernel 1: 0.023000 Kernel 2: 96.047997 Copyback: 0.017000 Sum: 0.035000 It 28,Best ac:0.003869 0.842105 fi:0.327168. Ave ac:0.007584,0.008240 Initialization: 6.228000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.325000 Kernel 1: 0.024000 Kernel 2: 94.448997 Copyback: 0.017000 Sum: 0.035000 It 29,Best ac:0.003869 0.800000 fi:0.385873. Ave ac:0.008108,0.007708 Initialization: 6.240000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.796000 Kernel 1: 0.023000 Kernel 2: 93.477997 Copyback: 0.017000 Sum: 0.038000 It 30,Best ac:0.005322 0.814815 fi:0.351011. Ave ac:0.009238,0.009550 Initialization: 6.187000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.295000 Kernel 1: 0.023000 Kernel 2: 92.170998 Copyback: 0.017000 Sum: 0.039000 It 31,Best ac:0.003869 0.761905 fi:0.425242. Ave ac:0.008701,0.009326 Initialization: 6.074000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.352000 Kernel 1: 0.024000 Kernel 2: 91.234001 Copyback: 0.017000 Sum: 0.030000 It 32,Best ac:0.005806 0.750000 fi:0.411750. Ave ac:0.009056,0.015863 Initialization: 6.161000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.293000 Kernel 1: 0.025000 Kernel 2: 85.751999 Copyback: 0.017000 Sum: 0.030000 It 33,Best ac:0.005806 0.774194 fi:0.397700. Ave ac:0.009202,0.010545 Initialization: 27.542999 Memcpy Instances: 410.354004 Memcpy Classifiers: 0.068000 Kernel 1: 0.026000 Kernel 2: 488.733002 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.060000 Kernel 1: 0.014000 Kernel 2: 496.027008 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 485.200012 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.015000 Kernel 2: 512.874023 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.012000 Kernel 2: 467.369995 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 494.552002 Copyback: 0.021000 Sum: 0.006000 Memcpy Classifiers: 0.068000 Kernel 1: 0.020000 Kernel 2: 491.063995 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 513.301025 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 464.686005 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 500.377991 Copyback: 0.369000 Sum: 0.002000 Memcpy Classifiers: 0.071000 Kernel 1: 0.013000 Kernel 2: 465.057007 Copyback: 0.014000 Sum: 0.002000 It 34,Best ac:0.004024 0.661367 fi:0.501149. Ave ac:0.009676,0.031259 Best acc 0.004024 0.661367 Initialization: 6.270000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.289000 Kernel 1: 0.025000 Kernel 2: 101.140999 Copyback: 0.018000 Sum: 0.046000 Initial population average accuracy1:0.005412 accuracy2:0.228568 Initialization: 6.221000 Memcpy Classifiers: 0.518000 Memcpy Instances: 8.293000 Kernel 1: 0.024000 Kernel 2: 105.822998 Copyback: 0.017000 Sum: 0.040000 It 0,Best ac:0.005322 0.550000 fi:0.549403. Ave ac:0.010027,0.014912 Initialization: 6.182000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.289000 Kernel 1: 0.024000 Kernel 2: 107.606003 Copyback: 0.017000 Sum: 0.030000 It 1,Best ac:0.004112 0.586207 fi:0.513716. Ave ac:0.012607,0.016163 Initialization: 6.143000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.316000 Kernel 1: 0.023000 Kernel 2: 105.401001 Copyback: 0.017000 Sum: 0.032000 It 2,Best ac:0.007983 0.660000 fi:0.438260. Ave ac:0.010906,0.013258 Initialization: 6.176000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.795000 Kernel 1: 0.023000 Kernel 2: 104.874001 Copyback: 0.018000 Sum: 0.034000 It 3,Best ac:0.006771 0.651163 fi:0.447617. Ave ac:0.011384,0.018458 Initialization: 6.162000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.305000 Kernel 1: 0.024000 Kernel 2: 105.535004 Copyback: 0.017000 Sum: 0.033000 It 4,Best ac:0.006530 0.642857 fi:0.456029. Ave ac:0.010462,0.014102 Initialization: 6.197000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.317000 Kernel 1: 0.024000 Kernel 2: 101.832001 Copyback: 0.017000 Sum: 0.033000 It 5,Best ac:0.003627 0.882353 fi:0.288314. Ave ac:0.011076,0.017146 Initialization: 6.151000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.301000 Kernel 1: 0.024000 Kernel 2: 101.963997 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.005079 0.724138 fi:0.375372. Ave ac:0.010812,0.012068 Initialization: 6.127000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.376000 Kernel 1: 0.023000 Kernel 2: 102.568001 Copyback: 0.017000 Sum: 0.030000 It 7,Best ac:0.008706 0.720000 fi:0.377951. Ave ac:0.010039,0.011119 Initialization: 6.170000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.359000 Kernel 1: 0.023000 Kernel 2: 102.876999 Copyback: 0.017000 Sum: 0.030000 It 8,Best ac:0.003869 0.842105 fi:0.272368. Ave ac:0.009931,0.009557 Initialization: 6.140000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.841000 Kernel 1: 0.023000 Kernel 2: 104.369003 Copyback: 0.018000 Sum: 0.039000 It 9,Best ac:0.004596 0.863636 fi:0.236079. Ave ac:0.009645,0.008500 Iteration 10:MDL fitness activated Error 0.236079 TL 0.037072 MDL Theory Length Weight: 2.1226835778 (1) Initialization: 6.142000 Memcpy Classifiers: 0.414000 Memcpy Instances: 8.320000 Kernel 1: 0.024000 Kernel 2: 102.596001 Copyback: 0.017000 Sum: 0.032000 It 10,Best ac:0.003868 0.800000 fi:0.413584. Ave ac:0.007195,0.007341 Initialization: 6.182000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.320000 Kernel 1: 0.023000 Kernel 2: 102.050003 Copyback: 0.017000 Sum: 0.031000 It 11,Best ac:0.004354 0.782609 fi:0.393211. Ave ac:0.008784,0.008361 Initialization: 6.146000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.313000 Kernel 1: 0.025000 Kernel 2: 97.861000 Copyback: 0.016000 Sum: 0.033000 It 12,Best ac:0.003868 0.727273 fi:0.465787. Ave ac:0.008518,0.007502 Initialization: 6.101000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.307000 Kernel 1: 0.023000 Kernel 2: 95.900002 Copyback: 0.016000 Sum: 0.034000 It 13,Best ac:0.005804 0.800000 fi:0.383680. Ave ac:0.010431,0.009436 Initialization: 6.185000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.304000 Kernel 1: 0.023000 Kernel 2: 96.585999 Copyback: 0.017000 Sum: 0.033000 It 14,Best ac:0.007255 0.750000 fi:0.407136. Ave ac:0.009767,0.008869 Initialization: 6.167000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.343000 Kernel 1: 0.024000 Kernel 2: 96.539001 Copyback: 0.017000 Sum: 0.035000 It 15,Best ac:0.007495 0.794872 fi:0.380836. Ave ac:0.010499,0.011272 Initialization: 7.113000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.378000 Kernel 1: 0.023000 Kernel 2: 95.708000 Copyback: 0.017000 Sum: 0.031000 It 16,Best ac:0.003870 0.842105 fi:0.346447. Ave ac:0.008489,0.008592 Initialization: 6.241000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.339000 Kernel 1: 0.024000 Kernel 2: 98.081001 Copyback: 0.017000 Sum: 0.035000 It 17,Best ac:0.004352 0.782609 fi:0.401409. Ave ac:0.007046,0.007385 Initialization: 6.231000 Memcpy Classifiers: 0.406000 Memcpy Instances: 8.328000 Kernel 1: 0.024000 Kernel 2: 99.065002 Copyback: 0.016000 Sum: 0.030000 It 18,Best ac:0.007983 0.767442 fi:0.382786. Ave ac:0.007981,0.007517 Initialization: 6.142000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.302000 Kernel 1: 0.024000 Kernel 2: 95.181000 Copyback: 0.017000 Sum: 0.039000 It 19,Best ac:0.005080 0.724138 fi:0.444257. Ave ac:0.008534,0.009203 Initialization: 6.184000 Memcpy Classifiers: 0.378000 Memcpy Instances: 8.338000 Kernel 1: 0.023000 Kernel 2: 95.214996 Copyback: 0.017000 Sum: 0.036000 It 20,Best ac:0.006046 0.781250 fi:0.395081. Ave ac:0.009268,0.010205 Initialization: 6.625000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.308000 Kernel 1: 0.022000 Kernel 2: 97.000999 Copyback: 0.017000 Sum: 0.036000 It 21,Best ac:0.004112 0.850000 fi:0.291438. Ave ac:0.010537,0.010351 Initialization: 6.022000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.292000 Kernel 1: 0.023000 Kernel 2: 98.045998 Copyback: 0.017000 Sum: 0.037000 It 22,Best ac:0.004837 0.800000 fi:0.347665. Ave ac:0.009339,0.007990 Initialization: 6.107000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.341000 Kernel 1: 0.025000 Kernel 2: 97.539001 Copyback: 0.017000 Sum: 0.036000 It 23,Best ac:0.004837 0.800000 fi:0.378139. Ave ac:0.009304,0.008300 Initialization: 6.164000 Memcpy Classifiers: 0.406000 Memcpy Instances: 8.354000 Kernel 1: 0.026000 Kernel 2: 94.394997 Copyback: 0.018000 Sum: 0.035000 It 24,Best ac:0.004353 0.750000 fi:0.412104. Ave ac:0.009023,0.010511 Initialization: 6.259000 Memcpy Classifiers: 0.354000 Memcpy Instances: 8.350000 Kernel 1: 0.022000 Kernel 2: 97.900002 Copyback: 0.017000 Sum: 0.035000 It 25,Best ac:0.004111 0.772727 fi:0.392852. Ave ac:0.010489,0.009502 Initialization: 6.205000 Memcpy Classifiers: 0.339000 Memcpy Instances: 8.324000 Kernel 1: 0.023000 Kernel 2: 95.196999 Copyback: 0.878000 Sum: 0.034000 It 26,Best ac:0.004353 0.857143 fi:0.311634. Ave ac:0.012495,0.011288 Initialization: 6.159000 Memcpy Classifiers: 0.339000 Memcpy Instances: 9.045000 Kernel 1: 0.023000 Kernel 2: 94.161003 Copyback: 0.017000 Sum: 0.035000 It 27,Best ac:0.004354 0.818182 fi:0.341301. Ave ac:0.010014,0.008360 Initialization: 6.054000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.340000 Kernel 1: 0.023000 Kernel 2: 100.117996 Copyback: 0.017000 Sum: 0.033000 It 28,Best ac:0.004595 0.904762 fi:0.260488. Ave ac:0.009685,0.007182 Initialization: 6.095000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.332000 Kernel 1: 0.024000 Kernel 2: 97.180000 Copyback: 0.017000 Sum: 0.035000 It 29,Best ac:0.005079 0.840000 fi:0.311320. Ave ac:0.008534,0.006967 Initialization: 6.142000 Memcpy Classifiers: 0.322000 Memcpy Instances: 9.295000 Kernel 1: 0.023000 Kernel 2: 100.492996 Copyback: 0.017000 Sum: 0.032000 It 30,Best ac:0.005320 0.880000 fi:0.273294. Ave ac:0.006423,0.005301 Initialization: 6.695000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.317000 Kernel 1: 0.024000 Kernel 2: 100.278000 Copyback: 0.017000 Sum: 0.036000 It 31,Best ac:0.008464 0.777778 fi:0.376115. Ave ac:0.008178,0.005828 Initialization: 6.222000 Memcpy Classifiers: 0.340000 Memcpy Instances: 9.440000 Kernel 1: 0.023000 Kernel 2: 98.202003 Copyback: 0.017000 Sum: 0.033000 It 32,Best ac:0.006289 0.838710 fi:0.321905. Ave ac:0.008019,0.005712 Initialization: 6.146000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.378000 Kernel 1: 0.023000 Kernel 2: 98.527000 Copyback: 0.017000 Sum: 0.033000 It 33,Best ac:0.004352 0.900000 fi:0.262815. Ave ac:0.007760,0.005556 Initialization: 26.358000 Memcpy Instances: 409.319000 Memcpy Classifiers: 0.069000 Kernel 1: 0.023000 Kernel 2: 546.000977 Copyback: 0.015000 Sum: 0.015000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 540.263977 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 565.283997 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 564.010010 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 561.591980 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.014000 Kernel 2: 530.039001 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 573.507019 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 553.221985 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.014000 Kernel 2: 571.961975 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 549.984985 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 521.510986 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.044157 0.643885 fi:0.500153. Ave ac:0.006424,0.019665 Best acc 0.044157 0.643885 Rule:Att PSSM_-3_7 is [<-1.974498]|Att PSSM_-1_12 is [<-2.454007]|Att PSSM_0_7 is [-6.063445,-3.948642]|Att PSSM_2_11 is [>-5.810452]|Att PSSM_3_19 is [-6.430917,7.559615]|Att PSSM_4_2 is [<-0.373930]|Att PSSM_4_14 is [-3.156520,3.156520]|1 Accuracy : 0.766521 0 1 157390 6690 48093 22465 Removed 1258 instances. 205483 Instances left. Acc of rule 0.004024-0.661367 Initialization: 6.353000 Memcpy Classifiers: 0.576000 Memcpy Instances: 8.298000 Kernel 1: 0.025000 Kernel 2: 103.024002 Copyback: 0.017000 Sum: 0.045000 Initial population average accuracy1:0.006054 accuracy2:0.234123 Initialization: 6.092000 Memcpy Classifiers: 0.504000 Memcpy Instances: 8.289000 Kernel 1: 0.024000 Kernel 2: 107.651001 Copyback: 0.017000 Sum: 0.050000 It 0,Best ac:0.007299 0.555556 fi:0.542964. Ave ac:0.011479,0.017023 Initialization: 6.126000 Memcpy Classifiers: 0.949000 Memcpy Instances: 8.373000 Kernel 1: 0.023000 Kernel 2: 109.309998 Copyback: 0.017000 Sum: 0.032000 It 1,Best ac:0.020438 0.474576 fi:0.618660. Ave ac:0.014012,0.020300 Initialization: 6.075000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.789000 Kernel 1: 0.023000 Kernel 2: 109.185997 Copyback: 0.017000 Sum: 0.032000 It 2,Best ac:0.003163 0.764706 fi:0.503837. Ave ac:0.015767,0.020721 Initialization: 6.129000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.581000 Kernel 1: 0.022000 Kernel 2: 109.685997 Copyback: 0.017000 Sum: 0.033000 It 3,Best ac:0.004138 0.629630 fi:0.470262. Ave ac:0.016271,0.021413 Initialization: 6.139000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.334000 Kernel 1: 0.024000 Kernel 2: 107.890999 Copyback: 0.017000 Sum: 0.032000 It 4,Best ac:0.004866 0.740741 fi:0.358836. Ave ac:0.016677,0.020062 Initialization: 6.084000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.272000 Kernel 1: 0.023000 Kernel 2: 106.665001 Copyback: 0.017000 Sum: 0.031000 It 5,Best ac:0.006326 0.666667 fi:0.432276. Ave ac:0.013873,0.017139 Initialization: 6.188000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.234000 Kernel 1: 0.025000 Kernel 2: 105.317001 Copyback: 0.017000 Sum: 0.030000 It 6,Best ac:0.006084 0.714286 fi:0.384760. Ave ac:0.011755,0.014579 Initialization: 6.128000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.241000 Kernel 1: 0.024000 Kernel 2: 106.796997 Copyback: 0.018000 Sum: 0.032000 It 7,Best ac:0.004136 0.809524 fi:0.290370. Ave ac:0.010636,0.012980 Initialization: 6.099000 Memcpy Classifiers: 0.433000 Memcpy Instances: 9.024000 Kernel 1: 0.024000 Kernel 2: 105.822998 Copyback: 0.017000 Sum: 0.040000 It 8,Best ac:0.004623 0.791667 fi:0.308016. Ave ac:0.011327,0.012938 Initialization: 6.124000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.278000 Kernel 1: 0.023000 Kernel 2: 107.180000 Copyback: 0.016000 Sum: 0.027000 It 9,Best ac:0.003651 0.750000 fi:0.406011. Ave ac:0.010495,0.011859 Iteration 10:MDL fitness activated Error 0.406011 TL 0.030527 MDL Theory Length Weight: 4.4333696951 (3) Initialization: 6.687000 Memcpy Classifiers: 0.418000 Memcpy Instances: 8.283000 Kernel 1: 0.023000 Kernel 2: 105.513000 Copyback: 0.017000 Sum: 0.026000 It 10,Best ac:0.004623 0.730769 fi:0.456770. Ave ac:0.010288,0.011793 Initialization: 6.209000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.274000 Kernel 1: 0.024000 Kernel 2: 100.057999 Copyback: 0.017000 Sum: 0.036000 It 11,Best ac:0.003650 0.789474 fi:0.454394. Ave ac:0.011359,0.013870 Initialization: 6.133000 Memcpy Classifiers: 0.442000 Memcpy Instances: 8.254000 Kernel 1: 0.024000 Kernel 2: 93.727997 Copyback: 0.017000 Sum: 0.040000 It 12,Best ac:0.003650 0.789474 fi:0.473961. Ave ac:0.012662,0.016217 Initialization: 6.108000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.843000 Kernel 1: 0.023000 Kernel 2: 90.209999 Copyback: 0.017000 Sum: 0.032000 It 13,Best ac:0.003893 0.842105 fi:0.351081. Ave ac:0.014309,0.019146 Initialization: 6.079000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.367000 Kernel 1: 0.023000 Kernel 2: 92.269997 Copyback: 0.017000 Sum: 0.031000 It 14,Best ac:0.004867 0.769231 fi:0.414359. Ave ac:0.011755,0.013292 Initialization: 6.158000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.243000 Kernel 1: 0.024000 Kernel 2: 93.053001 Copyback: 0.017000 Sum: 0.033000 It 15,Best ac:0.005353 0.733333 fi:0.441658. Ave ac:0.015957,0.022649 Initialization: 6.159000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.251000 Kernel 1: 0.024000 Kernel 2: 87.862000 Copyback: 0.017000 Sum: 0.029000 It 16,Best ac:0.004867 0.740741 fi:0.452734. Ave ac:0.012266,0.015826 Initialization: 6.210000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.234000 Kernel 1: 0.024000 Kernel 2: 85.488998 Copyback: 0.017000 Sum: 0.029000 It 17,Best ac:0.007299 0.769231 fi:0.398888. Ave ac:0.012948,0.017406 Initialization: 6.167000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.307000 Kernel 1: 0.024000 Kernel 2: 86.547997 Copyback: 0.017000 Sum: 0.025000 It 18,Best ac:0.004136 0.739130 fi:0.383497. Ave ac:0.013794,0.018644 Initialization: 6.103000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.296000 Kernel 1: 0.022000 Kernel 2: 84.162003 Copyback: 0.016000 Sum: 0.025000 It 19,Best ac:0.003894 0.888889 fi:0.316151. Ave ac:0.017944,0.021507 Initialization: 6.133000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.233000 Kernel 1: 0.025000 Kernel 2: 81.704002 Copyback: 0.017000 Sum: 0.023000 It 20,Best ac:0.004867 0.740741 fi:0.430208. Ave ac:0.017829,0.022613 Initialization: 6.140000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.234000 Kernel 1: 0.022000 Kernel 2: 81.517998 Copyback: 0.017000 Sum: 0.024000 It 21,Best ac:0.007788 0.744186 fi:0.432380. Ave ac:0.017342,0.022845 Initialization: 6.332000 Memcpy Classifiers: 0.246000 Memcpy Instances: 8.236000 Kernel 1: 0.023000 Kernel 2: 83.532997 Copyback: 0.017000 Sum: 0.021000 It 22,Best ac:0.004136 0.894737 fi:0.290798. Ave ac:0.014498,0.023988 Initialization: 6.202000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.709000 Kernel 1: 0.024000 Kernel 2: 80.282997 Copyback: 0.017000 Sum: 0.022000 It 23,Best ac:0.004866 0.800000 fi:0.330814. Ave ac:0.013942,0.021079 Initialization: 6.135000 Memcpy Classifiers: 0.309000 Memcpy Instances: 8.275000 Kernel 1: 0.024000 Kernel 2: 80.792000 Copyback: 0.017000 Sum: 0.022000 It 24,Best ac:0.004380 0.818182 fi:0.333692. Ave ac:0.016715,0.027500 Initialization: 6.142000 Memcpy Classifiers: 0.246000 Memcpy Instances: 8.285000 Kernel 1: 0.025000 Kernel 2: 81.363998 Copyback: 0.017000 Sum: 0.025000 It 25,Best ac:0.006813 0.823529 fi:0.350930. Ave ac:0.012015,0.017263 Initialization: 6.197000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.357000 Kernel 1: 0.023000 Kernel 2: 80.486000 Copyback: 0.017000 Sum: 0.022000 It 26,Best ac:0.003650 0.882353 fi:0.337817. Ave ac:0.016621,0.026006 Initialization: 6.110000 Memcpy Classifiers: 0.226000 Memcpy Instances: 8.273000 Kernel 1: 0.023000 Kernel 2: 81.624001 Copyback: 0.017000 Sum: 0.022000 It 27,Best ac:0.004623 0.655172 fi:0.499753. Ave ac:0.018116,0.029850 Initialization: 6.120000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.273000 Kernel 1: 0.024000 Kernel 2: 79.305000 Copyback: 0.018000 Sum: 0.024000 It 28,Best ac:0.005841 0.800000 fi:0.350923. Ave ac:0.017192,0.022120 Initialization: 6.102000 Memcpy Classifiers: 0.339000 Memcpy Instances: 8.295000 Kernel 1: 0.023000 Kernel 2: 75.889000 Copyback: 0.017000 Sum: 0.024000 It 29,Best ac:0.008273 0.829268 fi:0.321296. Ave ac:0.015792,0.020741 Initialization: 6.086000 Memcpy Classifiers: 0.226000 Memcpy Instances: 8.717000 Kernel 1: 0.023000 Kernel 2: 77.962997 Copyback: 0.017000 Sum: 0.024000 It 30,Best ac:0.005354 0.814815 fi:0.352762. Ave ac:0.012792,0.024559 Initialization: 6.054000 Memcpy Classifiers: 0.227000 Memcpy Instances: 8.268000 Kernel 1: 0.023000 Kernel 2: 78.941002 Copyback: 0.017000 Sum: 0.023000 It 31,Best ac:0.005354 0.814815 fi:0.348709. Ave ac:0.015324,0.030387 MDL Theory Length Weight: 3.9900327255 (10) Initialization: 6.187000 Memcpy Classifiers: 0.265000 Memcpy Instances: 8.307000 Kernel 1: 0.023000 Kernel 2: 79.834000 Copyback: 0.017000 Sum: 0.024000 It 32,Best ac:0.004136 0.809524 fi:0.337192. Ave ac:0.011853,0.020524 Initialization: 6.056000 Memcpy Classifiers: 0.246000 Memcpy Instances: 8.257000 Kernel 1: 0.023000 Kernel 2: 81.643997 Copyback: 0.024000 Sum: 0.031000 It 33,Best ac:0.003893 0.842105 fi:0.278902. Ave ac:0.013313,0.023365 Initialization: 26.738001 Memcpy Instances: 404.924011 Memcpy Classifiers: 0.063000 Kernel 1: 0.024000 Kernel 2: 460.152008 Copyback: 0.014000 Sum: 0.014000 Memcpy Classifiers: 0.055000 Kernel 1: 0.014000 Kernel 2: 481.967010 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 459.458008 Copyback: 0.369000 Sum: 0.002000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 473.748993 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.061000 Kernel 1: 0.014000 Kernel 2: 471.623993 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 485.769989 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.062000 Kernel 1: 0.014000 Kernel 2: 482.269012 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 482.298004 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 467.311005 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.014000 Kernel 2: 470.806000 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.057000 Kernel 1: 0.014000 Kernel 2: 379.033997 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.004365 0.618194 fi:0.528194. Ave ac:0.009961,0.034084 Best acc 0.004365 0.618194 Initialization: 6.159000 Memcpy Classifiers: 0.627000 Memcpy Instances: 9.025000 Kernel 1: 0.025000 Kernel 2: 98.309998 Copyback: 0.018000 Sum: 0.053000 Initial population average accuracy1:0.005253 accuracy2:0.227319 Initialization: 6.176000 Memcpy Classifiers: 0.524000 Memcpy Instances: 8.242000 Kernel 1: 0.023000 Kernel 2: 105.165001 Copyback: 0.017000 Sum: 0.036000 It 0,Best ac:0.034793 0.462783 fi:0.630453. Ave ac:0.011998,0.017583 Initialization: 6.372000 Memcpy Classifiers: 0.472000 Memcpy Instances: 9.125000 Kernel 1: 0.023000 Kernel 2: 108.446999 Copyback: 0.017000 Sum: 0.036000 It 1,Best ac:0.003165 0.722222 fi:0.545560. Ave ac:0.014864,0.019039 Initialization: 6.108000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.348000 Kernel 1: 0.024000 Kernel 2: 105.500999 Copyback: 0.017000 Sum: 0.030000 It 2,Best ac:0.006083 0.675676 fi:0.423372. Ave ac:0.013464,0.015982 Initialization: 6.078000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.330000 Kernel 1: 0.023000 Kernel 2: 104.106003 Copyback: 0.017000 Sum: 0.034000 It 3,Best ac:0.005596 0.547619 fi:0.551641. Ave ac:0.015412,0.018029 Initialization: 6.133000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.248000 Kernel 1: 0.024000 Kernel 2: 103.580002 Copyback: 0.017000 Sum: 0.032000 It 4,Best ac:0.004623 0.678571 fi:0.421111. Ave ac:0.016383,0.017800 Initialization: 6.094000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.243000 Kernel 1: 0.024000 Kernel 2: 103.973000 Copyback: 0.018000 Sum: 0.032000 It 5,Best ac:0.003163 0.866667 fi:0.401877. Ave ac:0.015249,0.017045 Initialization: 6.108000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.253000 Kernel 1: 0.024000 Kernel 2: 101.821999 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.005839 0.774194 fi:0.324960. Ave ac:0.014278,0.016530 Initialization: 6.041000 Memcpy Classifiers: 0.450000 Memcpy Instances: 9.352000 Kernel 1: 0.022000 Kernel 2: 98.660004 Copyback: 0.017000 Sum: 0.031000 It 7,Best ac:0.003894 0.695652 fi:0.404347. Ave ac:0.012115,0.011679 Initialization: 6.165000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.237000 Kernel 1: 0.025000 Kernel 2: 100.025002 Copyback: 0.017000 Sum: 0.030000 It 8,Best ac:0.005839 0.727273 fi:0.371881. Ave ac:0.010261,0.011716 Initialization: 6.119000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.240000 Kernel 1: 0.024000 Kernel 2: 99.440002 Copyback: 0.017000 Sum: 0.032000 It 9,Best ac:0.006083 0.714286 fi:0.384762. Ave ac:0.012353,0.012661 Iteration 10:MDL fitness activated Error 0.384762 TL 0.024107 MDL Theory Length Weight: 5.3201773483 (4) Initialization: 6.073000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.337000 Kernel 1: 0.024000 Kernel 2: 98.447998 Copyback: 0.018000 Sum: 0.032000 It 10,Best ac:0.003894 0.888889 fi:0.405405. Ave ac:0.010652,0.011205 Initialization: 6.094000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.286000 Kernel 1: 0.023000 Kernel 2: 94.653000 Copyback: 0.017000 Sum: 0.039000 It 11,Best ac:0.003893 0.842105 fi:0.427439. Ave ac:0.012336,0.013876 Initialization: 6.146000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.261000 Kernel 1: 0.024000 Kernel 2: 91.037003 Copyback: 0.017000 Sum: 0.039000 It 12,Best ac:0.007301 0.750000 fi:0.474276. Ave ac:0.013995,0.016176 Initialization: 6.128000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.294000 Kernel 1: 0.024000 Kernel 2: 91.556000 Copyback: 0.016000 Sum: 0.037000 It 13,Best ac:0.004866 0.833333 fi:0.398501. Ave ac:0.014153,0.017174 Initialization: 6.156000 Memcpy Classifiers: 0.323000 Memcpy Instances: 8.233000 Kernel 1: 0.025000 Kernel 2: 88.398003 Copyback: 0.371000 Sum: 0.034000 It 14,Best ac:0.006083 0.806452 fi:0.422715. Ave ac:0.015805,0.017305 Initialization: 6.145000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.240000 Kernel 1: 0.024000 Kernel 2: 87.802002 Copyback: 0.017000 Sum: 0.033000 It 15,Best ac:0.005596 0.884615 fi:0.292697. Ave ac:0.013715,0.018003 Initialization: 6.046000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.256000 Kernel 1: 0.025000 Kernel 2: 84.206001 Copyback: 0.018000 Sum: 0.035000 It 16,Best ac:0.008273 0.790698 fi:0.418236. Ave ac:0.013610,0.016949 Initialization: 6.084000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.297000 Kernel 1: 0.025000 Kernel 2: 82.667999 Copyback: 0.017000 Sum: 0.027000 It 17,Best ac:0.007544 0.738095 fi:0.448785. Ave ac:0.014239,0.017257 Initialization: 6.156000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.276000 Kernel 1: 0.024000 Kernel 2: 80.394997 Copyback: 0.017000 Sum: 0.029000 It 18,Best ac:0.003893 0.842105 fi:0.359169. Ave ac:0.014796,0.018348 Initialization: 6.349000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.304000 Kernel 1: 0.024000 Kernel 2: 78.171997 Copyback: 0.017000 Sum: 0.023000 It 19,Best ac:0.004866 0.740741 fi:0.442999. Ave ac:0.014646,0.016760 Initialization: 6.155000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.262000 Kernel 1: 0.024000 Kernel 2: 78.505997 Copyback: 0.018000 Sum: 0.027000 It 20,Best ac:0.006328 0.812500 fi:0.383947. Ave ac:0.013161,0.017175 Initialization: 6.235000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.259000 Kernel 1: 0.023000 Kernel 2: 78.468002 Copyback: 0.017000 Sum: 0.026000 It 21,Best ac:0.003893 0.800000 fi:0.427644. Ave ac:0.011873,0.016166 Initialization: 6.610000 Memcpy Classifiers: 0.265000 Memcpy Instances: 8.276000 Kernel 1: 0.023000 Kernel 2: 76.178001 Copyback: 0.020000 Sum: 0.026000 It 22,Best ac:0.005354 0.846154 fi:0.428224. Ave ac:0.010808,0.011577 Initialization: 6.226000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.327000 Kernel 1: 0.024000 Kernel 2: 77.388000 Copyback: 0.017000 Sum: 0.025000 It 23,Best ac:0.008516 0.795455 fi:0.420581. Ave ac:0.010638,0.011062 Initialization: 6.653000 Memcpy Classifiers: 0.265000 Memcpy Instances: 8.261000 Kernel 1: 0.023000 Kernel 2: 77.963997 Copyback: 0.017000 Sum: 0.030000 It 24,Best ac:0.004136 0.809524 fi:0.368423. Ave ac:0.009704,0.008814 MDL Theory Length Weight: 4.7881596134 (10) Initialization: 6.122000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.269000 Kernel 1: 0.024000 Kernel 2: 77.430000 Copyback: 0.017000 Sum: 0.022000 It 25,Best ac:0.003650 0.789474 fi:0.443530. Ave ac:0.011058,0.010482 Initialization: 6.134000 Memcpy Classifiers: 0.263000 Memcpy Instances: 8.241000 Kernel 1: 0.024000 Kernel 2: 78.185997 Copyback: 0.016000 Sum: 0.023000 It 26,Best ac:0.004380 0.900000 fi:0.277141. Ave ac:0.010582,0.010994 Initialization: 6.189000 Memcpy Classifiers: 0.263000 Memcpy Instances: 8.236000 Kernel 1: 0.023000 Kernel 2: 76.374001 Copyback: 0.017000 Sum: 0.024000 It 27,Best ac:0.006571 0.870968 fi:0.312518. Ave ac:0.012683,0.012103 Initialization: 6.148000 Memcpy Classifiers: 0.268000 Memcpy Instances: 8.318000 Kernel 1: 0.023000 Kernel 2: 77.067001 Copyback: 0.017000 Sum: 0.025000 It 28,Best ac:0.004623 0.826087 fi:0.390974. Ave ac:0.009341,0.008917 Initialization: 6.632000 Memcpy Classifiers: 0.285000 Memcpy Instances: 8.274000 Kernel 1: 0.024000 Kernel 2: 78.323997 Copyback: 0.017000 Sum: 0.024000 It 29,Best ac:0.003893 0.842105 fi:0.354906. Ave ac:0.008183,0.007741 Initialization: 6.158000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.306000 Kernel 1: 0.023000 Kernel 2: 79.521004 Copyback: 0.017000 Sum: 0.027000 It 30,Best ac:0.003651 0.882353 fi:0.379217. Ave ac:0.010913,0.009119 Initialization: 6.197000 Memcpy Classifiers: 0.247000 Memcpy Instances: 8.252000 Kernel 1: 0.024000 Kernel 2: 79.842003 Copyback: 0.017000 Sum: 0.029000 It 31,Best ac:0.005353 0.880000 fi:0.304684. Ave ac:0.010215,0.008656 Initialization: 6.668000 Memcpy Classifiers: 0.246000 Memcpy Instances: 8.244000 Kernel 1: 0.024000 Kernel 2: 77.835999 Copyback: 0.017000 Sum: 0.023000 It 32,Best ac:0.006083 0.806452 fi:0.378697. Ave ac:0.008494,0.008800 Initialization: 6.134000 Memcpy Classifiers: 0.282000 Memcpy Instances: 8.253000 Kernel 1: 0.024000 Kernel 2: 77.759003 Copyback: 0.017000 Sum: 0.025000 It 33,Best ac:0.003893 0.842105 fi:0.357798. Ave ac:0.009314,0.009364 Initialization: 26.844000 Memcpy Instances: 406.497009 Memcpy Classifiers: 0.064000 Kernel 1: 0.026000 Kernel 2: 432.186005 Copyback: 0.020000 Sum: 0.013000 Memcpy Classifiers: 0.058000 Kernel 1: 0.019000 Kernel 2: 438.019012 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 462.277008 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 464.500000 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 461.278015 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.014000 Kernel 2: 445.027008 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 450.006012 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.061000 Kernel 1: 0.014000 Kernel 2: 442.848999 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 446.776001 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 449.343994 Copyback: 0.370000 Sum: 0.002000 Memcpy Classifiers: 0.058000 Kernel 1: 0.012000 Kernel 2: 361.644012 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.004579 0.691403 fi:0.513856. Ave ac:0.009017,0.028237 Best acc 0.004579 0.691403 Rule:Att PSSM_-3_7 is [<1.314871]|Att PSSM_-3_12 is [-6.593592,-0.971160]|Att PSSM_-2_7 is [<2.588014]|Att PSSM_-1_5 is [-1.345885,11.128761]|Att PSSM_-1_12 is [<-1.643149]|Att PSSM_0_12 is [-6.762617,-2.552119]|Att PSSM_2_12 is [-4.904232,-2.368580]|1 Accuracy : 0.768742 0 1 156970 7110 47152 23406 Removed 1361 instances. 204122 Instances left. Acc of rule 0.004579-0.691403 Initialization: 6.168000 Memcpy Classifiers: 0.559000 Memcpy Instances: 8.221000 Kernel 1: 0.025000 Kernel 2: 101.241997 Copyback: 0.018000 Sum: 0.046000 Initial population average accuracy1:0.005460 accuracy2:0.218348 Initialization: 6.176000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.657000 Kernel 1: 0.023000 Kernel 2: 106.916000 Copyback: 0.018000 Sum: 0.037000 It 0,Best ac:0.003919 0.571429 fi:0.528537. Ave ac:0.011123,0.016511 Initialization: 6.177000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.675000 Kernel 1: 0.024000 Kernel 2: 108.886002 Copyback: 0.017000 Sum: 0.035000 It 1,Best ac:0.003920 0.571429 fi:0.528537. Ave ac:0.015361,0.017835 Initialization: 6.223000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.400000 Kernel 1: 0.023000 Kernel 2: 103.806000 Copyback: 0.017000 Sum: 0.032000 It 2,Best ac:0.005388 0.611111 fi:0.488207. Ave ac:0.014008,0.016315 Initialization: 6.152000 Memcpy Classifiers: 0.451000 Memcpy Instances: 9.522000 Kernel 1: 0.023000 Kernel 2: 101.876999 Copyback: 0.018000 Sum: 0.032000 It 3,Best ac:0.005388 0.687500 fi:0.411818. Ave ac:0.013734,0.013812 Initialization: 6.139000 Memcpy Classifiers: 0.453000 Memcpy Instances: 8.180000 Kernel 1: 0.024000 Kernel 2: 99.648003 Copyback: 0.017000 Sum: 0.032000 It 4,Best ac:0.004165 0.739130 fi:0.360727. Ave ac:0.013047,0.015142 Initialization: 6.074000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.295000 Kernel 1: 0.023000 Kernel 2: 98.436996 Copyback: 0.017000 Sum: 0.030000 It 5,Best ac:0.004410 0.750000 fi:0.349750. Ave ac:0.009815,0.009532 Initialization: 6.090000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.692000 Kernel 1: 0.022000 Kernel 2: 97.487000 Copyback: 0.017000 Sum: 0.036000 It 6,Best ac:0.003429 0.823529 fi:0.372876. Ave ac:0.009911,0.008340 Initialization: 6.105000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.177000 Kernel 1: 0.024000 Kernel 2: 100.345001 Copyback: 0.017000 Sum: 0.035000 It 7,Best ac:0.003430 0.823529 fi:0.372876. Ave ac:0.007698,0.006661 Initialization: 6.113000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.179000 Kernel 1: 0.024000 Kernel 2: 101.238998 Copyback: 0.017000 Sum: 0.033000 It 8,Best ac:0.004164 0.772727 fi:0.327130. Ave ac:0.009495,0.007388 Initialization: 6.280000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.179000 Kernel 1: 0.023000 Kernel 2: 97.959000 Copyback: 0.017000 Sum: 0.037000 It 9,Best ac:0.005390 0.785714 fi:0.313604. Ave ac:0.009146,0.007309 Iteration 10:MDL fitness activated Error 0.313604 TL 0.031851 MDL Theory Length Weight: 3.2820009161 (1) Initialization: 6.167000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.295000 Kernel 1: 0.024000 Kernel 2: 95.747002 Copyback: 0.017000 Sum: 0.039000 It 10,Best ac:0.007348 0.810811 fi:0.394576. Ave ac:0.008004,0.006952 Initialization: 6.158000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.177000 Kernel 1: 0.024000 Kernel 2: 96.102997 Copyback: 0.017000 Sum: 0.035000 It 11,Best ac:0.004410 0.750000 fi:0.443010. Ave ac:0.009129,0.007248 Initialization: 6.129000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.283000 Kernel 1: 0.023000 Kernel 2: 95.503998 Copyback: 0.017000 Sum: 0.031000 It 12,Best ac:0.005145 0.777778 fi:0.457225. Ave ac:0.008078,0.006580 Initialization: 6.075000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.725000 Kernel 1: 0.024000 Kernel 2: 95.579002 Copyback: 0.017000 Sum: 0.032000 It 13,Best ac:0.004163 0.850000 fi:0.362527. Ave ac:0.009139,0.006704 Initialization: 6.196000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.173000 Kernel 1: 0.024000 Kernel 2: 94.563004 Copyback: 0.018000 Sum: 0.036000 It 14,Best ac:0.008084 0.767442 fi:0.443839. Ave ac:0.007686,0.005922 Initialization: 6.117000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.283000 Kernel 1: 0.023000 Kernel 2: 93.888000 Copyback: 0.017000 Sum: 0.035000 It 15,Best ac:0.006369 0.812500 fi:0.375150. Ave ac:0.006950,0.005504 Initialization: 6.125000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.189000 Kernel 1: 0.025000 Kernel 2: 97.357002 Copyback: 0.017000 Sum: 0.035000 It 16,Best ac:0.004898 0.952381 fi:0.258177. Ave ac:0.009431,0.007408 Initialization: 6.130000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.185000 Kernel 1: 0.024000 Kernel 2: 93.564003 Copyback: 0.018000 Sum: 0.031000 It 17,Best ac:0.007348 0.789474 fi:0.401804. Ave ac:0.007228,0.005225 Initialization: 6.100000 Memcpy Classifiers: 0.369000 Memcpy Instances: 8.186000 Kernel 1: 0.023000 Kernel 2: 93.662003 Copyback: 0.017000 Sum: 0.030000 It 18,Best ac:0.004653 0.863636 fi:0.332136. Ave ac:0.007420,0.004785 Initialization: 6.141000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.187000 Kernel 1: 0.024000 Kernel 2: 92.310997 Copyback: 0.018000 Sum: 0.029000 It 19,Best ac:0.004653 0.826087 fi:0.378090. Ave ac:0.006046,0.004300 Initialization: 6.120000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.238000 Kernel 1: 0.024000 Kernel 2: 93.780998 Copyback: 0.018000 Sum: 0.032000 It 20,Best ac:0.005143 0.840000 fi:0.351399. Ave ac:0.008371,0.005899 Initialization: 6.109000 Memcpy Classifiers: 0.339000 Memcpy Instances: 8.188000 Kernel 1: 0.053000 Kernel 2: 88.446999 Copyback: 0.017000 Sum: 0.031000 It 21,Best ac:0.004410 0.818182 fi:0.388163. Ave ac:0.005935,0.005401 Initialization: 6.087000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.268000 Kernel 1: 0.023000 Kernel 2: 90.332001 Copyback: 0.018000 Sum: 0.033000 It 22,Best ac:0.003675 0.882353 fi:0.371029. Ave ac:0.007889,0.005567 Initialization: 6.190000 Memcpy Classifiers: 0.351000 Memcpy Instances: 9.292000 Kernel 1: 0.022000 Kernel 2: 89.207001 Copyback: 0.017000 Sum: 0.033000 It 23,Best ac:0.005145 0.777778 fi:0.435562. Ave ac:0.006472,0.004946 Initialization: 6.166000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.262000 Kernel 1: 0.023000 Kernel 2: 89.009003 Copyback: 0.017000 Sum: 0.028000 It 24,Best ac:0.005634 0.821429 fi:0.390522. Ave ac:0.007231,0.005953 Initialization: 6.117000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.386000 Kernel 1: 0.023000 Kernel 2: 88.049004 Copyback: 0.018000 Sum: 0.032000 It 25,Best ac:0.003920 0.800000 fi:0.391494. Ave ac:0.007903,0.006706 MDL Theory Length Weight: 2.9538008245 (10) Initialization: 6.615000 Memcpy Classifiers: 0.353000 Memcpy Instances: 9.124000 Kernel 1: 0.022000 Kernel 2: 87.429001 Copyback: 0.017000 Sum: 0.035000 It 26,Best ac:0.004898 0.952381 fi:0.243089. Ave ac:0.007904,0.006233 Initialization: 6.147000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.235000 Kernel 1: 0.024000 Kernel 2: 86.181999 Copyback: 0.017000 Sum: 0.036000 It 27,Best ac:0.005634 0.793103 fi:0.395967. Ave ac:0.006044,0.004662 Initialization: 6.124000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.217000 Kernel 1: 0.023000 Kernel 2: 85.736000 Copyback: 0.017000 Sum: 0.032000 It 28,Best ac:0.005634 0.884615 fi:0.300962. Ave ac:0.008147,0.006067 Initialization: 6.572000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.427000 Kernel 1: 0.024000 Kernel 2: 85.334999 Copyback: 0.019000 Sum: 0.037000 It 29,Best ac:0.005633 0.793103 fi:0.390964. Ave ac:0.006699,0.005206 Initialization: 6.003000 Memcpy Classifiers: 0.518000 Memcpy Instances: 8.668000 Kernel 1: 0.022000 Kernel 2: 85.318001 Copyback: 0.017000 Sum: 0.032000 It 30,Best ac:0.003674 0.882353 fi:0.351933. Ave ac:0.006604,0.004565 Initialization: 6.363000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.413000 Kernel 1: 0.021000 Kernel 2: 85.889000 Copyback: 0.017000 Sum: 0.035000 It 31,Best ac:0.004655 0.863636 fi:0.324356. Ave ac:0.007488,0.005183 Initialization: 6.366000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.730000 Kernel 1: 0.023000 Kernel 2: 84.758003 Copyback: 0.017000 Sum: 0.034000 It 32,Best ac:0.003674 0.937500 fi:0.281874. Ave ac:0.006164,0.004269 Initialization: 6.317000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.281000 Kernel 1: 0.022000 Kernel 2: 85.403000 Copyback: 0.017000 Sum: 0.032000 It 33,Best ac:0.004164 0.850000 fi:0.337657. Ave ac:0.007613,0.005265 Initialization: 26.930000 Memcpy Instances: 406.216003 Memcpy Classifiers: 0.070000 Kernel 1: 0.025000 Kernel 2: 486.257996 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.063000 Kernel 1: 0.014000 Kernel 2: 494.153015 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.014000 Kernel 2: 505.178986 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.069000 Kernel 1: 0.014000 Kernel 2: 471.345001 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.014000 Kernel 2: 501.404999 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 497.127014 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 487.621002 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.012000 Kernel 2: 485.502991 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 499.976990 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 483.647003 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 226.033997 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.004752 0.669890 fi:0.519569. Ave ac:0.007185,0.021631 Best acc 0.004752 0.669890 Initialization: 6.159000 Memcpy Classifiers: 0.540000 Memcpy Instances: 8.354000 Kernel 1: 0.024000 Kernel 2: 102.143997 Copyback: 0.017000 Sum: 0.046000 Initial population average accuracy1:0.005281 accuracy2:0.224631 Initialization: 6.133000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.177000 Kernel 1: 0.024000 Kernel 2: 106.525002 Copyback: 0.017000 Sum: 0.053000 It 0,Best ac:0.006123 0.543478 fi:0.555517. Ave ac:0.011082,0.016133 Initialization: 6.131000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.176000 Kernel 1: 0.024000 Kernel 2: 108.992996 Copyback: 0.017000 Sum: 0.031000 It 1,Best ac:0.005634 0.560976 fi:0.538235. Ave ac:0.014394,0.018620 Initialization: 6.038000 Memcpy Classifiers: 0.467000 Memcpy Instances: 8.684000 Kernel 1: 0.023000 Kernel 2: 105.664001 Copyback: 0.365000 Sum: 0.033000 It 2,Best ac:0.006124 0.543478 fi:0.555517. Ave ac:0.012370,0.015287 Initialization: 6.145000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.262000 Kernel 1: 0.023000 Kernel 2: 104.425003 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.006124 0.595238 fi:0.503757. Ave ac:0.011795,0.015133 Initialization: 6.173000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.668000 Kernel 1: 0.023000 Kernel 2: 101.407997 Copyback: 0.024000 Sum: 0.038000 It 4,Best ac:0.004900 0.625000 fi:0.474534. Ave ac:0.012573,0.016281 Initialization: 6.306000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.285000 Kernel 1: 0.024000 Kernel 2: 98.383003 Copyback: 0.018000 Sum: 0.036000 It 5,Best ac:0.003920 0.727273 fi:0.372693. Ave ac:0.011606,0.016315 Initialization: 6.139000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.177000 Kernel 1: 0.025000 Kernel 2: 100.588997 Copyback: 0.017000 Sum: 0.029000 It 6,Best ac:0.008327 0.708333 fi:0.389691. Ave ac:0.010465,0.012233 Initialization: 6.159000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.216000 Kernel 1: 0.024000 Kernel 2: 96.209999 Copyback: 0.017000 Sum: 0.036000 It 7,Best ac:0.004409 0.750000 fi:0.349750. Ave ac:0.008878,0.009401 Initialization: 6.096000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.656000 Kernel 1: 0.023000 Kernel 2: 94.074997 Copyback: 0.017000 Sum: 0.032000 It 8,Best ac:0.006369 0.742857 fi:0.356030. Ave ac:0.010129,0.011500 Initialization: 6.079000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.652000 Kernel 1: 0.023000 Kernel 2: 96.896004 Copyback: 0.017000 Sum: 0.030000 It 9,Best ac:0.005879 0.727273 fi:0.371830. Ave ac:0.009224,0.010025 Iteration 10:MDL fitness activated Error 0.371830 TL 0.021675 MDL Theory Length Weight: 5.7181677571 (3) Initialization: 6.080000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.214000 Kernel 1: 0.024000 Kernel 2: 97.851997 Copyback: 0.017000 Sum: 0.030000 It 10,Best ac:0.006368 0.812500 fi:0.419940. Ave ac:0.008249,0.007631 Initialization: 6.100000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.680000 Kernel 1: 0.022000 Kernel 2: 91.697998 Copyback: 0.017000 Sum: 0.031000 It 11,Best ac:0.003429 0.875000 fi:0.450221. Ave ac:0.008057,0.007749 Initialization: 6.220000 Memcpy Classifiers: 0.364000 Memcpy Instances: 8.182000 Kernel 1: 0.023000 Kernel 2: 86.852997 Copyback: 0.017000 Sum: 0.033000 It 12,Best ac:0.007104 0.725000 fi:0.486636. Ave ac:0.008591,0.009121 Initialization: 6.146000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.178000 Kernel 1: 0.024000 Kernel 2: 86.446999 Copyback: 0.017000 Sum: 0.034000 It 13,Best ac:0.004900 0.740741 fi:0.510997. Ave ac:0.009634,0.011319 Initialization: 7.208000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.192000 Kernel 1: 0.024000 Kernel 2: 83.382004 Copyback: 0.017000 Sum: 0.033000 It 14,Best ac:0.009309 0.775510 fi:0.431658. Ave ac:0.011477,0.012138 Initialization: 6.567000 Memcpy Classifiers: 0.304000 Memcpy Instances: 8.186000 Kernel 1: 0.024000 Kernel 2: 83.033997 Copyback: 0.016000 Sum: 0.031000 It 15,Best ac:0.004898 0.769231 fi:0.453192. Ave ac:0.008843,0.011128 Initialization: 6.116000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.372000 Kernel 1: 0.023000 Kernel 2: 84.181000 Copyback: 0.017000 Sum: 0.032000 It 16,Best ac:0.003919 0.888889 fi:0.348741. Ave ac:0.009450,0.010452 Initialization: 6.637000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.201000 Kernel 1: 0.024000 Kernel 2: 84.005997 Copyback: 0.017000 Sum: 0.039000 It 17,Best ac:0.006123 0.862069 fi:0.347006. Ave ac:0.009065,0.008579 Initialization: 6.173000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.729000 Kernel 1: 0.023000 Kernel 2: 83.026001 Copyback: 0.017000 Sum: 0.033000 It 18,Best ac:0.004655 0.863636 fi:0.337770. Ave ac:0.007470,0.007859 Initialization: 7.084000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.191000 Kernel 1: 0.024000 Kernel 2: 81.524002 Copyback: 0.018000 Sum: 0.036000 It 19,Best ac:0.004409 0.750000 fi:0.484005. Ave ac:0.007028,0.006664 Initialization: 6.073000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.217000 Kernel 1: 0.023000 Kernel 2: 80.606003 Copyback: 0.017000 Sum: 0.041000 It 20,Best ac:0.007349 0.810811 fi:0.421101. Ave ac:0.010681,0.011279 Initialization: 6.114000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.750000 Kernel 1: 0.023000 Kernel 2: 79.203003 Copyback: 0.017000 Sum: 0.034000 It 21,Best ac:0.004898 0.952381 fi:0.293651. Ave ac:0.009094,0.007242 Initialization: 6.057000 Memcpy Classifiers: 0.301000 Memcpy Instances: 8.186000 Kernel 1: 0.024000 Kernel 2: 80.228996 Copyback: 0.016000 Sum: 0.031000 It 22,Best ac:0.004410 0.750000 fi:0.473992. Ave ac:0.006490,0.006267 Initialization: 6.199000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.641000 Kernel 1: 0.023000 Kernel 2: 80.992996 Copyback: 0.017000 Sum: 0.033000 It 23,Best ac:0.005145 0.777778 fi:0.434262. Ave ac:0.008736,0.006371 Initialization: 6.105000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.194000 Kernel 1: 0.024000 Kernel 2: 79.497002 Copyback: 0.017000 Sum: 0.030000 It 24,Best ac:0.005388 0.846154 fi:0.353580. Ave ac:0.006826,0.006919 Initialization: 6.084000 Memcpy Classifiers: 0.263000 Memcpy Instances: 8.252000 Kernel 1: 0.024000 Kernel 2: 78.695999 Copyback: 0.017000 Sum: 0.031000 It 25,Best ac:0.004655 0.791667 fi:0.430864. Ave ac:0.008231,0.006619 Initialization: 6.091000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.773000 Kernel 1: 0.023000 Kernel 2: 78.523003 Copyback: 0.019000 Sum: 0.034000 It 26,Best ac:0.004653 0.826087 fi:0.420053. Ave ac:0.007611,0.009704 Initialization: 6.112000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.193000 Kernel 1: 0.023000 Kernel 2: 78.884003 Copyback: 0.017000 Sum: 0.032000 It 27,Best ac:0.004164 0.894737 fi:0.327270. Ave ac:0.009746,0.008903 Initialization: 6.155000 Memcpy Classifiers: 0.245000 Memcpy Instances: 8.196000 Kernel 1: 0.025000 Kernel 2: 80.766998 Copyback: 0.017000 Sum: 0.030000 It 28,Best ac:0.004410 0.750000 fi:0.476494. Ave ac:0.007666,0.007637 Initialization: 6.130000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.175000 Kernel 1: 0.024000 Kernel 2: 78.500000 Copyback: 0.017000 Sum: 0.029000 It 29,Best ac:0.004165 0.894737 fi:0.325041. Ave ac:0.010834,0.010462 Initialization: 6.153000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.485000 Kernel 1: 0.023000 Kernel 2: 80.637001 Copyback: 0.018000 Sum: 0.037000 It 30,Best ac:0.004410 0.900000 fi:0.326375. Ave ac:0.009798,0.009938 MDL Theory Length Weight: 5.1463509814 (10) Initialization: 6.196000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.183000 Kernel 1: 0.023000 Kernel 2: 80.153000 Copyback: 0.017000 Sum: 0.029000 It 31,Best ac:0.005388 0.880000 fi:0.306978. Ave ac:0.007975,0.008880 Initialization: 6.430000 Memcpy Classifiers: 0.311000 Memcpy Instances: 9.208000 Kernel 1: 0.022000 Kernel 2: 82.219002 Copyback: 0.017000 Sum: 0.032000 It 32,Best ac:0.006369 0.742857 fi:0.452872. Ave ac:0.007167,0.006777 Initialization: 6.286000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.196000 Kernel 1: 0.022000 Kernel 2: 79.862999 Copyback: 0.017000 Sum: 0.033000 It 33,Best ac:0.003919 0.842105 fi:0.345436. Ave ac:0.008459,0.007689 Initialization: 26.856001 Memcpy Instances: 428.523987 Memcpy Classifiers: 0.064000 Kernel 1: 0.023000 Kernel 2: 471.446991 Copyback: 0.015000 Sum: 0.012000 Memcpy Classifiers: 0.058000 Kernel 1: 0.015000 Kernel 2: 477.281006 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 478.411987 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.014000 Kernel 2: 475.869995 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 467.535004 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 463.119995 Copyback: 0.370000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 478.315002 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 469.458008 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 462.466003 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.012000 Kernel 2: 482.054993 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.013000 Kernel 2: 217.735001 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.004277 0.696728 fi:0.490740. Ave ac:0.007029,0.021684 Best acc 0.004277 0.696728 Rule:Att PSSM_-1_5 is [>-4.353682]|Att PSSM_-1_7 is [<-0.081570]|Att PSSM_0_7 is [<-3.549696]|Att PSSM_1_11 is [>-2.702541]|Att PSSM_1_12 is [<-1.524739]|Att PSSM_2_2 is [<-2.140576]|1 Accuracy : 0.770843 0 1 156590 7490 46279 24279 Removed 1253 instances. 202869 Instances left. Acc of rule 0.004277-0.696728 Initialization: 6.284000 Memcpy Classifiers: 0.540000 Memcpy Instances: 9.181000 Kernel 1: 0.024000 Kernel 2: 101.457001 Copyback: 0.017000 Sum: 0.044000 Initial population average accuracy1:0.006122 accuracy2:0.226019 Initialization: 6.142000 Memcpy Classifiers: 0.559000 Memcpy Instances: 9.512000 Kernel 1: 0.022000 Kernel 2: 105.899002 Copyback: 0.017000 Sum: 0.038000 It 0,Best ac:0.003697 0.555556 fi:0.566696. Ave ac:0.010406,0.015421 Initialization: 6.085000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.137000 Kernel 1: 0.025000 Kernel 2: 108.719002 Copyback: 0.017000 Sum: 0.033000 It 1,Best ac:0.005421 0.523810 fi:0.575465. Ave ac:0.012006,0.013573 Initialization: 6.265000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.184000 Kernel 1: 0.023000 Kernel 2: 105.849998 Copyback: 0.018000 Sum: 0.030000 It 2,Best ac:0.004682 0.542857 fi:0.556747. Ave ac:0.011931,0.011992 Initialization: 6.035000 Memcpy Classifiers: 0.437000 Memcpy Instances: 8.196000 Kernel 1: 0.024000 Kernel 2: 105.917000 Copyback: 0.017000 Sum: 0.035000 It 3,Best ac:0.004682 0.575758 fi:0.523847. Ave ac:0.012188,0.013060 Initialization: 6.110000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.121000 Kernel 1: 0.024000 Kernel 2: 102.684998 Copyback: 0.017000 Sum: 0.034000 It 4,Best ac:0.008379 0.566667 fi:0.531290. Ave ac:0.012544,0.013345 Initialization: 6.107000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.124000 Kernel 1: 0.024000 Kernel 2: 103.485001 Copyback: 0.017000 Sum: 0.031000 It 5,Best ac:0.003943 0.800000 fi:0.299934. Ave ac:0.012897,0.015232 Initialization: 6.072000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.123000 Kernel 1: 0.024000 Kernel 2: 102.591003 Copyback: 0.017000 Sum: 0.033000 It 6,Best ac:0.003697 0.714286 fi:0.407966. Ave ac:0.011075,0.011335 Initialization: 6.105000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.200000 Kernel 1: 0.025000 Kernel 2: 99.033997 Copyback: 0.017000 Sum: 0.034000 It 7,Best ac:0.006900 0.636364 fi:0.462252. Ave ac:0.012485,0.012521 Initialization: 6.270000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.149000 Kernel 1: 0.023000 Kernel 2: 99.333000 Copyback: 0.017000 Sum: 0.036000 It 8,Best ac:0.004437 0.900000 fi:0.199712. Ave ac:0.012140,0.013037 Initialization: 6.076000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.128000 Kernel 1: 0.024000 Kernel 2: 92.689003 Copyback: 0.017000 Sum: 0.035000 It 9,Best ac:0.004437 0.666667 fi:0.433045. Ave ac:0.009763,0.010086 Iteration 10:MDL fitness activated Error 0.433045 TL 0.048056 MDL Theory Length Weight: 3.0037287162 (2) Initialization: 6.548000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.257000 Kernel 1: 0.023000 Kernel 2: 90.001999 Copyback: 0.019000 Sum: 0.031000 It 10,Best ac:0.004929 0.800000 fi:0.409750. Ave ac:0.008390,0.009455 Initialization: 6.118000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.195000 Kernel 1: 0.023000 Kernel 2: 87.917999 Copyback: 0.017000 Sum: 0.031000 It 11,Best ac:0.006900 0.717949 fi:0.489234. Ave ac:0.009276,0.008624 Initialization: 6.120000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.119000 Kernel 1: 0.024000 Kernel 2: 86.235001 Copyback: 0.017000 Sum: 0.035000 It 12,Best ac:0.004683 0.863636 fi:0.351626. Ave ac:0.009918,0.007867 Initialization: 6.129000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.605000 Kernel 1: 0.023000 Kernel 2: 85.806000 Copyback: 0.016000 Sum: 0.030000 It 13,Best ac:0.004929 0.714286 fi:0.472706. Ave ac:0.008122,0.007323 Initialization: 6.054000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.189000 Kernel 1: 0.023000 Kernel 2: 87.864998 Copyback: 0.017000 Sum: 0.031000 It 14,Best ac:0.007148 0.805556 fi:0.377382. Ave ac:0.009315,0.008117 Initialization: 6.062000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.230000 Kernel 1: 0.024000 Kernel 2: 82.363998 Copyback: 0.017000 Sum: 0.031000 It 15,Best ac:0.005424 0.846154 fi:0.374673. Ave ac:0.008438,0.007348 Initialization: 6.090000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.132000 Kernel 1: 0.025000 Kernel 2: 83.973000 Copyback: 0.017000 Sum: 0.033000 It 16,Best ac:0.007148 0.743590 fi:0.458825. Ave ac:0.009775,0.008469 Initialization: 6.067000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.166000 Kernel 1: 0.024000 Kernel 2: 83.236000 Copyback: 0.018000 Sum: 0.030000 It 17,Best ac:0.004190 0.809524 fi:0.397439. Ave ac:0.007937,0.006504 Initialization: 6.066000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.146000 Kernel 1: 0.024000 Kernel 2: 82.981003 Copyback: 0.017000 Sum: 0.030000 It 18,Best ac:0.003697 0.833333 fi:0.388690. Ave ac:0.008642,0.007010 Initialization: 6.121000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.620000 Kernel 1: 0.023000 Kernel 2: 80.995003 Copyback: 0.017000 Sum: 0.030000 It 19,Best ac:0.006654 0.843750 fi:0.365982. Ave ac:0.007399,0.005515 Initialization: 6.593000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.126000 Kernel 1: 0.024000 Kernel 2: 82.055000 Copyback: 0.017000 Sum: 0.033000 It 20,Best ac:0.004684 0.904762 fi:0.302784. Ave ac:0.006689,0.004799 Initialization: 6.109000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.166000 Kernel 1: 0.023000 Kernel 2: 81.487000 Copyback: 0.017000 Sum: 0.029000 It 21,Best ac:0.004682 0.826087 fi:0.383750. Ave ac:0.007112,0.006807 Initialization: 6.498000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.178000 Kernel 1: 0.023000 Kernel 2: 84.573997 Copyback: 0.017000 Sum: 0.032000 It 22,Best ac:0.004436 0.947368 fi:0.240616. Ave ac:0.006956,0.004702 Initialization: 6.075000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.233000 Kernel 1: 0.023000 Kernel 2: 85.136002 Copyback: 0.017000 Sum: 0.034000 It 23,Best ac:0.003697 0.882353 fi:0.337970. Ave ac:0.004906,0.003419 Initialization: 6.091000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.133000 Kernel 1: 0.023000 Kernel 2: 82.001999 Copyback: 0.017000 Sum: 0.036000 It 24,Best ac:0.004189 0.894737 fi:0.327244. Ave ac:0.005443,0.004239 Initialization: 6.118000 Memcpy Classifiers: 0.866000 Memcpy Instances: 8.140000 Kernel 1: 0.024000 Kernel 2: 82.589996 Copyback: 0.371000 Sum: 0.032000 It 25,Best ac:0.004684 0.826087 fi:0.383750. Ave ac:0.005454,0.004069 Initialization: 6.039000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.186000 Kernel 1: 0.024000 Kernel 2: 82.917999 Copyback: 0.017000 Sum: 0.034000 It 26,Best ac:0.005175 0.777778 fi:0.430540. Ave ac:0.006346,0.004762 Initialization: 6.031000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.179000 Kernel 1: 0.024000 Kernel 2: 82.392998 Copyback: 0.018000 Sum: 0.030000 It 27,Best ac:0.005421 0.956522 fi:0.258414. Ave ac:0.006238,0.005360 Initialization: 6.195000 Memcpy Classifiers: 0.364000 Memcpy Instances: 8.143000 Kernel 1: 0.023000 Kernel 2: 81.273003 Copyback: 0.017000 Sum: 0.029000 It 28,Best ac:0.004682 0.863636 fi:0.342505. Ave ac:0.005478,0.003642 Initialization: 6.057000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.176000 Kernel 1: 0.024000 Kernel 2: 82.414001 Copyback: 0.017000 Sum: 0.037000 It 29,Best ac:0.003944 0.888889 fi:0.299313. Ave ac:0.006268,0.004986 Initialization: 6.130000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.205000 Kernel 1: 0.023000 Kernel 2: 84.443001 Copyback: 0.016000 Sum: 0.033000 It 30,Best ac:0.003943 0.842105 fi:0.370425. Ave ac:0.007510,0.005527 Initialization: 6.039000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.163000 Kernel 1: 0.025000 Kernel 2: 81.816002 Copyback: 0.017000 Sum: 0.033000 It 31,Best ac:0.005178 0.875000 fi:0.323934. Ave ac:0.005970,0.004324 MDL Theory Length Weight: 2.7033558446 (10) Initialization: 6.057000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.198000 Kernel 1: 0.024000 Kernel 2: 83.833000 Copyback: 0.017000 Sum: 0.035000 It 32,Best ac:0.004930 0.833333 fi:0.349609. Ave ac:0.005342,0.004373 Initialization: 6.049000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.147000 Kernel 1: 0.024000 Kernel 2: 85.892998 Copyback: 0.018000 Sum: 0.035000 It 33,Best ac:0.004683 0.791667 fi:0.401388. Ave ac:0.007215,0.005280 Initialization: 27.461000 Memcpy Instances: 400.217010 Memcpy Classifiers: 0.078000 Kernel 1: 0.025000 Kernel 2: 511.105988 Copyback: 0.015000 Sum: 0.017000 Memcpy Classifiers: 0.076000 Kernel 1: 0.014000 Kernel 2: 506.393005 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.075000 Kernel 1: 0.014000 Kernel 2: 510.877991 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.076000 Kernel 1: 0.013000 Kernel 2: 504.972992 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.076000 Kernel 1: 0.014000 Kernel 2: 503.928009 Copyback: 0.018000 Sum: 0.004000 Memcpy Classifiers: 0.077000 Kernel 1: 0.017000 Kernel 2: 506.604004 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.075000 Kernel 1: 0.013000 Kernel 2: 509.510010 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.076000 Kernel 1: 0.016000 Kernel 2: 513.099976 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.076000 Kernel 1: 0.014000 Kernel 2: 510.835999 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.076000 Kernel 1: 0.014000 Kernel 2: 504.822998 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.057000 Kernel 1: 0.013000 Kernel 2: 227.841003 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.003973 0.690660 fi:0.498856. Ave ac:0.007248,0.022163 Best acc 0.003973 0.690660 Initialization: 6.309000 Memcpy Classifiers: 0.594000 Memcpy Instances: 8.124000 Kernel 1: 0.027000 Kernel 2: 100.064003 Copyback: 0.017000 Sum: 0.047000 Initial population average accuracy1:0.006182 accuracy2:0.212761 Initialization: 6.081000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.228000 Kernel 1: 0.023000 Kernel 2: 109.439003 Copyback: 0.017000 Sum: 0.045000 It 0,Best ac:0.009611 0.565217 fi:0.532191. Ave ac:0.011723,0.015729 Initialization: 6.069000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.330000 Kernel 1: 0.024000 Kernel 2: 109.160004 Copyback: 0.017000 Sum: 0.034000 It 1,Best ac:0.005176 0.552632 fi:0.546751. Ave ac:0.013219,0.017099 Initialization: 6.013000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.142000 Kernel 1: 0.024000 Kernel 2: 106.061996 Copyback: 0.017000 Sum: 0.033000 It 2,Best ac:0.004189 0.586207 fi:0.513617. Ave ac:0.011834,0.012552 Initialization: 6.197000 Memcpy Classifiers: 0.486000 Memcpy Instances: 8.294000 Kernel 1: 0.024000 Kernel 2: 102.795998 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.006655 0.627907 fi:0.470816. Ave ac:0.010414,0.011919 Initialization: 6.725000 Memcpy Classifiers: 0.435000 Memcpy Instances: 9.098000 Kernel 1: 0.022000 Kernel 2: 100.397003 Copyback: 0.017000 Sum: 0.033000 It 4,Best ac:0.003696 0.789474 fi:0.333726. Ave ac:0.010472,0.010103 Initialization: 6.092000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.090000 Kernel 1: 0.022000 Kernel 2: 95.956001 Copyback: 0.017000 Sum: 0.036000 It 5,Best ac:0.004437 0.782609 fi:0.317103. Ave ac:0.010350,0.012645 Initialization: 6.018000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.262000 Kernel 1: 0.023000 Kernel 2: 91.873001 Copyback: 0.017000 Sum: 0.035000 It 6,Best ac:0.004437 0.692308 fi:0.407404. Ave ac:0.012034,0.012221 Initialization: 6.066000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.150000 Kernel 1: 0.024000 Kernel 2: 90.083000 Copyback: 0.017000 Sum: 0.031000 It 7,Best ac:0.004437 0.666667 fi:0.433045. Ave ac:0.010061,0.010380 Initialization: 6.666000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.507000 Kernel 1: 0.022000 Kernel 2: 85.785004 Copyback: 0.017000 Sum: 0.030000 It 8,Best ac:0.005668 0.718750 fi:0.380415. Ave ac:0.011271,0.011095 Initialization: 6.106000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.600000 Kernel 1: 0.023000 Kernel 2: 84.661003 Copyback: 0.017000 Sum: 0.030000 It 9,Best ac:0.004190 0.629630 fi:0.470194. Ave ac:0.009892,0.009781 Iteration 10:MDL fitness activated Error 0.470194 TL 0.026560 MDL Theory Length Weight: 5.9009365528 (5) Initialization: 6.118000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.143000 Kernel 1: 0.024000 Kernel 2: 85.160004 Copyback: 0.017000 Sum: 0.036000 It 10,Best ac:0.004682 0.791667 fi:0.449158. Ave ac:0.010784,0.014511 Initialization: 6.818000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.152000 Kernel 1: 0.023000 Kernel 2: 79.598000 Copyback: 0.017000 Sum: 0.036000 It 11,Best ac:0.005668 0.741935 fi:0.511523. Ave ac:0.012741,0.014447 Initialization: 6.045000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.256000 Kernel 1: 0.023000 Kernel 2: 78.435997 Copyback: 0.017000 Sum: 0.042000 It 12,Best ac:0.006409 0.866667 fi:0.369086. Ave ac:0.010266,0.011059 Initialization: 6.340000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.138000 Kernel 1: 0.024000 Kernel 2: 77.632004 Copyback: 0.017000 Sum: 0.036000 It 13,Best ac:0.003696 0.750000 fi:0.494795. Ave ac:0.009572,0.009506 Initialization: 6.106000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.158000 Kernel 1: 0.024000 Kernel 2: 76.492996 Copyback: 0.017000 Sum: 0.033000 It 14,Best ac:0.006655 0.729730 fi:0.459383. Ave ac:0.011793,0.013647 Initialization: 6.073000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.609000 Kernel 1: 0.023000 Kernel 2: 76.120003 Copyback: 0.017000 Sum: 0.030000 It 15,Best ac:0.003697 0.789474 fi:0.454858. Ave ac:0.010950,0.011552 Initialization: 6.600000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.216000 Kernel 1: 0.024000 Kernel 2: 75.155998 Copyback: 0.017000 Sum: 0.028000 It 16,Best ac:0.003451 0.736842 fi:0.531257. Ave ac:0.012533,0.014835 Initialization: 6.063000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.590000 Kernel 1: 0.023000 Kernel 2: 74.262001 Copyback: 0.017000 Sum: 0.028000 It 17,Best ac:0.004437 0.666667 fi:0.517256. Ave ac:0.017812,0.023054 Initialization: 6.064000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.609000 Kernel 1: 0.023000 Kernel 2: 73.150002 Copyback: 0.017000 Sum: 0.023000 It 18,Best ac:0.004931 0.909091 fi:0.333759. Ave ac:0.015284,0.019607 Initialization: 6.110000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.223000 Kernel 1: 0.024000 Kernel 2: 73.078003 Copyback: 0.016000 Sum: 0.023000 It 19,Best ac:0.005668 0.793103 fi:0.415661. Ave ac:0.015054,0.019361 Initialization: 6.209000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.133000 Kernel 1: 0.023000 Kernel 2: 73.709999 Copyback: 0.017000 Sum: 0.025000 It 20,Best ac:0.003944 0.800000 fi:0.397886. Ave ac:0.016447,0.025524 Initialization: 6.087000 Memcpy Classifiers: 0.227000 Memcpy Instances: 8.150000 Kernel 1: 0.024000 Kernel 2: 73.536003 Copyback: 0.017000 Sum: 0.023000 It 21,Best ac:0.004436 0.818182 fi:0.413451. Ave ac:0.014312,0.021081 Initialization: 6.097000 Memcpy Classifiers: 0.263000 Memcpy Instances: 8.185000 Kernel 1: 0.024000 Kernel 2: 72.500999 Copyback: 0.017000 Sum: 0.025000 It 22,Best ac:0.005178 0.777778 fi:0.392517. Ave ac:0.009943,0.011631 Initialization: 7.042000 Memcpy Classifiers: 0.246000 Memcpy Instances: 8.137000 Kernel 1: 0.022000 Kernel 2: 73.496002 Copyback: 0.017000 Sum: 0.024000 It 23,Best ac:0.004683 0.863636 fi:0.390261. Ave ac:0.008480,0.007643 Initialization: 6.140000 Memcpy Classifiers: 0.263000 Memcpy Instances: 8.652000 Kernel 1: 0.023000 Kernel 2: 71.663002 Copyback: 0.017000 Sum: 0.025000 It 24,Best ac:0.004190 0.708333 fi:0.467099. Ave ac:0.007783,0.009539 Initialization: 6.125000 Memcpy Classifiers: 0.227000 Memcpy Instances: 8.168000 Kernel 1: 0.023000 Kernel 2: 73.851997 Copyback: 0.023000 Sum: 0.027000 It 25,Best ac:0.004189 0.739130 fi:0.444238. Ave ac:0.009565,0.010065 Initialization: 6.074000 Memcpy Classifiers: 0.227000 Memcpy Instances: 8.797000 Kernel 1: 0.024000 Kernel 2: 73.085999 Copyback: 0.017000 Sum: 0.024000 It 26,Best ac:0.003697 0.789474 fi:0.438149. Ave ac:0.009234,0.010382 Initialization: 6.051000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.117000 Kernel 1: 0.024000 Kernel 2: 72.429001 Copyback: 0.017000 Sum: 0.024000 It 27,Best ac:0.004190 0.809524 fi:0.433655. Ave ac:0.010323,0.013117 MDL Theory Length Weight: 5.3108428975 (10) Initialization: 6.074000 Memcpy Classifiers: 0.263000 Memcpy Instances: 8.132000 Kernel 1: 0.025000 Kernel 2: 73.862000 Copyback: 0.017000 Sum: 0.026000 It 28,Best ac:0.005421 0.785714 fi:0.432287. Ave ac:0.009745,0.010279 Initialization: 6.130000 Memcpy Classifiers: 0.228000 Memcpy Instances: 8.605000 Kernel 1: 0.024000 Kernel 2: 74.024002 Copyback: 0.017000 Sum: 0.025000 It 29,Best ac:0.003944 0.842105 fi:0.406018. Ave ac:0.007603,0.009423 Initialization: 6.421000 Memcpy Classifiers: 0.304000 Memcpy Instances: 8.230000 Kernel 1: 0.023000 Kernel 2: 71.467003 Copyback: 0.017000 Sum: 0.025000 It 30,Best ac:0.007639 0.756098 fi:0.400135. Ave ac:0.013458,0.017490 Initialization: 6.129000 Memcpy Classifiers: 0.226000 Memcpy Instances: 8.138000 Kernel 1: 0.024000 Kernel 2: 72.005997 Copyback: 0.016000 Sum: 0.025000 It 31,Best ac:0.003943 0.727273 fi:0.432289. Ave ac:0.008868,0.009081 Initialization: 6.041000 Memcpy Classifiers: 0.227000 Memcpy Instances: 8.180000 Kernel 1: 0.023000 Kernel 2: 73.514999 Copyback: 0.017000 Sum: 0.024000 It 32,Best ac:0.004930 0.800000 fi:0.373084. Ave ac:0.009509,0.011209 Initialization: 6.123000 Memcpy Classifiers: 0.205000 Memcpy Instances: 8.177000 Kernel 1: 0.023000 Kernel 2: 74.467003 Copyback: 0.017000 Sum: 0.024000 It 33,Best ac:0.003943 0.842105 fi:0.352662. Ave ac:0.008300,0.009196 Initialization: 26.638000 Memcpy Instances: 402.306000 Memcpy Classifiers: 0.054000 Kernel 1: 0.025000 Kernel 2: 445.996002 Copyback: 0.017000 Sum: 0.013000 Memcpy Classifiers: 0.052000 Kernel 1: 0.015000 Kernel 2: 445.808014 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 451.528992 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.013000 Kernel 2: 449.415009 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 454.904999 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 446.438995 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.051000 Kernel 1: 0.013000 Kernel 2: 449.567993 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.050000 Kernel 1: 0.014000 Kernel 2: 447.558014 Copyback: 0.022000 Sum: 0.007000 Memcpy Classifiers: 0.053000 Kernel 1: 0.022000 Kernel 2: 448.368988 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.013000 Kernel 2: 446.058990 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 201.968002 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.005600 0.614054 fi:0.543086. Ave ac:0.008651,0.027939 Best acc 0.005600 0.614054 Rule:Att PSSM_-3_7 is [<-1.140040]|Att PSSM_-2_12 is [<-1.689536]|Att PSSM_-2_15 is [<6.158116]|Att PSSM_-1_12 is [-6.944560,-1.055440]|Att PSSM_0_7 is [-5.908049,-1.902737]|Att PSSM_0_12 is [-6.117091,-1.882909]|Att PSSM_1_7 is [-5.830118,-0.169882]|Att PSSM_3_7 is [<-2.170529]|Att PSSM_3_15 is [<3.986797]|Att PSSM_4_9 is [<6.349760]|Att PSSM_4_12 is [-6.162054,-0.196472]|1 Accuracy : 0.772739 0 1 156229 7851 45473 25085 Removed 1167 instances. 201702 Instances left. Acc of rule 0.003973-0.690660 Initialization: 6.119000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.151000 Kernel 1: 0.025000 Kernel 2: 100.291000 Copyback: 0.020000 Sum: 0.051000 Initial population average accuracy1:0.006142 accuracy2:0.208494 Initialization: 6.076000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.072000 Kernel 1: 0.025000 Kernel 2: 106.496002 Copyback: 0.018000 Sum: 0.030000 It 0,Best ac:0.004957 0.487805 fi:0.611651. Ave ac:0.012433,0.015262 Initialization: 6.080000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.064000 Kernel 1: 0.024000 Kernel 2: 109.606003 Copyback: 0.017000 Sum: 0.031000 It 1,Best ac:0.011406 0.621622 fi:0.474923. Ave ac:0.015280,0.017493 Initialization: 5.970000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.146000 Kernel 1: 0.023000 Kernel 2: 106.417999 Copyback: 0.017000 Sum: 0.031000 It 2,Best ac:0.005207 0.617647 fi:0.481694. Ave ac:0.014510,0.017889 Initialization: 6.044000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.165000 Kernel 1: 0.023000 Kernel 2: 103.361000 Copyback: 0.017000 Sum: 0.030000 It 3,Best ac:0.004462 0.666667 fi:0.433013. Ave ac:0.013852,0.014692 Initialization: 5.979000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.143000 Kernel 1: 0.024000 Kernel 2: 102.776001 Copyback: 0.017000 Sum: 0.028000 It 4,Best ac:0.007437 0.652174 fi:0.446164. Ave ac:0.012174,0.012571 Initialization: 6.114000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.564000 Kernel 1: 0.022000 Kernel 2: 99.988998 Copyback: 0.017000 Sum: 0.031000 It 5,Best ac:0.004461 0.666667 fi:0.433013. Ave ac:0.013925,0.014557 Initialization: 6.087000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.154000 Kernel 1: 0.023000 Kernel 2: 103.535004 Copyback: 0.016000 Sum: 0.031000 It 6,Best ac:0.004215 0.680000 fi:0.419789. Ave ac:0.013960,0.015371 Initialization: 6.058000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.078000 Kernel 1: 0.023000 Kernel 2: 104.974998 Copyback: 0.017000 Sum: 0.030000 It 7,Best ac:0.004710 0.703704 fi:0.395862. Ave ac:0.012597,0.014312 Initialization: 6.044000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.567000 Kernel 1: 0.023000 Kernel 2: 107.342003 Copyback: 0.017000 Sum: 0.029000 It 8,Best ac:0.006941 0.756757 fi:0.341802. Ave ac:0.011676,0.011713 Initialization: 5.998000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.130000 Kernel 1: 0.023000 Kernel 2: 109.264999 Copyback: 0.017000 Sum: 0.031000 It 9,Best ac:0.003471 0.823529 fi:0.343735. Ave ac:0.013362,0.014991 Iteration 10:MDL fitness activated Error 0.343735 TL 0.035533 MDL Theory Length Weight: 3.2245678578 (2) Initialization: 6.086000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.084000 Kernel 1: 0.024000 Kernel 2: 106.167000 Copyback: 0.018000 Sum: 0.033000 It 10,Best ac:0.003719 0.882353 fi:0.344800. Ave ac:0.011761,0.012024 Initialization: 6.213000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.085000 Kernel 1: 0.024000 Kernel 2: 106.085999 Copyback: 0.017000 Sum: 0.029000 It 11,Best ac:0.005948 0.750000 fi:0.447317. Ave ac:0.010925,0.012534 Initialization: 6.018000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.087000 Kernel 1: 0.023000 Kernel 2: 103.265999 Copyback: 0.017000 Sum: 0.031000 It 12,Best ac:0.005702 0.696970 fi:0.506926. Ave ac:0.011964,0.013918 Initialization: 6.271000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.098000 Kernel 1: 0.022000 Kernel 2: 102.856003 Copyback: 0.017000 Sum: 0.039000 It 13,Best ac:0.005454 0.758621 fi:0.448921. Ave ac:0.013908,0.014808 Initialization: 6.004000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.085000 Kernel 1: 0.024000 Kernel 2: 99.606003 Copyback: 0.018000 Sum: 0.032000 It 14,Best ac:0.006199 0.892857 fi:0.297399. Ave ac:0.013844,0.013508 Initialization: 6.038000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.579000 Kernel 1: 0.023000 Kernel 2: 98.440002 Copyback: 0.370000 Sum: 0.034000 It 15,Best ac:0.005951 0.705882 fi:0.487870. Ave ac:0.013813,0.015178 Initialization: 6.227000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.580000 Kernel 1: 0.022000 Kernel 2: 96.824997 Copyback: 0.017000 Sum: 0.033000 It 16,Best ac:0.004214 0.809524 fi:0.373955. Ave ac:0.014116,0.012387 Initialization: 6.077000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.092000 Kernel 1: 0.023000 Kernel 2: 97.857002 Copyback: 0.017000 Sum: 0.037000 It 17,Best ac:0.003718 0.789474 fi:0.374882. Ave ac:0.011735,0.012146 Initialization: 6.049000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.077000 Kernel 1: 0.023000 Kernel 2: 91.485001 Copyback: 0.017000 Sum: 0.033000 It 18,Best ac:0.003470 0.823529 fi:0.446608. Ave ac:0.011603,0.011333 Initialization: 6.025000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.071000 Kernel 1: 0.024000 Kernel 2: 93.745003 Copyback: 0.017000 Sum: 0.035000 It 19,Best ac:0.005207 0.750000 fi:0.426440. Ave ac:0.011160,0.011603 Initialization: 6.149000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.078000 Kernel 1: 0.023000 Kernel 2: 91.342003 Copyback: 0.017000 Sum: 0.036000 It 20,Best ac:0.007435 0.769231 fi:0.401879. Ave ac:0.011371,0.011919 Initialization: 6.046000 Memcpy Classifiers: 0.322000 Memcpy Instances: 9.018000 Kernel 1: 0.022000 Kernel 2: 93.478996 Copyback: 0.017000 Sum: 0.036000 It 21,Best ac:0.003966 0.800000 fi:0.360891. Ave ac:0.011495,0.012614 Initialization: 7.419000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.095000 Kernel 1: 0.024000 Kernel 2: 91.549004 Copyback: 0.017000 Sum: 0.033000 It 22,Best ac:0.007189 0.725000 fi:0.419684. Ave ac:0.011955,0.014186 Initialization: 6.075000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.303000 Kernel 1: 0.024000 Kernel 2: 90.378998 Copyback: 0.017000 Sum: 0.036000 It 23,Best ac:0.004711 0.655172 fi:0.491388. Ave ac:0.010294,0.013871 MDL Theory Length Weight: 2.9021110720 (10) Initialization: 6.155000 Memcpy Classifiers: 0.353000 Memcpy Instances: 9.263000 Kernel 1: 0.022000 Kernel 2: 92.487999 Copyback: 0.017000 Sum: 0.029000 It 24,Best ac:0.003967 0.888889 fi:0.264308. Ave ac:0.013820,0.013510 Initialization: 6.141000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.572000 Kernel 1: 0.023000 Kernel 2: 88.820999 Copyback: 0.017000 Sum: 0.030000 It 25,Best ac:0.004462 0.857143 fi:0.307674. Ave ac:0.010042,0.011475 Initialization: 6.026000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.118000 Kernel 1: 0.024000 Kernel 2: 89.096001 Copyback: 0.017000 Sum: 0.031000 It 26,Best ac:0.005207 0.807692 fi:0.356722. Ave ac:0.010450,0.010972 Initialization: 6.205000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.085000 Kernel 1: 0.024000 Kernel 2: 91.989998 Copyback: 0.017000 Sum: 0.030000 It 27,Best ac:0.004462 0.818182 fi:0.369972. Ave ac:0.010688,0.013080 Initialization: 6.529000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.119000 Kernel 1: 0.024000 Kernel 2: 91.186996 Copyback: 0.017000 Sum: 0.028000 It 28,Best ac:0.009668 0.709091 fi:0.444071. Ave ac:0.010537,0.012895 Initialization: 6.065000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.072000 Kernel 1: 0.024000 Kernel 2: 90.583000 Copyback: 0.017000 Sum: 0.030000 It 29,Best ac:0.005206 0.875000 fi:0.275155. Ave ac:0.010557,0.011581 Initialization: 6.046000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.108000 Kernel 1: 0.024000 Kernel 2: 90.250000 Copyback: 0.017000 Sum: 0.033000 It 30,Best ac:0.003718 0.882353 fi:0.279890. Ave ac:0.010193,0.010598 Initialization: 6.136000 Memcpy Classifiers: 0.347000 Memcpy Instances: 8.142000 Kernel 1: 0.024000 Kernel 2: 85.938004 Copyback: 0.017000 Sum: 0.028000 It 31,Best ac:0.004463 0.818182 fi:0.341094. Ave ac:0.008552,0.011379 Initialization: 6.085000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.136000 Kernel 1: 0.023000 Kernel 2: 86.538002 Copyback: 0.017000 Sum: 0.030000 It 32,Best ac:0.006939 0.756757 fi:0.393212. Ave ac:0.009184,0.011792 Initialization: 6.135000 Memcpy Classifiers: 0.350000 Memcpy Instances: 8.130000 Kernel 1: 0.023000 Kernel 2: 88.471001 Copyback: 0.016000 Sum: 0.032000 It 33,Best ac:0.006197 0.862069 fi:0.293223. Ave ac:0.010596,0.014955 MDL Theory Length Weight: 2.6118999648 (20) Initialization: 26.945000 Memcpy Instances: 402.976013 Memcpy Classifiers: 0.066000 Kernel 1: 0.026000 Kernel 2: 511.993011 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.059000 Kernel 1: 0.013000 Kernel 2: 516.286987 Copyback: 0.014000 Sum: 0.003000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 508.753998 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 496.968994 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 501.320007 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.058000 Kernel 1: 0.013000 Kernel 2: 513.400024 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 500.382996 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 494.108002 Copyback: 0.370000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 495.515991 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 510.945007 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.013000 Kernel 2: 162.153000 Copyback: 0.015000 Sum: 0.000000 It 34,Best ac:0.004487 0.608608 fi:0.536791. Ave ac:0.009208,0.029031 Best acc 0.004487 0.608608 Initialization: 6.031000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.122000 Kernel 1: 0.025000 Kernel 2: 103.310997 Copyback: 0.017000 Sum: 0.047000 Initial population average accuracy1:0.005062 accuracy2:0.232074 Initialization: 6.152000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.070000 Kernel 1: 0.024000 Kernel 2: 108.253998 Copyback: 0.017000 Sum: 0.044000 It 0,Best ac:0.005454 0.511628 fi:0.587604. Ave ac:0.009361,0.011529 Initialization: 6.103000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.081000 Kernel 1: 0.024000 Kernel 2: 109.699997 Copyback: 0.017000 Sum: 0.034000 It 1,Best ac:0.003718 0.517241 fi:0.590542. Ave ac:0.012930,0.014235 Initialization: 6.025000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.054000 Kernel 1: 0.023000 Kernel 2: 107.434998 Copyback: 0.021000 Sum: 0.033000 It 2,Best ac:0.003966 0.516129 fi:0.583772. Ave ac:0.011910,0.013030 Initialization: 6.155000 Memcpy Classifiers: 0.532000 Memcpy Instances: 8.157000 Kernel 1: 0.023000 Kernel 2: 101.758003 Copyback: 0.018000 Sum: 0.035000 It 3,Best ac:0.005702 0.718750 fi:0.380368. Ave ac:0.011729,0.011893 Initialization: 6.049000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.114000 Kernel 1: 0.024000 Kernel 2: 100.777000 Copyback: 0.019000 Sum: 0.032000 It 4,Best ac:0.004214 0.629630 fi:0.470159. Ave ac:0.012835,0.014335 Initialization: 6.098000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.082000 Kernel 1: 0.024000 Kernel 2: 100.768997 Copyback: 0.017000 Sum: 0.031000 It 5,Best ac:0.004213 0.708333 fi:0.391458. Ave ac:0.012556,0.014362 Initialization: 6.011000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.078000 Kernel 1: 0.024000 Kernel 2: 100.558998 Copyback: 0.017000 Sum: 0.033000 It 6,Best ac:0.004709 0.655172 fi:0.444395. Ave ac:0.010147,0.010815 Initialization: 5.995000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.079000 Kernel 1: 0.024000 Kernel 2: 97.255997 Copyback: 0.017000 Sum: 0.049000 It 7,Best ac:0.004957 0.714286 fi:0.385170. Ave ac:0.009232,0.009249 Initialization: 6.148000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.105000 Kernel 1: 0.024000 Kernel 2: 103.085999 Copyback: 0.017000 Sum: 0.032000 It 8,Best ac:0.003718 0.681818 fi:0.425965. Ave ac:0.007941,0.009448 Initialization: 6.011000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.226000 Kernel 1: 0.023000 Kernel 2: 100.518997 Copyback: 0.017000 Sum: 0.031000 It 9,Best ac:0.003718 0.652174 fi:0.454628. Ave ac:0.007335,0.008464 Iteration 10:MDL fitness activated Error 0.454628 TL 0.040332 MDL Theory Length Weight: 3.7574117002 (7) Initialization: 6.069000 Memcpy Classifiers: 0.968000 Memcpy Instances: 8.179000 Kernel 1: 0.023000 Kernel 2: 103.276001 Copyback: 0.017000 Sum: 0.031000 It 10,Best ac:0.004214 0.772727 fi:0.492458. Ave ac:0.009918,0.010431 Initialization: 6.006000 Memcpy Classifiers: 0.424000 Memcpy Instances: 8.189000 Kernel 1: 0.024000 Kernel 2: 99.313004 Copyback: 0.017000 Sum: 0.032000 It 11,Best ac:0.003718 0.714286 fi:0.507978. Ave ac:0.008908,0.010997 Initialization: 6.063000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.113000 Kernel 1: 0.023000 Kernel 2: 94.250999 Copyback: 0.017000 Sum: 0.034000 It 12,Best ac:0.004709 0.760000 fi:0.463127. Ave ac:0.011676,0.013901 Initialization: 6.036000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.138000 Kernel 1: 0.024000 Kernel 2: 100.686996 Copyback: 0.017000 Sum: 0.035000 It 13,Best ac:0.003471 0.875000 fi:0.409560. Ave ac:0.012373,0.012245 Initialization: 7.482000 Memcpy Classifiers: 0.356000 Memcpy Instances: 8.531000 Kernel 1: 0.023000 Kernel 2: 97.675003 Copyback: 0.018000 Sum: 0.034000 It 14,Best ac:0.004463 0.818182 fi:0.379051. Ave ac:0.010622,0.011108 Initialization: 6.095000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.100000 Kernel 1: 0.023000 Kernel 2: 97.733002 Copyback: 0.017000 Sum: 0.035000 It 15,Best ac:0.003966 0.761905 fi:0.422963. Ave ac:0.011817,0.013634 Initialization: 6.021000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.110000 Kernel 1: 0.024000 Kernel 2: 91.501999 Copyback: 0.017000 Sum: 0.034000 It 16,Best ac:0.003717 0.937500 fi:0.273244. Ave ac:0.010103,0.012203 Initialization: 6.094000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.140000 Kernel 1: 0.023000 Kernel 2: 91.003998 Copyback: 0.017000 Sum: 0.031000 It 17,Best ac:0.003719 0.789474 fi:0.425837. Ave ac:0.010237,0.012049 Initialization: 6.006000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.190000 Kernel 1: 0.023000 Kernel 2: 91.370003 Copyback: 0.017000 Sum: 0.037000 It 18,Best ac:0.004215 0.850000 fi:0.378289. Ave ac:0.011535,0.013158 Initialization: 6.004000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.387000 Kernel 1: 0.024000 Kernel 2: 89.223999 Copyback: 0.018000 Sum: 0.031000 It 19,Best ac:0.005700 0.793103 fi:0.385921. Ave ac:0.011326,0.013011 Initialization: 6.542000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.081000 Kernel 1: 0.024000 Kernel 2: 92.124001 Copyback: 0.018000 Sum: 0.035000 It 20,Best ac:0.006197 0.735294 fi:0.429297. Ave ac:0.011674,0.015179 Initialization: 6.027000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.093000 Kernel 1: 0.023000 Kernel 2: 91.052002 Copyback: 0.017000 Sum: 0.028000 It 21,Best ac:0.005206 0.750000 fi:0.398401. Ave ac:0.010738,0.013869 Initialization: 6.461000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.082000 Kernel 1: 0.023000 Kernel 2: 91.223000 Copyback: 0.017000 Sum: 0.027000 It 22,Best ac:0.003966 0.800000 fi:0.411711. Ave ac:0.010645,0.015986 Initialization: 5.991000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.090000 Kernel 1: 0.024000 Kernel 2: 87.876999 Copyback: 0.017000 Sum: 0.031000 It 23,Best ac:0.003717 0.833333 fi:0.364198. Ave ac:0.012599,0.019282 Initialization: 6.064000 Memcpy Classifiers: 0.330000 Memcpy Instances: 8.074000 Kernel 1: 0.024000 Kernel 2: 90.379997 Copyback: 0.016000 Sum: 0.030000 It 24,Best ac:0.003718 0.833333 fi:0.348690. Ave ac:0.011529,0.012326 Initialization: 6.798000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.086000 Kernel 1: 0.023000 Kernel 2: 87.917999 Copyback: 0.017000 Sum: 0.032000 It 25,Best ac:0.006943 0.756757 fi:0.406256. Ave ac:0.011093,0.012903 MDL Theory Length Weight: 3.3816705301 (10) Initialization: 6.133000 Memcpy Classifiers: 0.279000 Memcpy Instances: 8.165000 Kernel 1: 0.023000 Kernel 2: 89.884003 Copyback: 0.017000 Sum: 0.031000 It 26,Best ac:0.003966 0.842105 fi:0.338569. Ave ac:0.011227,0.015351 Initialization: 6.029000 Memcpy Classifiers: 0.319000 Memcpy Instances: 8.069000 Kernel 1: 0.025000 Kernel 2: 86.900002 Copyback: 0.017000 Sum: 0.029000 It 27,Best ac:0.004959 0.833333 fi:0.336816. Ave ac:0.009419,0.012136 Initialization: 6.067000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.100000 Kernel 1: 0.023000 Kernel 2: 87.871002 Copyback: 0.017000 Sum: 0.027000 It 28,Best ac:0.004215 0.850000 fi:0.313335. Ave ac:0.010344,0.018701 Initialization: 5.861000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.631000 Kernel 1: 0.023000 Kernel 2: 87.328003 Copyback: 0.017000 Sum: 0.027000 It 29,Best ac:0.003965 0.888889 fi:0.262231. Ave ac:0.009972,0.013562 Initialization: 5.989000 Memcpy Classifiers: 0.320000 Memcpy Instances: 9.036000 Kernel 1: 0.023000 Kernel 2: 86.970001 Copyback: 0.016000 Sum: 0.024000 It 30,Best ac:0.006445 0.787879 fi:0.359259. Ave ac:0.011518,0.013451 Initialization: 6.089000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.084000 Kernel 1: 0.024000 Kernel 2: 85.917000 Copyback: 0.017000 Sum: 0.027000 It 31,Best ac:0.006447 0.764706 fi:0.382428. Ave ac:0.011313,0.013012 Initialization: 5.978000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.613000 Kernel 1: 0.023000 Kernel 2: 87.828003 Copyback: 0.017000 Sum: 0.027000 It 32,Best ac:0.004462 0.720000 fi:0.438195. Ave ac:0.010491,0.015174 Initialization: 6.029000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.127000 Kernel 1: 0.022000 Kernel 2: 87.500999 Copyback: 0.017000 Sum: 0.027000 It 33,Best ac:0.004462 0.750000 fi:0.405816. Ave ac:0.010641,0.010895 Initialization: 28.202999 Memcpy Instances: 397.044006 Memcpy Classifiers: 0.062000 Kernel 1: 0.024000 Kernel 2: 499.622986 Copyback: 0.016000 Sum: 0.012000 Memcpy Classifiers: 0.056000 Kernel 1: 0.015000 Kernel 2: 514.276978 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 507.433014 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.055000 Kernel 1: 0.014000 Kernel 2: 508.259003 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.013000 Kernel 2: 500.247986 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 503.928986 Copyback: 0.017000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 502.881012 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.054000 Kernel 1: 0.013000 Kernel 2: 513.945007 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 495.862000 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.013000 Kernel 2: 498.403992 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.048000 Kernel 1: 0.013000 Kernel 2: 159.690994 Copyback: 0.015000 Sum: 0.000000 It 34,Best ac:0.004745 0.621025 fi:0.526877. Ave ac:0.009520,0.030218 Best acc 0.004745 0.621025 Rule:Att PSSM_-1_10 is [-3.458589,3.927265]|Att PSSM_0_12 is [<-3.902706]|Att PSSM_1_19 is [-1.003180,7.890718]|Att PSSM_4_12 is [-4.481977,-1.417971]|1 Accuracy : 0.774329 0 1 155645 8435 44516 26042 Removed 1541 instances. 200161 Instances left. Acc of rule 0.004745-0.621025 Initialization: 6.216000 Memcpy Classifiers: 0.577000 Memcpy Instances: 8.051000 Kernel 1: 0.027000 Kernel 2: 98.758003 Copyback: 0.017000 Sum: 0.049000 Initial population average accuracy1:0.005861 accuracy2:0.220138 Initialization: 5.999000 Memcpy Classifiers: 0.553000 Memcpy Instances: 8.008000 Kernel 1: 0.024000 Kernel 2: 102.822998 Copyback: 0.017000 Sum: 0.039000 It 0,Best ac:0.003746 0.652174 fi:0.447805. Ave ac:0.011293,0.015714 Initialization: 5.983000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.053000 Kernel 1: 0.024000 Kernel 2: 102.955002 Copyback: 0.017000 Sum: 0.031000 It 1,Best ac:0.007245 0.537037 fi:0.561340. Ave ac:0.012827,0.015454 Initialization: 6.044000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.537000 Kernel 1: 0.023000 Kernel 2: 99.908997 Copyback: 0.017000 Sum: 0.028000 It 2,Best ac:0.004745 0.593750 fi:0.505772. Ave ac:0.014039,0.017889 Initialization: 5.964000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.030000 Kernel 1: 0.023000 Kernel 2: 103.484001 Copyback: 0.017000 Sum: 0.029000 It 3,Best ac:0.003997 0.615385 fi:0.484478. Ave ac:0.013710,0.015299 Initialization: 6.019000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.005000 Kernel 1: 0.025000 Kernel 2: 105.387001 Copyback: 0.018000 Sum: 0.033000 It 4,Best ac:0.004746 0.760000 fi:0.339520. Ave ac:0.013188,0.012404 Initialization: 7.097000 Memcpy Classifiers: 0.489000 Memcpy Instances: 8.382000 Kernel 1: 0.023000 Kernel 2: 109.802002 Copyback: 0.017000 Sum: 0.035000 It 5,Best ac:0.006495 0.764706 fi:0.334014. Ave ac:0.012379,0.012217 Initialization: 6.029000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.893000 Kernel 1: 0.023000 Kernel 2: 104.169998 Copyback: 0.017000 Sum: 0.032000 It 6,Best ac:0.006494 0.702703 fi:0.396021. Ave ac:0.010939,0.012358 Initialization: 6.030000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.731000 Kernel 1: 0.023000 Kernel 2: 104.747002 Copyback: 0.017000 Sum: 0.030000 It 7,Best ac:0.002498 1.000000 fi:0.392505. Ave ac:0.009968,0.010984 Initialization: 6.032000 Memcpy Classifiers: 0.521000 Memcpy Instances: 8.101000 Kernel 1: 0.023000 Kernel 2: 105.306999 Copyback: 0.017000 Sum: 0.031000 It 8,Best ac:0.007493 0.731707 fi:0.366560. Ave ac:0.010255,0.011363 Initialization: 6.016000 Memcpy Classifiers: 0.540000 Memcpy Instances: 8.002000 Kernel 1: 0.024000 Kernel 2: 102.485001 Copyback: 0.018000 Sum: 0.031000 It 9,Best ac:0.006495 0.684211 fi:0.414510. Ave ac:0.009367,0.010051 Iteration 10:MDL fitness activated Error 0.414510 TL 0.041475 MDL Theory Length Weight: 3.3314212578 (5) Initialization: 6.060000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.015000 Kernel 1: 0.024000 Kernel 2: 100.459999 Copyback: 0.017000 Sum: 0.032000 It 10,Best ac:0.005495 0.758621 fi:0.456584. Ave ac:0.009532,0.010070 Initialization: 6.032000 Memcpy Classifiers: 0.507000 Memcpy Instances: 8.091000 Kernel 1: 0.024000 Kernel 2: 101.279999 Copyback: 0.017000 Sum: 0.035000 It 11,Best ac:0.004497 0.720000 fi:0.475222. Ave ac:0.008825,0.008728 Initialization: 6.534000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.073000 Kernel 1: 0.024000 Kernel 2: 102.227997 Copyback: 0.017000 Sum: 0.034000 It 12,Best ac:0.007744 0.775000 fi:0.460140. Ave ac:0.011662,0.011932 Initialization: 5.980000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.230000 Kernel 1: 0.023000 Kernel 2: 100.211998 Copyback: 0.017000 Sum: 0.035000 It 13,Best ac:0.008991 0.782609 fi:0.391308. Ave ac:0.010061,0.011927 Initialization: 6.005000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.112000 Kernel 1: 0.024000 Kernel 2: 99.922997 Copyback: 0.017000 Sum: 0.040000 It 14,Best ac:0.007245 0.690476 fi:0.502133. Ave ac:0.011098,0.012347 Initialization: 5.981000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.045000 Kernel 1: 0.022000 Kernel 2: 94.789001 Copyback: 0.017000 Sum: 0.034000 It 15,Best ac:0.004497 0.750000 fi:0.477519. Ave ac:0.010505,0.010467 Initialization: 6.120000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.002000 Kernel 1: 0.024000 Kernel 2: 97.070999 Copyback: 0.017000 Sum: 0.030000 It 16,Best ac:0.004996 0.869565 fi:0.340035. Ave ac:0.010806,0.011666 Initialization: 6.068000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.137000 Kernel 1: 0.023000 Kernel 2: 95.345001 Copyback: 0.017000 Sum: 0.036000 It 17,Best ac:0.003997 0.761905 fi:0.467461. Ave ac:0.012671,0.013320 Initialization: 6.032000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.015000 Kernel 1: 0.024000 Kernel 2: 96.405998 Copyback: 0.017000 Sum: 0.033000 It 18,Best ac:0.004497 0.818182 fi:0.379371. Ave ac:0.010921,0.010791 Initialization: 6.151000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.008000 Kernel 1: 0.024000 Kernel 2: 96.917000 Copyback: 0.017000 Sum: 0.035000 It 19,Best ac:0.003997 0.842105 fi:0.370098. Ave ac:0.010120,0.011090 Initialization: 6.118000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.006000 Kernel 1: 0.024000 Kernel 2: 92.133003 Copyback: 0.017000 Sum: 0.036000 It 20,Best ac:0.003998 0.842105 fi:0.354182. Ave ac:0.012626,0.014535 Initialization: 6.026000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.074000 Kernel 1: 0.023000 Kernel 2: 88.870003 Copyback: 0.017000 Sum: 0.036000 It 21,Best ac:0.005747 0.718750 fi:0.424890. Ave ac:0.011057,0.012312 Initialization: 5.958000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.294000 Kernel 1: 0.024000 Kernel 2: 91.730003 Copyback: 0.017000 Sum: 0.036000 It 22,Best ac:0.007744 0.775000 fi:0.412440. Ave ac:0.010320,0.010465 Initialization: 6.024000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.052000 Kernel 1: 0.023000 Kernel 2: 93.167999 Copyback: 0.017000 Sum: 0.036000 It 23,Best ac:0.004247 0.772727 fi:0.399219. Ave ac:0.009890,0.010636 Initialization: 6.235000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.022000 Kernel 1: 0.023000 Kernel 2: 92.316002 Copyback: 0.055000 Sum: 0.038000 It 24,Best ac:0.003747 0.882353 fi:0.284137. Ave ac:0.012017,0.014665 Initialization: 5.984000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.112000 Kernel 1: 0.023000 Kernel 2: 93.716003 Copyback: 0.017000 Sum: 0.031000 It 25,Best ac:0.003248 1.000000 fi:0.267498. Ave ac:0.008765,0.009188 Initialization: 6.005000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.006000 Kernel 1: 0.023000 Kernel 2: 92.233002 Copyback: 0.017000 Sum: 0.031000 It 26,Best ac:0.003497 0.823529 fi:0.393740. Ave ac:0.006025,0.009160 Initialization: 6.103000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.081000 Kernel 1: 0.024000 Kernel 2: 87.931999 Copyback: 0.020000 Sum: 0.039000 It 27,Best ac:0.005744 0.718750 fi:0.424893. Ave ac:0.012169,0.013466 Initialization: 6.045000 Memcpy Classifiers: 1.319000 Memcpy Instances: 29.489000 Kernel 1: 0.023000 Kernel 2: 85.900002 Copyback: 0.018000 Sum: 0.039000 It 28,Best ac:0.004246 0.850000 fi:0.333417. Ave ac:0.010705,0.011473 Initialization: 6.034000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.041000 Kernel 1: 0.024000 Kernel 2: 87.649002 Copyback: 0.018000 Sum: 0.035000 It 29,Best ac:0.005996 0.727273 fi:0.444532. Ave ac:0.010439,0.011766 Initialization: 6.111000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.008000 Kernel 1: 0.023000 Kernel 2: 86.623001 Copyback: 0.016000 Sum: 0.031000 It 30,Best ac:0.004496 0.818182 fi:0.344275. Ave ac:0.010837,0.010841 Initialization: 5.983000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.086000 Kernel 1: 0.024000 Kernel 2: 85.305000 Copyback: 0.017000 Sum: 0.029000 It 31,Best ac:0.004497 0.750000 fi:0.391366. Ave ac:0.008752,0.009250 Initialization: 5.964000 Memcpy Classifiers: 0.839000 Memcpy Instances: 8.063000 Kernel 1: 0.023000 Kernel 2: 87.708000 Copyback: 0.017000 Sum: 0.029000 It 32,Best ac:0.003997 0.800000 fi:0.354629. Ave ac:0.009156,0.009977 Initialization: 6.522000 Memcpy Classifiers: 0.304000 Memcpy Instances: 8.095000 Kernel 1: 0.023000 Kernel 2: 86.235001 Copyback: 0.023000 Sum: 0.035000 It 33,Best ac:0.004746 0.791667 fi:0.376530. Ave ac:0.009892,0.009516 Initialization: 27.438000 Memcpy Instances: 395.003998 Memcpy Classifiers: 0.070000 Kernel 1: 0.025000 Kernel 2: 513.968018 Copyback: 0.014000 Sum: 0.015000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 524.520996 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.070000 Kernel 1: 0.015000 Kernel 2: 501.769012 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 504.266998 Copyback: 0.431000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 504.572998 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.014000 Kernel 2: 498.307007 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.069000 Kernel 1: 0.013000 Kernel 2: 493.881989 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.015000 Kernel 2: 505.923004 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.069000 Kernel 1: 0.013000 Kernel 2: 510.602997 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.014000 Kernel 2: 517.301025 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.004202 0.621123 fi:0.520379. Ave ac:0.009263,0.028366 Best acc 0.004202 0.621123 Initialization: 6.043000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.001000 Kernel 1: 0.026000 Kernel 2: 99.627998 Copyback: 0.018000 Sum: 0.044000 Initial population average accuracy1:0.006018 accuracy2:0.207002 Initialization: 5.984000 Memcpy Classifiers: 0.461000 Memcpy Instances: 8.081000 Kernel 1: 0.025000 Kernel 2: 104.723000 Copyback: 0.017000 Sum: 0.033000 It 0,Best ac:0.008244 0.523810 fi:0.574111. Ave ac:0.010109,0.013404 Initialization: 5.990000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.084000 Kernel 1: 0.024000 Kernel 2: 105.521004 Copyback: 0.017000 Sum: 0.032000 It 1,Best ac:0.004996 0.555556 fi:0.543850. Ave ac:0.012993,0.016637 Initialization: 5.935000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.095000 Kernel 1: 0.024000 Kernel 2: 102.935997 Copyback: 0.017000 Sum: 0.033000 It 2,Best ac:0.008993 0.580645 fi:0.516932. Ave ac:0.011573,0.013949 Initialization: 5.835000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.004000 Kernel 1: 0.024000 Kernel 2: 97.926003 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.008993 0.590164 fi:0.507414. Ave ac:0.012902,0.014660 Initialization: 6.069000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.048000 Kernel 1: 0.023000 Kernel 2: 96.347000 Copyback: 0.017000 Sum: 0.031000 It 4,Best ac:0.004996 0.689655 fi:0.409750. Ave ac:0.011181,0.013199 Initialization: 5.951000 Memcpy Classifiers: 0.426000 Memcpy Instances: 8.041000 Kernel 1: 0.023000 Kernel 2: 95.519997 Copyback: 0.018000 Sum: 0.032000 It 5,Best ac:0.003998 0.695652 fi:0.404211. Ave ac:0.010173,0.012375 Initialization: 5.958000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.545000 Kernel 1: 0.023000 Kernel 2: 94.491997 Copyback: 0.017000 Sum: 0.030000 It 6,Best ac:0.004748 0.655172 fi:0.444348. Ave ac:0.008280,0.008133 Initialization: 6.174000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.032000 Kernel 1: 0.023000 Kernel 2: 93.307999 Copyback: 0.017000 Sum: 0.031000 It 7,Best ac:0.003748 0.714286 fi:0.385691. Ave ac:0.009564,0.008952 Initialization: 6.079000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.143000 Kernel 1: 0.024000 Kernel 2: 92.379997 Copyback: 0.017000 Sum: 0.029000 It 8,Best ac:0.004247 0.772727 fi:0.327021. Ave ac:0.008474,0.008841 Initialization: 6.496000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.398000 Kernel 1: 0.023000 Kernel 2: 90.184998 Copyback: 0.022000 Sum: 0.029000 It 9,Best ac:0.008242 0.785714 fi:0.312210. Ave ac:0.009709,0.009680 Iteration 10:MDL fitness activated Error 0.312210 TL 0.025468 MDL Theory Length Weight: 4.0862348961 (1) Initialization: 5.956000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.008000 Kernel 1: 0.024000 Kernel 2: 89.441002 Copyback: 0.017000 Sum: 0.029000 It 10,Best ac:0.004996 0.769231 fi:0.433655. Ave ac:0.008781,0.009109 Initialization: 5.936000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.077000 Kernel 1: 0.024000 Kernel 2: 87.902000 Copyback: 0.017000 Sum: 0.031000 It 11,Best ac:0.005746 0.741935 fi:0.491181. Ave ac:0.008546,0.009671 Initialization: 6.000000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.525000 Kernel 1: 0.024000 Kernel 2: 91.833000 Copyback: 0.016000 Sum: 0.031000 It 12,Best ac:0.005245 0.700000 fi:0.512528. Ave ac:0.008977,0.010150 Initialization: 6.060000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.052000 Kernel 1: 0.023000 Kernel 2: 92.587997 Copyback: 0.017000 Sum: 0.033000 It 13,Best ac:0.003497 0.875000 fi:0.360594. Ave ac:0.009063,0.011033 Initialization: 5.988000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.138000 Kernel 1: 0.023000 Kernel 2: 89.542999 Copyback: 0.016000 Sum: 0.032000 It 14,Best ac:0.007245 0.852941 fi:0.338389. Ave ac:0.010345,0.011728 Initialization: 5.989000 Memcpy Classifiers: 0.339000 Memcpy Instances: 8.039000 Kernel 1: 0.024000 Kernel 2: 86.027000 Copyback: 0.017000 Sum: 0.033000 It 15,Best ac:0.003746 0.789474 fi:0.417064. Ave ac:0.010904,0.011554 Initialization: 5.989000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.037000 Kernel 1: 0.023000 Kernel 2: 86.203003 Copyback: 0.017000 Sum: 0.031000 It 16,Best ac:0.003747 0.833333 fi:0.400657. Ave ac:0.010979,0.012566 Initialization: 6.096000 Memcpy Classifiers: 0.340000 Memcpy Instances: 9.925000 Kernel 1: 0.023000 Kernel 2: 83.730003 Copyback: 0.371000 Sum: 0.036000 It 17,Best ac:0.006993 0.736842 fi:0.438381. Ave ac:0.010710,0.010975 Initialization: 5.942000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.095000 Kernel 1: 0.059000 Kernel 2: 81.829002 Copyback: 0.017000 Sum: 0.031000 It 18,Best ac:0.008242 0.750000 fi:0.444888. Ave ac:0.010444,0.011703 Initialization: 5.948000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.039000 Kernel 1: 0.023000 Kernel 2: 80.958000 Copyback: 0.017000 Sum: 0.034000 It 19,Best ac:0.004996 0.869565 fi:0.368026. Ave ac:0.008439,0.011138 Initialization: 5.948000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.081000 Kernel 1: 0.023000 Kernel 2: 78.987999 Copyback: 0.017000 Sum: 0.033000 It 20,Best ac:0.003497 0.933333 fi:0.299351. Ave ac:0.007841,0.008389 Initialization: 6.015000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.003000 Kernel 1: 0.023000 Kernel 2: 80.978996 Copyback: 0.017000 Sum: 0.035000 It 21,Best ac:0.005246 0.750000 fi:0.453222. Ave ac:0.010407,0.011121 Initialization: 5.985000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.054000 Kernel 1: 0.024000 Kernel 2: 79.514999 Copyback: 0.017000 Sum: 0.033000 It 22,Best ac:0.006244 0.735294 fi:0.433505. Ave ac:0.009260,0.010949 Initialization: 6.469000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.102000 Kernel 1: 0.025000 Kernel 2: 78.475998 Copyback: 0.017000 Sum: 0.032000 It 23,Best ac:0.005246 0.875000 fi:0.289395. Ave ac:0.009648,0.010373 Initialization: 6.494000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.318000 Kernel 1: 0.023000 Kernel 2: 77.389000 Copyback: 0.017000 Sum: 0.029000 It 24,Best ac:0.003746 0.789474 fi:0.408975. Ave ac:0.008084,0.007162 Initialization: 6.095000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.019000 Kernel 1: 0.023000 Kernel 2: 81.174004 Copyback: 0.017000 Sum: 0.032000 It 25,Best ac:0.006745 0.710526 fi:0.453184. Ave ac:0.009386,0.008968 Initialization: 6.182000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.563000 Kernel 1: 0.022000 Kernel 2: 80.726997 Copyback: 0.017000 Sum: 0.033000 It 26,Best ac:0.004247 0.809524 fi:0.367816. Ave ac:0.009635,0.010247 Initialization: 5.959000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.046000 Kernel 1: 0.025000 Kernel 2: 79.353996 Copyback: 0.017000 Sum: 0.030000 It 27,Best ac:0.003746 0.789474 fi:0.390521. Ave ac:0.007022,0.006857 Initialization: 5.991000 Memcpy Classifiers: 0.282000 Memcpy Instances: 8.162000 Kernel 1: 0.023000 Kernel 2: 81.653999 Copyback: 0.018000 Sum: 0.038000 It 28,Best ac:0.003997 0.888889 fi:0.300278. Ave ac:0.007358,0.007089 Initialization: 6.026000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.015000 Kernel 1: 0.024000 Kernel 2: 80.177002 Copyback: 0.017000 Sum: 0.030000 It 29,Best ac:0.004996 0.800000 fi:0.404870. Ave ac:0.007926,0.006017 Initialization: 5.971000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.013000 Kernel 1: 0.023000 Kernel 2: 76.280998 Copyback: 0.017000 Sum: 0.033000 It 30,Best ac:0.006247 0.806452 fi:0.381653. Ave ac:0.006097,0.005704 Initialization: 6.048000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.328000 Kernel 1: 0.023000 Kernel 2: 76.325996 Copyback: 0.017000 Sum: 0.030000 It 31,Best ac:0.006743 0.818182 fi:0.361721. Ave ac:0.007456,0.007303 Initialization: 6.481000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.056000 Kernel 1: 0.023000 Kernel 2: 78.439003 Copyback: 0.017000 Sum: 0.036000 It 32,Best ac:0.003996 0.800000 fi:0.387421. Ave ac:0.008060,0.007319 MDL Theory Length Weight: 3.6776114065 (10) Initialization: 5.992000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.160000 Kernel 1: 0.024000 Kernel 2: 79.667999 Copyback: 0.018000 Sum: 0.032000 It 33,Best ac:0.004996 0.800000 fi:0.363980. Ave ac:0.010042,0.010093 Initialization: 27.388000 Memcpy Instances: 399.752991 Memcpy Classifiers: 0.063000 Kernel 1: 0.024000 Kernel 2: 482.743011 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.056000 Kernel 1: 0.013000 Kernel 2: 480.160004 Copyback: 0.016000 Sum: 0.004000 Memcpy Classifiers: 0.061000 Kernel 1: 0.016000 Kernel 2: 481.144989 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 496.066010 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 483.851990 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 494.867004 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 489.209991 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.062000 Kernel 1: 0.014000 Kernel 2: 490.593994 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 480.144989 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 479.000000 Copyback: 0.367000 Sum: 0.004000 It 34,Best ac:0.004631 0.654661 fi:0.538449. Ave ac:0.007619,0.023299 Best acc 0.004631 0.654661 Rule:Att PSSM_-4_6 is [-4.750602,-1.027736]|Att PSSM_-3_10 is [-5.556902,5.227963]|Att PSSM_-3_12 is [-6.719275,-1.175537]|Att PSSM_-2_15 is [<3.842674]|Att PSSM_-1_11 is [<5.626947]|Att PSSM_-1_12 is [-6.612706,-1.100241]|Att PSSM_0_12 is [<-2.135756]|Att PSSM_0_15 is [<5.019679]|Att PSSM_1_12 is [<-1.104737]|Att PSSM_3_18 is [-4.192186,10.192186]|1 Accuracy : 0.776196 0 1 155156 8924 43589 26969 Removed 1416 instances. 198745 Instances left. Acc of rule 0.004631-0.654661 Initialization: 5.953000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.002000 Kernel 1: 0.024000 Kernel 2: 98.744003 Copyback: 0.018000 Sum: 0.047000 Initial population average accuracy1:0.005231 accuracy2:0.205077 Initialization: 5.974000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.955000 Kernel 1: 0.024000 Kernel 2: 103.892998 Copyback: 0.017000 Sum: 0.036000 It 0,Best ac:0.004277 0.531250 fi:0.568458. Ave ac:0.009880,0.012895 Initialization: 5.992000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.023000 Kernel 1: 0.024000 Kernel 2: 105.528000 Copyback: 0.016000 Sum: 0.031000 It 1,Best ac:0.006289 0.446429 fi:0.652347. Ave ac:0.013305,0.017135 Initialization: 5.987000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.998000 Kernel 1: 0.024000 Kernel 2: 110.972000 Copyback: 0.018000 Sum: 0.028000 It 2,Best ac:0.004780 0.575758 fi:0.523718. Ave ac:0.013635,0.015525 Initialization: 5.974000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.983000 Kernel 1: 0.023000 Kernel 2: 113.785004 Copyback: 0.017000 Sum: 0.037000 It 3,Best ac:0.005033 0.540541 fi:0.558815. Ave ac:0.011402,0.014342 Initialization: 5.968000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.516000 Kernel 1: 0.022000 Kernel 2: 116.958000 Copyback: 0.017000 Sum: 0.032000 It 4,Best ac:0.004528 0.562500 fi:0.537092. Ave ac:0.011713,0.013448 Initialization: 6.003000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.953000 Kernel 1: 0.023000 Kernel 2: 112.939003 Copyback: 0.016000 Sum: 0.032000 It 5,Best ac:0.004781 0.655172 fi:0.444300. Ave ac:0.010285,0.011783 Initialization: 6.003000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.986000 Kernel 1: 0.024000 Kernel 2: 113.703003 Copyback: 0.018000 Sum: 0.033000 It 6,Best ac:0.011572 0.696970 fi:0.399357. Ave ac:0.009731,0.008763 Initialization: 6.037000 Memcpy Classifiers: 0.494000 Memcpy Instances: 8.467000 Kernel 1: 0.023000 Kernel 2: 117.492996 Copyback: 0.018000 Sum: 0.044000 It 7,Best ac:0.004780 0.655172 fi:0.444303. Ave ac:0.008321,0.008021 Initialization: 5.991000 Memcpy Classifiers: 0.470000 Memcpy Instances: 7.995000 Kernel 1: 0.024000 Kernel 2: 113.434998 Copyback: 0.017000 Sum: 0.033000 It 8,Best ac:0.005031 0.714286 fi:0.385073. Ave ac:0.008994,0.007447 Initialization: 5.974000 Memcpy Classifiers: 0.512000 Memcpy Instances: 7.952000 Kernel 1: 0.023000 Kernel 2: 118.321999 Copyback: 0.018000 Sum: 0.033000 It 9,Best ac:0.005283 0.750000 fi:0.349242. Ave ac:0.007328,0.006789 Iteration 10:MDL fitness activated Error 0.349242 TL 0.045444 MDL Theory Length Weight: 2.5616882807 (1) Initialization: 6.456000 Memcpy Classifiers: 0.507000 Memcpy Instances: 8.036000 Kernel 1: 0.023000 Kernel 2: 113.123001 Copyback: 0.016000 Sum: 0.030000 It 10,Best ac:0.005533 0.666667 fi:0.530956. Ave ac:0.007689,0.007075 Initialization: 5.953000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.067000 Kernel 1: 0.024000 Kernel 2: 113.260002 Copyback: 0.017000 Sum: 0.035000 It 11,Best ac:0.004025 0.761905 fi:0.400954. Ave ac:0.008501,0.008203 Initialization: 6.031000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.425000 Kernel 1: 0.024000 Kernel 2: 111.316002 Copyback: 0.017000 Sum: 0.034000 It 12,Best ac:0.006291 0.675676 fi:0.506202. Ave ac:0.008717,0.008548 Initialization: 5.980000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.008000 Kernel 1: 0.023000 Kernel 2: 106.425003 Copyback: 0.018000 Sum: 0.042000 It 13,Best ac:0.004780 0.863636 fi:0.337112. Ave ac:0.009179,0.009708 Initialization: 6.224000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.960000 Kernel 1: 0.023000 Kernel 2: 102.612999 Copyback: 0.017000 Sum: 0.043000 It 14,Best ac:0.007042 0.717949 fi:0.465968. Ave ac:0.007580,0.006185 Initialization: 6.114000 Memcpy Classifiers: 0.417000 Memcpy Instances: 7.956000 Kernel 1: 0.024000 Kernel 2: 98.195000 Copyback: 0.017000 Sum: 0.038000 It 15,Best ac:0.005033 0.740741 fi:0.450361. Ave ac:0.007434,0.006188 Initialization: 6.018000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.940000 Kernel 1: 0.023000 Kernel 2: 96.052002 Copyback: 0.006000 Sum: 0.039000 It 16,Best ac:0.005536 0.846154 fi:0.338047. Ave ac:0.007781,0.006745 Initialization: 6.961000 Memcpy Classifiers: 0.381000 Memcpy Instances: 7.992000 Kernel 1: 0.023000 Kernel 2: 88.953003 Copyback: 0.017000 Sum: 0.040000 It 17,Best ac:0.004528 0.692308 fi:0.485216. Ave ac:0.006791,0.005814 Initialization: 6.065000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.985000 Kernel 1: 0.022000 Kernel 2: 87.285004 Copyback: 0.017000 Sum: 0.034000 It 18,Best ac:0.004780 0.730769 fi:0.439498. Ave ac:0.009220,0.010482 Initialization: 6.083000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.949000 Kernel 1: 0.024000 Kernel 2: 88.038002 Copyback: 0.017000 Sum: 0.032000 It 19,Best ac:0.003521 0.875000 fi:0.335425. Ave ac:0.008928,0.007156 Initialization: 6.485000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.009000 Kernel 1: 0.024000 Kernel 2: 87.733002 Copyback: 0.017000 Sum: 0.034000 It 20,Best ac:0.006792 0.870968 fi:0.311846. Ave ac:0.007017,0.006466 Initialization: 5.971000 Memcpy Classifiers: 0.432000 Memcpy Instances: 7.956000 Kernel 1: 0.024000 Kernel 2: 87.836998 Copyback: 0.017000 Sum: 0.034000 It 21,Best ac:0.005283 0.840000 fi:0.337206. Ave ac:0.007059,0.007202 Initialization: 6.069000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.939000 Kernel 1: 0.023000 Kernel 2: 88.267998 Copyback: 0.017000 Sum: 0.032000 It 22,Best ac:0.003775 0.882353 fi:0.301692. Ave ac:0.006605,0.005892 Initialization: 5.982000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.088000 Kernel 1: 0.022000 Kernel 2: 87.801003 Copyback: 0.017000 Sum: 0.030000 It 23,Best ac:0.004025 0.761905 fi:0.422926. Ave ac:0.005928,0.004510 Initialization: 6.118000 Memcpy Classifiers: 0.417000 Memcpy Instances: 7.963000 Kernel 1: 0.024000 Kernel 2: 89.417000 Copyback: 0.017000 Sum: 0.035000 It 24,Best ac:0.003020 1.000000 fi:0.340005. Ave ac:0.006305,0.004494 Initialization: 6.076000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.475000 Kernel 1: 0.022000 Kernel 2: 89.555000 Copyback: 0.017000 Sum: 0.033000 It 25,Best ac:0.008052 0.820513 fi:0.344806. Ave ac:0.005757,0.003243 Initialization: 6.082000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.956000 Kernel 1: 0.024000 Kernel 2: 88.761002 Copyback: 0.017000 Sum: 0.037000 It 26,Best ac:0.003773 0.937500 fi:0.267038. Ave ac:0.006372,0.003384 Initialization: 6.016000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.134000 Kernel 1: 0.023000 Kernel 2: 90.473000 Copyback: 0.017000 Sum: 0.040000 It 27,Best ac:0.010566 0.736842 fi:0.437089. Ave ac:0.006475,0.004005 Initialization: 6.046000 Memcpy Classifiers: 0.833000 Memcpy Instances: 8.023000 Kernel 1: 0.023000 Kernel 2: 86.931999 Copyback: 0.017000 Sum: 0.034000 It 28,Best ac:0.003774 0.882353 fi:0.283821. Ave ac:0.007703,0.004479 Initialization: 6.004000 Memcpy Classifiers: 0.364000 Memcpy Instances: 8.260000 Kernel 1: 0.023000 Kernel 2: 86.384003 Copyback: 0.018000 Sum: 0.034000 It 29,Best ac:0.005031 0.740741 fi:0.454451. Ave ac:0.005463,0.003537 Initialization: 5.938000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.951000 Kernel 1: 0.024000 Kernel 2: 85.947998 Copyback: 0.017000 Sum: 0.034000 It 30,Best ac:0.006039 0.727273 fi:0.436851. Ave ac:0.006756,0.004526 Initialization: 5.961000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.961000 Kernel 1: 0.025000 Kernel 2: 87.591003 Copyback: 0.016000 Sum: 0.034000 It 31,Best ac:0.005786 0.821429 fi:0.356224. Ave ac:0.004557,0.003921 Initialization: 5.976000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.942000 Kernel 1: 0.024000 Kernel 2: 86.983002 Copyback: 0.017000 Sum: 0.039000 It 32,Best ac:0.004528 0.692308 fi:0.484723. Ave ac:0.005646,0.003813 Initialization: 6.014000 Memcpy Classifiers: 0.381000 Memcpy Instances: 7.976000 Kernel 1: 0.023000 Kernel 2: 83.039001 Copyback: 0.017000 Sum: 0.039000 It 33,Best ac:0.004780 0.826087 fi:0.341965. Ave ac:0.007934,0.005179 Initialization: 27.593000 Memcpy Instances: 391.161011 Memcpy Classifiers: 0.078000 Kernel 1: 0.027000 Kernel 2: 504.359009 Copyback: 0.369000 Sum: 0.016000 Memcpy Classifiers: 0.077000 Kernel 1: 0.014000 Kernel 2: 515.961975 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.075000 Kernel 1: 0.014000 Kernel 2: 511.385986 Copyback: 0.019000 Sum: 0.005000 Memcpy Classifiers: 0.078000 Kernel 1: 0.018000 Kernel 2: 507.362000 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.075000 Kernel 1: 0.014000 Kernel 2: 511.362000 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.076000 Kernel 1: 0.013000 Kernel 2: 524.450989 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.075000 Kernel 1: 0.013000 Kernel 2: 530.382019 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.075000 Kernel 1: 0.013000 Kernel 2: 510.558014 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.075000 Kernel 1: 0.012000 Kernel 2: 516.518982 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.079000 Kernel 1: 0.012000 Kernel 2: 461.923004 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.005313 0.595265 fi:0.581402. Ave ac:0.007808,0.022861 Best acc 0.005313 0.595265 Initialization: 6.070000 Memcpy Classifiers: 0.541000 Memcpy Instances: 7.957000 Kernel 1: 0.025000 Kernel 2: 97.486000 Copyback: 0.017000 Sum: 0.044000 Initial population average accuracy1:0.005331 accuracy2:0.205997 Initialization: 6.051000 Memcpy Classifiers: 0.542000 Memcpy Instances: 7.964000 Kernel 1: 0.024000 Kernel 2: 103.203003 Copyback: 0.017000 Sum: 0.051000 It 0,Best ac:0.005031 0.512821 fi:0.586538. Ave ac:0.010312,0.013415 Initialization: 5.899000 Memcpy Classifiers: 0.452000 Memcpy Instances: 7.946000 Kernel 1: 0.024000 Kernel 2: 104.093002 Copyback: 0.017000 Sum: 0.034000 It 1,Best ac:0.004026 0.551724 fi:0.548099. Ave ac:0.013257,0.016484 Initialization: 6.012000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.427000 Kernel 1: 0.023000 Kernel 2: 103.316002 Copyback: 0.024000 Sum: 0.040000 It 2,Best ac:0.003774 0.625000 fi:0.474942. Ave ac:0.014611,0.016358 Initialization: 6.146000 Memcpy Classifiers: 0.514000 Memcpy Instances: 7.994000 Kernel 1: 0.025000 Kernel 2: 101.148003 Copyback: 0.017000 Sum: 0.030000 It 3,Best ac:0.005031 0.689655 fi:0.409703. Ave ac:0.014821,0.018130 Initialization: 6.044000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.953000 Kernel 1: 0.023000 Kernel 2: 105.896004 Copyback: 0.018000 Sum: 0.036000 It 4,Best ac:0.003774 0.681818 fi:0.418123. Ave ac:0.011990,0.012104 Initialization: 5.911000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.964000 Kernel 1: 0.025000 Kernel 2: 104.653000 Copyback: 0.017000 Sum: 0.032000 It 5,Best ac:0.004277 0.708333 fi:0.391375. Ave ac:0.011174,0.011264 Initialization: 5.924000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.966000 Kernel 1: 0.023000 Kernel 2: 103.887001 Copyback: 0.017000 Sum: 0.030000 It 6,Best ac:0.005283 0.700000 fi:0.399242. Ave ac:0.010532,0.010095 Initialization: 5.956000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.952000 Kernel 1: 0.024000 Kernel 2: 102.834000 Copyback: 0.017000 Sum: 0.031000 It 7,Best ac:0.005283 0.600000 fi:0.499242. Ave ac:0.007411,0.008194 Initialization: 5.952000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.988000 Kernel 1: 0.023000 Kernel 2: 105.258003 Copyback: 0.017000 Sum: 0.032000 It 8,Best ac:0.004528 0.692308 fi:0.407284. Ave ac:0.009913,0.009044 Initialization: 5.898000 Memcpy Classifiers: 0.524000 Memcpy Instances: 7.976000 Kernel 1: 0.023000 Kernel 2: 102.628998 Copyback: 0.017000 Sum: 0.031000 It 9,Best ac:0.003019 0.857143 fi:0.397979. Ave ac:0.011298,0.011643 Iteration 10:MDL fitness activated Error 0.397979 TL 0.024669 MDL Theory Length Weight: 5.3775849854 (5) Initialization: 5.954000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.966000 Kernel 1: 0.024000 Kernel 2: 104.224998 Copyback: 0.017000 Sum: 0.033000 It 10,Best ac:0.004277 0.739130 fi:0.477316. Ave ac:0.010935,0.016079 Initialization: 6.159000 Memcpy Classifiers: 0.353000 Memcpy Instances: 7.960000 Kernel 1: 0.023000 Kernel 2: 104.584000 Copyback: 0.017000 Sum: 0.034000 It 11,Best ac:0.004276 0.708333 fi:0.497747. Ave ac:0.012005,0.014171 Initialization: 5.996000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.268000 Kernel 1: 0.023000 Kernel 2: 98.166000 Copyback: 0.017000 Sum: 0.034000 It 12,Best ac:0.003775 0.833333 fi:0.408119. Ave ac:0.012716,0.012911 Initialization: 5.968000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.093000 Kernel 1: 0.024000 Kernel 2: 95.440002 Copyback: 0.017000 Sum: 0.039000 It 13,Best ac:0.006541 0.742857 fi:0.472975. Ave ac:0.012284,0.016510 Initialization: 5.898000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.987000 Kernel 1: 0.023000 Kernel 2: 94.539001 Copyback: 0.017000 Sum: 0.033000 It 14,Best ac:0.004277 0.809524 fi:0.393125. Ave ac:0.011746,0.017297 Initialization: 5.897000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.141000 Kernel 1: 0.023000 Kernel 2: 92.874001 Copyback: 0.017000 Sum: 0.033000 It 15,Best ac:0.011821 0.723077 fi:0.476417. Ave ac:0.016591,0.024210 Initialization: 5.947000 Memcpy Classifiers: 0.371000 Memcpy Instances: 9.131000 Kernel 1: 0.022000 Kernel 2: 88.919998 Copyback: 0.017000 Sum: 0.030000 It 16,Best ac:0.004024 0.761905 fi:0.441558. Ave ac:0.014416,0.022478 Initialization: 6.115000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.396000 Kernel 1: 0.023000 Kernel 2: 91.262001 Copyback: 0.017000 Sum: 0.027000 It 17,Best ac:0.006794 0.675000 fi:0.540712. Ave ac:0.014769,0.025107 Initialization: 6.069000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.947000 Kernel 1: 0.024000 Kernel 2: 88.446999 Copyback: 0.017000 Sum: 0.022000 It 18,Best ac:0.006792 0.692308 fi:0.462923. Ave ac:0.018753,0.028704 Initialization: 5.979000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.999000 Kernel 1: 0.023000 Kernel 2: 90.348000 Copyback: 0.017000 Sum: 0.024000 It 19,Best ac:0.008050 0.727273 fi:0.425427. Ave ac:0.015035,0.023361 Initialization: 5.999000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.959000 Kernel 1: 0.024000 Kernel 2: 91.486000 Copyback: 0.017000 Sum: 0.023000 It 20,Best ac:0.003523 0.736842 fi:0.487226. Ave ac:0.014006,0.025914 Initialization: 5.920000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.982000 Kernel 1: 0.024000 Kernel 2: 93.335999 Copyback: 0.017000 Sum: 0.023000 It 21,Best ac:0.004277 0.653846 fi:0.494314. Ave ac:0.017084,0.032073 Initialization: 6.031000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.938000 Kernel 1: 0.024000 Kernel 2: 90.879997 Copyback: 0.017000 Sum: 0.023000 It 22,Best ac:0.009059 0.580645 fi:0.564634. Ave ac:0.011871,0.026640 Initialization: 6.001000 Memcpy Classifiers: 0.282000 Memcpy Instances: 7.952000 Kernel 1: 0.025000 Kernel 2: 91.765999 Copyback: 0.017000 Sum: 0.027000 It 23,Best ac:0.006792 0.750000 fi:0.406215. Ave ac:0.019455,0.038976 MDL Theory Length Weight: 4.8398264869 (10) Initialization: 6.041000 Memcpy Classifiers: 0.287000 Memcpy Instances: 7.946000 Kernel 1: 0.024000 Kernel 2: 95.248001 Copyback: 0.017000 Sum: 0.024000 It 24,Best ac:0.004277 0.629630 fi:0.547724. Ave ac:0.015061,0.033927 Initialization: 5.928000 Memcpy Classifiers: 0.290000 Memcpy Instances: 8.052000 Kernel 1: 0.025000 Kernel 2: 91.247002 Copyback: 0.017000 Sum: 0.024000 It 25,Best ac:0.004276 0.680000 fi:0.505775. Ave ac:0.017320,0.035183 Initialization: 6.094000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.950000 Kernel 1: 0.024000 Kernel 2: 89.400002 Copyback: 0.017000 Sum: 0.023000 It 26,Best ac:0.003773 0.750000 fi:0.435796. Ave ac:0.019601,0.039998 Initialization: 5.982000 Memcpy Classifiers: 0.317000 Memcpy Instances: 7.952000 Kernel 1: 0.024000 Kernel 2: 95.303001 Copyback: 0.017000 Sum: 0.024000 It 27,Best ac:0.003774 0.789474 fi:0.394593. Ave ac:0.016139,0.033571 Initialization: 6.158000 Memcpy Classifiers: 0.266000 Memcpy Instances: 7.998000 Kernel 1: 0.023000 Kernel 2: 93.498001 Copyback: 0.017000 Sum: 0.020000 It 28,Best ac:0.004026 0.842105 fi:0.342399. Ave ac:0.014576,0.028633 Initialization: 6.033000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.782000 Kernel 1: 0.023000 Kernel 2: 92.292000 Copyback: 0.017000 Sum: 0.025000 It 29,Best ac:0.005788 0.793103 fi:0.379042. Ave ac:0.017857,0.034869 Initialization: 6.003000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.973000 Kernel 1: 0.023000 Kernel 2: 90.277000 Copyback: 0.017000 Sum: 0.022000 It 30,Best ac:0.004025 0.888889 fi:0.273932. Ave ac:0.014318,0.031869 Initialization: 6.076000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.014000 Kernel 1: 0.024000 Kernel 2: 85.774002 Copyback: 0.017000 Sum: 0.025000 It 31,Best ac:0.004527 0.720000 fi:0.414303. Ave ac:0.013093,0.032913 Initialization: 6.069000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.324000 Kernel 1: 0.023000 Kernel 2: 80.852997 Copyback: 0.017000 Sum: 0.023000 It 32,Best ac:0.006289 0.781250 fi:0.382633. Ave ac:0.019975,0.038255 Initialization: 5.953000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.986000 Kernel 1: 0.023000 Kernel 2: 84.285004 Copyback: 0.017000 Sum: 0.024000 It 33,Best ac:0.004025 0.761905 fi:0.412022. Ave ac:0.014846,0.031192 Initialization: 27.733000 Memcpy Instances: 395.342987 Memcpy Classifiers: 0.055000 Kernel 1: 0.023000 Kernel 2: 501.765015 Copyback: 0.015000 Sum: 0.012000 Memcpy Classifiers: 0.054000 Kernel 1: 0.015000 Kernel 2: 521.658020 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 518.437988 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 509.691986 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 525.890991 Copyback: 0.367000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 521.354004 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 528.026001 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 510.944000 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 500.691010 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.059000 Kernel 1: 0.014000 Kernel 2: 457.613007 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.040197 0.585403 fi:0.548498. Ave ac:0.013216,0.046656 Best acc 0.040197 0.585403 Rule:Att PSSM_-4_3 is [>-4.800899]|Att PSSM_0_2 is [<-3.975401]|Att PSSM_0_7 is [<-1.154716]|Att PSSM_0_10 is [-1.419057,6.262582]|Att PSSM_0_17 is [-2.429174,4.418998]|Att PSSM_1_11 is [-5.370849,3.245885]|Att PSSM_1_15 is [-6.545737,3.727152]|Att PSSM_2_14 is [<2.678125]|Att PSSM_2_15 is [<-0.864578]|Att PSSM_3_17 is [<3.375636]|Att PSSM_4_6 is [-3.194317,-0.187695]|1 Accuracy : 0.777636 0 1 154438 9642 42533 28025 Removed 1774 instances. 196971 Instances left. Acc of rule 0.005313-0.595265 Initialization: 5.982000 Memcpy Classifiers: 0.524000 Memcpy Instances: 7.889000 Kernel 1: 0.024000 Kernel 2: 95.636002 Copyback: 0.017000 Sum: 0.051000 Initial population average accuracy1:0.005352 accuracy2:0.206622 Initialization: 5.972000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.941000 Kernel 1: 0.023000 Kernel 2: 101.402000 Copyback: 0.018000 Sum: 0.038000 It 0,Best ac:0.006347 0.500000 fi:0.598700. Ave ac:0.010053,0.013238 Initialization: 6.034000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.910000 Kernel 1: 0.024000 Kernel 2: 104.609001 Copyback: 0.016000 Sum: 0.031000 It 1,Best ac:0.005331 0.538462 fi:0.560717. Ave ac:0.012687,0.014892 Initialization: 5.925000 Memcpy Classifiers: 0.525000 Memcpy Instances: 7.863000 Kernel 1: 0.024000 Kernel 2: 105.008003 Copyback: 0.017000 Sum: 0.029000 It 2,Best ac:0.007360 0.674419 fi:0.423807. Ave ac:0.013578,0.014149 Initialization: 6.053000 Memcpy Classifiers: 0.488000 Memcpy Instances: 7.862000 Kernel 1: 0.025000 Kernel 2: 105.113998 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.003046 0.750000 fi:0.486741. Ave ac:0.012132,0.013236 Initialization: 5.963000 Memcpy Classifiers: 0.517000 Memcpy Instances: 8.348000 Kernel 1: 0.023000 Kernel 2: 105.436996 Copyback: 0.017000 Sum: 0.032000 It 4,Best ac:0.004062 0.761905 fi:0.337874. Ave ac:0.011700,0.012613 Initialization: 5.961000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.864000 Kernel 1: 0.023000 Kernel 2: 101.293999 Copyback: 0.016000 Sum: 0.029000 It 5,Best ac:0.003553 0.736842 fi:0.372689. Ave ac:0.008774,0.010087 Initialization: 5.976000 Memcpy Classifiers: 0.478000 Memcpy Instances: 7.867000 Kernel 1: 0.024000 Kernel 2: 100.380997 Copyback: 0.018000 Sum: 0.034000 It 6,Best ac:0.004569 0.620690 fi:0.478850. Ave ac:0.009578,0.009824 Initialization: 5.964000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.393000 Kernel 1: 0.023000 Kernel 2: 99.233002 Copyback: 0.017000 Sum: 0.036000 It 7,Best ac:0.005330 0.750000 fi:0.349181. Ave ac:0.009512,0.008790 Initialization: 6.431000 Memcpy Classifiers: 0.471000 Memcpy Instances: 7.924000 Kernel 1: 0.022000 Kernel 2: 100.950996 Copyback: 0.017000 Sum: 0.036000 It 8,Best ac:0.003808 0.714286 fi:0.385613. Ave ac:0.008162,0.007677 Initialization: 5.964000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.904000 Kernel 1: 0.023000 Kernel 2: 99.692001 Copyback: 0.017000 Sum: 0.033000 It 9,Best ac:0.003808 0.833333 fi:0.266563. Ave ac:0.009156,0.008198 Iteration 10:MDL fitness activated Error 0.266563 TL 0.028208 MDL Theory Length Weight: 3.1500210219 (1) Initialization: 5.975000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.909000 Kernel 1: 0.023000 Kernel 2: 97.564003 Copyback: 0.017000 Sum: 0.034000 It 10,Best ac:0.005330 0.777778 fi:0.427973. Ave ac:0.009243,0.007812 Initialization: 5.992000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.366000 Kernel 1: 0.023000 Kernel 2: 96.073997 Copyback: 0.018000 Sum: 0.037000 It 11,Best ac:0.007868 0.704545 fi:0.492254. Ave ac:0.008074,0.007036 Initialization: 5.879000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.347000 Kernel 1: 0.023000 Kernel 2: 95.027000 Copyback: 0.016000 Sum: 0.032000 It 12,Best ac:0.003299 0.928571 fi:0.362805. Ave ac:0.009864,0.007633 Initialization: 6.001000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.920000 Kernel 1: 0.024000 Kernel 2: 92.741997 Copyback: 0.017000 Sum: 0.036000 It 13,Best ac:0.004822 0.678571 fi:0.498834. Ave ac:0.007075,0.006057 Initialization: 5.934000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.867000 Kernel 1: 0.023000 Kernel 2: 89.888000 Copyback: 0.017000 Sum: 0.036000 It 14,Best ac:0.004316 0.772727 fi:0.417761. Ave ac:0.009052,0.006769 Initialization: 5.881000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.352000 Kernel 1: 0.023000 Kernel 2: 88.035004 Copyback: 0.016000 Sum: 0.033000 It 15,Best ac:0.004062 0.761905 fi:0.462727. Ave ac:0.007224,0.005310 Initialization: 5.922000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.875000 Kernel 1: 0.024000 Kernel 2: 87.047997 Copyback: 0.017000 Sum: 0.038000 It 16,Best ac:0.003554 0.823529 fi:0.365278. Ave ac:0.008642,0.006705 Initialization: 5.984000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.902000 Kernel 1: 0.023000 Kernel 2: 81.918999 Copyback: 0.017000 Sum: 0.034000 It 17,Best ac:0.003046 0.923077 fi:0.382967. Ave ac:0.009015,0.007033 Initialization: 5.946000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.905000 Kernel 1: 0.023000 Kernel 2: 82.626999 Copyback: 0.016000 Sum: 0.031000 It 18,Best ac:0.004824 0.826087 fi:0.349676. Ave ac:0.007644,0.006786 Initialization: 6.017000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.868000 Kernel 1: 0.023000 Kernel 2: 83.693001 Copyback: 0.017000 Sum: 0.033000 It 19,Best ac:0.004062 0.842105 fi:0.342559. Ave ac:0.006617,0.004966 Initialization: 5.931000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.042000 Kernel 1: 0.023000 Kernel 2: 79.745003 Copyback: 0.018000 Sum: 0.036000 It 20,Best ac:0.003300 0.928571 fi:0.324829. Ave ac:0.008358,0.006192 Initialization: 6.193000 Memcpy Classifiers: 0.321000 Memcpy Instances: 9.164000 Kernel 1: 0.022000 Kernel 2: 76.753998 Copyback: 0.017000 Sum: 0.034000 It 21,Best ac:0.004315 0.894737 fi:0.268393. Ave ac:0.007051,0.004794 Initialization: 6.277000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.886000 Kernel 1: 0.024000 Kernel 2: 77.788002 Copyback: 0.017000 Sum: 0.028000 It 22,Best ac:0.004570 0.720000 fi:0.445303. Ave ac:0.004771,0.003363 Initialization: 5.942000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.904000 Kernel 1: 0.023000 Kernel 2: 79.042999 Copyback: 0.017000 Sum: 0.033000 It 23,Best ac:0.004316 0.772727 fi:0.397682. Ave ac:0.006678,0.004881 Initialization: 5.938000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.888000 Kernel 1: 0.023000 Kernel 2: 78.692001 Copyback: 0.017000 Sum: 0.033000 It 24,Best ac:0.004316 0.850000 fi:0.319483. Ave ac:0.005371,0.004762 Initialization: 5.972000 Memcpy Classifiers: 0.323000 Memcpy Instances: 7.876000 Kernel 1: 0.024000 Kernel 2: 77.241997 Copyback: 0.017000 Sum: 0.033000 It 25,Best ac:0.003554 0.823529 fi:0.362101. Ave ac:0.005756,0.004217 Initialization: 5.921000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.930000 Kernel 1: 0.024000 Kernel 2: 74.199997 Copyback: 0.016000 Sum: 0.033000 It 26,Best ac:0.004825 0.950000 fi:0.212005. Ave ac:0.007666,0.004975 Initialization: 7.376000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.907000 Kernel 1: 0.023000 Kernel 2: 76.501999 Copyback: 0.017000 Sum: 0.034000 It 27,Best ac:0.005077 0.833333 fi:0.327774. Ave ac:0.005375,0.003712 Initialization: 5.959000 Memcpy Classifiers: 0.304000 Memcpy Instances: 7.870000 Kernel 1: 0.025000 Kernel 2: 76.585999 Copyback: 0.017000 Sum: 0.031000 It 28,Best ac:0.004824 0.904762 fi:0.273346. Ave ac:0.005442,0.003437 Initialization: 5.999000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.936000 Kernel 1: 0.024000 Kernel 2: 76.338997 Copyback: 0.018000 Sum: 0.033000 It 29,Best ac:0.004822 0.863636 fi:0.301376. Ave ac:0.007131,0.004298 Initialization: 6.040000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.930000 Kernel 1: 0.022000 Kernel 2: 76.068001 Copyback: 0.016000 Sum: 0.035000 It 30,Best ac:0.004061 0.842105 fi:0.318775. Ave ac:0.004703,0.003050 Initialization: 5.982000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.342000 Kernel 1: 0.022000 Kernel 2: 78.931999 Copyback: 0.016000 Sum: 0.029000 It 31,Best ac:0.005331 0.840000 fi:0.335862. Ave ac:0.006085,0.004558 Initialization: 6.010000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.958000 Kernel 1: 0.023000 Kernel 2: 76.839996 Copyback: 0.017000 Sum: 0.031000 It 32,Best ac:0.004569 0.782609 fi:0.392785. Ave ac:0.004603,0.002822 Initialization: 5.965000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.906000 Kernel 1: 0.023000 Kernel 2: 77.041000 Copyback: 0.017000 Sum: 0.031000 It 33,Best ac:0.003299 0.764706 fi:0.471017. Ave ac:0.004407,0.003235 Initialization: 28.156000 Memcpy Instances: 388.384003 Memcpy Classifiers: 0.068000 Kernel 1: 0.028000 Kernel 2: 490.354004 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.060000 Kernel 1: 0.014000 Kernel 2: 484.014008 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 488.063995 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 483.679993 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.081000 Kernel 1: 0.013000 Kernel 2: 495.364014 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 500.005005 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.015000 Kernel 2: 486.265991 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 471.712006 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.015000 Kernel 2: 492.343994 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 373.903992 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.003716 0.690566 fi:0.486058. Ave ac:0.005868,0.017138 Best acc 0.003716 0.690566 Initialization: 6.216000 Memcpy Classifiers: 0.559000 Memcpy Instances: 8.005000 Kernel 1: 0.025000 Kernel 2: 97.509003 Copyback: 0.018000 Sum: 0.045000 Initial population average accuracy1:0.005268 accuracy2:0.205454 Initialization: 5.989000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.912000 Kernel 1: 0.024000 Kernel 2: 104.766998 Copyback: 0.017000 Sum: 0.049000 It 0,Best ac:0.004062 0.432432 fi:0.667346. Ave ac:0.011094,0.013470 Initialization: 5.991000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.885000 Kernel 1: 0.024000 Kernel 2: 104.949997 Copyback: 0.018000 Sum: 0.034000 It 1,Best ac:0.005585 0.488889 fi:0.610170. Ave ac:0.013274,0.015033 Initialization: 6.100000 Memcpy Classifiers: 0.480000 Memcpy Instances: 7.920000 Kernel 1: 0.021000 Kernel 2: 100.914001 Copyback: 0.017000 Sum: 0.028000 It 2,Best ac:0.004315 0.515152 fi:0.584508. Ave ac:0.012462,0.014382 Initialization: 5.973000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.884000 Kernel 1: 0.023000 Kernel 2: 99.634003 Copyback: 0.018000 Sum: 0.033000 It 3,Best ac:0.005584 0.647059 fi:0.452003. Ave ac:0.010897,0.013051 Initialization: 5.950000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.886000 Kernel 1: 0.023000 Kernel 2: 98.961998 Copyback: 0.017000 Sum: 0.034000 It 4,Best ac:0.004822 0.678571 fi:0.420849. Ave ac:0.010695,0.011321 Initialization: 6.060000 Memcpy Classifiers: 0.522000 Memcpy Instances: 8.390000 Kernel 1: 0.023000 Kernel 2: 96.637001 Copyback: 0.017000 Sum: 0.029000 It 5,Best ac:0.004570 0.562500 fi:0.537040. Ave ac:0.011420,0.012275 Initialization: 5.927000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.940000 Kernel 1: 0.024000 Kernel 2: 96.855003 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.004062 0.640000 fi:0.459777. Ave ac:0.011888,0.013918 Initialization: 6.497000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.887000 Kernel 1: 0.024000 Kernel 2: 91.248001 Copyback: 0.017000 Sum: 0.032000 It 7,Best ac:0.004061 0.727273 fi:0.372506. Ave ac:0.009950,0.011926 Initialization: 6.814000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.166000 Kernel 1: 0.023000 Kernel 2: 90.932999 Copyback: 0.017000 Sum: 0.031000 It 8,Best ac:0.003554 0.777778 fi:0.330705. Ave ac:0.010643,0.011845 Initialization: 6.001000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.951000 Kernel 1: 0.023000 Kernel 2: 88.825996 Copyback: 0.017000 Sum: 0.031000 It 9,Best ac:0.003807 0.681818 fi:0.418080. Ave ac:0.010569,0.009790 Iteration 10:MDL fitness activated Error 0.418080 TL 0.029240 MDL Theory Length Weight: 4.7660729509 (2) Initialization: 5.847000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.371000 Kernel 1: 0.024000 Kernel 2: 86.234001 Copyback: 0.017000 Sum: 0.030000 It 10,Best ac:0.004569 0.666667 fi:0.521229. Ave ac:0.010520,0.010517 Initialization: 5.996000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.601000 Kernel 1: 0.022000 Kernel 2: 83.388000 Copyback: 0.017000 Sum: 0.038000 It 11,Best ac:0.007110 0.636364 fi:0.549903. Ave ac:0.013158,0.011970 Initialization: 5.942000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.889000 Kernel 1: 0.024000 Kernel 2: 82.820000 Copyback: 0.017000 Sum: 0.035000 It 12,Best ac:0.007362 0.644444 fi:0.530699. Ave ac:0.015019,0.015962 Initialization: 5.996000 Memcpy Classifiers: 0.378000 Memcpy Instances: 7.867000 Kernel 1: 0.024000 Kernel 2: 79.133003 Copyback: 0.017000 Sum: 0.036000 It 13,Best ac:0.004824 0.633333 fi:0.533934. Ave ac:0.016720,0.016016 Initialization: 5.926000 Memcpy Classifiers: 0.339000 Memcpy Instances: 7.882000 Kernel 1: 0.023000 Kernel 2: 75.860001 Copyback: 0.017000 Sum: 0.034000 It 14,Best ac:0.005076 0.689655 fi:0.483088. Ave ac:0.020004,0.020149 Initialization: 6.038000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.920000 Kernel 1: 0.023000 Kernel 2: 75.302002 Copyback: 0.018000 Sum: 0.030000 It 15,Best ac:0.005838 0.741935 fi:0.410232. Ave ac:0.019138,0.019936 Initialization: 5.948000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.929000 Kernel 1: 0.024000 Kernel 2: 77.666000 Copyback: 0.017000 Sum: 0.031000 It 16,Best ac:0.007616 0.697674 fi:0.490051. Ave ac:0.016662,0.019817 Initialization: 5.989000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.863000 Kernel 1: 0.024000 Kernel 2: 75.792999 Copyback: 0.017000 Sum: 0.023000 It 17,Best ac:0.005333 0.724138 fi:0.457462. Ave ac:0.019463,0.024044 Initialization: 5.933000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.407000 Kernel 1: 0.023000 Kernel 2: 74.638000 Copyback: 0.017000 Sum: 0.030000 It 18,Best ac:0.003808 0.789474 fi:0.420899. Ave ac:0.017015,0.022780 Initialization: 6.530000 Memcpy Classifiers: 0.309000 Memcpy Instances: 8.344000 Kernel 1: 0.023000 Kernel 2: 73.629997 Copyback: 0.017000 Sum: 0.023000 It 19,Best ac:0.005838 0.676471 fi:0.486458. Ave ac:0.016074,0.023388 Initialization: 5.958000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.891000 Kernel 1: 0.024000 Kernel 2: 72.083000 Copyback: 0.017000 Sum: 0.023000 It 20,Best ac:0.004063 0.800000 fi:0.352791. Ave ac:0.016354,0.019867 Initialization: 5.973000 Memcpy Classifiers: 0.265000 Memcpy Instances: 7.994000 Kernel 1: 0.023000 Kernel 2: 71.883003 Copyback: 0.017000 Sum: 0.022000 It 21,Best ac:0.005838 0.766667 fi:0.417035. Ave ac:0.016151,0.024366 Initialization: 5.989000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.964000 Kernel 1: 0.023000 Kernel 2: 71.929001 Copyback: 0.018000 Sum: 0.022000 It 22,Best ac:0.007108 0.700000 fi:0.460890. Ave ac:0.013811,0.024885 Initialization: 6.011000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.869000 Kernel 1: 0.024000 Kernel 2: 68.103996 Copyback: 0.017000 Sum: 0.021000 It 23,Best ac:0.005076 0.740741 fi:0.412662. Ave ac:0.016934,0.027003 Initialization: 6.070000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.905000 Kernel 1: 0.022000 Kernel 2: 65.225998 Copyback: 0.017000 Sum: 0.021000 It 24,Best ac:0.003807 0.833333 fi:0.331362. Ave ac:0.011445,0.024430 Initialization: 5.999000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.377000 Kernel 1: 0.022000 Kernel 2: 67.517998 Copyback: 0.017000 Sum: 0.022000 It 25,Best ac:0.004824 0.703704 fi:0.443373. Ave ac:0.014323,0.029399 Initialization: 5.972000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.869000 Kernel 1: 0.024000 Kernel 2: 65.523003 Copyback: 0.017000 Sum: 0.020000 It 26,Best ac:0.005330 0.750000 fi:0.416990. Ave ac:0.018215,0.030136 Initialization: 5.926000 Memcpy Classifiers: 0.227000 Memcpy Instances: 7.934000 Kernel 1: 0.025000 Kernel 2: 68.028000 Copyback: 0.017000 Sum: 0.022000 It 27,Best ac:0.005585 0.785714 fi:0.363931. Ave ac:0.012600,0.027155 Initialization: 6.010000 Memcpy Classifiers: 0.266000 Memcpy Instances: 7.865000 Kernel 1: 0.023000 Kernel 2: 66.959999 Copyback: 0.017000 Sum: 0.024000 It 28,Best ac:0.004569 0.750000 fi:0.399800. Ave ac:0.013628,0.029295 Initialization: 5.964000 Memcpy Classifiers: 0.204000 Memcpy Instances: 7.868000 Kernel 1: 0.023000 Kernel 2: 69.386002 Copyback: 0.017000 Sum: 0.024000 It 29,Best ac:0.003046 0.857143 fi:0.433973. Ave ac:0.009899,0.020449 Initialization: 5.952000 Memcpy Classifiers: 0.205000 Memcpy Instances: 7.910000 Kernel 1: 0.023000 Kernel 2: 69.193001 Copyback: 0.017000 Sum: 0.024000 It 30,Best ac:0.004316 0.708333 fi:0.448969. Ave ac:0.009820,0.023896 Initialization: 5.870000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.868000 Kernel 1: 0.024000 Kernel 2: 66.988998 Copyback: 0.017000 Sum: 0.021000 It 31,Best ac:0.004316 0.739130 fi:0.421649. Ave ac:0.012022,0.021738 Initialization: 5.945000 Memcpy Classifiers: 0.227000 Memcpy Instances: 7.916000 Kernel 1: 0.022000 Kernel 2: 65.490997 Copyback: 0.016000 Sum: 0.023000 It 32,Best ac:0.003553 0.736842 fi:0.414205. Ave ac:0.015756,0.031781 Initialization: 5.918000 Memcpy Classifiers: 0.204000 Memcpy Instances: 7.910000 Kernel 1: 0.023000 Kernel 2: 67.499001 Copyback: 0.017000 Sum: 0.023000 It 33,Best ac:0.004315 0.653846 fi:0.487974. Ave ac:0.011480,0.027006 MDL Theory Length Weight: 4.2894656558 (10) Initialization: 28.134001 Memcpy Instances: 391.467010 Memcpy Classifiers: 0.050000 Kernel 1: 0.027000 Kernel 2: 453.812988 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.048000 Kernel 1: 0.013000 Kernel 2: 450.609009 Copyback: 0.034000 Sum: 0.001000 Memcpy Classifiers: 0.047000 Kernel 1: 0.013000 Kernel 2: 457.098999 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.047000 Kernel 1: 0.013000 Kernel 2: 435.100006 Copyback: 0.368000 Sum: 0.001000 Memcpy Classifiers: 0.047000 Kernel 1: 0.013000 Kernel 2: 445.658997 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.047000 Kernel 1: 0.013000 Kernel 2: 441.256989 Copyback: 0.022000 Sum: 0.007000 Memcpy Classifiers: 0.049000 Kernel 1: 0.019000 Kernel 2: 443.127014 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.046000 Kernel 1: 0.013000 Kernel 2: 436.188995 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.046000 Kernel 1: 0.014000 Kernel 2: 441.385010 Copyback: 0.021000 Sum: 0.008000 Memcpy Classifiers: 0.047000 Kernel 1: 0.020000 Kernel 2: 361.003998 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.004092 0.580274 fi:0.562383. Ave ac:0.013495,0.046845 Best acc 0.004092 0.580274 Rule:Att PSSM_-4_12 is [>-5.749829]|Att PSSM_-2_17 is [<5.808234]|Att PSSM_0_1 is [>1.871752]|Att PSSM_0_2 is [<-1.332202]|Att PSSM_0_7 is [-4.994999,-2.071146]|Att PSSM_0_8 is [-3.913765,2.068646]|Att PSSM_0_9 is [<10.028644]|Att PSSM_0_15 is [<0.842456]|Att PSSM_1_11 is [>-2.377745]|Att PSSM_4_7 is [-5.845524,-0.056787]|1 Accuracy : 0.779358 0 1 154110 9970 41801 28757 Removed 1060 instances. 195911 Instances left. Acc of rule 0.003716-0.690566 Initialization: 6.076000 Memcpy Classifiers: 0.523000 Memcpy Instances: 7.819000 Kernel 1: 0.026000 Kernel 2: 96.870003 Copyback: 0.017000 Sum: 0.049000 Initial population average accuracy1:0.005213 accuracy2:0.193506 Initialization: 5.983000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.870000 Kernel 1: 0.023000 Kernel 2: 99.888000 Copyback: 0.017000 Sum: 0.040000 It 0,Best ac:0.006891 0.442623 fi:0.655784. Ave ac:0.009350,0.012247 Initialization: 5.977000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.862000 Kernel 1: 0.024000 Kernel 2: 104.138000 Copyback: 0.017000 Sum: 0.027000 It 1,Best ac:0.004084 0.615385 fi:0.484360. Ave ac:0.012361,0.013866 Initialization: 5.939000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.896000 Kernel 1: 0.023000 Kernel 2: 103.051003 Copyback: 0.017000 Sum: 0.032000 It 2,Best ac:0.005870 0.638889 fi:0.460004. Ave ac:0.014592,0.017274 Initialization: 6.136000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.021000 Kernel 1: 0.024000 Kernel 2: 99.420998 Copyback: 0.017000 Sum: 0.036000 It 3,Best ac:0.003573 0.736842 fi:0.363146. Ave ac:0.012882,0.015625 Initialization: 6.454000 Memcpy Classifiers: 0.453000 Memcpy Instances: 7.879000 Kernel 1: 0.024000 Kernel 2: 95.861000 Copyback: 0.017000 Sum: 0.032000 It 4,Best ac:0.003828 0.714286 fi:0.385581. Ave ac:0.011346,0.012792 Initialization: 6.409000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.882000 Kernel 1: 0.022000 Kernel 2: 92.703003 Copyback: 0.017000 Sum: 0.027000 It 5,Best ac:0.004339 0.680000 fi:0.419623. Ave ac:0.010495,0.010654 Initialization: 5.874000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.816000 Kernel 1: 0.022000 Kernel 2: 92.151001 Copyback: 0.018000 Sum: 0.031000 It 6,Best ac:0.003828 0.750000 fi:0.349866. Ave ac:0.008213,0.007275 Initialization: 5.916000 Memcpy Classifiers: 0.396000 Memcpy Instances: 7.851000 Kernel 1: 0.023000 Kernel 2: 93.301003 Copyback: 0.020000 Sum: 0.030000 It 7,Best ac:0.006124 0.727273 fi:0.371499. Ave ac:0.008887,0.007923 Initialization: 6.072000 Memcpy Classifiers: 0.352000 Memcpy Instances: 14.987000 Kernel 1: 0.023000 Kernel 2: 92.808998 Copyback: 0.017000 Sum: 0.031000 It 8,Best ac:0.003573 0.736842 fi:0.363146. Ave ac:0.007884,0.007357 Initialization: 5.972000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.969000 Kernel 1: 0.023000 Kernel 2: 88.959000 Copyback: 0.017000 Sum: 0.034000 It 9,Best ac:0.003573 0.666667 fi:0.433321. Ave ac:0.008350,0.008537 Iteration 10:MDL fitness activated Error 0.433321 TL 0.029647 MDL Theory Length Weight: 4.8719518723 (4) Initialization: 5.914000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.858000 Kernel 1: 0.023000 Kernel 2: 90.553001 Copyback: 0.016000 Sum: 0.031000 It 10,Best ac:0.006126 0.705882 fi:0.536425. Ave ac:0.007590,0.006637 Initialization: 6.023000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.863000 Kernel 1: 0.025000 Kernel 2: 87.717003 Copyback: 0.017000 Sum: 0.033000 It 11,Best ac:0.004339 0.680000 fi:0.560679. Ave ac:0.007950,0.007386 Initialization: 5.958000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.616000 Kernel 1: 0.022000 Kernel 2: 88.891998 Copyback: 0.017000 Sum: 0.030000 It 12,Best ac:0.004849 0.826087 fi:0.412303. Ave ac:0.010245,0.010733 Initialization: 6.435000 Memcpy Classifiers: 0.343000 Memcpy Instances: 8.077000 Kernel 1: 0.022000 Kernel 2: 86.003998 Copyback: 0.017000 Sum: 0.032000 It 13,Best ac:0.005103 0.740741 fi:0.472110. Ave ac:0.009429,0.008728 Initialization: 6.016000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.821000 Kernel 1: 0.023000 Kernel 2: 81.857002 Copyback: 0.017000 Sum: 0.026000 It 14,Best ac:0.005360 0.807692 fi:0.385479. Ave ac:0.009519,0.009803 Initialization: 5.901000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.862000 Kernel 1: 0.023000 Kernel 2: 79.552002 Copyback: 0.018000 Sum: 0.035000 It 15,Best ac:0.005869 0.676471 fi:0.531078. Ave ac:0.007983,0.006527 Initialization: 6.042000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.830000 Kernel 1: 0.024000 Kernel 2: 76.214996 Copyback: 0.017000 Sum: 0.036000 It 16,Best ac:0.010720 0.777778 fi:0.416308. Ave ac:0.009800,0.007368 Initialization: 6.018000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.860000 Kernel 1: 0.024000 Kernel 2: 74.279999 Copyback: 0.017000 Sum: 0.034000 It 17,Best ac:0.007147 0.651163 fi:0.528110. Ave ac:0.006277,0.005286 Initialization: 5.977000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.914000 Kernel 1: 0.023000 Kernel 2: 74.938004 Copyback: 0.017000 Sum: 0.032000 It 18,Best ac:0.003573 0.736842 fi:0.478766. Ave ac:0.008232,0.007769 Initialization: 5.978000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.855000 Kernel 1: 0.024000 Kernel 2: 73.679001 Copyback: 0.017000 Sum: 0.032000 It 19,Best ac:0.005615 0.846154 fi:0.321573. Ave ac:0.009435,0.007431 Initialization: 5.965000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.846000 Kernel 1: 0.024000 Kernel 2: 71.085999 Copyback: 0.017000 Sum: 0.033000 It 20,Best ac:0.004339 0.680000 fi:0.493086. Ave ac:0.008379,0.006244 Initialization: 5.929000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.863000 Kernel 1: 0.024000 Kernel 2: 69.971001 Copyback: 0.017000 Sum: 0.030000 It 21,Best ac:0.005615 0.709677 fi:0.479267. Ave ac:0.009043,0.006240 Initialization: 5.942000 Memcpy Classifiers: 0.245000 Memcpy Instances: 7.861000 Kernel 1: 0.023000 Kernel 2: 72.392998 Copyback: 0.016000 Sum: 0.026000 It 22,Best ac:0.004083 0.695652 fi:0.489060. Ave ac:0.008606,0.008674 Initialization: 5.953000 Memcpy Classifiers: 0.425000 Memcpy Instances: 8.308000 Kernel 1: 0.023000 Kernel 2: 71.591003 Copyback: 0.017000 Sum: 0.025000 It 23,Best ac:0.005614 0.846154 fi:0.320550. Ave ac:0.010938,0.008591 Initialization: 5.903000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.392000 Kernel 1: 0.022000 Kernel 2: 70.011002 Copyback: 0.017000 Sum: 0.027000 It 24,Best ac:0.003573 0.823529 fi:0.357213. Ave ac:0.008173,0.006338 Initialization: 5.854000 Memcpy Classifiers: 0.247000 Memcpy Instances: 8.390000 Kernel 1: 0.023000 Kernel 2: 70.361000 Copyback: 0.017000 Sum: 0.021000 It 25,Best ac:0.006126 0.750000 fi:0.437427. Ave ac:0.009288,0.010557 Initialization: 6.473000 Memcpy Classifiers: 0.247000 Memcpy Instances: 7.873000 Kernel 1: 0.022000 Kernel 2: 69.713997 Copyback: 0.017000 Sum: 0.023000 It 26,Best ac:0.003573 0.823529 fi:0.346372. Ave ac:0.008011,0.007632 Initialization: 6.092000 Memcpy Classifiers: 0.266000 Memcpy Instances: 8.824000 Kernel 1: 0.022000 Kernel 2: 68.245003 Copyback: 0.017000 Sum: 0.025000 It 27,Best ac:0.003573 0.875000 fi:0.324565. Ave ac:0.005810,0.007171 Initialization: 5.921000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.841000 Kernel 1: 0.023000 Kernel 2: 70.301003 Copyback: 0.017000 Sum: 0.027000 It 28,Best ac:0.005614 0.611111 fi:0.574028. Ave ac:0.007611,0.007480 Initialization: 5.992000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.853000 Kernel 1: 0.023000 Kernel 2: 71.552002 Copyback: 0.017000 Sum: 0.025000 It 29,Best ac:0.003572 0.736842 fi:0.436730. Ave ac:0.009237,0.006882 Initialization: 5.895000 Memcpy Classifiers: 0.282000 Memcpy Instances: 7.968000 Kernel 1: 0.022000 Kernel 2: 69.015999 Copyback: 0.017000 Sum: 0.025000 It 30,Best ac:0.004849 0.655172 fi:0.527180. Ave ac:0.007108,0.006901 Initialization: 5.934000 Memcpy Classifiers: 0.227000 Memcpy Instances: 7.999000 Kernel 1: 0.022000 Kernel 2: 69.231003 Copyback: 0.016000 Sum: 0.023000 It 31,Best ac:0.008423 0.634615 fi:0.522149. Ave ac:0.007735,0.007573 Initialization: 6.051000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.897000 Kernel 1: 0.023000 Kernel 2: 69.063004 Copyback: 0.017000 Sum: 0.024000 It 32,Best ac:0.004339 0.772727 fi:0.422170. Ave ac:0.009770,0.012926 MDL Theory Length Weight: 4.3847566851 (10) Initialization: 6.001000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.593000 Kernel 1: 0.023000 Kernel 2: 69.963997 Copyback: 0.017000 Sum: 0.025000 It 33,Best ac:0.004084 0.888889 fi:0.267517. Ave ac:0.009978,0.012506 Initialization: 29.011000 Memcpy Instances: 385.554993 Memcpy Classifiers: 0.062000 Kernel 1: 0.023000 Kernel 2: 457.774994 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.056000 Kernel 1: 0.014000 Kernel 2: 472.968994 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 467.639008 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.056000 Kernel 1: 0.013000 Kernel 2: 470.756989 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.054000 Kernel 1: 0.013000 Kernel 2: 482.264008 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.055000 Kernel 1: 0.015000 Kernel 2: 464.838989 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.055000 Kernel 1: 0.012000 Kernel 2: 483.243988 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 476.217987 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.014000 Kernel 2: 476.001007 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.049000 Kernel 1: 0.013000 Kernel 2: 366.696014 Copyback: 0.017000 Sum: 0.001000 It 34,Best ac:0.005018 0.599756 fi:0.579333. Ave ac:0.007763,0.023249 Best acc 0.005018 0.599756 Initialization: 6.166000 Memcpy Classifiers: 0.524000 Memcpy Instances: 7.865000 Kernel 1: 0.024000 Kernel 2: 94.551003 Copyback: 0.017000 Sum: 0.048000 Initial population average accuracy1:0.005219 accuracy2:0.212482 Initialization: 6.023000 Memcpy Classifiers: 0.541000 Memcpy Instances: 7.829000 Kernel 1: 0.024000 Kernel 2: 97.148003 Copyback: 0.017000 Sum: 0.032000 It 0,Best ac:0.005615 0.478261 fi:0.620754. Ave ac:0.009856,0.013559 Initialization: 5.887000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.827000 Kernel 1: 0.024000 Kernel 2: 102.556999 Copyback: 0.017000 Sum: 0.030000 It 1,Best ac:0.013524 0.481818 fi:0.613426. Ave ac:0.012665,0.015764 Initialization: 6.293000 Memcpy Classifiers: 0.435000 Memcpy Instances: 7.827000 Kernel 1: 0.023000 Kernel 2: 101.092003 Copyback: 0.017000 Sum: 0.028000 It 2,Best ac:0.005870 0.489362 fi:0.609531. Ave ac:0.013205,0.017079 Initialization: 6.291000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.861000 Kernel 1: 0.022000 Kernel 2: 97.083000 Copyback: 0.017000 Sum: 0.030000 It 3,Best ac:0.006634 0.650000 fi:0.448528. Ave ac:0.012257,0.011900 Initialization: 5.871000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.866000 Kernel 1: 0.024000 Kernel 2: 94.848000 Copyback: 0.017000 Sum: 0.028000 It 4,Best ac:0.005360 0.724138 fi:0.374998. Ave ac:0.012514,0.014007 Initialization: 5.943000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.852000 Kernel 1: 0.023000 Kernel 2: 92.263000 Copyback: 0.017000 Sum: 0.034000 It 5,Best ac:0.003573 0.823529 fi:0.276458. Ave ac:0.012557,0.015283 Initialization: 6.009000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.903000 Kernel 1: 0.023000 Kernel 2: 87.856003 Copyback: 0.017000 Sum: 0.030000 It 6,Best ac:0.003828 0.714286 fi:0.385581. Ave ac:0.013068,0.015950 Initialization: 5.925000 Memcpy Classifiers: 0.381000 Memcpy Instances: 7.891000 Kernel 1: 0.024000 Kernel 2: 83.866997 Copyback: 0.018000 Sum: 0.032000 It 7,Best ac:0.003318 0.812500 fi:0.345800. Ave ac:0.008991,0.013199 Initialization: 5.948000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.859000 Kernel 1: 0.024000 Kernel 2: 84.594002 Copyback: 0.017000 Sum: 0.033000 It 8,Best ac:0.005360 0.724138 fi:0.374998. Ave ac:0.009359,0.014369 Initialization: 5.847000 Memcpy Classifiers: 0.350000 Memcpy Instances: 7.837000 Kernel 1: 0.024000 Kernel 2: 84.167999 Copyback: 0.017000 Sum: 0.029000 It 9,Best ac:0.003828 0.681818 fi:0.418048. Ave ac:0.010402,0.014635 Iteration 10:MDL fitness activated Error 0.418048 TL 0.022483 MDL Theory Length Weight: 6.1979527548 (5) Initialization: 5.846000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.820000 Kernel 1: 0.024000 Kernel 2: 80.222000 Copyback: 0.016000 Sum: 0.034000 It 10,Best ac:0.005105 0.800000 fi:0.402766. Ave ac:0.011829,0.017643 Initialization: 5.966000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.817000 Kernel 1: 0.023000 Kernel 2: 76.952003 Copyback: 0.018000 Sum: 0.032000 It 11,Best ac:0.006381 0.961538 fi:0.292474. Ave ac:0.010953,0.018856 Initialization: 5.913000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.876000 Kernel 1: 0.024000 Kernel 2: 73.111000 Copyback: 0.017000 Sum: 0.031000 It 12,Best ac:0.004339 0.680000 fi:0.533904. Ave ac:0.007904,0.014025 Initialization: 6.066000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.831000 Kernel 1: 0.023000 Kernel 2: 72.392998 Copyback: 0.017000 Sum: 0.026000 It 13,Best ac:0.003573 0.777778 fi:0.425454. Ave ac:0.011044,0.016928 Initialization: 5.902000 Memcpy Classifiers: 0.245000 Memcpy Instances: 7.857000 Kernel 1: 0.024000 Kernel 2: 73.747002 Copyback: 0.017000 Sum: 0.021000 It 14,Best ac:0.004848 0.730769 fi:0.521461. Ave ac:0.009954,0.019458 Initialization: 5.957000 Memcpy Classifiers: 0.247000 Memcpy Instances: 7.818000 Kernel 1: 0.023000 Kernel 2: 71.586998 Copyback: 0.017000 Sum: 0.022000 It 15,Best ac:0.003828 0.600000 fi:0.583901. Ave ac:0.009579,0.017127 Initialization: 5.896000 Memcpy Classifiers: 0.227000 Memcpy Instances: 8.282000 Kernel 1: 0.024000 Kernel 2: 69.874001 Copyback: 0.017000 Sum: 0.023000 It 16,Best ac:0.003828 0.833333 fi:0.340001. Ave ac:0.013991,0.025111 Initialization: 5.945000 Memcpy Classifiers: 0.247000 Memcpy Instances: 8.295000 Kernel 1: 0.023000 Kernel 2: 68.375999 Copyback: 0.016000 Sum: 0.021000 It 17,Best ac:0.004084 0.727273 fi:0.462313. Ave ac:0.013599,0.024580 Initialization: 6.010000 Memcpy Classifiers: 0.247000 Memcpy Instances: 7.816000 Kernel 1: 0.024000 Kernel 2: 69.098000 Copyback: 0.019000 Sum: 0.022000 It 18,Best ac:0.004084 0.761905 fi:0.416221. Ave ac:0.012680,0.024627 Initialization: 5.917000 Memcpy Classifiers: 0.247000 Memcpy Instances: 8.300000 Kernel 1: 0.024000 Kernel 2: 69.664001 Copyback: 0.017000 Sum: 0.018000 It 19,Best ac:0.005103 0.666667 fi:0.506610. Ave ac:0.013341,0.022643 Initialization: 5.936000 Memcpy Classifiers: 0.246000 Memcpy Instances: 8.304000 Kernel 1: 0.024000 Kernel 2: 68.891998 Copyback: 0.017000 Sum: 0.021000 It 20,Best ac:0.003828 0.937500 fi:0.228126. Ave ac:0.014157,0.026462 Initialization: 5.906000 Memcpy Classifiers: 0.226000 Memcpy Instances: 8.292000 Kernel 1: 0.023000 Kernel 2: 68.356003 Copyback: 0.023000 Sum: 0.022000 It 21,Best ac:0.003828 0.789474 fi:0.399258. Ave ac:0.012830,0.021790 Initialization: 5.993000 Memcpy Classifiers: 0.286000 Memcpy Instances: 7.925000 Kernel 1: 0.024000 Kernel 2: 66.919998 Copyback: 0.017000 Sum: 0.020000 It 22,Best ac:0.004084 0.640000 fi:0.527099. Ave ac:0.013086,0.028115 Initialization: 5.929000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.912000 Kernel 1: 0.023000 Kernel 2: 67.583000 Copyback: 0.017000 Sum: 0.023000 It 23,Best ac:0.003573 0.666667 fi:0.504106. Ave ac:0.012010,0.024483 Initialization: 5.930000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.931000 Kernel 1: 0.024000 Kernel 2: 65.211998 Copyback: 0.018000 Sum: 0.021000 It 24,Best ac:0.005105 0.740741 fi:0.439670. Ave ac:0.018699,0.033000 Initialization: 5.883000 Memcpy Classifiers: 0.227000 Memcpy Instances: 8.291000 Kernel 1: 0.023000 Kernel 2: 65.625000 Copyback: 0.017000 Sum: 0.023000 It 25,Best ac:0.006381 0.714286 fi:0.460979. Ave ac:0.015704,0.032482 Initialization: 5.888000 Memcpy Classifiers: 0.222000 Memcpy Instances: 9.175000 Kernel 1: 0.022000 Kernel 2: 67.425003 Copyback: 0.017000 Sum: 0.022000 It 26,Best ac:0.005359 0.552632 fi:0.596574. Ave ac:0.013808,0.027503 Initialization: 5.898000 Memcpy Classifiers: 0.204000 Memcpy Instances: 8.389000 Kernel 1: 0.023000 Kernel 2: 65.247002 Copyback: 0.017000 Sum: 0.021000 It 27,Best ac:0.003573 0.823529 fi:0.336704. Ave ac:0.019964,0.037405 Initialization: 5.876000 Memcpy Classifiers: 0.205000 Memcpy Instances: 7.863000 Kernel 1: 0.023000 Kernel 2: 64.615997 Copyback: 0.017000 Sum: 0.023000 It 28,Best ac:0.006381 0.714286 fi:0.437769. Ave ac:0.014140,0.028226 Initialization: 5.907000 Memcpy Classifiers: 0.205000 Memcpy Instances: 7.819000 Kernel 1: 0.024000 Kernel 2: 64.875000 Copyback: 0.017000 Sum: 0.025000 It 29,Best ac:0.004849 0.703704 fi:0.466461. Ave ac:0.016225,0.028549 MDL Theory Length Weight: 5.5781574793 (10) Initialization: 5.937000 Memcpy Classifiers: 0.227000 Memcpy Instances: 7.818000 Kernel 1: 0.023000 Kernel 2: 63.381001 Copyback: 0.017000 Sum: 0.020000 It 30,Best ac:0.005105 0.714286 fi:0.446620. Ave ac:0.012304,0.023175 Initialization: 5.876000 Memcpy Classifiers: 0.227000 Memcpy Instances: 7.874000 Kernel 1: 0.023000 Kernel 2: 64.379997 Copyback: 0.017000 Sum: 0.022000 It 31,Best ac:0.003828 0.714286 fi:0.430583. Ave ac:0.010565,0.021386 Initialization: 6.978000 Memcpy Classifiers: 0.205000 Memcpy Instances: 7.872000 Kernel 1: 0.023000 Kernel 2: 66.605003 Copyback: 0.017000 Sum: 0.021000 It 32,Best ac:0.003573 0.777778 fi:0.388331. Ave ac:0.012815,0.025255 Initialization: 6.891000 Memcpy Classifiers: 0.234000 Memcpy Instances: 7.855000 Kernel 1: 0.023000 Kernel 2: 65.575996 Copyback: 0.017000 Sum: 0.024000 It 33,Best ac:0.003828 0.535714 fi:0.606531. Ave ac:0.010750,0.023313 Initialization: 28.427999 Memcpy Instances: 389.696014 Memcpy Classifiers: 0.050000 Kernel 1: 0.023000 Kernel 2: 408.944000 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.048000 Kernel 1: 0.013000 Kernel 2: 420.477997 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.048000 Kernel 1: 0.013000 Kernel 2: 424.407013 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.048000 Kernel 1: 0.013000 Kernel 2: 428.477997 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.048000 Kernel 1: 0.013000 Kernel 2: 422.583008 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.013000 Kernel 2: 421.928009 Copyback: 0.367000 Sum: 0.002000 Memcpy Classifiers: 0.048000 Kernel 1: 0.014000 Kernel 2: 429.929993 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.048000 Kernel 1: 0.013000 Kernel 2: 415.531006 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.048000 Kernel 1: 0.013000 Kernel 2: 408.240997 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.013000 Kernel 2: 337.144989 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.005533 0.575983 fi:0.571135. Ave ac:0.016394,0.053996 Best acc 0.005533 0.575983 Rule:Att PSSM_-2_7 is [<-1.222936]|Att PSSM_-1_5 is [>-2.669683]|Att PSSM_0_7 is [<-2.117594]|Att PSSM_0_16 is [<1.538576]|Att PSSM_0_20 is [>-3.066299]|Att PSSM_1_4 is [-7.350075,-2.721277]|Att PSSM_3_3 is [<3.457612]|1 Accuracy : 0.780752 0 1 153454 10626 40818 29740 Removed 1639 instances. 194272 Instances left. Acc of rule 0.005018-0.599756 Initialization: 5.872000 Memcpy Classifiers: 0.558000 Memcpy Instances: 7.804000 Kernel 1: 0.024000 Kernel 2: 95.078003 Copyback: 0.019000 Sum: 0.051000 Initial population average accuracy1:0.004528 accuracy2:0.210987 Initialization: 6.043000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.765000 Kernel 1: 0.023000 Kernel 2: 101.884003 Copyback: 0.018000 Sum: 0.041000 It 0,Best ac:0.005148 0.540541 fi:0.558658. Ave ac:0.009177,0.012513 Initialization: 5.831000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.784000 Kernel 1: 0.023000 Kernel 2: 105.223999 Copyback: 0.017000 Sum: 0.034000 It 1,Best ac:0.005145 0.645161 fi:0.454040. Ave ac:0.012604,0.014644 Initialization: 5.869000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.231000 Kernel 1: 0.022000 Kernel 2: 100.394997 Copyback: 0.017000 Sum: 0.032000 It 2,Best ac:0.007205 0.608696 fi:0.489510. Ave ac:0.012446,0.014495 Initialization: 5.931000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.748000 Kernel 1: 0.024000 Kernel 2: 99.813004 Copyback: 0.017000 Sum: 0.035000 It 3,Best ac:0.005920 0.638889 fi:0.459936. Ave ac:0.011274,0.012917 Initialization: 5.867000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.752000 Kernel 1: 0.023000 Kernel 2: 95.480003 Copyback: 0.017000 Sum: 0.031000 It 4,Best ac:0.004632 0.620690 fi:0.478761. Ave ac:0.009724,0.012264 Initialization: 6.032000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.752000 Kernel 1: 0.023000 Kernel 2: 97.811996 Copyback: 0.017000 Sum: 0.030000 It 5,Best ac:0.008749 0.680000 fi:0.417459. Ave ac:0.011255,0.011817 Initialization: 5.978000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.759000 Kernel 1: 0.023000 Kernel 2: 96.853996 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.004118 0.800000 fi:0.299697. Ave ac:0.009891,0.010461 Initialization: 6.389000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.851000 Kernel 1: 0.023000 Kernel 2: 97.897003 Copyback: 0.017000 Sum: 0.036000 It 7,Best ac:0.004375 0.653846 fi:0.445726. Ave ac:0.008762,0.008406 Initialization: 5.878000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.224000 Kernel 1: 0.022000 Kernel 2: 96.927002 Copyback: 0.017000 Sum: 0.033000 It 8,Best ac:0.004891 0.760000 fi:0.339323. Ave ac:0.008742,0.007904 Initialization: 5.915000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.265000 Kernel 1: 0.023000 Kernel 2: 95.685997 Copyback: 0.017000 Sum: 0.036000 It 9,Best ac:0.012355 0.705882 fi:0.389827. Ave ac:0.008412,0.008428 Iteration 10:MDL fitness activated Error 0.389827 TL 0.030232 MDL Theory Length Weight: 4.2981610551 (4) Initialization: 5.849000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.744000 Kernel 1: 0.024000 Kernel 2: 94.982002 Copyback: 0.017000 Sum: 0.033000 It 10,Best ac:0.005663 0.709677 fi:0.535418. Ave ac:0.007212,0.007153 Initialization: 5.858000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.799000 Kernel 1: 0.024000 Kernel 2: 94.300003 Copyback: 0.020000 Sum: 0.030000 It 11,Best ac:0.003604 0.823529 fi:0.431097. Ave ac:0.006960,0.007050 Initialization: 5.880000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.859000 Kernel 1: 0.022000 Kernel 2: 92.680000 Copyback: 0.017000 Sum: 0.038000 It 12,Best ac:0.003860 0.750000 fi:0.446221. Ave ac:0.008313,0.009348 Initialization: 5.833000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.240000 Kernel 1: 0.023000 Kernel 2: 91.439003 Copyback: 0.018000 Sum: 0.033000 It 13,Best ac:0.004376 0.850000 fi:0.364923. Ave ac:0.010252,0.011400 Initialization: 5.873000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.756000 Kernel 1: 0.024000 Kernel 2: 94.660004 Copyback: 0.017000 Sum: 0.031000 It 14,Best ac:0.003346 0.764706 fi:0.452425. Ave ac:0.010113,0.010405 Initialization: 5.822000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.816000 Kernel 1: 0.023000 Kernel 2: 93.139000 Copyback: 0.020000 Sum: 0.034000 It 15,Best ac:0.005920 0.766667 fi:0.452560. Ave ac:0.011521,0.011706 Initialization: 5.819000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.854000 Kernel 1: 0.024000 Kernel 2: 89.147003 Copyback: 0.017000 Sum: 0.029000 It 16,Best ac:0.006176 0.750000 fi:0.417183. Ave ac:0.011038,0.009909 Initialization: 5.835000 Memcpy Classifiers: 0.330000 Memcpy Instances: 7.780000 Kernel 1: 0.024000 Kernel 2: 86.362000 Copyback: 0.017000 Sum: 0.034000 It 17,Best ac:0.003604 0.823529 fi:0.400447. Ave ac:0.012149,0.013287 Initialization: 5.920000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.793000 Kernel 1: 0.023000 Kernel 2: 88.387001 Copyback: 0.017000 Sum: 0.031000 It 18,Best ac:0.003604 0.777778 fi:0.447960. Ave ac:0.010130,0.011698 Initialization: 6.325000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.759000 Kernel 1: 0.023000 Kernel 2: 88.252998 Copyback: 0.017000 Sum: 0.028000 It 19,Best ac:0.004633 0.720000 fi:0.473771. Ave ac:0.012710,0.016865 Initialization: 5.912000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.786000 Kernel 1: 0.023000 Kernel 2: 87.080002 Copyback: 0.017000 Sum: 0.027000 It 20,Best ac:0.004633 0.666667 fi:0.528724. Ave ac:0.011047,0.013803 Initialization: 5.850000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.799000 Kernel 1: 0.022000 Kernel 2: 87.670998 Copyback: 0.017000 Sum: 0.029000 It 21,Best ac:0.005663 0.733333 fi:0.430090. Ave ac:0.013483,0.016615 Initialization: 5.862000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.801000 Kernel 1: 0.024000 Kernel 2: 83.236000 Copyback: 0.018000 Sum: 0.023000 It 22,Best ac:0.004118 0.761905 fi:0.406822. Ave ac:0.014089,0.020352 MDL Theory Length Weight: 3.8683449496 (10) Initialization: 5.850000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.236000 Kernel 1: 0.023000 Kernel 2: 83.149002 Copyback: 0.016000 Sum: 0.024000 It 23,Best ac:0.005148 0.714286 fi:0.423264. Ave ac:0.012124,0.013955 Initialization: 6.405000 Memcpy Classifiers: 0.265000 Memcpy Instances: 7.785000 Kernel 1: 0.023000 Kernel 2: 80.252998 Copyback: 0.017000 Sum: 0.025000 It 24,Best ac:0.004632 0.818182 fi:0.329062. Ave ac:0.015590,0.024390 Initialization: 5.923000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.815000 Kernel 1: 0.024000 Kernel 2: 79.565002 Copyback: 0.017000 Sum: 0.025000 It 25,Best ac:0.003089 0.923077 fi:0.362971. Ave ac:0.012341,0.017809 Initialization: 5.913000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.760000 Kernel 1: 0.024000 Kernel 2: 77.234001 Copyback: 0.017000 Sum: 0.022000 It 26,Best ac:0.003603 0.666667 fi:0.506234. Ave ac:0.011960,0.019122 Initialization: 5.996000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.745000 Kernel 1: 0.023000 Kernel 2: 78.250999 Copyback: 0.017000 Sum: 0.027000 It 27,Best ac:0.004632 0.818182 fi:0.333596. Ave ac:0.010362,0.013560 Initialization: 5.882000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.800000 Kernel 1: 0.024000 Kernel 2: 78.625999 Copyback: 0.017000 Sum: 0.022000 It 28,Best ac:0.004117 0.666667 fi:0.484791. Ave ac:0.009413,0.010826 Initialization: 5.814000 Memcpy Classifiers: 0.301000 Memcpy Instances: 7.803000 Kernel 1: 0.023000 Kernel 2: 76.575996 Copyback: 0.017000 Sum: 0.025000 It 29,Best ac:0.004117 0.761905 fi:0.389708. Ave ac:0.011754,0.018080 Initialization: 5.818000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.873000 Kernel 1: 0.023000 Kernel 2: 78.560997 Copyback: 0.017000 Sum: 0.024000 It 30,Best ac:0.004376 0.809524 fi:0.333670. Ave ac:0.011425,0.016260 Initialization: 6.102000 Memcpy Classifiers: 0.500000 Memcpy Instances: 7.824000 Kernel 1: 0.023000 Kernel 2: 80.415001 Copyback: 0.017000 Sum: 0.023000 It 31,Best ac:0.002831 0.846154 fi:0.468961. Ave ac:0.010812,0.016332 Initialization: 6.054000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.845000 Kernel 1: 0.025000 Kernel 2: 81.071999 Copyback: 0.017000 Sum: 0.022000 It 32,Best ac:0.003603 0.736842 fi:0.422070. Ave ac:0.010901,0.016287 Initialization: 5.894000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.743000 Kernel 1: 0.023000 Kernel 2: 80.875000 Copyback: 0.017000 Sum: 0.022000 It 33,Best ac:0.004376 0.739130 fi:0.425935. Ave ac:0.012356,0.018640 MDL Theory Length Weight: 3.4815104546 (10) Initialization: 28.209000 Memcpy Instances: 387.041992 Memcpy Classifiers: 0.069000 Kernel 1: 0.025000 Kernel 2: 558.354980 Copyback: 0.015000 Sum: 0.015000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 553.414001 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 538.892029 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.067000 Kernel 1: 0.012000 Kernel 2: 553.390991 Copyback: 0.018000 Sum: 0.004000 Memcpy Classifiers: 0.068000 Kernel 1: 0.017000 Kernel 2: 552.340027 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 532.260010 Copyback: 0.021000 Sum: 0.007000 Memcpy Classifiers: 0.068000 Kernel 1: 0.022000 Kernel 2: 534.237000 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.067000 Kernel 1: 0.014000 Kernel 2: 530.432007 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 529.945007 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.055000 Kernel 1: 0.012000 Kernel 2: 248.119995 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.004406 0.558747 fi:0.580071. Ave ac:0.010556,0.035038 Best acc 0.004406 0.558747 Initialization: 6.145000 Memcpy Classifiers: 0.540000 Memcpy Instances: 7.794000 Kernel 1: 0.026000 Kernel 2: 95.019997 Copyback: 0.017000 Sum: 0.046000 Initial population average accuracy1:0.005104 accuracy2:0.205508 Initialization: 5.879000 Memcpy Classifiers: 0.486000 Memcpy Instances: 7.791000 Kernel 1: 0.024000 Kernel 2: 102.264000 Copyback: 0.016000 Sum: 0.036000 It 0,Best ac:0.011840 0.422018 fi:0.673940. Ave ac:0.009723,0.013622 Initialization: 5.891000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.783000 Kernel 1: 0.024000 Kernel 2: 104.998001 Copyback: 0.017000 Sum: 0.030000 It 1,Best ac:0.005663 0.458333 fi:0.640616. Ave ac:0.011855,0.013494 Initialization: 5.989000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.830000 Kernel 1: 0.023000 Kernel 2: 101.221001 Copyback: 0.017000 Sum: 0.030000 It 2,Best ac:0.012870 0.531915 fi:0.563545. Ave ac:0.012248,0.014424 Initialization: 5.850000 Memcpy Classifiers: 0.498000 Memcpy Instances: 7.764000 Kernel 1: 0.024000 Kernel 2: 101.079002 Copyback: 0.017000 Sum: 0.028000 It 3,Best ac:0.003860 0.625000 fi:0.474824. Ave ac:0.011299,0.012737 Initialization: 5.848000 Memcpy Classifiers: 0.526000 Memcpy Instances: 8.223000 Kernel 1: 0.023000 Kernel 2: 101.556000 Copyback: 0.016000 Sum: 0.031000 It 4,Best ac:0.009266 0.537313 fi:0.559891. Ave ac:0.010465,0.011294 Initialization: 5.912000 Memcpy Classifiers: 0.470000 Memcpy Instances: 7.806000 Kernel 1: 0.024000 Kernel 2: 98.816002 Copyback: 0.018000 Sum: 0.031000 It 5,Best ac:0.003345 0.866667 fi:0.271003. Ave ac:0.009457,0.008654 Initialization: 5.987000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.778000 Kernel 1: 0.023000 Kernel 2: 97.439003 Copyback: 0.017000 Sum: 0.036000 It 6,Best ac:0.003603 0.666667 fi:0.433282. Ave ac:0.010185,0.009656 Initialization: 6.017000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.781000 Kernel 1: 0.023000 Kernel 2: 98.468002 Copyback: 0.017000 Sum: 0.036000 It 7,Best ac:0.004633 0.692308 fi:0.407140. Ave ac:0.011027,0.010910 Initialization: 5.885000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.764000 Kernel 1: 0.023000 Kernel 2: 95.688004 Copyback: 0.017000 Sum: 0.030000 It 8,Best ac:0.004632 0.782609 fi:0.316842. Ave ac:0.011838,0.011778 Initialization: 5.865000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.251000 Kernel 1: 0.023000 Kernel 2: 92.994003 Copyback: 0.018000 Sum: 0.035000 It 9,Best ac:0.003860 0.750000 fi:0.349824. Ave ac:0.010449,0.010680 Iteration 10:MDL fitness activated Error 0.349824 TL 0.037752 MDL Theory Length Weight: 3.0888132912 (5) Initialization: 5.884000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.769000 Kernel 1: 0.024000 Kernel 2: 90.407997 Copyback: 0.018000 Sum: 0.033000 It 10,Best ac:0.004632 0.692308 fi:0.489433. Ave ac:0.009187,0.008075 Initialization: 5.888000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.746000 Kernel 1: 0.023000 Kernel 2: 88.343002 Copyback: 0.017000 Sum: 0.032000 It 11,Best ac:0.003603 0.700000 fi:0.482238. Ave ac:0.008519,0.008699 Initialization: 5.830000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.827000 Kernel 1: 0.024000 Kernel 2: 89.030998 Copyback: 0.017000 Sum: 0.034000 It 12,Best ac:0.004118 0.761905 fi:0.402881. Ave ac:0.009759,0.011169 Initialization: 5.828000 Memcpy Classifiers: 0.366000 Memcpy Instances: 8.032000 Kernel 1: 0.024000 Kernel 2: 85.527000 Copyback: 0.017000 Sum: 0.035000 It 13,Best ac:0.002831 1.000000 fi:0.365579. Ave ac:0.007681,0.007992 Initialization: 5.876000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.760000 Kernel 1: 0.024000 Kernel 2: 86.500999 Copyback: 0.017000 Sum: 0.034000 It 14,Best ac:0.004118 0.888889 fi:0.290023. Ave ac:0.010987,0.012509 Initialization: 5.877000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.761000 Kernel 1: 0.025000 Kernel 2: 84.685997 Copyback: 0.016000 Sum: 0.034000 It 15,Best ac:0.003346 0.684211 fi:0.526960. Ave ac:0.010784,0.011804 Initialization: 6.373000 Memcpy Classifiers: 0.364000 Memcpy Instances: 7.781000 Kernel 1: 0.025000 Kernel 2: 79.662003 Copyback: 0.017000 Sum: 0.031000 It 16,Best ac:0.005147 0.714286 fi:0.450453. Ave ac:0.010548,0.012140 Initialization: 5.883000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.751000 Kernel 1: 0.024000 Kernel 2: 81.968002 Copyback: 0.017000 Sum: 0.032000 It 17,Best ac:0.007207 0.682927 fi:0.477847. Ave ac:0.010456,0.010692 Initialization: 5.847000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.803000 Kernel 1: 0.023000 Kernel 2: 79.835999 Copyback: 0.017000 Sum: 0.033000 It 18,Best ac:0.007205 0.777778 fi:0.387022. Ave ac:0.012696,0.013807 Initialization: 5.870000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.744000 Kernel 1: 0.024000 Kernel 2: 79.858002 Copyback: 0.017000 Sum: 0.030000 It 19,Best ac:0.003345 0.722222 fi:0.485494. Ave ac:0.010369,0.013294 Initialization: 6.000000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.749000 Kernel 1: 0.023000 Kernel 2: 79.075996 Copyback: 0.017000 Sum: 0.031000 It 20,Best ac:0.004118 0.761905 fi:0.376403. Ave ac:0.008934,0.009201 Initialization: 5.939000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.794000 Kernel 1: 0.024000 Kernel 2: 77.882004 Copyback: 0.017000 Sum: 0.029000 It 21,Best ac:0.006692 0.838710 fi:0.327788. Ave ac:0.009957,0.010079 Initialization: 7.000000 Memcpy Classifiers: 0.304000 Memcpy Instances: 8.330000 Kernel 1: 0.022000 Kernel 2: 77.035004 Copyback: 0.017000 Sum: 0.030000 It 22,Best ac:0.004633 0.782609 fi:0.373440. Ave ac:0.009434,0.010790 Initialization: 6.025000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.801000 Kernel 1: 0.023000 Kernel 2: 78.036003 Copyback: 0.017000 Sum: 0.030000 It 23,Best ac:0.004891 0.703704 fi:0.463852. Ave ac:0.008303,0.010595 MDL Theory Length Weight: 2.7799319621 (10) Initialization: 5.963000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.758000 Kernel 1: 0.024000 Kernel 2: 77.509003 Copyback: 0.018000 Sum: 0.031000 It 24,Best ac:0.004375 0.629630 fi:0.511545. Ave ac:0.008747,0.010460 Initialization: 5.962000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.837000 Kernel 1: 0.024000 Kernel 2: 77.209000 Copyback: 0.017000 Sum: 0.032000 It 25,Best ac:0.004632 0.750000 fi:0.421444. Ave ac:0.008945,0.008916 Initialization: 5.856000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.800000 Kernel 1: 0.024000 Kernel 2: 76.490997 Copyback: 0.017000 Sum: 0.029000 It 26,Best ac:0.004375 0.894737 fi:0.264416. Ave ac:0.009234,0.008093 Initialization: 5.910000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.965000 Kernel 1: 0.023000 Kernel 2: 75.209999 Copyback: 0.017000 Sum: 0.029000 It 27,Best ac:0.004889 0.791667 fi:0.373893. Ave ac:0.007715,0.007589 Initialization: 5.953000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.759000 Kernel 1: 0.046000 Kernel 2: 77.595001 Copyback: 0.017000 Sum: 0.031000 It 28,Best ac:0.004117 0.615385 fi:0.552225. Ave ac:0.004739,0.006382 Initialization: 5.924000 Memcpy Classifiers: 0.372000 Memcpy Instances: 7.751000 Kernel 1: 0.023000 Kernel 2: 75.841003 Copyback: 0.017000 Sum: 0.031000 It 29,Best ac:0.005663 0.785714 fi:0.385516. Ave ac:0.008477,0.009992 Initialization: 5.938000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.754000 Kernel 1: 0.023000 Kernel 2: 78.649002 Copyback: 0.021000 Sum: 0.031000 It 30,Best ac:0.004891 0.791667 fi:0.350615. Ave ac:0.007525,0.009709 Initialization: 5.847000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.832000 Kernel 1: 0.023000 Kernel 2: 76.366997 Copyback: 0.017000 Sum: 0.029000 It 31,Best ac:0.003604 0.736842 fi:0.425913. Ave ac:0.007490,0.009075 Initialization: 5.839000 Memcpy Classifiers: 0.319000 Memcpy Instances: 8.322000 Kernel 1: 0.023000 Kernel 2: 77.557999 Copyback: 0.017000 Sum: 0.026000 It 32,Best ac:0.003860 0.833333 fi:0.331982. Ave ac:0.008599,0.008358 Initialization: 5.902000 Memcpy Classifiers: 0.247000 Memcpy Instances: 7.829000 Kernel 1: 0.023000 Kernel 2: 81.842003 Copyback: 0.017000 Sum: 0.030000 It 33,Best ac:0.004116 0.800000 fi:0.372950. Ave ac:0.007486,0.007449 Initialization: 28.209999 Memcpy Instances: 382.507996 Memcpy Classifiers: 0.074000 Kernel 1: 0.023000 Kernel 2: 557.997009 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.074000 Kernel 1: 0.015000 Kernel 2: 539.859009 Copyback: 0.016000 Sum: 0.005000 Memcpy Classifiers: 0.074000 Kernel 1: 0.017000 Kernel 2: 526.468994 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.074000 Kernel 1: 0.013000 Kernel 2: 532.460999 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 535.721008 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 529.732971 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 543.317993 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.014000 Kernel 2: 523.921021 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.012000 Kernel 2: 532.083984 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.058000 Kernel 1: 0.013000 Kernel 2: 245.371002 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.003480 0.582759 fi:0.586305. Ave ac:0.008020,0.024327 Best acc 0.003480 0.582759 Rule:Att PSSM_-3_7 is [<-0.961441]|Att PSSM_-3_17 is [-2.078251,1.537894]|Att PSSM_-1_10 is [-6.383553,5.161578]|Att PSSM_-1_12 is [<1.971612]|Att PSSM_0_4 is [-7.243958,-4.881845]|Att PSSM_1_10 is [-1.816702,7.054015]|Att PSSM_1_15 is [<-0.781655]|Att PSSM_4_5 is [<4.459955]|1 Accuracy : 0.781570 0 1 152970 11110 40142 30416 Removed 1160 instances. 193112 Instances left. Acc of rule 0.003480-0.582759 Initialization: 5.894000 Memcpy Classifiers: 0.557000 Memcpy Instances: 7.735000 Kernel 1: 0.025000 Kernel 2: 95.477997 Copyback: 0.017000 Sum: 0.047000 Initial population average accuracy1:0.005336 accuracy2:0.193888 Initialization: 5.936000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.008000 Kernel 1: 0.023000 Kernel 2: 104.240997 Copyback: 0.017000 Sum: 0.033000 It 0,Best ac:0.004660 0.473684 fi:0.625727. Ave ac:0.009657,0.012201 Initialization: 5.787000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.181000 Kernel 1: 0.023000 Kernel 2: 101.782997 Copyback: 0.017000 Sum: 0.030000 It 1,Best ac:0.006473 0.471698 fi:0.626827. Ave ac:0.010532,0.011915 Initialization: 5.820000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.788000 Kernel 1: 0.023000 Kernel 2: 101.778999 Copyback: 0.017000 Sum: 0.029000 It 2,Best ac:0.004920 0.593750 fi:0.505535. Ave ac:0.012687,0.014819 Initialization: 5.872000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.735000 Kernel 1: 0.023000 Kernel 2: 99.766998 Copyback: 0.017000 Sum: 0.030000 It 3,Best ac:0.006732 0.565217 fi:0.533177. Ave ac:0.012032,0.012933 Initialization: 5.935000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.774000 Kernel 1: 0.022000 Kernel 2: 98.121002 Copyback: 0.018000 Sum: 0.033000 It 4,Best ac:0.005177 0.526316 fi:0.572842. Ave ac:0.011224,0.011649 Initialization: 6.363000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.832000 Kernel 1: 0.023000 Kernel 2: 96.602997 Copyback: 0.017000 Sum: 0.029000 It 5,Best ac:0.005438 0.583333 fi:0.515698. Ave ac:0.012272,0.012933 Initialization: 5.827000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.199000 Kernel 1: 0.023000 Kernel 2: 95.143997 Copyback: 0.017000 Sum: 0.029000 It 6,Best ac:0.006732 0.684211 fi:0.414188. Ave ac:0.009952,0.009884 Initialization: 5.793000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.775000 Kernel 1: 0.023000 Kernel 2: 97.439003 Copyback: 0.017000 Sum: 0.029000 It 7,Best ac:0.005436 0.700000 fi:0.399031. Ave ac:0.009325,0.009737 Initialization: 6.071000 Memcpy Classifiers: 0.419000 Memcpy Instances: 7.741000 Kernel 1: 0.023000 Kernel 2: 92.277000 Copyback: 0.016000 Sum: 0.032000 It 8,Best ac:0.008545 0.702128 fi:0.395384. Ave ac:0.008239,0.009590 Initialization: 6.049000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.887000 Kernel 1: 0.022000 Kernel 2: 91.261002 Copyback: 0.017000 Sum: 0.032000 It 9,Best ac:0.004661 0.750000 fi:0.349411. Ave ac:0.010273,0.011188 Iteration 10:MDL fitness activated Error 0.349411 TL 0.031327 MDL Theory Length Weight: 3.7179123693 (1) Initialization: 5.855000 Memcpy Classifiers: 0.444000 Memcpy Instances: 8.095000 Kernel 1: 0.023000 Kernel 2: 91.550003 Copyback: 0.017000 Sum: 0.030000 It 10,Best ac:0.004143 0.727273 fi:0.501084. Ave ac:0.008707,0.008394 Initialization: 6.870000 Memcpy Classifiers: 0.399000 Memcpy Instances: 7.720000 Kernel 1: 0.022000 Kernel 2: 89.862000 Copyback: 0.016000 Sum: 0.033000 It 11,Best ac:0.003365 0.722222 fi:0.528547. Ave ac:0.008915,0.009482 Initialization: 5.856000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.707000 Kernel 1: 0.023000 Kernel 2: 87.488998 Copyback: 0.017000 Sum: 0.035000 It 12,Best ac:0.006989 0.675000 fi:0.545462. Ave ac:0.011559,0.012326 Initialization: 5.900000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.862000 Kernel 1: 0.022000 Kernel 2: 89.027000 Copyback: 0.017000 Sum: 0.033000 It 13,Best ac:0.004143 0.615385 fi:0.564979. Ave ac:0.011098,0.011749 Initialization: 5.842000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.743000 Kernel 1: 0.024000 Kernel 2: 88.000999 Copyback: 0.017000 Sum: 0.028000 It 14,Best ac:0.007768 0.750000 fi:0.428728. Ave ac:0.012915,0.014536 Initialization: 5.832000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.737000 Kernel 1: 0.024000 Kernel 2: 82.929001 Copyback: 0.020000 Sum: 0.032000 It 15,Best ac:0.005438 0.700000 fi:0.463203. Ave ac:0.012910,0.014347 Initialization: 5.875000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.702000 Kernel 1: 0.023000 Kernel 2: 82.124001 Copyback: 0.017000 Sum: 0.027000 It 16,Best ac:0.006472 0.675676 fi:0.505916. Ave ac:0.014059,0.020083 Initialization: 5.905000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.641000 Kernel 1: 0.022000 Kernel 2: 80.902000 Copyback: 0.017000 Sum: 0.028000 It 17,Best ac:0.004402 0.809524 fi:0.390449. Ave ac:0.013334,0.015859 Initialization: 5.868000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.747000 Kernel 1: 0.024000 Kernel 2: 79.570999 Copyback: 0.017000 Sum: 0.031000 It 18,Best ac:0.004402 0.653846 fi:0.534181. Ave ac:0.012285,0.015534 Initialization: 5.817000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.714000 Kernel 1: 0.025000 Kernel 2: 81.195999 Copyback: 0.372000 Sum: 0.024000 It 19,Best ac:0.003366 1.000000 fi:0.205313. Ave ac:0.015775,0.019234 Initialization: 5.895000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.709000 Kernel 1: 0.024000 Kernel 2: 81.009003 Copyback: 0.017000 Sum: 0.024000 It 20,Best ac:0.004402 0.850000 fi:0.351095. Ave ac:0.014107,0.020537 Initialization: 5.897000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.817000 Kernel 1: 0.024000 Kernel 2: 81.042999 Copyback: 0.018000 Sum: 0.031000 It 21,Best ac:0.004660 0.857143 fi:0.310517. Ave ac:0.012328,0.017433 Initialization: 5.887000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.803000 Kernel 1: 0.022000 Kernel 2: 82.794998 Copyback: 0.017000 Sum: 0.030000 It 22,Best ac:0.005697 0.647059 fi:0.537747. Ave ac:0.007936,0.012999 Initialization: 5.875000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.766000 Kernel 1: 0.023000 Kernel 2: 82.905998 Copyback: 0.017000 Sum: 0.023000 It 23,Best ac:0.003883 0.625000 fi:0.546486. Ave ac:0.009995,0.011981 Initialization: 5.831000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.702000 Kernel 1: 0.024000 Kernel 2: 83.278999 Copyback: 0.017000 Sum: 0.026000 It 24,Best ac:0.005957 0.657143 fi:0.513326. Ave ac:0.011610,0.015108 Initialization: 7.064000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.714000 Kernel 1: 0.028000 Kernel 2: 82.304001 Copyback: 0.016000 Sum: 0.023000 It 25,Best ac:0.004402 0.680000 fi:0.463692. Ave ac:0.010142,0.015335 Initialization: 5.832000 Memcpy Classifiers: 0.282000 Memcpy Instances: 7.852000 Kernel 1: 0.024000 Kernel 2: 81.709999 Copyback: 0.017000 Sum: 0.024000 It 26,Best ac:0.004403 0.739130 fi:0.421241. Ave ac:0.011941,0.016558 Initialization: 6.020000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.894000 Kernel 1: 0.023000 Kernel 2: 81.643997 Copyback: 0.017000 Sum: 0.023000 It 27,Best ac:0.003107 0.857143 fi:0.390379. Ave ac:0.011739,0.015980 Initialization: 5.925000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.716000 Kernel 1: 0.024000 Kernel 2: 82.011002 Copyback: 0.018000 Sum: 0.025000 It 28,Best ac:0.006472 0.833333 fi:0.354172. Ave ac:0.013149,0.020694 MDL Theory Length Weight: 3.3461211324 (10) Initialization: 5.932000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.695000 Kernel 1: 0.025000 Kernel 2: 80.686996 Copyback: 0.017000 Sum: 0.021000 It 29,Best ac:0.003884 0.714286 fi:0.448298. Ave ac:0.013859,0.020063 Initialization: 5.776000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.718000 Kernel 1: 0.024000 Kernel 2: 81.829002 Copyback: 0.017000 Sum: 0.022000 It 30,Best ac:0.005955 0.676471 fi:0.468900. Ave ac:0.011107,0.016386 Initialization: 5.805000 Memcpy Classifiers: 0.282000 Memcpy Instances: 7.812000 Kernel 1: 0.023000 Kernel 2: 81.414001 Copyback: 0.017000 Sum: 0.021000 It 31,Best ac:0.003884 0.714286 fi:0.440258. Ave ac:0.012364,0.019559 Initialization: 5.822000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.121000 Kernel 1: 0.024000 Kernel 2: 81.288002 Copyback: 0.017000 Sum: 0.024000 It 32,Best ac:0.003625 0.736842 fi:0.419616. Ave ac:0.010905,0.019121 Initialization: 5.858000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.796000 Kernel 1: 0.024000 Kernel 2: 80.675003 Copyback: 0.017000 Sum: 0.025000 It 33,Best ac:0.004662 0.750000 fi:0.423035. Ave ac:0.008639,0.012230 Initialization: 30.327000 Memcpy Instances: 380.302002 Memcpy Classifiers: 0.068000 Kernel 1: 0.025000 Kernel 2: 526.255981 Copyback: 0.015000 Sum: 0.013000 Memcpy Classifiers: 0.061000 Kernel 1: 0.015000 Kernel 2: 546.218994 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 512.512024 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 533.674988 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 530.341003 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 548.413025 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 539.583984 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 537.172974 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 529.320007 Copyback: 0.368000 Sum: 0.003000 Memcpy Classifiers: 0.051000 Kernel 1: 0.014000 Kernel 2: 175.001007 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.005763 0.535354 fi:0.610114. Ave ac:0.007456,0.021687 Best acc 0.005763 0.535354 Initialization: 5.856000 Memcpy Classifiers: 0.576000 Memcpy Instances: 7.705000 Kernel 1: 0.024000 Kernel 2: 95.262001 Copyback: 0.017000 Sum: 0.047000 Initial population average accuracy1:0.005595 accuracy2:0.206789 Initialization: 5.804000 Memcpy Classifiers: 0.593000 Memcpy Instances: 7.726000 Kernel 1: 0.023000 Kernel 2: 97.349998 Copyback: 0.017000 Sum: 0.032000 It 0,Best ac:0.003625 0.466667 fi:0.633251. Ave ac:0.009512,0.013668 Initialization: 5.781000 Memcpy Classifiers: 0.612000 Memcpy Instances: 7.716000 Kernel 1: 0.024000 Kernel 2: 97.933998 Copyback: 0.017000 Sum: 0.029000 It 1,Best ac:0.004142 0.457143 fi:0.642522. Ave ac:0.011326,0.013127 Initialization: 6.039000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.759000 Kernel 1: 0.024000 Kernel 2: 100.778000 Copyback: 0.017000 Sum: 0.030000 It 2,Best ac:0.003883 0.441176 fi:0.658615. Ave ac:0.011923,0.013025 Initialization: 5.867000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.007000 Kernel 1: 0.022000 Kernel 2: 97.137001 Copyback: 0.017000 Sum: 0.036000 It 3,Best ac:0.003365 0.684211 fi:0.439499. Ave ac:0.012141,0.013503 Initialization: 5.827000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.531000 Kernel 1: 0.023000 Kernel 2: 97.166000 Copyback: 0.017000 Sum: 0.027000 It 4,Best ac:0.003107 0.666667 fi:0.524450. Ave ac:0.011931,0.013007 Initialization: 5.920000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.697000 Kernel 1: 0.024000 Kernel 2: 98.025002 Copyback: 0.017000 Sum: 0.033000 It 5,Best ac:0.005179 0.571429 fi:0.527730. Ave ac:0.013461,0.016177 Initialization: 5.859000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.701000 Kernel 1: 0.024000 Kernel 2: 94.514000 Copyback: 0.017000 Sum: 0.029000 It 6,Best ac:0.004661 0.545455 fi:0.553957. Ave ac:0.012074,0.012867 Initialization: 5.779000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.721000 Kernel 1: 0.023000 Kernel 2: 94.316002 Copyback: 0.016000 Sum: 0.030000 It 7,Best ac:0.003884 0.714286 fi:0.385506. Ave ac:0.010761,0.012244 Initialization: 5.839000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.216000 Kernel 1: 0.022000 Kernel 2: 95.529999 Copyback: 0.017000 Sum: 0.033000 It 8,Best ac:0.003107 0.750000 fi:0.440108. Ave ac:0.011179,0.010616 Initialization: 5.908000 Memcpy Classifiers: 0.413000 Memcpy Instances: 8.804000 Kernel 1: 0.024000 Kernel 2: 94.342003 Copyback: 0.017000 Sum: 0.030000 It 9,Best ac:0.006214 0.631579 fi:0.467073. Ave ac:0.009511,0.008165 Iteration 10:MDL fitness activated Error 0.467073 TL 0.025461 MDL Theory Length Weight: 6.1149394132 (3) Initialization: 5.851000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.748000 Kernel 1: 0.024000 Kernel 2: 94.579002 Copyback: 0.017000 Sum: 0.030000 It 10,Best ac:0.005438 0.656250 fi:0.676341. Ave ac:0.008029,0.007790 Initialization: 5.890000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.781000 Kernel 1: 0.022000 Kernel 2: 91.638000 Copyback: 0.017000 Sum: 0.035000 It 11,Best ac:0.004920 0.633333 fi:0.626851. Ave ac:0.009289,0.008846 Initialization: 5.831000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.308000 Kernel 1: 0.023000 Kernel 2: 92.625999 Copyback: 0.017000 Sum: 0.031000 It 12,Best ac:0.003365 0.812500 fi:0.477861. Ave ac:0.012152,0.013382 Initialization: 5.870000 Memcpy Classifiers: 0.339000 Memcpy Instances: 7.754000 Kernel 1: 0.023000 Kernel 2: 90.380997 Copyback: 0.017000 Sum: 0.033000 It 13,Best ac:0.003624 0.700000 fi:0.553958. Ave ac:0.015714,0.016702 Initialization: 5.919000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.722000 Kernel 1: 0.024000 Kernel 2: 87.497002 Copyback: 0.017000 Sum: 0.035000 It 14,Best ac:0.013979 0.486486 fi:0.709078. Ave ac:0.016784,0.017494 Initialization: 5.838000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.741000 Kernel 1: 0.024000 Kernel 2: 83.882004 Copyback: 0.017000 Sum: 0.032000 It 15,Best ac:0.003107 0.923077 fi:0.424067. Ave ac:0.020199,0.020852 Initialization: 5.870000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.695000 Kernel 1: 0.023000 Kernel 2: 83.545998 Copyback: 0.017000 Sum: 0.027000 It 16,Best ac:0.006214 0.648649 fi:0.536222. Ave ac:0.017517,0.020080 Initialization: 5.845000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.742000 Kernel 1: 0.024000 Kernel 2: 79.800003 Copyback: 0.017000 Sum: 0.029000 It 17,Best ac:0.004920 0.678571 fi:0.502928. Ave ac:0.018033,0.023999 Initialization: 5.776000 Memcpy Classifiers: 0.339000 Memcpy Instances: 8.221000 Kernel 1: 0.022000 Kernel 2: 79.525002 Copyback: 0.016000 Sum: 0.026000 It 18,Best ac:0.003624 0.700000 fi:0.497340. Ave ac:0.016103,0.024704 Initialization: 5.928000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.733000 Kernel 1: 0.023000 Kernel 2: 80.742996 Copyback: 0.017000 Sum: 0.022000 It 19,Best ac:0.003883 0.714286 fi:0.486519. Ave ac:0.013445,0.024718 Initialization: 5.839000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.733000 Kernel 1: 0.024000 Kernel 2: 82.403999 Copyback: 0.017000 Sum: 0.023000 It 20,Best ac:0.004144 0.640000 fi:0.540976. Ave ac:0.013474,0.025108 Initialization: 5.801000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.711000 Kernel 1: 0.023000 Kernel 2: 82.978996 Copyback: 0.017000 Sum: 0.024000 It 21,Best ac:0.003625 0.777778 fi:0.443380. Ave ac:0.013405,0.028749 Initialization: 6.285000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.728000 Kernel 1: 0.028000 Kernel 2: 81.792000 Copyback: 0.017000 Sum: 0.022000 It 22,Best ac:0.005955 0.851852 fi:0.343742. Ave ac:0.012079,0.024212 Initialization: 5.819000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.757000 Kernel 1: 0.024000 Kernel 2: 81.667999 Copyback: 0.017000 Sum: 0.023000 It 23,Best ac:0.004661 0.750000 fi:0.393711. Ave ac:0.007241,0.015991 Initialization: 5.957000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.755000 Kernel 1: 0.023000 Kernel 2: 80.996002 Copyback: 0.017000 Sum: 0.023000 It 24,Best ac:0.003884 0.714286 fi:0.476792. Ave ac:0.009445,0.018253 Initialization: 5.891000 Memcpy Classifiers: 0.268000 Memcpy Instances: 7.739000 Kernel 1: 0.023000 Kernel 2: 78.255997 Copyback: 0.017000 Sum: 0.023000 It 25,Best ac:0.003626 0.777778 fi:0.379719. Ave ac:0.007723,0.017120 Initialization: 6.405000 Memcpy Classifiers: 0.304000 Memcpy Instances: 7.736000 Kernel 1: 0.023000 Kernel 2: 73.301003 Copyback: 0.019000 Sum: 0.023000 It 26,Best ac:0.004402 0.586207 fi:0.626118. Ave ac:0.012579,0.026354 Initialization: 5.756000 Memcpy Classifiers: 0.227000 Memcpy Instances: 7.734000 Kernel 1: 0.024000 Kernel 2: 73.386002 Copyback: 0.017000 Sum: 0.023000 It 27,Best ac:0.003624 0.608696 fi:0.556675. Ave ac:0.014574,0.023032 Initialization: 5.812000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.705000 Kernel 1: 0.023000 Kernel 2: 73.273003 Copyback: 0.018000 Sum: 0.024000 It 28,Best ac:0.006731 0.702703 fi:0.435809. Ave ac:0.010695,0.019424 Initialization: 5.810000 Memcpy Classifiers: 0.255000 Memcpy Instances: 7.814000 Kernel 1: 0.023000 Kernel 2: 73.084000 Copyback: 0.022000 Sum: 0.026000 It 29,Best ac:0.003624 0.777778 fi:0.395205. Ave ac:0.014780,0.032579 Initialization: 5.888000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.695000 Kernel 1: 0.023000 Kernel 2: 69.573997 Copyback: 0.017000 Sum: 0.023000 It 30,Best ac:0.004144 0.640000 fi:0.522603. Ave ac:0.008632,0.019768 Initialization: 5.903000 Memcpy Classifiers: 0.227000 Memcpy Instances: 7.721000 Kernel 1: 0.023000 Kernel 2: 72.242996 Copyback: 0.018000 Sum: 0.024000 It 31,Best ac:0.004142 0.695652 fi:0.466953. Ave ac:0.012128,0.025220 MDL Theory Length Weight: 5.5034454718 (10) Initialization: 5.768000 Memcpy Classifiers: 0.226000 Memcpy Instances: 7.790000 Kernel 1: 0.023000 Kernel 2: 72.807999 Copyback: 0.017000 Sum: 0.024000 It 32,Best ac:0.005438 0.777778 fi:0.388164. Ave ac:0.015906,0.026733 Initialization: 5.933000 Memcpy Classifiers: 0.228000 Memcpy Instances: 7.711000 Kernel 1: 0.024000 Kernel 2: 71.726997 Copyback: 0.016000 Sum: 0.024000 It 33,Best ac:0.004403 0.809524 fi:0.344265. Ave ac:0.016127,0.028013 Initialization: 28.230000 Memcpy Instances: 380.864990 Memcpy Classifiers: 0.062000 Kernel 1: 0.024000 Kernel 2: 510.014008 Copyback: 0.023000 Sum: 0.014000 Memcpy Classifiers: 0.058000 Kernel 1: 0.022000 Kernel 2: 508.403992 Copyback: 0.370000 Sum: 0.002000 Memcpy Classifiers: 0.056000 Kernel 1: 0.014000 Kernel 2: 502.790985 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.055000 Kernel 1: 0.014000 Kernel 2: 503.679993 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.056000 Kernel 1: 0.013000 Kernel 2: 509.816010 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.055000 Kernel 1: 0.015000 Kernel 2: 504.746002 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.056000 Kernel 1: 0.013000 Kernel 2: 509.371002 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 501.618988 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.055000 Kernel 1: 0.014000 Kernel 2: 505.569000 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.050000 Kernel 1: 0.014000 Kernel 2: 178.533997 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.003490 0.561199 fi:0.595431. Ave ac:0.008425,0.028735 Best acc 0.003490 0.561199 Rule:Att PSSM_-1_10 is [>-4.462022]|Att PSSM_0_11 is [-0.442710,2.014677]|Att PSSM_0_12 is [<-4.885930]|1 Accuracy : 0.782196 0 1 152443 11637 39468 31090 Removed 1201 instances. 191911 Instances left. Acc of rule 0.003490-0.561199 Initialization: 5.819000 Memcpy Classifiers: 0.540000 Memcpy Instances: 7.662000 Kernel 1: 0.027000 Kernel 2: 95.278999 Copyback: 0.018000 Sum: 0.048000 Initial population average accuracy1:0.005163 accuracy2:0.206732 Initialization: 5.769000 Memcpy Classifiers: 0.486000 Memcpy Instances: 7.731000 Kernel 1: 0.024000 Kernel 2: 105.964996 Copyback: 0.018000 Sum: 0.042000 It 0,Best ac:0.004690 0.529412 fi:0.569959. Ave ac:0.009974,0.015033 Initialization: 5.762000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.695000 Kernel 1: 0.024000 Kernel 2: 103.703003 Copyback: 0.019000 Sum: 0.030000 It 1,Best ac:0.012507 0.505263 fi:0.590249. Ave ac:0.012579,0.017417 Initialization: 5.832000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.956000 Kernel 1: 0.023000 Kernel 2: 104.865997 Copyback: 0.016000 Sum: 0.030000 It 2,Best ac:0.008338 0.524590 fi:0.572976. Ave ac:0.013302,0.013416 Initialization: 5.813000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.644000 Kernel 1: 0.024000 Kernel 2: 102.875999 Copyback: 0.017000 Sum: 0.029000 It 3,Best ac:0.006253 0.631579 fi:0.467019. Ave ac:0.012481,0.013290 Initialization: 5.832000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.665000 Kernel 1: 0.024000 Kernel 2: 100.758003 Copyback: 0.017000 Sum: 0.030000 It 4,Best ac:0.004429 0.680000 fi:0.419500. Ave ac:0.010628,0.011744 Initialization: 5.789000 Memcpy Classifiers: 0.483000 Memcpy Instances: 7.667000 Kernel 1: 0.023000 Kernel 2: 99.708000 Copyback: 0.017000 Sum: 0.035000 It 5,Best ac:0.004429 0.653846 fi:0.445654. Ave ac:0.010113,0.010563 Initialization: 6.046000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.721000 Kernel 1: 0.022000 Kernel 2: 98.762001 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.004169 0.727273 fi:0.372356. Ave ac:0.008427,0.008364 Initialization: 5.833000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.652000 Kernel 1: 0.024000 Kernel 2: 98.125000 Copyback: 0.017000 Sum: 0.030000 It 7,Best ac:0.003127 0.800000 fi:0.376763. Ave ac:0.009076,0.008175 Initialization: 6.916000 Memcpy Classifiers: 0.490000 Memcpy Instances: 8.190000 Kernel 1: 0.023000 Kernel 2: 96.810997 Copyback: 0.017000 Sum: 0.034000 It 8,Best ac:0.005734 0.666667 fi:0.432189. Ave ac:0.007330,0.007277 Initialization: 5.829000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.651000 Kernel 1: 0.024000 Kernel 2: 97.484001 Copyback: 0.017000 Sum: 0.035000 It 9,Best ac:0.005731 0.814815 fi:0.284044. Ave ac:0.007045,0.007707 Iteration 10:MDL fitness activated Error 0.284044 TL 0.036314 MDL Theory Length Weight: 2.6072831930 (1) Initialization: 5.823000 Memcpy Classifiers: 0.493000 Memcpy Instances: 7.651000 Kernel 1: 0.024000 Kernel 2: 101.781998 Copyback: 0.017000 Sum: 0.035000 It 10,Best ac:0.005210 0.714286 fi:0.499302. Ave ac:0.006928,0.008068 Initialization: 5.762000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.683000 Kernel 1: 0.024000 Kernel 2: 100.230003 Copyback: 0.017000 Sum: 0.040000 It 11,Best ac:0.003386 0.812500 fi:0.402878. Ave ac:0.007585,0.007281 Initialization: 6.924000 Memcpy Classifiers: 0.501000 Memcpy Instances: 7.681000 Kernel 1: 0.022000 Kernel 2: 100.997002 Copyback: 0.017000 Sum: 0.029000 It 12,Best ac:0.003127 0.800000 fi:0.478674. Ave ac:0.007830,0.007148 Initialization: 5.769000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.769000 Kernel 1: 0.022000 Kernel 2: 100.945999 Copyback: 0.017000 Sum: 0.032000 It 13,Best ac:0.004949 0.703704 fi:0.497467. Ave ac:0.009213,0.008787 Initialization: 5.799000 Memcpy Classifiers: 0.922000 Memcpy Instances: 7.993000 Kernel 1: 0.024000 Kernel 2: 99.078003 Copyback: 0.017000 Sum: 0.029000 It 14,Best ac:0.007035 0.642857 fi:0.522304. Ave ac:0.006425,0.006045 Initialization: 6.365000 Memcpy Classifiers: 0.443000 Memcpy Instances: 7.746000 Kernel 1: 0.024000 Kernel 2: 97.750999 Copyback: 0.017000 Sum: 0.039000 It 15,Best ac:0.003908 0.750000 fi:0.440115. Ave ac:0.007791,0.008191 Initialization: 5.860000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.872000 Kernel 1: 0.023000 Kernel 2: 91.920998 Copyback: 0.017000 Sum: 0.038000 It 16,Best ac:0.003647 0.736842 fi:0.446332. Ave ac:0.009122,0.007886 Initialization: 5.854000 Memcpy Classifiers: 0.454000 Memcpy Instances: 7.680000 Kernel 1: 0.024000 Kernel 2: 91.650002 Copyback: 0.017000 Sum: 0.032000 It 17,Best ac:0.003909 0.833333 fi:0.358287. Ave ac:0.007801,0.007598 Initialization: 5.829000 Memcpy Classifiers: 0.425000 Memcpy Instances: 7.854000 Kernel 1: 0.023000 Kernel 2: 93.329002 Copyback: 0.017000 Sum: 0.035000 It 18,Best ac:0.003387 0.722222 fi:0.453786. Ave ac:0.006505,0.005982 Initialization: 5.930000 Memcpy Classifiers: 0.417000 Memcpy Instances: 7.789000 Kernel 1: 0.024000 Kernel 2: 92.790001 Copyback: 0.018000 Sum: 0.037000 It 19,Best ac:0.004950 0.826087 fi:0.368631. Ave ac:0.008158,0.007818 Initialization: 5.809000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.653000 Kernel 1: 0.030000 Kernel 2: 94.498001 Copyback: 0.017000 Sum: 0.030000 It 20,Best ac:0.003648 0.777778 fi:0.442220. Ave ac:0.007689,0.006959 Initialization: 5.860000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.959000 Kernel 1: 0.023000 Kernel 2: 93.574997 Copyback: 0.018000 Sum: 0.034000 It 21,Best ac:0.004169 0.842105 fi:0.362774. Ave ac:0.007754,0.007237 Initialization: 5.838000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.874000 Kernel 1: 0.023000 Kernel 2: 92.427002 Copyback: 0.017000 Sum: 0.031000 It 22,Best ac:0.003907 0.714286 fi:0.452731. Ave ac:0.006322,0.005981 Initialization: 5.840000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.705000 Kernel 1: 0.023000 Kernel 2: 93.396004 Copyback: 0.017000 Sum: 0.034000 It 23,Best ac:0.003648 0.875000 fi:0.322706. Ave ac:0.006443,0.006655 Initialization: 5.947000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.654000 Kernel 1: 0.024000 Kernel 2: 98.330002 Copyback: 0.020000 Sum: 0.038000 It 24,Best ac:0.003908 0.789474 fi:0.412006. Ave ac:0.008966,0.008312 Initialization: 5.761000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.135000 Kernel 1: 0.023000 Kernel 2: 97.803001 Copyback: 0.017000 Sum: 0.034000 It 25,Best ac:0.005731 0.814815 fi:0.380216. Ave ac:0.007867,0.006541 Initialization: 5.894000 Memcpy Classifiers: 0.414000 Memcpy Instances: 8.117000 Kernel 1: 0.022000 Kernel 2: 100.305000 Copyback: 0.017000 Sum: 0.032000 It 26,Best ac:0.003127 0.800000 fi:0.468626. Ave ac:0.007846,0.006673 Initialization: 6.341000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.930000 Kernel 1: 0.023000 Kernel 2: 101.223000 Copyback: 0.017000 Sum: 0.032000 It 27,Best ac:0.004950 0.791667 fi:0.407395. Ave ac:0.007430,0.006453 Initialization: 5.809000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.666000 Kernel 1: 0.023000 Kernel 2: 99.135002 Copyback: 0.017000 Sum: 0.031000 It 28,Best ac:0.003907 0.750000 fi:0.432303. Ave ac:0.006539,0.005552 Initialization: 5.771000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.150000 Kernel 1: 0.023000 Kernel 2: 93.801003 Copyback: 0.018000 Sum: 0.037000 It 29,Best ac:0.003907 0.882353 fi:0.307293. Ave ac:0.006227,0.004812 Initialization: 6.040000 Memcpy Classifiers: 0.417000 Memcpy Instances: 7.771000 Kernel 1: 0.024000 Kernel 2: 96.314003 Copyback: 0.017000 Sum: 0.035000 It 30,Best ac:0.003387 0.812500 fi:0.378946. Ave ac:0.005411,0.003673 Initialization: 5.778000 Memcpy Classifiers: 0.396000 Memcpy Instances: 7.693000 Kernel 1: 0.023000 Kernel 2: 97.459999 Copyback: 0.017000 Sum: 0.031000 It 31,Best ac:0.003908 0.833333 fi:0.372839. Ave ac:0.004584,0.003624 Initialization: 5.784000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.684000 Kernel 1: 0.024000 Kernel 2: 95.842003 Copyback: 0.017000 Sum: 0.036000 It 32,Best ac:0.003127 0.923077 fi:0.352570. Ave ac:0.006267,0.004742 Initialization: 5.914000 Memcpy Classifiers: 0.388000 Memcpy Instances: 7.643000 Kernel 1: 0.023000 Kernel 2: 95.815002 Copyback: 0.017000 Sum: 0.033000 It 33,Best ac:0.003387 0.928571 fi:0.265751. Ave ac:0.006797,0.004429 Initialization: 29.354000 Memcpy Instances: 377.941010 Memcpy Classifiers: 0.084000 Kernel 1: 0.027000 Kernel 2: 577.427979 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.082000 Kernel 1: 0.014000 Kernel 2: 582.997009 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.082000 Kernel 1: 0.014000 Kernel 2: 578.987000 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.080000 Kernel 1: 0.013000 Kernel 2: 581.711975 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.080000 Kernel 1: 0.013000 Kernel 2: 572.888000 Copyback: 0.018000 Sum: 0.005000 Memcpy Classifiers: 0.083000 Kernel 1: 0.017000 Kernel 2: 597.374023 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.082000 Kernel 1: 0.013000 Kernel 2: 601.114990 Copyback: 0.368000 Sum: 0.001000 Memcpy Classifiers: 0.081000 Kernel 1: 0.013000 Kernel 2: 582.971008 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.081000 Kernel 1: 0.013000 Kernel 2: 583.341980 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.048000 Kernel 1: 0.014000 Kernel 2: 135.910995 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.004471 0.600840 fi:0.598459. Ave ac:0.005325,0.014950 Best acc 0.004471 0.600840 Initialization: 5.913000 Memcpy Classifiers: 0.579000 Memcpy Instances: 7.656000 Kernel 1: 0.025000 Kernel 2: 97.579002 Copyback: 0.017000 Sum: 0.042000 Initial population average accuracy1:0.004875 accuracy2:0.190726 Initialization: 5.848000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.865000 Kernel 1: 0.022000 Kernel 2: 102.137001 Copyback: 0.017000 Sum: 0.040000 It 0,Best ac:0.004428 0.500000 fi:0.599503. Ave ac:0.009643,0.012577 Initialization: 5.856000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.691000 Kernel 1: 0.023000 Kernel 2: 102.678001 Copyback: 0.018000 Sum: 0.033000 It 1,Best ac:0.004949 0.633333 fi:0.465912. Ave ac:0.009871,0.011408 Initialization: 5.799000 Memcpy Classifiers: 0.475000 Memcpy Instances: 8.119000 Kernel 1: 0.023000 Kernel 2: 103.383003 Copyback: 0.017000 Sum: 0.086000 It 2,Best ac:0.002866 0.687500 fi:0.557866. Ave ac:0.010611,0.012927 Initialization: 5.992000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.657000 Kernel 1: 0.024000 Kernel 2: 102.171997 Copyback: 0.017000 Sum: 0.033000 It 3,Best ac:0.005732 0.488889 fi:0.609966. Ave ac:0.010036,0.012992 Initialization: 6.021000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.649000 Kernel 1: 0.023000 Kernel 2: 101.611000 Copyback: 0.017000 Sum: 0.033000 It 4,Best ac:0.006774 0.684211 fi:0.414129. Ave ac:0.011970,0.014885 Initialization: 6.003000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.641000 Kernel 1: 0.024000 Kernel 2: 99.129997 Copyback: 0.018000 Sum: 0.033000 It 5,Best ac:0.003127 0.857143 fi:0.319621. Ave ac:0.011930,0.014715 Initialization: 6.520000 Memcpy Classifiers: 0.399000 Memcpy Instances: 7.721000 Kernel 1: 0.023000 Kernel 2: 98.987000 Copyback: 0.017000 Sum: 0.030000 It 6,Best ac:0.005731 0.628571 fi:0.470288. Ave ac:0.011530,0.011929 Initialization: 5.848000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.777000 Kernel 1: 0.022000 Kernel 2: 96.417999 Copyback: 0.017000 Sum: 0.031000 It 7,Best ac:0.004952 0.593750 fi:0.505492. Ave ac:0.010797,0.011941 Initialization: 5.810000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.643000 Kernel 1: 0.024000 Kernel 2: 93.851997 Copyback: 0.017000 Sum: 0.034000 It 8,Best ac:0.003908 0.652174 fi:0.447584. Ave ac:0.012238,0.011810 Initialization: 5.822000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.273000 Kernel 1: 0.023000 Kernel 2: 92.970001 Copyback: 0.017000 Sum: 0.030000 It 9,Best ac:0.003386 0.650000 fi:0.459289. Ave ac:0.012151,0.012510 Iteration 10:MDL fitness activated Error 0.459289 TL 0.047832 MDL Theory Length Weight: 3.2007384064 (5) Initialization: 6.756000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.723000 Kernel 1: 0.022000 Kernel 2: 91.073997 Copyback: 0.017000 Sum: 0.032000 It 10,Best ac:0.007817 0.638298 fi:0.533383. Ave ac:0.010348,0.011303 Initialization: 5.871000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.652000 Kernel 1: 0.024000 Kernel 2: 88.485001 Copyback: 0.017000 Sum: 0.034000 It 11,Best ac:0.003386 0.764706 fi:0.447477. Ave ac:0.010454,0.010907 Initialization: 5.757000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.664000 Kernel 1: 0.024000 Kernel 2: 90.207001 Copyback: 0.017000 Sum: 0.033000 It 12,Best ac:0.004950 0.678571 fi:0.481662. Ave ac:0.013626,0.014787 Initialization: 5.835000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.665000 Kernel 1: 0.023000 Kernel 2: 88.560997 Copyback: 0.017000 Sum: 0.029000 It 13,Best ac:0.003387 0.764706 fi:0.470898. Ave ac:0.012595,0.014101 Initialization: 5.842000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.689000 Kernel 1: 0.023000 Kernel 2: 84.981003 Copyback: 0.017000 Sum: 0.032000 It 14,Best ac:0.006773 0.634146 fi:0.550886. Ave ac:0.014309,0.014235 Initialization: 5.767000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.682000 Kernel 1: 0.023000 Kernel 2: 83.081001 Copyback: 0.017000 Sum: 0.028000 It 15,Best ac:0.003649 0.636364 fi:0.542386. Ave ac:0.015443,0.016490 Initialization: 5.847000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.642000 Kernel 1: 0.024000 Kernel 2: 84.817001 Copyback: 0.018000 Sum: 0.028000 It 16,Best ac:0.005211 0.800000 fi:0.374924. Ave ac:0.015134,0.018269 Initialization: 5.867000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.645000 Kernel 1: 0.025000 Kernel 2: 83.723999 Copyback: 0.017000 Sum: 0.028000 It 17,Best ac:0.003648 0.777778 fi:0.401736. Ave ac:0.014527,0.017031 Initialization: 5.853000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.667000 Kernel 1: 0.023000 Kernel 2: 83.019997 Copyback: 0.016000 Sum: 0.028000 It 18,Best ac:0.003126 0.750000 fi:0.505384. Ave ac:0.011108,0.012856 Initialization: 5.831000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.679000 Kernel 1: 0.024000 Kernel 2: 82.248001 Copyback: 0.018000 Sum: 0.025000 It 19,Best ac:0.004429 0.772727 fi:0.413591. Ave ac:0.014167,0.017661 Initialization: 5.817000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.792000 Kernel 1: 0.023000 Kernel 2: 82.364998 Copyback: 0.018000 Sum: 0.026000 It 20,Best ac:0.005211 0.714286 fi:0.465475. Ave ac:0.011525,0.011639 Initialization: 5.960000 Memcpy Classifiers: 0.323000 Memcpy Instances: 7.667000 Kernel 1: 0.023000 Kernel 2: 80.938004 Copyback: 0.017000 Sum: 0.028000 It 21,Best ac:0.004689 0.720000 fi:0.443834. Ave ac:0.013754,0.018690 Initialization: 5.809000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.672000 Kernel 1: 0.023000 Kernel 2: 82.128998 Copyback: 0.017000 Sum: 0.030000 It 22,Best ac:0.003648 0.736842 fi:0.409017. Ave ac:0.012294,0.017422 Initialization: 6.354000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.658000 Kernel 1: 0.023000 Kernel 2: 82.306000 Copyback: 0.017000 Sum: 0.026000 It 23,Best ac:0.004429 0.708333 fi:0.468884. Ave ac:0.008217,0.011054 Initialization: 5.852000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.647000 Kernel 1: 0.023000 Kernel 2: 83.470001 Copyback: 0.017000 Sum: 0.023000 It 24,Best ac:0.005472 0.636364 fi:0.523164. Ave ac:0.009105,0.015306 Initialization: 5.831000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.725000 Kernel 1: 0.023000 Kernel 2: 84.932999 Copyback: 0.018000 Sum: 0.024000 It 25,Best ac:0.004429 0.772727 fi:0.383655. Ave ac:0.012331,0.018260 MDL Theory Length Weight: 2.8806645658 (10) Initialization: 6.366000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.738000 Kernel 1: 0.023000 Kernel 2: 83.273003 Copyback: 0.016000 Sum: 0.026000 It 26,Best ac:0.005211 0.833333 fi:0.335743. Ave ac:0.010125,0.013060 Initialization: 5.841000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.730000 Kernel 1: 0.023000 Kernel 2: 81.430000 Copyback: 0.016000 Sum: 0.025000 It 27,Best ac:0.003909 0.750000 fi:0.412599. Ave ac:0.007379,0.010135 Initialization: 5.912000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.642000 Kernel 1: 0.024000 Kernel 2: 84.973000 Copyback: 0.018000 Sum: 0.027000 It 28,Best ac:0.003388 0.722222 fi:0.459290. Ave ac:0.007074,0.008661 Initialization: 5.881000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.738000 Kernel 1: 0.022000 Kernel 2: 85.606003 Copyback: 0.017000 Sum: 0.029000 It 29,Best ac:0.003908 0.750000 fi:0.422689. Ave ac:0.006954,0.007373 Initialization: 5.936000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.669000 Kernel 1: 0.023000 Kernel 2: 85.594002 Copyback: 0.017000 Sum: 0.026000 It 30,Best ac:0.003907 0.750000 fi:0.406006. Ave ac:0.009037,0.016352 Initialization: 5.782000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.645000 Kernel 1: 0.023000 Kernel 2: 84.583000 Copyback: 0.017000 Sum: 0.046000 It 31,Best ac:0.004429 0.680000 fi:0.475745. Ave ac:0.008823,0.009786 Initialization: 5.810000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.871000 Kernel 1: 0.023000 Kernel 2: 85.837997 Copyback: 0.017000 Sum: 0.027000 It 32,Best ac:0.004690 0.750000 fi:0.426551. Ave ac:0.009860,0.011500 Initialization: 5.790000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.721000 Kernel 1: 0.022000 Kernel 2: 84.157997 Copyback: 0.019000 Sum: 0.028000 It 33,Best ac:0.004168 0.695652 fi:0.462161. Ave ac:0.009390,0.010556 Initialization: 28.676001 Memcpy Instances: 379.388000 Memcpy Classifiers: 0.077000 Kernel 1: 0.025000 Kernel 2: 568.028992 Copyback: 0.015000 Sum: 0.017000 Memcpy Classifiers: 0.074000 Kernel 1: 0.013000 Kernel 2: 562.504028 Copyback: 0.016000 Sum: 0.004000 Memcpy Classifiers: 0.075000 Kernel 1: 0.015000 Kernel 2: 543.356018 Copyback: 0.017000 Sum: 0.004000 Memcpy Classifiers: 0.075000 Kernel 1: 0.018000 Kernel 2: 557.138977 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.074000 Kernel 1: 0.013000 Kernel 2: 541.002014 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.074000 Kernel 1: 0.013000 Kernel 2: 572.718994 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.074000 Kernel 1: 0.013000 Kernel 2: 572.905029 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.074000 Kernel 1: 0.013000 Kernel 2: 563.294006 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.074000 Kernel 1: 0.013000 Kernel 2: 572.952026 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.047000 Kernel 1: 0.013000 Kernel 2: 140.242996 Copyback: 0.015000 Sum: 0.000000 It 34,Best ac:0.003528 0.576170 fi:0.580022. Ave ac:0.010069,0.031125 Best acc 0.003528 0.576170 Rule:Att PSSM_-4_7 is [<1.228062]|Att PSSM_-4_17 is [-5.054203,3.054203]|Att PSSM_-3_3 is [-5.509134,-0.490866]|Att PSSM_-1_14 is [-3.877902,5.577004]|Att PSSM_-1_15 is [<0.941438]|Att PSSM_-1_17 is [-4.870311,5.986636]|Att PSSM_0_2 is [<-0.421904]|Att PSSM_0_4 is [<-2.395389]|Att PSSM_0_12 is [<-2.695840]|Att PSSM_0_15 is [-6.583300,0.583300]|Att PSSM_1_5 is [>-5.382622]|Att PSSM_3_12 is [<-1.743196]|Att PSSM_4_7 is [<2.377110]|Att PSSM_4_12 is [-6.533013,-0.676388]|1 Accuracy : 0.783424 0 1 151873 12207 38610 31948 Removed 1428 instances. 190483 Instances left. Acc of rule 0.004471-0.600840 Initialization: 5.917000 Memcpy Classifiers: 0.539000 Memcpy Instances: 8.736000 Kernel 1: 0.026000 Kernel 2: 92.944000 Copyback: 0.017000 Sum: 0.044000 Initial population average accuracy1:0.005878 accuracy2:0.193396 Initialization: 5.786000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.609000 Kernel 1: 0.024000 Kernel 2: 103.166000 Copyback: 0.017000 Sum: 0.039000 It 0,Best ac:0.004726 0.486486 fi:0.612833. Ave ac:0.010835,0.014660 Initialization: 5.773000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.633000 Kernel 1: 0.023000 Kernel 2: 101.371002 Copyback: 0.017000 Sum: 0.030000 It 1,Best ac:0.005513 0.512195 fi:0.586730. Ave ac:0.012962,0.015840 Initialization: 5.762000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.628000 Kernel 1: 0.022000 Kernel 2: 98.581001 Copyback: 0.017000 Sum: 0.029000 It 2,Best ac:0.004462 0.607143 fi:0.492309. Ave ac:0.012748,0.016243 Initialization: 5.745000 Memcpy Classifiers: 0.482000 Memcpy Instances: 7.590000 Kernel 1: 0.023000 Kernel 2: 97.972000 Copyback: 0.017000 Sum: 0.028000 It 3,Best ac:0.004463 0.586207 fi:0.513245. Ave ac:0.011841,0.012272 Initialization: 5.763000 Memcpy Classifiers: 0.470000 Memcpy Instances: 7.612000 Kernel 1: 0.023000 Kernel 2: 97.545998 Copyback: 0.017000 Sum: 0.031000 It 4,Best ac:0.004201 0.666667 fi:0.432917. Ave ac:0.013222,0.014111 Initialization: 5.790000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.650000 Kernel 1: 0.024000 Kernel 2: 95.870003 Copyback: 0.016000 Sum: 0.029000 It 5,Best ac:0.003413 0.541667 fi:0.558312. Ave ac:0.012381,0.014229 Initialization: 5.789000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.593000 Kernel 1: 0.023000 Kernel 2: 99.763000 Copyback: 0.017000 Sum: 0.032000 It 6,Best ac:0.004988 0.612903 fi:0.486285. Ave ac:0.012089,0.012633 Initialization: 5.864000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.584000 Kernel 1: 0.024000 Kernel 2: 94.899002 Copyback: 0.017000 Sum: 0.033000 It 7,Best ac:0.006037 0.575000 fi:0.523665. Ave ac:0.011093,0.010817 Initialization: 5.757000 Memcpy Classifiers: 0.433000 Memcpy Instances: 14.395000 Kernel 1: 0.025000 Kernel 2: 96.500999 Copyback: 0.018000 Sum: 0.037000 It 8,Best ac:0.003413 0.619048 fi:0.480931. Ave ac:0.010931,0.011293 Initialization: 6.309000 Memcpy Classifiers: 0.399000 Memcpy Instances: 7.609000 Kernel 1: 0.023000 Kernel 2: 93.015999 Copyback: 0.017000 Sum: 0.032000 It 9,Best ac:0.003412 0.722222 fi:0.377758. Ave ac:0.009157,0.010025 Iteration 10:MDL fitness activated Error 0.377758 TL 0.041678 MDL Theory Length Weight: 3.0212600725 (1) Initialization: 6.157000 Memcpy Classifiers: 0.436000 Memcpy Instances: 7.647000 Kernel 1: 0.023000 Kernel 2: 96.228996 Copyback: 0.017000 Sum: 0.032000 It 10,Best ac:0.006037 0.741935 fi:0.496322. Ave ac:0.009958,0.009733 Initialization: 5.786000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.597000 Kernel 1: 0.024000 Kernel 2: 90.007004 Copyback: 0.018000 Sum: 0.033000 It 11,Best ac:0.003937 0.681818 fi:0.518067. Ave ac:0.008106,0.008934 Initialization: 5.795000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.617000 Kernel 1: 0.024000 Kernel 2: 90.972000 Copyback: 0.017000 Sum: 0.034000 It 12,Best ac:0.003674 0.736842 fi:0.434091. Ave ac:0.010461,0.013816 Initialization: 5.707000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.627000 Kernel 1: 0.024000 Kernel 2: 89.151001 Copyback: 0.016000 Sum: 0.030000 It 13,Best ac:0.006824 0.722222 fi:0.450622. Ave ac:0.010306,0.011310 Initialization: 5.931000 Memcpy Classifiers: 0.381000 Memcpy Instances: 7.683000 Kernel 1: 0.024000 Kernel 2: 85.751999 Copyback: 0.016000 Sum: 0.036000 It 14,Best ac:0.004199 0.842105 fi:0.328565. Ave ac:0.010222,0.011663 Initialization: 6.284000 Memcpy Classifiers: 0.342000 Memcpy Instances: 7.600000 Kernel 1: 0.024000 Kernel 2: 86.028000 Copyback: 0.017000 Sum: 0.031000 It 15,Best ac:0.003413 0.866667 fi:0.348987. Ave ac:0.010192,0.010118 Initialization: 5.780000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.596000 Kernel 1: 0.024000 Kernel 2: 88.143997 Copyback: 0.017000 Sum: 0.031000 It 16,Best ac:0.003413 0.684211 fi:0.486898. Ave ac:0.010056,0.010911 Initialization: 5.822000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.624000 Kernel 1: 0.023000 Kernel 2: 84.199997 Copyback: 0.017000 Sum: 0.029000 It 17,Best ac:0.003150 0.750000 fi:0.476334. Ave ac:0.009699,0.010456 Initialization: 5.757000 Memcpy Classifiers: 0.412000 Memcpy Instances: 7.638000 Kernel 1: 0.023000 Kernel 2: 85.310997 Copyback: 0.017000 Sum: 0.031000 It 18,Best ac:0.003413 0.722222 fi:0.493432. Ave ac:0.009457,0.010902 Initialization: 5.730000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.617000 Kernel 1: 0.024000 Kernel 2: 84.125999 Copyback: 0.017000 Sum: 0.032000 It 19,Best ac:0.003412 0.650000 fi:0.532751. Ave ac:0.009661,0.010545 Initialization: 5.738000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.745000 Kernel 1: 0.024000 Kernel 2: 83.483002 Copyback: 0.017000 Sum: 0.032000 It 20,Best ac:0.004463 0.708333 fi:0.456029. Ave ac:0.009217,0.009338 Initialization: 6.518000 Memcpy Classifiers: 0.382000 Memcpy Instances: 7.704000 Kernel 1: 0.023000 Kernel 2: 82.288002 Copyback: 0.017000 Sum: 0.033000 It 21,Best ac:0.003413 0.722222 fi:0.447657. Ave ac:0.011450,0.014671 Initialization: 5.812000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.604000 Kernel 1: 0.023000 Kernel 2: 82.389000 Copyback: 0.018000 Sum: 0.033000 It 22,Best ac:0.003937 0.681818 fi:0.463293. Ave ac:0.009149,0.010887 Initialization: 5.784000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.707000 Kernel 1: 0.023000 Kernel 2: 82.343002 Copyback: 0.017000 Sum: 0.029000 It 23,Best ac:0.005774 0.647059 fi:0.542324. Ave ac:0.010088,0.010370 MDL Theory Length Weight: 2.7191340653 (10) Initialization: 5.847000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.581000 Kernel 1: 0.024000 Kernel 2: 82.458000 Copyback: 0.017000 Sum: 0.030000 It 24,Best ac:0.003413 0.812500 fi:0.347225. Ave ac:0.010915,0.010198 Initialization: 5.771000 Memcpy Classifiers: 0.350000 Memcpy Instances: 7.622000 Kernel 1: 0.024000 Kernel 2: 83.064003 Copyback: 0.017000 Sum: 0.032000 It 25,Best ac:0.009186 0.636364 fi:0.518947. Ave ac:0.009077,0.009934 Initialization: 5.770000 Memcpy Classifiers: 0.419000 Memcpy Instances: 7.668000 Kernel 1: 0.024000 Kernel 2: 81.684998 Copyback: 0.017000 Sum: 0.028000 It 26,Best ac:0.007085 0.750000 fi:0.408231. Ave ac:0.011157,0.009777 Initialization: 5.768000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.645000 Kernel 1: 0.024000 Kernel 2: 83.399002 Copyback: 0.017000 Sum: 0.027000 It 27,Best ac:0.003411 0.764706 fi:0.409404. Ave ac:0.009342,0.009440 Initialization: 5.842000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.598000 Kernel 1: 0.023000 Kernel 2: 81.775002 Copyback: 0.019000 Sum: 0.032000 It 28,Best ac:0.004462 0.739130 fi:0.433965. Ave ac:0.008868,0.008075 Initialization: 5.738000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.615000 Kernel 1: 0.024000 Kernel 2: 82.288002 Copyback: 0.017000 Sum: 0.031000 It 29,Best ac:0.003413 0.722222 fi:0.450127. Ave ac:0.006964,0.005786 Initialization: 5.834000 Memcpy Classifiers: 0.304000 Memcpy Instances: 7.632000 Kernel 1: 0.023000 Kernel 2: 82.278000 Copyback: 0.017000 Sum: 0.028000 It 30,Best ac:0.003675 0.823529 fi:0.356300. Ave ac:0.007273,0.005703 Initialization: 5.929000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.583000 Kernel 1: 0.023000 Kernel 2: 80.126999 Copyback: 0.017000 Sum: 0.029000 It 31,Best ac:0.004463 0.739130 fi:0.443600. Ave ac:0.007717,0.005762 Initialization: 5.803000 Memcpy Classifiers: 0.324000 Memcpy Instances: 7.632000 Kernel 1: 0.023000 Kernel 2: 79.275002 Copyback: 0.017000 Sum: 0.032000 It 32,Best ac:0.006824 0.812500 fi:0.354860. Ave ac:0.006782,0.004662 Initialization: 5.773000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.628000 Kernel 1: 0.023000 Kernel 2: 78.994003 Copyback: 0.017000 Sum: 0.028000 It 33,Best ac:0.003676 0.666667 fi:0.494109. Ave ac:0.005876,0.004201 MDL Theory Length Weight: 2.4472206588 (20) Initialization: 29.305000 Memcpy Instances: 375.308014 Memcpy Classifiers: 0.082000 Kernel 1: 0.024000 Kernel 2: 543.106018 Copyback: 0.016000 Sum: 0.013000 Memcpy Classifiers: 0.079000 Kernel 1: 0.015000 Kernel 2: 526.981018 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.080000 Kernel 1: 0.013000 Kernel 2: 560.041016 Copyback: 0.202000 Sum: 0.002000 Memcpy Classifiers: 0.079000 Kernel 1: 0.013000 Kernel 2: 555.656006 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.079000 Kernel 1: 0.013000 Kernel 2: 553.010986 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.079000 Kernel 1: 0.013000 Kernel 2: 553.372986 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.079000 Kernel 1: 0.013000 Kernel 2: 550.698975 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.078000 Kernel 1: 0.013000 Kernel 2: 551.898010 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.085000 Kernel 1: 0.015000 Kernel 2: 537.348999 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.005565 0.577972 fi:0.594305. Ave ac:0.007743,0.022126 Best acc 0.005565 0.577972 Initialization: 5.982000 Memcpy Classifiers: 0.539000 Memcpy Instances: 7.596000 Kernel 1: 0.026000 Kernel 2: 93.573997 Copyback: 0.017000 Sum: 0.041000 Initial population average accuracy1:0.004667 accuracy2:0.220583 Initialization: 6.243000 Memcpy Classifiers: 0.488000 Memcpy Instances: 7.620000 Kernel 1: 0.024000 Kernel 2: 102.342003 Copyback: 0.016000 Sum: 0.042000 It 0,Best ac:0.003413 0.448276 fi:0.651703. Ave ac:0.007939,0.010276 Initialization: 5.808000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.639000 Kernel 1: 0.023000 Kernel 2: 99.996002 Copyback: 0.017000 Sum: 0.031000 It 1,Best ac:0.003412 0.433333 fi:0.666645. Ave ac:0.009779,0.010887 Initialization: 5.846000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.622000 Kernel 1: 0.022000 Kernel 2: 100.865997 Copyback: 0.017000 Sum: 0.036000 It 2,Best ac:0.008924 0.478873 fi:0.618339. Ave ac:0.010201,0.010940 Initialization: 5.974000 Memcpy Classifiers: 0.484000 Memcpy Instances: 8.347000 Kernel 1: 0.024000 Kernel 2: 99.858002 Copyback: 0.017000 Sum: 0.028000 It 3,Best ac:0.005249 0.689655 fi:0.409401. Ave ac:0.011840,0.014424 Initialization: 5.854000 Memcpy Classifiers: 0.452000 Memcpy Instances: 7.620000 Kernel 1: 0.023000 Kernel 2: 99.742996 Copyback: 0.017000 Sum: 0.035000 It 4,Best ac:0.003938 0.535714 fi:0.564001. Ave ac:0.013852,0.016681 Initialization: 5.840000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.650000 Kernel 1: 0.024000 Kernel 2: 96.827003 Copyback: 0.017000 Sum: 0.034000 It 5,Best ac:0.005776 0.594595 fi:0.504198. Ave ac:0.013087,0.012925 Initialization: 5.724000 Memcpy Classifiers: 0.467000 Memcpy Instances: 7.729000 Kernel 1: 0.024000 Kernel 2: 95.406998 Copyback: 0.017000 Sum: 0.027000 It 6,Best ac:0.003413 0.650000 fi:0.449978. Ave ac:0.010252,0.011910 Initialization: 5.789000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.066000 Kernel 1: 0.023000 Kernel 2: 95.151001 Copyback: 0.017000 Sum: 0.032000 It 7,Best ac:0.003676 0.636364 fi:0.463483. Ave ac:0.010508,0.013560 Initialization: 6.281000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.627000 Kernel 1: 0.023000 Kernel 2: 93.433998 Copyback: 0.017000 Sum: 0.034000 It 8,Best ac:0.004201 0.640000 fi:0.459583. Ave ac:0.012623,0.017347 Initialization: 5.776000 Memcpy Classifiers: 0.501000 Memcpy Instances: 7.586000 Kernel 1: 0.023000 Kernel 2: 92.064003 Copyback: 0.053000 Sum: 0.031000 It 9,Best ac:0.003676 0.608696 fi:0.491151. Ave ac:0.010822,0.012371 Iteration 10:MDL fitness activated Error 0.491151 TL 0.027070 MDL Theory Length Weight: 6.0478184184 (7) Initialization: 5.778000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.583000 Kernel 1: 0.024000 Kernel 2: 93.257004 Copyback: 0.017000 Sum: 0.030000 It 10,Best ac:0.002888 0.846154 fi:0.551752. Ave ac:0.011774,0.012310 Initialization: 5.878000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.700000 Kernel 1: 0.023000 Kernel 2: 88.794998 Copyback: 0.017000 Sum: 0.030000 It 11,Best ac:0.003675 0.583333 fi:0.661648. Ave ac:0.010241,0.014928 Initialization: 5.780000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.594000 Kernel 1: 0.024000 Kernel 2: 85.961998 Copyback: 0.017000 Sum: 0.035000 It 12,Best ac:0.003412 0.812500 fi:0.429423. Ave ac:0.015495,0.018924 Initialization: 5.831000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.614000 Kernel 1: 0.023000 Kernel 2: 84.835999 Copyback: 0.017000 Sum: 0.031000 It 13,Best ac:0.004201 0.666667 fi:0.558953. Ave ac:0.015565,0.020804 Initialization: 5.783000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.633000 Kernel 1: 0.022000 Kernel 2: 82.258003 Copyback: 0.017000 Sum: 0.027000 It 14,Best ac:0.003936 0.625000 fi:0.534332. Ave ac:0.013208,0.019844 Initialization: 5.791000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.690000 Kernel 1: 0.024000 Kernel 2: 75.424004 Copyback: 0.017000 Sum: 0.029000 It 15,Best ac:0.004724 0.580645 fi:0.580118. Ave ac:0.016358,0.023689 Initialization: 5.801000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.707000 Kernel 1: 0.023000 Kernel 2: 72.524002 Copyback: 0.017000 Sum: 0.025000 It 16,Best ac:0.003675 0.777778 fi:0.460775. Ave ac:0.015926,0.022332 Initialization: 5.832000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.681000 Kernel 1: 0.022000 Kernel 2: 70.152000 Copyback: 0.017000 Sum: 0.022000 It 17,Best ac:0.003150 0.705882 fi:0.602436. Ave ac:0.017336,0.025288 Initialization: 5.835000 Memcpy Classifiers: 0.287000 Memcpy Instances: 7.662000 Kernel 1: 0.023000 Kernel 2: 70.778999 Copyback: 0.017000 Sum: 0.022000 It 18,Best ac:0.004463 0.944444 fi:0.213255. Ave ac:0.016197,0.027615 Initialization: 5.894000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.660000 Kernel 1: 0.023000 Kernel 2: 67.345001 Copyback: 0.017000 Sum: 0.024000 It 19,Best ac:0.004724 0.642857 fi:0.556059. Ave ac:0.018663,0.034687 Initialization: 5.852000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.675000 Kernel 1: 0.022000 Kernel 2: 67.059998 Copyback: 0.372000 Sum: 0.024000 It 20,Best ac:0.003938 0.625000 fi:0.542759. Ave ac:0.019509,0.031254 Initialization: 5.767000 Memcpy Classifiers: 0.226000 Memcpy Instances: 7.621000 Kernel 1: 0.023000 Kernel 2: 66.250999 Copyback: 0.017000 Sum: 0.022000 It 21,Best ac:0.008399 0.680851 fi:0.477792. Ave ac:0.026790,0.034046 Initialization: 6.064000 Memcpy Classifiers: 0.265000 Memcpy Instances: 7.868000 Kernel 1: 0.023000 Kernel 2: 65.761002 Copyback: 0.018000 Sum: 0.023000 It 22,Best ac:0.003150 0.750000 fi:0.501632. Ave ac:0.018526,0.031762 Initialization: 5.767000 Memcpy Classifiers: 0.204000 Memcpy Instances: 7.630000 Kernel 1: 0.023000 Kernel 2: 66.662003 Copyback: 0.017000 Sum: 0.025000 It 23,Best ac:0.004987 0.575758 fi:0.580142. Ave ac:0.024146,0.040829 Initialization: 5.816000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.584000 Kernel 1: 0.024000 Kernel 2: 62.548000 Copyback: 0.017000 Sum: 0.021000 It 24,Best ac:0.003675 0.666667 fi:0.512870. Ave ac:0.029593,0.042848 Initialization: 6.295000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.602000 Kernel 1: 0.024000 Kernel 2: 62.790001 Copyback: 0.018000 Sum: 0.022000 It 25,Best ac:0.003412 0.764706 fi:0.423964. Ave ac:0.025447,0.038608 Initialization: 5.813000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.589000 Kernel 1: 0.024000 Kernel 2: 63.778000 Copyback: 0.017000 Sum: 0.020000 It 26,Best ac:0.004199 0.666667 fi:0.523325. Ave ac:0.025748,0.038005 Initialization: 5.856000 Memcpy Classifiers: 0.227000 Memcpy Instances: 7.650000 Kernel 1: 0.022000 Kernel 2: 62.594002 Copyback: 0.017000 Sum: 0.021000 It 27,Best ac:0.003675 0.823529 fi:0.410847. Ave ac:0.030317,0.042894 MDL Theory Length Weight: 5.4430365765 (10) Initialization: 5.826000 Memcpy Classifiers: 0.226000 Memcpy Instances: 8.895000 Kernel 1: 0.023000 Kernel 2: 63.036999 Copyback: 0.017000 Sum: 0.022000 It 28,Best ac:0.004987 0.703704 fi:0.448668. Ave ac:0.024053,0.036632 Initialization: 5.788000 Memcpy Classifiers: 0.204000 Memcpy Instances: 7.610000 Kernel 1: 0.023000 Kernel 2: 66.664001 Copyback: 0.017000 Sum: 0.024000 It 29,Best ac:0.003411 0.722222 fi:0.470454. Ave ac:0.022505,0.038175 Initialization: 5.776000 Memcpy Classifiers: 0.189000 Memcpy Instances: 8.294000 Kernel 1: 0.023000 Kernel 2: 62.838001 Copyback: 0.017000 Sum: 0.022000 It 30,Best ac:0.003412 0.590909 fi:0.570309. Ave ac:0.027373,0.041185 Initialization: 5.729000 Memcpy Classifiers: 0.203000 Memcpy Instances: 7.640000 Kernel 1: 0.022000 Kernel 2: 63.674999 Copyback: 0.016000 Sum: 0.019000 It 31,Best ac:0.007612 0.644444 fi:0.526287. Ave ac:0.031612,0.044752 Initialization: 5.798000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.577000 Kernel 1: 0.023000 Kernel 2: 63.243999 Copyback: 0.017000 Sum: 0.021000 It 32,Best ac:0.003413 0.812500 fi:0.457410. Ave ac:0.026926,0.036728 Initialization: 5.780000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.655000 Kernel 1: 0.023000 Kernel 2: 63.639999 Copyback: 0.017000 Sum: 0.024000 It 33,Best ac:0.003674 0.700000 fi:0.514023. Ave ac:0.020823,0.034636 Initialization: 29.466999 Memcpy Instances: 379.054993 Memcpy Classifiers: 0.072000 Kernel 1: 0.025000 Kernel 2: 456.075989 Copyback: 0.014000 Sum: 0.016000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 456.640015 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.013000 Kernel 2: 452.920990 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.071000 Kernel 1: 0.014000 Kernel 2: 454.998993 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.071000 Kernel 1: 0.013000 Kernel 2: 481.104004 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.071000 Kernel 1: 0.013000 Kernel 2: 451.135010 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.071000 Kernel 1: 0.013000 Kernel 2: 459.286987 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.071000 Kernel 1: 0.012000 Kernel 2: 450.308990 Copyback: 0.016000 Sum: 0.017000 Memcpy Classifiers: 0.080000 Kernel 1: 0.016000 Kernel 2: 429.269012 Copyback: 0.017000 Sum: 0.004000 It 34,Best ac:0.003628 0.522693 fi:0.630362. Ave ac:0.016883,0.053847 Best acc 0.003628 0.522693 Rule:Att PSSM_-3_4 is [<3.215828]|Att PSSM_-3_6 is [-6.186149,6.149276]|Att PSSM_-3_7 is [-6.780590,-0.619601]|Att PSSM_-3_12 is [-5.573687,3.573687]|Att PSSM_0_4 is [-6.955503,-1.044497]|Att PSSM_0_7 is [-5.830855,-2.357797]|Att PSSM_0_12 is [<-2.348404]|Att PSSM_1_12 is [-4.815207,-1.183469]|Att PSSM_2_7 is [<3.937928]|Att PSSM_3_2 is [>-5.418973]|Att PSSM_3_6 is [<-1.665889]|1 Accuracy : 0.784643 0 1 151099 12981 37550 33008 Removed 1834 instances. 188649 Instances left. Acc of rule 0.005565-0.577972 Initialization: 5.921000 Memcpy Classifiers: 0.504000 Memcpy Instances: 7.573000 Kernel 1: 0.026000 Kernel 2: 95.052002 Copyback: 0.018000 Sum: 0.059000 Initial population average accuracy1:0.005425 accuracy2:0.184189 Initialization: 5.746000 Memcpy Classifiers: 0.504000 Memcpy Instances: 7.598000 Kernel 1: 0.022000 Kernel 2: 99.472000 Copyback: 0.017000 Sum: 0.036000 It 0,Best ac:0.003180 0.571429 fi:0.563680. Ave ac:0.010223,0.011382 Initialization: 5.731000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.681000 Kernel 1: 0.023000 Kernel 2: 98.418999 Copyback: 0.017000 Sum: 0.033000 It 1,Best ac:0.004771 0.486486 fi:0.612767. Ave ac:0.012004,0.012221 Initialization: 5.698000 Memcpy Classifiers: 0.643000 Memcpy Instances: 7.540000 Kernel 1: 0.023000 Kernel 2: 98.947998 Copyback: 0.017000 Sum: 0.032000 It 2,Best ac:0.003711 0.500000 fi:0.599795. Ave ac:0.011584,0.011909 Initialization: 5.784000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.513000 Kernel 1: 0.024000 Kernel 2: 95.566002 Copyback: 0.017000 Sum: 0.033000 It 3,Best ac:0.004771 0.562500 fi:0.536754. Ave ac:0.010361,0.012266 Initialization: 5.732000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.030000 Kernel 1: 0.023000 Kernel 2: 93.933998 Copyback: 0.017000 Sum: 0.030000 It 4,Best ac:0.002650 0.769231 fi:0.510026. Ave ac:0.010689,0.013396 Initialization: 5.774000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.500000 Kernel 1: 0.024000 Kernel 2: 96.417999 Copyback: 0.017000 Sum: 0.029000 It 5,Best ac:0.004506 0.548387 fi:0.551002. Ave ac:0.012125,0.015819 Initialization: 6.211000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.983000 Kernel 1: 0.023000 Kernel 2: 96.209000 Copyback: 0.017000 Sum: 0.029000 It 6,Best ac:0.006361 0.666667 fi:0.431774. Ave ac:0.011713,0.014248 Initialization: 6.265000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.887000 Kernel 1: 0.035000 Kernel 2: 96.330002 Copyback: 0.017000 Sum: 0.030000 It 7,Best ac:0.003446 0.722222 fi:0.377708. Ave ac:0.011279,0.011889 Initialization: 5.780000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.627000 Kernel 1: 0.023000 Kernel 2: 97.647003 Copyback: 0.017000 Sum: 0.031000 It 8,Best ac:0.005566 0.600000 fi:0.498847. Ave ac:0.009835,0.012965 Initialization: 5.787000 Memcpy Classifiers: 0.381000 Memcpy Instances: 7.707000 Kernel 1: 0.023000 Kernel 2: 95.084999 Copyback: 0.017000 Sum: 0.033000 It 9,Best ac:0.004241 0.615385 fi:0.484140. Ave ac:0.009309,0.010177 Iteration 10:MDL fitness activated Error 0.484140 TL 0.030103 MDL Theory Length Weight: 5.3609143505 (3) Initialization: 5.721000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.560000 Kernel 1: 0.024000 Kernel 2: 94.306000 Copyback: 0.017000 Sum: 0.032000 It 10,Best ac:0.005566 0.617647 fi:0.645041. Ave ac:0.008636,0.010545 Initialization: 5.740000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.536000 Kernel 1: 0.023000 Kernel 2: 91.885002 Copyback: 0.017000 Sum: 0.036000 It 11,Best ac:0.010337 0.600000 fi:0.621564. Ave ac:0.011295,0.012544 Initialization: 5.783000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.506000 Kernel 1: 0.024000 Kernel 2: 92.177002 Copyback: 0.017000 Sum: 0.037000 It 12,Best ac:0.003446 0.650000 fi:0.576707. Ave ac:0.012932,0.015861 Initialization: 5.776000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.498000 Kernel 1: 0.024000 Kernel 2: 87.787003 Copyback: 0.017000 Sum: 0.034000 It 13,Best ac:0.005566 0.750000 fi:0.508111. Ave ac:0.012349,0.015192 Initialization: 5.857000 Memcpy Classifiers: 1.341000 Memcpy Instances: 7.588000 Kernel 1: 0.023000 Kernel 2: 89.140999 Copyback: 0.017000 Sum: 0.029000 It 14,Best ac:0.002385 0.900000 fi:0.572370. Ave ac:0.014283,0.018074 Initialization: 5.734000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.587000 Kernel 1: 0.024000 Kernel 2: 87.321999 Copyback: 0.017000 Sum: 0.030000 It 15,Best ac:0.004506 0.772727 fi:0.459076. Ave ac:0.013741,0.017079 Initialization: 5.795000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.015000 Kernel 1: 0.022000 Kernel 2: 84.258003 Copyback: 0.017000 Sum: 0.033000 It 16,Best ac:0.004771 0.600000 fi:0.607797. Ave ac:0.011399,0.015157 Initialization: 5.740000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.567000 Kernel 1: 0.023000 Kernel 2: 84.372002 Copyback: 0.017000 Sum: 0.034000 It 17,Best ac:0.003181 1.000000 fi:0.289575. Ave ac:0.013874,0.018850 Initialization: 5.725000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.566000 Kernel 1: 0.024000 Kernel 2: 82.676003 Copyback: 0.017000 Sum: 0.031000 It 18,Best ac:0.003711 0.777778 fi:0.407602. Ave ac:0.011677,0.013288 Initialization: 5.717000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.567000 Kernel 1: 0.024000 Kernel 2: 79.495003 Copyback: 0.017000 Sum: 0.030000 It 19,Best ac:0.004241 0.640000 fi:0.546354. Ave ac:0.010555,0.013803 Initialization: 5.733000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.583000 Kernel 1: 0.023000 Kernel 2: 76.651001 Copyback: 0.017000 Sum: 0.026000 It 20,Best ac:0.003711 0.736842 fi:0.471637. Ave ac:0.013328,0.020784 Initialization: 5.935000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.501000 Kernel 1: 0.024000 Kernel 2: 77.633003 Copyback: 0.017000 Sum: 0.025000 It 21,Best ac:0.010867 0.706897 fi:0.441301. Ave ac:0.013970,0.016339 Initialization: 5.750000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.265000 Kernel 1: 0.024000 Kernel 2: 78.049004 Copyback: 0.017000 Sum: 0.025000 It 22,Best ac:0.003446 0.722222 fi:0.437230. Ave ac:0.013797,0.019466 Initialization: 6.184000 Memcpy Classifiers: 0.304000 Memcpy Instances: 7.520000 Kernel 1: 0.023000 Kernel 2: 75.933998 Copyback: 0.017000 Sum: 0.025000 It 23,Best ac:0.004506 0.629630 fi:0.527131. Ave ac:0.014259,0.023251 Initialization: 5.778000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.572000 Kernel 1: 0.024000 Kernel 2: 77.108002 Copyback: 0.017000 Sum: 0.023000 It 24,Best ac:0.004506 0.708333 fi:0.453011. Ave ac:0.014607,0.022960 Initialization: 5.757000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.528000 Kernel 1: 0.024000 Kernel 2: 74.801003 Copyback: 0.016000 Sum: 0.023000 It 25,Best ac:0.003976 0.652174 fi:0.554231. Ave ac:0.011562,0.012859 Initialization: 5.727000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.595000 Kernel 1: 0.023000 Kernel 2: 72.505997 Copyback: 0.016000 Sum: 0.021000 It 26,Best ac:0.006096 0.821429 fi:0.422737. Ave ac:0.017981,0.028098 MDL Theory Length Weight: 4.8248229155 (10) Initialization: 6.204000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.637000 Kernel 1: 0.023000 Kernel 2: 70.906998 Copyback: 0.017000 Sum: 0.024000 It 27,Best ac:0.003976 0.750000 fi:0.446267. Ave ac:0.012294,0.016028 Initialization: 5.790000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.541000 Kernel 1: 0.024000 Kernel 2: 70.032997 Copyback: 0.018000 Sum: 0.024000 It 28,Best ac:0.005831 0.733333 fi:0.432352. Ave ac:0.015387,0.022722 Initialization: 5.718000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.991000 Kernel 1: 0.023000 Kernel 2: 69.513000 Copyback: 0.017000 Sum: 0.022000 It 29,Best ac:0.004506 0.708333 fi:0.462470. Ave ac:0.010905,0.018422 Initialization: 5.763000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.539000 Kernel 1: 0.024000 Kernel 2: 69.334000 Copyback: 0.020000 Sum: 0.024000 It 30,Best ac:0.003711 0.700000 fi:0.470956. Ave ac:0.012632,0.020465 Initialization: 5.743000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.496000 Kernel 1: 0.024000 Kernel 2: 69.752998 Copyback: 0.017000 Sum: 0.021000 It 31,Best ac:0.004506 0.809524 fi:0.398171. Ave ac:0.014679,0.024019 Initialization: 5.690000 Memcpy Classifiers: 0.301000 Memcpy Instances: 7.561000 Kernel 1: 0.023000 Kernel 2: 70.126999 Copyback: 0.017000 Sum: 0.023000 It 32,Best ac:0.003446 0.722222 fi:0.441293. Ave ac:0.011118,0.017717 Initialization: 5.836000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.506000 Kernel 1: 0.024000 Kernel 2: 69.765999 Copyback: 0.017000 Sum: 0.022000 It 33,Best ac:0.002915 0.846154 fi:0.411752. Ave ac:0.014195,0.021778 Initialization: 30.382000 Memcpy Instances: 373.295990 Memcpy Classifiers: 0.066000 Kernel 1: 0.024000 Kernel 2: 491.256989 Copyback: 0.014000 Sum: 0.014000 Memcpy Classifiers: 0.059000 Kernel 1: 0.014000 Kernel 2: 480.799988 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 481.053009 Copyback: 0.026000 Sum: 0.007000 Memcpy Classifiers: 0.066000 Kernel 1: 0.022000 Kernel 2: 484.007996 Copyback: 0.199000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 498.406006 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 484.890015 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 487.988007 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 487.397003 Copyback: 0.019000 Sum: 0.004000 Memcpy Classifiers: 0.063000 Kernel 1: 0.017000 Kernel 2: 419.979004 Copyback: 0.019000 Sum: 0.005000 It 34,Best ac:0.003509 0.501136 fi:0.654522. Ave ac:0.013701,0.041991 Best acc 0.003509 0.501136 Initialization: 5.801000 Memcpy Classifiers: 0.559000 Memcpy Instances: 7.522000 Kernel 1: 0.025000 Kernel 2: 95.514999 Copyback: 0.018000 Sum: 0.045000 Initial population average accuracy1:0.005597 accuracy2:0.193595 Initialization: 5.675000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.502000 Kernel 1: 0.024000 Kernel 2: 99.757004 Copyback: 0.017000 Sum: 0.037000 It 0,Best ac:0.003446 0.406250 fi:0.693681. Ave ac:0.010264,0.012540 Initialization: 6.345000 Memcpy Classifiers: 0.474000 Memcpy Instances: 7.521000 Kernel 1: 0.024000 Kernel 2: 98.345001 Copyback: 0.018000 Sum: 0.035000 It 1,Best ac:0.003446 0.565217 fi:0.534713. Ave ac:0.012086,0.012749 Initialization: 5.775000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.516000 Kernel 1: 0.024000 Kernel 2: 97.978996 Copyback: 0.016000 Sum: 0.030000 It 2,Best ac:0.003446 0.650000 fi:0.449931. Ave ac:0.013053,0.012789 Initialization: 5.794000 Memcpy Classifiers: 0.433000 Memcpy Instances: 14.303000 Kernel 1: 0.027000 Kernel 2: 95.982002 Copyback: 0.018000 Sum: 0.034000 It 3,Best ac:0.005036 0.558824 fi:0.540295. Ave ac:0.012318,0.014260 Initialization: 5.695000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.571000 Kernel 1: 0.023000 Kernel 2: 93.945999 Copyback: 0.017000 Sum: 0.032000 It 4,Best ac:0.003976 0.652174 fi:0.447486. Ave ac:0.011134,0.011791 Initialization: 5.849000 Memcpy Classifiers: 0.399000 Memcpy Instances: 7.598000 Kernel 1: 0.023000 Kernel 2: 91.389000 Copyback: 0.017000 Sum: 0.035000 It 5,Best ac:0.007156 0.551020 fi:0.547014. Ave ac:0.011299,0.011480 Initialization: 5.734000 Memcpy Classifiers: 0.413000 Memcpy Instances: 7.577000 Kernel 1: 0.024000 Kernel 2: 88.932999 Copyback: 0.017000 Sum: 0.029000 It 6,Best ac:0.003976 0.625000 fi:0.474660. Ave ac:0.010173,0.010699 Initialization: 5.767000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.530000 Kernel 1: 0.024000 Kernel 2: 90.087997 Copyback: 0.017000 Sum: 0.030000 It 7,Best ac:0.003976 0.714286 fi:0.385374. Ave ac:0.010320,0.010215 Initialization: 5.782000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.499000 Kernel 1: 0.023000 Kernel 2: 87.067001 Copyback: 0.017000 Sum: 0.029000 It 8,Best ac:0.005301 0.645161 fi:0.453821. Ave ac:0.008913,0.010395 Initialization: 5.597000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.545000 Kernel 1: 0.023000 Kernel 2: 88.741997 Copyback: 0.017000 Sum: 0.033000 It 9,Best ac:0.007951 0.652174 fi:0.445455. Ave ac:0.008461,0.007983 Iteration 10:MDL fitness activated Error 0.445455 TL 0.033864 MDL Theory Length Weight: 4.3847616155 (3) Initialization: 5.745000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.632000 Kernel 1: 0.023000 Kernel 2: 88.686996 Copyback: 0.017000 Sum: 0.029000 It 10,Best ac:0.003976 0.576923 fi:0.652229. Ave ac:0.008365,0.009098 Initialization: 5.800000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.574000 Kernel 1: 0.023000 Kernel 2: 90.476997 Copyback: 0.017000 Sum: 0.034000 It 11,Best ac:0.003976 0.625000 fi:0.603490. Ave ac:0.009323,0.011140 Initialization: 5.818000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.517000 Kernel 1: 0.023000 Kernel 2: 86.973000 Copyback: 0.017000 Sum: 0.031000 It 12,Best ac:0.003180 0.750000 fi:0.469505. Ave ac:0.009166,0.009159 Initialization: 5.849000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.577000 Kernel 1: 0.023000 Kernel 2: 85.122002 Copyback: 0.017000 Sum: 0.037000 It 13,Best ac:0.006096 0.638889 fi:0.608172. Ave ac:0.009038,0.007402 Initialization: 5.685000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.830000 Kernel 1: 0.023000 Kernel 2: 86.935997 Copyback: 0.018000 Sum: 0.038000 It 14,Best ac:0.003711 0.636364 fi:0.561352. Ave ac:0.010343,0.012216 Initialization: 5.703000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.719000 Kernel 1: 0.023000 Kernel 2: 85.486000 Copyback: 0.017000 Sum: 0.031000 It 15,Best ac:0.006096 0.605263 fi:0.616010. Ave ac:0.010431,0.010188 Initialization: 5.945000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.583000 Kernel 1: 0.023000 Kernel 2: 83.292999 Copyback: 0.017000 Sum: 0.032000 It 16,Best ac:0.003976 0.789474 fi:0.399798. Ave ac:0.011534,0.012674 Initialization: 5.827000 Memcpy Classifiers: 0.342000 Memcpy Instances: 7.528000 Kernel 1: 0.024000 Kernel 2: 82.355003 Copyback: 0.017000 Sum: 0.031000 It 17,Best ac:0.003446 0.764706 fi:0.450086. Ave ac:0.013920,0.014115 Initialization: 5.776000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.508000 Kernel 1: 0.023000 Kernel 2: 81.274002 Copyback: 0.017000 Sum: 0.029000 It 18,Best ac:0.005566 0.636364 fi:0.561483. Ave ac:0.011257,0.014643 Initialization: 5.730000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.512000 Kernel 1: 0.023000 Kernel 2: 84.380997 Copyback: 0.018000 Sum: 0.034000 It 19,Best ac:0.003976 0.750000 fi:0.432340. Ave ac:0.010630,0.011216 Initialization: 5.675000 Memcpy Classifiers: 0.350000 Memcpy Instances: 7.546000 Kernel 1: 0.024000 Kernel 2: 85.363998 Copyback: 0.017000 Sum: 0.030000 It 20,Best ac:0.004241 0.666667 fi:0.502105. Ave ac:0.011747,0.013093 Initialization: 5.760000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.542000 Kernel 1: 0.022000 Kernel 2: 82.480003 Copyback: 0.017000 Sum: 0.033000 It 21,Best ac:0.003446 0.684211 fi:0.542131. Ave ac:0.011911,0.016211 Initialization: 5.734000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.607000 Kernel 1: 0.022000 Kernel 2: 82.152000 Copyback: 0.019000 Sum: 0.027000 It 22,Best ac:0.003446 0.764706 fi:0.457964. Ave ac:0.011715,0.015854 Initialization: 10.959000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.143000 Kernel 1: 0.024000 Kernel 2: 82.375000 Copyback: 0.017000 Sum: 0.029000 It 23,Best ac:0.003446 0.684211 fi:0.492588. Ave ac:0.010208,0.014494 Initialization: 5.715000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.576000 Kernel 1: 0.023000 Kernel 2: 83.206001 Copyback: 0.017000 Sum: 0.028000 It 24,Best ac:0.004771 0.720000 fi:0.441835. Ave ac:0.010423,0.012916 Initialization: 5.707000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.550000 Kernel 1: 0.023000 Kernel 2: 81.818001 Copyback: 0.017000 Sum: 0.028000 It 25,Best ac:0.007421 0.777778 fi:0.417725. Ave ac:0.009907,0.013998 MDL Theory Length Weight: 3.9462854539 (10) Initialization: 5.762000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.518000 Kernel 1: 0.023000 Kernel 2: 81.094002 Copyback: 0.017000 Sum: 0.026000 It 26,Best ac:0.003446 0.684211 fi:0.462147. Ave ac:0.009531,0.011646 Initialization: 5.755000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.502000 Kernel 1: 0.023000 Kernel 2: 79.967003 Copyback: 0.017000 Sum: 0.031000 It 27,Best ac:0.004506 0.680000 fi:0.495774. Ave ac:0.009184,0.011830 Initialization: 5.803000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.042000 Kernel 1: 0.022000 Kernel 2: 79.182999 Copyback: 0.016000 Sum: 0.026000 It 28,Best ac:0.004771 0.750000 fi:0.423666. Ave ac:0.009830,0.014003 Initialization: 5.603000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.594000 Kernel 1: 0.023000 Kernel 2: 80.129997 Copyback: 0.371000 Sum: 0.024000 It 29,Best ac:0.003446 0.764706 fi:0.399145. Ave ac:0.009591,0.010405 Initialization: 5.687000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.998000 Kernel 1: 0.023000 Kernel 2: 81.820999 Copyback: 0.017000 Sum: 0.024000 It 30,Best ac:0.004506 0.586207 fi:0.553610. Ave ac:0.007791,0.011220 Initialization: 5.645000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.583000 Kernel 1: 0.023000 Kernel 2: 80.707001 Copyback: 0.017000 Sum: 0.023000 It 31,Best ac:0.003976 0.750000 fi:0.418841. Ave ac:0.010927,0.014682 Initialization: 5.693000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.508000 Kernel 1: 0.024000 Kernel 2: 79.731003 Copyback: 0.017000 Sum: 0.026000 It 32,Best ac:0.003711 0.700000 fi:0.493926. Ave ac:0.009413,0.011126 Initialization: 6.337000 Memcpy Classifiers: 0.265000 Memcpy Instances: 7.554000 Kernel 1: 0.024000 Kernel 2: 80.563004 Copyback: 0.020000 Sum: 0.024000 It 33,Best ac:0.003711 0.700000 fi:0.462039. Ave ac:0.010821,0.013592 Initialization: 31.108999 Memcpy Instances: 372.082001 Memcpy Classifiers: 0.069000 Kernel 1: 0.026000 Kernel 2: 549.809998 Copyback: 0.015000 Sum: 0.015000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 525.770020 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.014000 Kernel 2: 555.892029 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 571.703003 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 553.361023 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 555.554993 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 586.861023 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.067000 Kernel 1: 0.015000 Kernel 2: 551.109009 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 470.634003 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.005428 0.534447 fi:0.652314. Ave ac:0.009770,0.029387 Best acc 0.005428 0.534447 Rule:Att PSSM_-4_7 is [>-5.842104]|Att PSSM_-3_4 is [-7.382340,-0.617660]|Att PSSM_-2_7 is [<5.213713]|Att PSSM_-1_3 is [<-0.140383]|Att PSSM_0_4 is [<-1.603559]|Att PSSM_0_12 is [-6.670717,-2.512830]|Att PSSM_1_14 is [-2.547873,5.850197]|Att PSSM_4_6 is [-5.184086,-0.815914]|Att PSSM_4_12 is [-6.489221,7.458343]|1 Accuracy : 0.785205 0 1 150207 13873 36526 34032 Removed 1916 instances. 186733 Instances left. Acc of rule 0.005428-0.534447 Initialization: 5.932000 Memcpy Classifiers: 0.530000 Memcpy Instances: 7.482000 Kernel 1: 0.024000 Kernel 2: 91.739998 Copyback: 0.018000 Sum: 0.045000 Initial population average accuracy1:0.005096 accuracy2:0.203870 Initialization: 6.045000 Memcpy Classifiers: 0.488000 Memcpy Instances: 7.476000 Kernel 1: 0.023000 Kernel 2: 97.765999 Copyback: 0.017000 Sum: 0.037000 It 0,Best ac:0.003213 0.571429 fi:0.540016. Ave ac:0.008922,0.012463 Initialization: 5.687000 Memcpy Classifiers: 0.503000 Memcpy Instances: 7.442000 Kernel 1: 0.025000 Kernel 2: 98.987000 Copyback: 0.017000 Sum: 0.031000 It 1,Best ac:0.002945 0.523810 fi:0.660566. Ave ac:0.010613,0.012434 Initialization: 5.735000 Memcpy Classifiers: 0.504000 Memcpy Instances: 7.462000 Kernel 1: 0.024000 Kernel 2: 97.707001 Copyback: 0.017000 Sum: 0.030000 It 2,Best ac:0.002945 0.785714 fi:0.399777. Ave ac:0.009734,0.012254 Initialization: 5.632000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.471000 Kernel 1: 0.024000 Kernel 2: 96.612000 Copyback: 0.017000 Sum: 0.028000 It 3,Best ac:0.004821 0.562500 fi:0.536683. Ave ac:0.010469,0.011182 Initialization: 6.288000 Memcpy Classifiers: 0.507000 Memcpy Instances: 7.482000 Kernel 1: 0.023000 Kernel 2: 95.773003 Copyback: 0.016000 Sum: 0.032000 It 4,Best ac:0.006426 0.600000 fi:0.498352. Ave ac:0.011070,0.011436 Initialization: 5.648000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.455000 Kernel 1: 0.024000 Kernel 2: 95.698997 Copyback: 0.017000 Sum: 0.032000 It 5,Best ac:0.007499 0.538462 fi:0.559329. Ave ac:0.010715,0.011936 Initialization: 6.779000 Memcpy Classifiers: 0.436000 Memcpy Instances: 7.470000 Kernel 1: 0.023000 Kernel 2: 96.387001 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.004552 0.607143 fi:0.492180. Ave ac:0.010420,0.010612 Initialization: 5.732000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.417000 Kernel 1: 0.024000 Kernel 2: 95.427002 Copyback: 0.017000 Sum: 0.031000 It 7,Best ac:0.003213 0.705882 fi:0.405563. Ave ac:0.009638,0.010327 Initialization: 5.773000 Memcpy Classifiers: 0.435000 Memcpy Instances: 7.476000 Kernel 1: 0.024000 Kernel 2: 95.155998 Copyback: 0.017000 Sum: 0.030000 It 8,Best ac:0.003214 0.750000 fi:0.360228. Ave ac:0.009658,0.009883 Initialization: 5.792000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.473000 Kernel 1: 0.023000 Kernel 2: 93.963997 Copyback: 0.020000 Sum: 0.035000 It 9,Best ac:0.005355 0.769231 fi:0.329678. Ave ac:0.009966,0.009316 Iteration 10:MDL fitness activated Error 0.329678 TL 0.022594 MDL Theory Length Weight: 4.8639031939 (1) Initialization: 5.679000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.477000 Kernel 1: 0.023000 Kernel 2: 91.540001 Copyback: 0.017000 Sum: 0.031000 It 10,Best ac:0.006695 0.625000 fi:0.652220. Ave ac:0.010811,0.010522 Initialization: 5.683000 Memcpy Classifiers: 0.396000 Memcpy Instances: 7.421000 Kernel 1: 0.023000 Kernel 2: 89.762001 Copyback: 0.017000 Sum: 0.033000 It 11,Best ac:0.002945 0.785714 fi:0.552561. Ave ac:0.012259,0.011762 Initialization: 5.680000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.494000 Kernel 1: 0.022000 Kernel 2: 86.811996 Copyback: 0.017000 Sum: 0.035000 It 12,Best ac:0.005356 0.714286 fi:0.485580. Ave ac:0.011889,0.011573 Initialization: 5.727000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.821000 Kernel 1: 0.022000 Kernel 2: 83.887001 Copyback: 0.017000 Sum: 0.036000 It 13,Best ac:0.003214 0.705882 fi:0.509372. Ave ac:0.008779,0.009311 Initialization: 5.736000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.882000 Kernel 1: 0.022000 Kernel 2: 81.845001 Copyback: 0.017000 Sum: 0.033000 It 14,Best ac:0.003481 0.684211 fi:0.495987. Ave ac:0.009655,0.008633 Initialization: 5.699000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.509000 Kernel 1: 0.023000 Kernel 2: 78.308998 Copyback: 0.017000 Sum: 0.038000 It 15,Best ac:0.004553 0.653846 fi:0.561277. Ave ac:0.008979,0.009936 Initialization: 5.691000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.453000 Kernel 1: 0.022000 Kernel 2: 77.508003 Copyback: 0.017000 Sum: 0.035000 It 16,Best ac:0.004017 0.652174 fi:0.545904. Ave ac:0.008568,0.009383 Initialization: 5.720000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.437000 Kernel 1: 0.023000 Kernel 2: 76.175003 Copyback: 0.017000 Sum: 0.033000 It 17,Best ac:0.004285 0.695652 fi:0.469832. Ave ac:0.008185,0.008646 Initialization: 5.718000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.502000 Kernel 1: 0.021000 Kernel 2: 74.803001 Copyback: 0.016000 Sum: 0.032000 It 18,Best ac:0.003748 0.700000 fi:0.495360. Ave ac:0.008904,0.011412 Initialization: 5.774000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.454000 Kernel 1: 0.022000 Kernel 2: 71.225998 Copyback: 0.017000 Sum: 0.029000 It 19,Best ac:0.004552 0.708333 fi:0.488759. Ave ac:0.009613,0.011437 Initialization: 5.689000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.500000 Kernel 1: 0.023000 Kernel 2: 72.886002 Copyback: 0.016000 Sum: 0.028000 It 20,Best ac:0.003481 0.650000 fi:0.559775. Ave ac:0.008697,0.012729 Initialization: 5.666000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.769000 Kernel 1: 0.022000 Kernel 2: 72.436996 Copyback: 0.016000 Sum: 0.023000 It 21,Best ac:0.005890 0.564103 fi:0.632338. Ave ac:0.010727,0.013849 Initialization: 5.726000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.616000 Kernel 1: 0.023000 Kernel 2: 70.216003 Copyback: 0.017000 Sum: 0.022000 It 22,Best ac:0.004016 0.750000 fi:0.429917. Ave ac:0.012374,0.013580 Initialization: 5.812000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.435000 Kernel 1: 0.023000 Kernel 2: 70.689003 Copyback: 0.017000 Sum: 0.023000 It 23,Best ac:0.003214 0.750000 fi:0.469036. Ave ac:0.010895,0.017193 Initialization: 5.687000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.418000 Kernel 1: 0.024000 Kernel 2: 68.969002 Copyback: 0.017000 Sum: 0.022000 It 24,Best ac:0.003749 0.700000 fi:0.447063. Ave ac:0.014892,0.021679 Initialization: 5.736000 Memcpy Classifiers: 0.247000 Memcpy Instances: 7.967000 Kernel 1: 0.023000 Kernel 2: 69.500000 Copyback: 0.017000 Sum: 0.021000 It 25,Best ac:0.003748 0.736842 fi:0.411706. Ave ac:0.016338,0.027818 Initialization: 5.677000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.413000 Kernel 1: 0.024000 Kernel 2: 69.129997 Copyback: 0.017000 Sum: 0.023000 It 26,Best ac:0.003214 0.705882 fi:0.456799. Ave ac:0.012828,0.025193 Initialization: 5.779000 Memcpy Classifiers: 0.227000 Memcpy Instances: 7.419000 Kernel 1: 0.023000 Kernel 2: 67.936996 Copyback: 0.017000 Sum: 0.020000 It 27,Best ac:0.003482 0.764706 fi:0.384135. Ave ac:0.012668,0.022169 Initialization: 5.745000 Memcpy Classifiers: 0.227000 Memcpy Instances: 7.427000 Kernel 1: 0.023000 Kernel 2: 66.669998 Copyback: 0.016000 Sum: 0.021000 It 28,Best ac:0.002678 0.909091 fi:0.436998. Ave ac:0.012213,0.020875 Initialization: 5.766000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.431000 Kernel 1: 0.024000 Kernel 2: 66.174004 Copyback: 0.016000 Sum: 0.023000 It 29,Best ac:0.008838 0.622642 fi:0.518610. Ave ac:0.010854,0.016241 Initialization: 5.636000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.522000 Kernel 1: 0.024000 Kernel 2: 67.401001 Copyback: 0.017000 Sum: 0.020000 It 30,Best ac:0.003213 0.705882 fi:0.558346. Ave ac:0.014702,0.025296 Initialization: 5.662000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.592000 Kernel 1: 0.023000 Kernel 2: 65.163002 Copyback: 0.017000 Sum: 0.022000 It 31,Best ac:0.003213 0.705882 fi:0.474481. Ave ac:0.010660,0.017444 Initialization: 5.728000 Memcpy Classifiers: 0.227000 Memcpy Instances: 7.581000 Kernel 1: 0.023000 Kernel 2: 66.522003 Copyback: 0.017000 Sum: 0.021000 It 32,Best ac:0.004552 0.772727 fi:0.388819. Ave ac:0.013274,0.022286 Initialization: 5.716000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.439000 Kernel 1: 0.023000 Kernel 2: 65.681999 Copyback: 0.016000 Sum: 0.024000 It 33,Best ac:0.004017 0.789474 fi:0.377461. Ave ac:0.012466,0.018567 Initialization: 29.497000 Memcpy Instances: 372.266998 Memcpy Classifiers: 0.064000 Kernel 1: 0.025000 Kernel 2: 473.179993 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.058000 Kernel 1: 0.014000 Kernel 2: 476.149994 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 469.828003 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 493.983002 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 487.781006 Copyback: 0.368000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 477.670990 Copyback: 0.021000 Sum: 0.008000 Memcpy Classifiers: 0.065000 Kernel 1: 0.021000 Kernel 2: 471.436005 Copyback: 0.019000 Sum: 0.003000 Memcpy Classifiers: 0.064000 Kernel 1: 0.017000 Kernel 2: 474.933990 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.057000 Kernel 1: 0.015000 Kernel 2: 384.907990 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.054297 0.470182 fi:0.670367. Ave ac:0.010485,0.032981 Best acc 0.054297 0.470182 Initialization: 5.884000 Memcpy Classifiers: 0.541000 Memcpy Instances: 7.450000 Kernel 1: 0.023000 Kernel 2: 92.758003 Copyback: 0.017000 Sum: 0.049000 Initial population average accuracy1:0.004921 accuracy2:0.190516 Initialization: 5.669000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.426000 Kernel 1: 0.024000 Kernel 2: 99.497002 Copyback: 0.017000 Sum: 0.037000 It 0,Best ac:0.003481 0.433333 fi:0.666547. Ave ac:0.008524,0.010192 Initialization: 5.801000 Memcpy Classifiers: 0.481000 Memcpy Instances: 7.417000 Kernel 1: 0.023000 Kernel 2: 101.155998 Copyback: 0.017000 Sum: 0.031000 It 1,Best ac:0.008034 0.441176 fi:0.656335. Ave ac:0.010720,0.011758 Initialization: 5.633000 Memcpy Classifiers: 0.432000 Memcpy Instances: 7.523000 Kernel 1: 0.022000 Kernel 2: 100.672997 Copyback: 0.025000 Sum: 0.031000 It 2,Best ac:0.002945 0.523810 fi:0.661682. Ave ac:0.012230,0.013174 Initialization: 5.740000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.503000 Kernel 1: 0.023000 Kernel 2: 97.468002 Copyback: 0.023000 Sum: 0.031000 It 3,Best ac:0.003214 0.705882 fi:0.404346. Ave ac:0.011470,0.014036 Initialization: 5.667000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.424000 Kernel 1: 0.025000 Kernel 2: 96.345001 Copyback: 0.017000 Sum: 0.028000 It 4,Best ac:0.002677 0.769231 fi:0.490307. Ave ac:0.011219,0.012387 Initialization: 6.111000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.431000 Kernel 1: 0.023000 Kernel 2: 96.334999 Copyback: 0.022000 Sum: 0.031000 It 5,Best ac:0.010710 0.606061 fi:0.490066. Ave ac:0.011172,0.012812 Initialization: 9.079000 Memcpy Classifiers: 0.442000 Memcpy Instances: 8.364000 Kernel 1: 0.022000 Kernel 2: 93.900002 Copyback: 0.018000 Sum: 0.035000 It 6,Best ac:0.006963 0.619048 fi:0.479021. Ave ac:0.009426,0.009731 Initialization: 5.912000 Memcpy Classifiers: 1.431000 Memcpy Instances: 7.760000 Kernel 1: 0.022000 Kernel 2: 92.708000 Copyback: 0.023000 Sum: 0.034000 It 7,Best ac:0.004552 0.653846 fi:0.445477. Ave ac:0.009450,0.010165 Initialization: 6.223000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.609000 Kernel 1: 0.023000 Kernel 2: 91.622002 Copyback: 0.017000 Sum: 0.031000 It 8,Best ac:0.006693 0.609756 fi:0.488457. Ave ac:0.009166,0.010265 Initialization: 5.795000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.628000 Kernel 1: 0.023000 Kernel 2: 90.172997 Copyback: 0.017000 Sum: 0.031000 It 9,Best ac:0.003213 0.705882 fi:0.405563. Ave ac:0.009560,0.009677 Iteration 10:MDL fitness activated Error 0.405563 TL 0.044552 MDL Theory Length Weight: 3.0343520582 (7) Initialization: 5.660000 Memcpy Classifiers: 0.419000 Memcpy Instances: 7.557000 Kernel 1: 0.024000 Kernel 2: 86.132004 Copyback: 0.017000 Sum: 0.034000 It 10,Best ac:0.003213 0.705882 fi:0.503006. Ave ac:0.009486,0.010328 Initialization: 5.645000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.448000 Kernel 1: 0.022000 Kernel 2: 83.846001 Copyback: 0.017000 Sum: 0.031000 It 11,Best ac:0.002677 0.714286 fi:0.607597. Ave ac:0.009560,0.011125 Initialization: 6.840000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.477000 Kernel 1: 0.023000 Kernel 2: 84.823997 Copyback: 0.017000 Sum: 0.029000 It 12,Best ac:0.005087 0.633333 fi:0.561638. Ave ac:0.011689,0.013017 Initialization: 5.902000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.454000 Kernel 1: 0.023000 Kernel 2: 83.577003 Copyback: 0.017000 Sum: 0.033000 It 13,Best ac:0.003482 0.764706 fi:0.423160. Ave ac:0.010618,0.010228 Initialization: 6.584000 Memcpy Classifiers: 0.417000 Memcpy Instances: 7.543000 Kernel 1: 0.023000 Kernel 2: 83.521004 Copyback: 0.017000 Sum: 0.031000 It 14,Best ac:0.003748 0.700000 fi:0.495664. Ave ac:0.009761,0.011365 Initialization: 5.650000 Memcpy Classifiers: 0.350000 Memcpy Instances: 7.470000 Kernel 1: 0.023000 Kernel 2: 85.305000 Copyback: 0.017000 Sum: 0.033000 It 15,Best ac:0.004552 0.680000 fi:0.478539. Ave ac:0.011499,0.012561 Initialization: 6.085000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.467000 Kernel 1: 0.023000 Kernel 2: 82.832001 Copyback: 0.017000 Sum: 0.033000 It 16,Best ac:0.004017 0.681818 fi:0.472530. Ave ac:0.010767,0.009871 Initialization: 5.672000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.535000 Kernel 1: 0.023000 Kernel 2: 84.582001 Copyback: 0.017000 Sum: 0.029000 It 17,Best ac:0.003213 0.750000 fi:0.437792. Ave ac:0.010235,0.009361 Initialization: 5.723000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.412000 Kernel 1: 0.024000 Kernel 2: 82.733002 Copyback: 0.017000 Sum: 0.028000 It 18,Best ac:0.003214 0.666667 fi:0.503379. Ave ac:0.007683,0.007143 Initialization: 5.837000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.475000 Kernel 1: 0.023000 Kernel 2: 78.959999 Copyback: 0.017000 Sum: 0.034000 It 19,Best ac:0.008302 0.738095 fi:0.420911. Ave ac:0.008976,0.008209 Initialization: 5.673000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.451000 Kernel 1: 0.024000 Kernel 2: 79.981003 Copyback: 0.017000 Sum: 0.036000 It 20,Best ac:0.003481 0.722222 fi:0.471958. Ave ac:0.010207,0.009535 Initialization: 5.713000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.941000 Kernel 1: 0.022000 Kernel 2: 80.667999 Copyback: 0.017000 Sum: 0.029000 It 21,Best ac:0.004552 0.739130 fi:0.445227. Ave ac:0.008613,0.008041 Initialization: 5.607000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.538000 Kernel 1: 0.023000 Kernel 2: 81.107002 Copyback: 0.017000 Sum: 0.028000 It 22,Best ac:0.004017 0.750000 fi:0.437861. Ave ac:0.007998,0.006948 Initialization: 5.786000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.489000 Kernel 1: 0.024000 Kernel 2: 77.492996 Copyback: 0.021000 Sum: 0.035000 It 23,Best ac:0.006961 0.742857 fi:0.443467. Ave ac:0.007953,0.006444 Initialization: 5.655000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.511000 Kernel 1: 0.022000 Kernel 2: 77.454002 Copyback: 0.017000 Sum: 0.027000 It 24,Best ac:0.004552 0.653846 fi:0.523627. Ave ac:0.006399,0.006968 Initialization: 6.131000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.470000 Kernel 1: 0.023000 Kernel 2: 76.130997 Copyback: 0.017000 Sum: 0.029000 It 25,Best ac:0.005622 0.700000 fi:0.494276. Ave ac:0.007682,0.006879 Initialization: 6.914000 Memcpy Classifiers: 0.342000 Memcpy Instances: 7.436000 Kernel 1: 0.023000 Kernel 2: 78.759003 Copyback: 0.017000 Sum: 0.031000 It 26,Best ac:0.002677 0.909091 fi:0.425241. Ave ac:0.007978,0.006891 Initialization: 5.660000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.434000 Kernel 1: 0.023000 Kernel 2: 77.374001 Copyback: 0.017000 Sum: 0.032000 It 27,Best ac:0.002946 0.785714 fi:0.458051. Ave ac:0.006672,0.005608 Initialization: 5.653000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.474000 Kernel 1: 0.023000 Kernel 2: 76.047997 Copyback: 0.017000 Sum: 0.027000 It 28,Best ac:0.003482 0.722222 fi:0.445221. Ave ac:0.006168,0.005081 MDL Theory Length Weight: 2.7309168524 (10) Initialization: 5.641000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.436000 Kernel 1: 0.024000 Kernel 2: 74.707001 Copyback: 0.017000 Sum: 0.033000 It 29,Best ac:0.007499 0.666667 fi:0.492038. Ave ac:0.006844,0.006215 Initialization: 5.706000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.426000 Kernel 1: 0.023000 Kernel 2: 74.167000 Copyback: 0.372000 Sum: 0.030000 It 30,Best ac:0.004016 0.714286 fi:0.446735. Ave ac:0.005601,0.006426 Initialization: 5.699000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.594000 Kernel 1: 0.023000 Kernel 2: 77.896004 Copyback: 0.016000 Sum: 0.034000 It 31,Best ac:0.003481 0.722222 fi:0.456847. Ave ac:0.007175,0.006138 Initialization: 5.686000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.899000 Kernel 1: 0.024000 Kernel 2: 79.336998 Copyback: 0.017000 Sum: 0.029000 It 32,Best ac:0.003481 0.619048 fi:0.532300. Ave ac:0.006690,0.006165 Initialization: 5.700000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.809000 Kernel 1: 0.023000 Kernel 2: 78.069000 Copyback: 0.017000 Sum: 0.029000 It 33,Best ac:0.003749 0.823529 fi:0.351079. Ave ac:0.009184,0.008046 Initialization: 31.478001 Memcpy Instances: 370.205994 Memcpy Classifiers: 0.076000 Kernel 1: 0.024000 Kernel 2: 543.533997 Copyback: 0.015000 Sum: 0.017000 Memcpy Classifiers: 0.075000 Kernel 1: 0.014000 Kernel 2: 544.757019 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.075000 Kernel 1: 0.013000 Kernel 2: 545.403992 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.074000 Kernel 1: 0.013000 Kernel 2: 539.216980 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.074000 Kernel 1: 0.014000 Kernel 2: 542.797974 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.073000 Kernel 1: 0.014000 Kernel 2: 560.572998 Copyback: 0.018000 Sum: 0.002000 Memcpy Classifiers: 0.074000 Kernel 1: 0.014000 Kernel 2: 557.215027 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.074000 Kernel 1: 0.013000 Kernel 2: 557.862976 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 404.213989 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.003561 0.542414 fi:0.618841. Ave ac:0.008791,0.025618 Best acc 0.003561 0.542414 Rule:Att PSSM_-4_12 is [<-0.184979]|Att PSSM_-3_3 is [<7.766162]|Att PSSM_0_12 is [<-2.811668]|Att PSSM_1_10 is [-3.091475,6.086179]|Att PSSM_1_14 is [-3.346880,6.264649]|Att PSSM_2_3 is [<1.315309]|Att PSSM_2_7 is [<-0.538584]|Att PSSM_3_12 is [-4.500932,-2.513996]|1 Accuracy : 0.785649 0 1 149646 14434 35861 34697 Removed 1226 instances. 185507 Instances left. Acc of rule 0.003561-0.542414 Initialization: 5.825000 Memcpy Classifiers: 0.540000 Memcpy Instances: 7.363000 Kernel 1: 0.024000 Kernel 2: 91.934998 Copyback: 0.018000 Sum: 0.042000 Initial population average accuracy1:0.004679 accuracy2:0.194394 Initialization: 5.668000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.845000 Kernel 1: 0.023000 Kernel 2: 99.163002 Copyback: 0.017000 Sum: 0.047000 It 0,Best ac:0.003235 0.428571 fi:0.671417. Ave ac:0.008908,0.012958 Initialization: 5.643000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.362000 Kernel 1: 0.024000 Kernel 2: 98.907997 Copyback: 0.017000 Sum: 0.032000 It 1,Best ac:0.004850 0.562500 fi:0.536641. Ave ac:0.011975,0.015755 Initialization: 5.659000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.550000 Kernel 1: 0.023000 Kernel 2: 99.750000 Copyback: 0.017000 Sum: 0.030000 It 2,Best ac:0.003235 0.631579 fi:0.468410. Ave ac:0.010798,0.013693 Initialization: 5.657000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.844000 Kernel 1: 0.023000 Kernel 2: 101.037003 Copyback: 0.018000 Sum: 0.035000 It 3,Best ac:0.005660 0.552632 fi:0.546081. Ave ac:0.012113,0.013552 Initialization: 5.564000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.378000 Kernel 1: 0.030000 Kernel 2: 99.632004 Copyback: 0.016000 Sum: 0.030000 It 4,Best ac:0.004043 0.681818 fi:0.417745. Ave ac:0.010886,0.012787 Initialization: 5.684000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.375000 Kernel 1: 0.024000 Kernel 2: 95.257004 Copyback: 0.017000 Sum: 0.027000 It 5,Best ac:0.004312 0.640000 fi:0.459425. Ave ac:0.009894,0.013183 Initialization: 5.681000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.879000 Kernel 1: 0.024000 Kernel 2: 93.122002 Copyback: 0.017000 Sum: 0.030000 It 6,Best ac:0.003235 0.666667 fi:0.433322. Ave ac:0.010722,0.011572 Initialization: 5.685000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.512000 Kernel 1: 0.023000 Kernel 2: 90.843002 Copyback: 0.017000 Sum: 0.031000 It 7,Best ac:0.003234 0.631579 fi:0.468412. Ave ac:0.009705,0.010185 Initialization: 6.208000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.379000 Kernel 1: 0.024000 Kernel 2: 86.577003 Copyback: 0.017000 Sum: 0.035000 It 8,Best ac:0.004313 0.666667 fi:0.432755. Ave ac:0.009957,0.011236 Initialization: 5.567000 Memcpy Classifiers: 0.414000 Memcpy Instances: 7.452000 Kernel 1: 0.023000 Kernel 2: 86.725998 Copyback: 0.017000 Sum: 0.030000 It 9,Best ac:0.003235 0.571429 fi:0.528560. Ave ac:0.008831,0.010387 Iteration 10:MDL fitness activated Error 0.528560 TL 0.024503 MDL Theory Length Weight: 7.1904059318 (6) Initialization: 5.647000 Memcpy Classifiers: 0.414000 Memcpy Instances: 7.430000 Kernel 1: 0.023000 Kernel 2: 89.386002 Copyback: 0.017000 Sum: 0.029000 It 10,Best ac:0.003774 0.666667 fi:0.635362. Ave ac:0.010644,0.012215 Initialization: 5.654000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.392000 Kernel 1: 0.024000 Kernel 2: 86.429001 Copyback: 0.017000 Sum: 0.031000 It 11,Best ac:0.008086 0.600000 fi:0.592751. Ave ac:0.016213,0.020969 Initialization: 5.691000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.899000 Kernel 1: 0.023000 Kernel 2: 83.086998 Copyback: 0.017000 Sum: 0.028000 It 12,Best ac:0.005660 0.500000 fi:0.672850. Ave ac:0.012478,0.018583 Initialization: 5.800000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.379000 Kernel 1: 0.024000 Kernel 2: 77.473999 Copyback: 0.017000 Sum: 0.021000 It 13,Best ac:0.004043 0.576923 fi:0.616615. Ave ac:0.023041,0.029957 Initialization: 5.704000 Memcpy Classifiers: 0.282000 Memcpy Instances: 7.410000 Kernel 1: 0.024000 Kernel 2: 74.972000 Copyback: 0.016000 Sum: 0.022000 It 14,Best ac:0.005930 0.666667 fi:0.511786. Ave ac:0.024121,0.029144 Initialization: 5.673000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.484000 Kernel 1: 0.022000 Kernel 2: 73.259003 Copyback: 0.017000 Sum: 0.022000 It 15,Best ac:0.003235 0.666667 fi:0.587325. Ave ac:0.016206,0.023551 Initialization: 5.689000 Memcpy Classifiers: 0.282000 Memcpy Instances: 7.434000 Kernel 1: 0.023000 Kernel 2: 70.008003 Copyback: 0.017000 Sum: 0.021000 It 16,Best ac:0.005391 0.666667 fi:0.488038. Ave ac:0.019004,0.025068 Initialization: 5.687000 Memcpy Classifiers: 0.273000 Memcpy Instances: 7.430000 Kernel 1: 0.029000 Kernel 2: 70.831001 Copyback: 0.017000 Sum: 0.022000 It 17,Best ac:0.004852 0.562500 fi:0.621618. Ave ac:0.013949,0.025738 Initialization: 5.708000 Memcpy Classifiers: 0.206000 Memcpy Instances: 7.444000 Kernel 1: 0.023000 Kernel 2: 69.661003 Copyback: 0.017000 Sum: 0.023000 It 18,Best ac:0.004312 0.727273 fi:0.444116. Ave ac:0.015721,0.024353 Initialization: 5.706000 Memcpy Classifiers: 0.227000 Memcpy Instances: 7.445000 Kernel 1: 0.023000 Kernel 2: 67.025002 Copyback: 0.017000 Sum: 0.021000 It 19,Best ac:0.004312 0.640000 fi:0.553399. Ave ac:0.014729,0.026540 Initialization: 5.545000 Memcpy Classifiers: 0.203000 Memcpy Instances: 7.382000 Kernel 1: 0.024000 Kernel 2: 70.553001 Copyback: 0.016000 Sum: 0.020000 It 20,Best ac:0.003235 0.750000 fi:0.426125. Ave ac:0.018114,0.029747 Initialization: 5.646000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.423000 Kernel 1: 0.024000 Kernel 2: 64.794998 Copyback: 0.017000 Sum: 0.019000 It 21,Best ac:0.002966 0.687500 fi:0.542677. Ave ac:0.018310,0.034515 Initialization: 5.805000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.414000 Kernel 1: 0.023000 Kernel 2: 66.525002 Copyback: 0.017000 Sum: 0.022000 It 22,Best ac:0.003504 0.650000 fi:0.518596. Ave ac:0.014021,0.026703 Initialization: 5.706000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.372000 Kernel 1: 0.023000 Kernel 2: 67.934998 Copyback: 0.017000 Sum: 0.021000 It 23,Best ac:0.003774 0.666667 fi:0.501788. Ave ac:0.015187,0.028939 Initialization: 5.627000 Memcpy Classifiers: 0.233000 Memcpy Instances: 7.422000 Kernel 1: 0.024000 Kernel 2: 67.627998 Copyback: 0.016000 Sum: 0.020000 It 24,Best ac:0.003235 0.705882 fi:0.474921. Ave ac:0.009830,0.017080 Initialization: 5.723000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.411000 Kernel 1: 0.024000 Kernel 2: 68.191002 Copyback: 0.017000 Sum: 0.023000 It 25,Best ac:0.002965 0.916667 fi:0.335955. Ave ac:0.013382,0.023540 Initialization: 6.147000 Memcpy Classifiers: 0.265000 Memcpy Instances: 7.753000 Kernel 1: 0.023000 Kernel 2: 66.677002 Copyback: 0.017000 Sum: 0.023000 It 26,Best ac:0.002964 0.733333 fi:0.519271. Ave ac:0.008144,0.015610 Initialization: 5.812000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.371000 Kernel 1: 0.023000 Kernel 2: 69.096001 Copyback: 0.017000 Sum: 0.023000 It 27,Best ac:0.003235 0.666667 fi:0.543484. Ave ac:0.011665,0.021637 Initialization: 6.157000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.380000 Kernel 1: 0.023000 Kernel 2: 68.871002 Copyback: 0.017000 Sum: 0.021000 It 28,Best ac:0.003235 0.923077 fi:0.259741. Ave ac:0.011263,0.021881 Initialization: 6.019000 Memcpy Classifiers: 0.226000 Memcpy Instances: 7.373000 Kernel 1: 0.023000 Kernel 2: 69.602997 Copyback: 0.017000 Sum: 0.023000 It 29,Best ac:0.003504 0.565217 fi:0.599905. Ave ac:0.007623,0.016557 Initialization: 6.102000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.377000 Kernel 1: 0.022000 Kernel 2: 67.370003 Copyback: 0.017000 Sum: 0.021000 It 30,Best ac:0.005660 0.538462 fi:0.615843. Ave ac:0.014684,0.029928 Initialization: 5.660000 Memcpy Classifiers: 0.227000 Memcpy Instances: 7.440000 Kernel 1: 0.024000 Kernel 2: 66.614998 Copyback: 0.017000 Sum: 0.021000 It 31,Best ac:0.002965 0.916667 fi:0.315136. Ave ac:0.025127,0.041699 Initialization: 5.727000 Memcpy Classifiers: 0.204000 Memcpy Instances: 7.464000 Kernel 1: 0.023000 Kernel 2: 67.914001 Copyback: 0.017000 Sum: 0.022000 It 32,Best ac:0.003235 0.600000 fi:0.551106. Ave ac:0.013557,0.029441 Initialization: 5.742000 Memcpy Classifiers: 0.266000 Memcpy Instances: 7.657000 Kernel 1: 0.023000 Kernel 2: 62.256001 Copyback: 0.017000 Sum: 0.022000 It 33,Best ac:0.005392 0.625000 fi:0.539134. Ave ac:0.011868,0.022246 Initialization: 30.518000 Memcpy Instances: 365.686005 Memcpy Classifiers: 0.052000 Kernel 1: 0.023000 Kernel 2: 437.696014 Copyback: 0.015000 Sum: 0.018000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 436.234009 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 436.811005 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 443.851990 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.049000 Kernel 1: 0.013000 Kernel 2: 447.269989 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.049000 Kernel 1: 0.013000 Kernel 2: 440.210999 Copyback: 0.367000 Sum: 0.002000 Memcpy Classifiers: 0.050000 Kernel 1: 0.014000 Kernel 2: 447.661987 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.013000 Kernel 2: 457.859009 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.051000 Kernel 1: 0.014000 Kernel 2: 216.934006 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.003477 0.515588 fi:0.635392. Ave ac:0.011549,0.036008 Best acc 0.003477 0.515588 Initialization: 5.690000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.374000 Kernel 1: 0.026000 Kernel 2: 95.494003 Copyback: 0.017000 Sum: 0.049000 Initial population average accuracy1:0.004852 accuracy2:0.195664 Initialization: 5.661000 Memcpy Classifiers: 0.486000 Memcpy Instances: 7.446000 Kernel 1: 0.023000 Kernel 2: 103.013000 Copyback: 0.017000 Sum: 0.037000 It 0,Best ac:0.004850 0.428571 fi:0.670570. Ave ac:0.009421,0.012753 Initialization: 5.710000 Memcpy Classifiers: 0.512000 Memcpy Instances: 8.595000 Kernel 1: 0.023000 Kernel 2: 106.799004 Copyback: 0.017000 Sum: 0.030000 It 1,Best ac:0.002965 0.523810 fi:0.645778. Ave ac:0.012229,0.014676 Initialization: 5.649000 Memcpy Classifiers: 0.435000 Memcpy Instances: 7.441000 Kernel 1: 0.023000 Kernel 2: 100.273003 Copyback: 0.017000 Sum: 0.030000 It 2,Best ac:0.003774 0.583333 fi:0.516372. Ave ac:0.013067,0.015115 Initialization: 5.650000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.363000 Kernel 1: 0.023000 Kernel 2: 93.164001 Copyback: 0.017000 Sum: 0.033000 It 3,Best ac:0.003504 0.590909 fi:0.508938. Ave ac:0.011149,0.013485 Initialization: 5.653000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.358000 Kernel 1: 0.024000 Kernel 2: 92.323997 Copyback: 0.017000 Sum: 0.029000 It 4,Best ac:0.005660 0.552632 fi:0.546081. Ave ac:0.012328,0.015756 Initialization: 5.700000 Memcpy Classifiers: 0.396000 Memcpy Instances: 7.969000 Kernel 1: 0.022000 Kernel 2: 91.688004 Copyback: 0.016000 Sum: 0.027000 It 5,Best ac:0.002156 0.888889 fi:0.508016. Ave ac:0.011885,0.012641 Initialization: 5.580000 Memcpy Classifiers: 0.396000 Memcpy Instances: 7.438000 Kernel 1: 0.022000 Kernel 2: 93.269997 Copyback: 0.017000 Sum: 0.030000 It 6,Best ac:0.003504 0.619048 fi:0.480799. Ave ac:0.013235,0.015879 Initialization: 5.681000 Memcpy Classifiers: 0.385000 Memcpy Instances: 7.365000 Kernel 1: 0.023000 Kernel 2: 91.055000 Copyback: 0.017000 Sum: 0.028000 It 7,Best ac:0.007547 0.549020 fi:0.548700. Ave ac:0.011464,0.015900 Initialization: 5.642000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.364000 Kernel 1: 0.023000 Kernel 2: 93.475998 Copyback: 0.017000 Sum: 0.028000 It 8,Best ac:0.004043 0.714286 fi:0.385278. Ave ac:0.010823,0.010980 Initialization: 5.680000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.368000 Kernel 1: 0.024000 Kernel 2: 92.401001 Copyback: 0.017000 Sum: 0.028000 It 9,Best ac:0.003504 0.565217 fi:0.534630. Ave ac:0.010432,0.012273 Iteration 10:MDL fitness activated Error 0.534630 TL 0.019558 MDL Theory Length Weight: 9.1118137159 (2) Initialization: 5.865000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.423000 Kernel 1: 0.024000 Kernel 2: 91.148003 Copyback: 0.017000 Sum: 0.023000 It 10,Best ac:0.003504 0.590909 fi:0.678639. Ave ac:0.010180,0.012348 Initialization: 5.638000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.091000 Kernel 1: 0.023000 Kernel 2: 88.860001 Copyback: 0.017000 Sum: 0.032000 It 11,Best ac:0.003235 0.666667 fi:0.564163. Ave ac:0.013667,0.016734 Initialization: 5.688000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.373000 Kernel 1: 0.024000 Kernel 2: 81.484001 Copyback: 0.017000 Sum: 0.028000 It 12,Best ac:0.003504 0.590909 fi:0.622118. Ave ac:0.014756,0.019937 Initialization: 5.639000 Memcpy Classifiers: 0.282000 Memcpy Instances: 7.872000 Kernel 1: 0.023000 Kernel 2: 79.873001 Copyback: 0.016000 Sum: 0.020000 It 13,Best ac:0.004313 0.592593 fi:0.620009. Ave ac:0.020565,0.026919 Initialization: 5.653000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.369000 Kernel 1: 0.024000 Kernel 2: 74.803001 Copyback: 0.018000 Sum: 0.023000 It 14,Best ac:0.008358 0.645833 fi:0.598459. Ave ac:0.022574,0.032625 Initialization: 5.725000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.361000 Kernel 1: 0.023000 Kernel 2: 76.037003 Copyback: 0.017000 Sum: 0.020000 It 15,Best ac:0.006739 0.694444 fi:0.523503. Ave ac:0.022364,0.033747 Initialization: 5.708000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.713000 Kernel 1: 0.023000 Kernel 2: 73.230003 Copyback: 0.018000 Sum: 0.024000 It 16,Best ac:0.002965 0.647059 fi:0.680152. Ave ac:0.024618,0.040637 Initialization: 5.634000 Memcpy Classifiers: 0.245000 Memcpy Instances: 7.433000 Kernel 1: 0.023000 Kernel 2: 71.265999 Copyback: 0.017000 Sum: 0.025000 It 17,Best ac:0.004313 0.666667 fi:0.519432. Ave ac:0.031616,0.045842 Initialization: 5.700000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.427000 Kernel 1: 0.023000 Kernel 2: 69.021004 Copyback: 0.017000 Sum: 0.022000 It 18,Best ac:0.005930 0.666667 fi:0.559864. Ave ac:0.028885,0.042294 Initialization: 5.690000 Memcpy Classifiers: 0.226000 Memcpy Instances: 7.386000 Kernel 1: 0.023000 Kernel 2: 66.753998 Copyback: 0.017000 Sum: 0.022000 It 19,Best ac:0.003774 0.636364 fi:0.583144. Ave ac:0.033369,0.052434 Initialization: 5.681000 Memcpy Classifiers: 0.190000 Memcpy Instances: 7.883000 Kernel 1: 0.022000 Kernel 2: 63.394001 Copyback: 0.017000 Sum: 0.022000 It 20,Best ac:0.006201 0.534884 fi:0.652891. Ave ac:0.027893,0.047630 Initialization: 5.643000 Memcpy Classifiers: 0.199000 Memcpy Instances: 7.375000 Kernel 1: 0.024000 Kernel 2: 64.166000 Copyback: 0.018000 Sum: 0.021000 It 21,Best ac:0.004852 0.782609 fi:0.429710. Ave ac:0.038590,0.057226 Initialization: 5.691000 Memcpy Classifiers: 0.205000 Memcpy Instances: 7.360000 Kernel 1: 0.023000 Kernel 2: 65.106003 Copyback: 0.017000 Sum: 0.019000 It 22,Best ac:0.009976 0.627119 fi:0.543904. Ave ac:0.027768,0.047848 Initialization: 5.777000 Memcpy Classifiers: 0.205000 Memcpy Instances: 7.383000 Kernel 1: 0.024000 Kernel 2: 66.871002 Copyback: 0.018000 Sum: 0.022000 It 23,Best ac:0.004043 0.681818 fi:0.524631. Ave ac:0.031004,0.050233 Initialization: 5.660000 Memcpy Classifiers: 0.190000 Memcpy Instances: 7.393000 Kernel 1: 0.023000 Kernel 2: 65.364998 Copyback: 0.017000 Sum: 0.019000 It 24,Best ac:0.004852 0.782609 fi:0.434278. Ave ac:0.036166,0.052742 Initialization: 5.660000 Memcpy Classifiers: 0.190000 Memcpy Instances: 7.366000 Kernel 1: 0.024000 Kernel 2: 63.240002 Copyback: 0.017000 Sum: 0.020000 It 25,Best ac:0.018593 0.552000 fi:0.615549. Ave ac:0.034350,0.053602 Initialization: 6.115000 Memcpy Classifiers: 0.189000 Memcpy Instances: 7.843000 Kernel 1: 0.023000 Kernel 2: 63.269001 Copyback: 0.017000 Sum: 0.022000 It 26,Best ac:0.009701 0.600000 fi:0.571172. Ave ac:0.039247,0.057467 Initialization: 5.705000 Memcpy Classifiers: 0.171000 Memcpy Instances: 7.739000 Kernel 1: 0.023000 Kernel 2: 63.569000 Copyback: 0.017000 Sum: 0.019000 It 27,Best ac:0.008625 0.627451 fi:0.528738. Ave ac:0.039163,0.058170 Initialization: 5.741000 Memcpy Classifiers: 0.190000 Memcpy Instances: 7.379000 Kernel 1: 0.023000 Kernel 2: 62.265999 Copyback: 0.017000 Sum: 0.019000 It 28,Best ac:0.004850 0.600000 fi:0.565429. Ave ac:0.037024,0.054869 Initialization: 5.648000 Memcpy Classifiers: 0.152000 Memcpy Instances: 7.400000 Kernel 1: 0.023000 Kernel 2: 63.039001 Copyback: 0.017000 Sum: 0.019000 It 29,Best ac:0.003774 0.700000 fi:0.473306. Ave ac:0.040592,0.058577 Initialization: 5.662000 Memcpy Classifiers: 0.170000 Memcpy Instances: 7.364000 Kernel 1: 0.024000 Kernel 2: 64.176003 Copyback: 0.017000 Sum: 0.018000 It 30,Best ac:0.003504 0.722222 fi:0.468957. Ave ac:0.035900,0.056669 MDL Theory Length Weight: 8.2006323443 (10) Initialization: 6.146000 Memcpy Classifiers: 0.190000 Memcpy Instances: 7.424000 Kernel 1: 0.024000 Kernel 2: 64.193001 Copyback: 0.016000 Sum: 0.021000 It 31,Best ac:0.005391 0.625000 fi:0.560601. Ave ac:0.032182,0.052059 Initialization: 5.678000 Memcpy Classifiers: 0.189000 Memcpy Instances: 7.857000 Kernel 1: 0.023000 Kernel 2: 63.410000 Copyback: 0.017000 Sum: 0.020000 It 32,Best ac:0.003234 0.600000 fi:0.560677. Ave ac:0.031424,0.053865 Initialization: 5.891000 Memcpy Classifiers: 0.170000 Memcpy Instances: 7.828000 Kernel 1: 0.023000 Kernel 2: 61.819000 Copyback: 0.017000 Sum: 0.021000 It 33,Best ac:0.002156 1.000000 fi:0.467454. Ave ac:0.034882,0.057584 Initialization: 30.712000 Memcpy Instances: 365.789001 Memcpy Classifiers: 0.051000 Kernel 1: 0.026000 Kernel 2: 434.674988 Copyback: 0.370000 Sum: 0.013000 Memcpy Classifiers: 0.049000 Kernel 1: 0.013000 Kernel 2: 437.734009 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.048000 Kernel 1: 0.014000 Kernel 2: 440.040009 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.048000 Kernel 1: 0.013000 Kernel 2: 447.871002 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.048000 Kernel 1: 0.013000 Kernel 2: 438.523987 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.048000 Kernel 1: 0.013000 Kernel 2: 447.674011 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.048000 Kernel 1: 0.013000 Kernel 2: 430.238007 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.048000 Kernel 1: 0.013000 Kernel 2: 436.717987 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.014000 Kernel 2: 214.177994 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.055259 0.456066 fi:0.678962. Ave ac:0.026988,0.089425 Best acc 0.055259 0.456066 Rule:Att PSSM_0_12 is [<-3.779754]|Att PSSM_0_20 is [<6.071748]|Att PSSM_1_18 is [>0.988372]|1 Accuracy : 0.785815 0 1 149040 15040 35216 35342 Removed 1251 instances. 184256 Instances left. Acc of rule 0.003477-0.515588 Initialization: 5.705000 Memcpy Classifiers: 0.564000 Memcpy Instances: 7.369000 Kernel 1: 0.026000 Kernel 2: 92.781998 Copyback: 0.018000 Sum: 0.054000 Initial population average accuracy1:0.004474 accuracy2:0.187918 Initialization: 5.747000 Memcpy Classifiers: 0.519000 Memcpy Instances: 7.367000 Kernel 1: 0.023000 Kernel 2: 97.087997 Copyback: 0.017000 Sum: 0.034000 It 0,Best ac:0.004071 0.416667 fi:0.682857. Ave ac:0.007959,0.010710 Initialization: 5.833000 Memcpy Classifiers: 0.452000 Memcpy Instances: 7.338000 Kernel 1: 0.024000 Kernel 2: 97.828003 Copyback: 0.017000 Sum: 0.030000 It 1,Best ac:0.004343 0.457143 fi:0.642237. Ave ac:0.010526,0.013206 Initialization: 5.717000 Memcpy Classifiers: 0.452000 Memcpy Instances: 7.531000 Kernel 1: 0.023000 Kernel 2: 101.209999 Copyback: 0.023000 Sum: 0.038000 It 2,Best ac:0.008141 0.555556 fi:0.541808. Ave ac:0.010880,0.013086 Initialization: 5.647000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.343000 Kernel 1: 0.023000 Kernel 2: 100.108002 Copyback: 0.021000 Sum: 0.036000 It 3,Best ac:0.002171 0.800000 fi:0.584911. Ave ac:0.009893,0.012525 Initialization: 5.675000 Memcpy Classifiers: 0.452000 Memcpy Instances: 7.336000 Kernel 1: 0.023000 Kernel 2: 101.841003 Copyback: 0.017000 Sum: 0.028000 It 4,Best ac:0.005699 0.466667 fi:0.631991. Ave ac:0.009570,0.010405 Initialization: 5.720000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.327000 Kernel 1: 0.024000 Kernel 2: 106.250999 Copyback: 0.017000 Sum: 0.035000 It 5,Best ac:0.006784 0.641026 fi:0.457054. Ave ac:0.008753,0.009345 Initialization: 5.825000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.417000 Kernel 1: 0.023000 Kernel 2: 105.546997 Copyback: 0.017000 Sum: 0.034000 It 6,Best ac:0.004341 0.592593 fi:0.506790. Ave ac:0.009106,0.008635 Initialization: 5.641000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.503000 Kernel 1: 0.024000 Kernel 2: 105.921997 Copyback: 0.017000 Sum: 0.033000 It 7,Best ac:0.005427 0.571429 fi:0.527373. Ave ac:0.007924,0.008091 Initialization: 5.828000 Memcpy Classifiers: 0.432000 Memcpy Instances: 7.381000 Kernel 1: 0.022000 Kernel 2: 101.205002 Copyback: 0.017000 Sum: 0.032000 It 8,Best ac:0.005156 0.703704 fi:0.395243. Ave ac:0.010274,0.010693 Initialization: 5.699000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.502000 Kernel 1: 0.021000 Kernel 2: 96.407997 Copyback: 0.017000 Sum: 0.033000 It 9,Best ac:0.004615 0.708333 fi:0.390902. Ave ac:0.008851,0.009472 Iteration 10:MDL fitness activated Error 0.390902 TL 0.035432 MDL Theory Length Weight: 3.6775121079 (1) Initialization: 5.771000 Memcpy Classifiers: 0.381000 Memcpy Instances: 7.516000 Kernel 1: 0.023000 Kernel 2: 93.059998 Copyback: 0.018000 Sum: 0.032000 It 10,Best ac:0.003256 0.571429 fi:0.669160. Ave ac:0.007512,0.008133 Initialization: 6.145000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.862000 Kernel 1: 0.021000 Kernel 2: 88.695999 Copyback: 0.017000 Sum: 0.036000 It 11,Best ac:0.005157 0.760000 fi:0.450729. Ave ac:0.008850,0.010157 Initialization: 5.643000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.327000 Kernel 1: 0.024000 Kernel 2: 86.884003 Copyback: 0.017000 Sum: 0.037000 It 12,Best ac:0.005156 0.678571 fi:0.529395. Ave ac:0.011413,0.013748 Initialization: 5.628000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.893000 Kernel 1: 0.022000 Kernel 2: 88.016998 Copyback: 0.016000 Sum: 0.032000 It 13,Best ac:0.003798 0.736842 fi:0.448084. Ave ac:0.007943,0.010180 Initialization: 5.606000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.320000 Kernel 1: 0.024000 Kernel 2: 85.199997 Copyback: 0.017000 Sum: 0.029000 It 14,Best ac:0.003256 0.750000 fi:0.428193. Ave ac:0.006239,0.006178 Initialization: 6.600000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.587000 Kernel 1: 0.022000 Kernel 2: 84.101997 Copyback: 0.371000 Sum: 0.031000 It 15,Best ac:0.004613 0.680000 fi:0.518355. Ave ac:0.005769,0.006709 Initialization: 5.717000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.349000 Kernel 1: 0.023000 Kernel 2: 83.773003 Copyback: 0.017000 Sum: 0.031000 It 16,Best ac:0.004885 0.642857 fi:0.569087. Ave ac:0.005495,0.007164 Initialization: 5.576000 Memcpy Classifiers: 0.355000 Memcpy Instances: 7.442000 Kernel 1: 0.023000 Kernel 2: 84.364998 Copyback: 0.017000 Sum: 0.034000 It 17,Best ac:0.003256 0.631579 fi:0.554070. Ave ac:0.007125,0.009159 Initialization: 5.621000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.386000 Kernel 1: 0.023000 Kernel 2: 84.580002 Copyback: 0.016000 Sum: 0.035000 It 18,Best ac:0.003798 0.666667 fi:0.527615. Ave ac:0.008741,0.010664 Initialization: 5.643000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.337000 Kernel 1: 0.024000 Kernel 2: 82.217003 Copyback: 0.017000 Sum: 0.030000 It 19,Best ac:0.004613 0.653846 fi:0.529873. Ave ac:0.007593,0.011812 Initialization: 5.639000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.775000 Kernel 1: 0.023000 Kernel 2: 82.949997 Copyback: 0.017000 Sum: 0.031000 It 20,Best ac:0.002985 0.687500 fi:0.529726. Ave ac:0.011089,0.014418 Initialization: 5.728000 Memcpy Classifiers: 0.319000 Memcpy Instances: 7.331000 Kernel 1: 0.022000 Kernel 2: 82.580002 Copyback: 0.020000 Sum: 0.031000 It 21,Best ac:0.004341 0.800000 fi:0.376323. Ave ac:0.011844,0.015385 Initialization: 5.693000 Memcpy Classifiers: 0.282000 Memcpy Instances: 7.322000 Kernel 1: 0.024000 Kernel 2: 83.653999 Copyback: 0.017000 Sum: 0.029000 It 22,Best ac:0.005697 0.600000 fi:0.595066. Ave ac:0.012273,0.019640 Initialization: 6.089000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.354000 Kernel 1: 0.023000 Kernel 2: 80.042000 Copyback: 0.017000 Sum: 0.027000 It 23,Best ac:0.004612 0.629630 fi:0.550923. Ave ac:0.010029,0.017545 Initialization: 5.626000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.315000 Kernel 1: 0.024000 Kernel 2: 79.311996 Copyback: 0.017000 Sum: 0.029000 It 24,Best ac:0.003256 0.600000 fi:0.585651. Ave ac:0.011115,0.013237 Initialization: 5.616000 Memcpy Classifiers: 0.301000 Memcpy Instances: 7.425000 Kernel 1: 0.024000 Kernel 2: 76.783997 Copyback: 0.017000 Sum: 0.026000 It 25,Best ac:0.003256 0.631579 fi:0.557511. Ave ac:0.011952,0.015259 Initialization: 5.638000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.400000 Kernel 1: 0.023000 Kernel 2: 75.731003 Copyback: 0.017000 Sum: 0.023000 It 26,Best ac:0.007327 0.658537 fi:0.482450. Ave ac:0.016185,0.017905 Initialization: 5.605000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.797000 Kernel 1: 0.023000 Kernel 2: 75.680000 Copyback: 0.018000 Sum: 0.022000 It 27,Best ac:0.003256 0.600000 fi:0.589836. Ave ac:0.017426,0.022975 Initialization: 5.675000 Memcpy Classifiers: 0.282000 Memcpy Instances: 7.395000 Kernel 1: 0.024000 Kernel 2: 75.176003 Copyback: 0.017000 Sum: 0.021000 It 28,Best ac:0.003799 0.608696 fi:0.580103. Ave ac:0.017871,0.022660 Initialization: 5.700000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.408000 Kernel 1: 0.023000 Kernel 2: 72.487000 Copyback: 0.017000 Sum: 0.024000 It 29,Best ac:0.004342 0.666667 fi:0.545569. Ave ac:0.015269,0.019629 Initialization: 5.712000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.435000 Kernel 1: 0.023000 Kernel 2: 71.250000 Copyback: 0.018000 Sum: 0.023000 It 30,Best ac:0.005157 0.655172 fi:0.503765. Ave ac:0.016491,0.019002 MDL Theory Length Weight: 3.3097608971 (10) Initialization: 5.718000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.874000 Kernel 1: 0.023000 Kernel 2: 71.598999 Copyback: 0.017000 Sum: 0.023000 It 31,Best ac:0.003527 0.650000 fi:0.484084. Ave ac:0.018570,0.023056 Initialization: 5.821000 Memcpy Classifiers: 0.432000 Memcpy Instances: 7.940000 Kernel 1: 0.023000 Kernel 2: 72.874001 Copyback: 0.018000 Sum: 0.022000 It 32,Best ac:0.004613 0.739130 fi:0.410817. Ave ac:0.015537,0.021924 Initialization: 5.653000 Memcpy Classifiers: 0.382000 Memcpy Instances: 7.480000 Kernel 1: 0.022000 Kernel 2: 73.221001 Copyback: 0.017000 Sum: 0.024000 It 33,Best ac:0.003799 0.736842 fi:0.413343. Ave ac:0.015831,0.022975 Initialization: 30.047001 Memcpy Instances: 366.605011 Memcpy Classifiers: 0.072000 Kernel 1: 0.023000 Kernel 2: 512.117004 Copyback: 0.016000 Sum: 0.017000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 516.843018 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.013000 Kernel 2: 508.717010 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 519.090027 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.013000 Kernel 2: 493.651001 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.013000 Kernel 2: 521.953979 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.012000 Kernel 2: 523.106995 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.014000 Kernel 2: 506.850006 Copyback: 0.021000 Sum: 0.006000 Memcpy Classifiers: 0.058000 Kernel 1: 0.019000 Kernel 2: 250.819000 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.003701 0.449275 fi:0.689322. Ave ac:0.015865,0.048271 Best acc 0.003701 0.449275 Initialization: 5.875000 Memcpy Classifiers: 0.558000 Memcpy Instances: 7.314000 Kernel 1: 0.025000 Kernel 2: 91.942001 Copyback: 0.017000 Sum: 0.045000 Initial population average accuracy1:0.005516 accuracy2:0.185199 Initialization: 5.624000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.370000 Kernel 1: 0.022000 Kernel 2: 97.958000 Copyback: 0.017000 Sum: 0.035000 It 0,Best ac:0.003528 0.500000 fi:0.599813. Ave ac:0.009918,0.013514 Initialization: 6.637000 Memcpy Classifiers: 0.455000 Memcpy Instances: 7.369000 Kernel 1: 0.023000 Kernel 2: 95.544998 Copyback: 0.017000 Sum: 0.030000 It 1,Best ac:0.004886 0.486486 fi:0.612604. Ave ac:0.011425,0.014052 Initialization: 5.723000 Memcpy Classifiers: 0.435000 Memcpy Instances: 7.723000 Kernel 1: 0.022000 Kernel 2: 96.541000 Copyback: 0.017000 Sum: 0.028000 It 2,Best ac:0.007596 0.571429 fi:0.526223. Ave ac:0.012335,0.013334 Initialization: 5.645000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.335000 Kernel 1: 0.023000 Kernel 2: 96.389999 Copyback: 0.017000 Sum: 0.030000 It 3,Best ac:0.006513 0.615385 fi:0.482839. Ave ac:0.013431,0.014465 Initialization: 5.752000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.445000 Kernel 1: 0.023000 Kernel 2: 87.669998 Copyback: 0.017000 Sum: 0.036000 It 4,Best ac:0.003256 0.666667 fi:0.433293. Ave ac:0.012056,0.013293 Initialization: 5.673000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.440000 Kernel 1: 0.023000 Kernel 2: 84.069000 Copyback: 0.016000 Sum: 0.035000 It 5,Best ac:0.004883 0.642857 fi:0.456237. Ave ac:0.009933,0.010483 Initialization: 5.794000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.395000 Kernel 1: 0.023000 Kernel 2: 82.331001 Copyback: 0.017000 Sum: 0.033000 It 6,Best ac:0.005427 0.689655 fi:0.409147. Ave ac:0.011488,0.010407 Initialization: 5.623000 Memcpy Classifiers: 0.356000 Memcpy Instances: 7.320000 Kernel 1: 0.023000 Kernel 2: 80.703003 Copyback: 0.017000 Sum: 0.031000 It 7,Best ac:0.003799 0.875000 fi:0.224669. Ave ac:0.011743,0.010710 Initialization: 5.662000 Memcpy Classifiers: 0.300000 Memcpy Instances: 7.316000 Kernel 1: 0.067000 Kernel 2: 82.498001 Copyback: 0.017000 Sum: 0.031000 It 8,Best ac:0.005427 0.689655 fi:0.409147. Ave ac:0.009885,0.009171 Initialization: 5.628000 Memcpy Classifiers: 0.304000 Memcpy Instances: 8.011000 Kernel 1: 0.021000 Kernel 2: 82.300003 Copyback: 0.017000 Sum: 0.032000 It 9,Best ac:0.004885 0.666667 fi:0.432424. Ave ac:0.007204,0.006359 Iteration 10:MDL fitness activated Error 0.432424 TL 0.034898 MDL Theory Length Weight: 4.1303388954 (3) Initialization: 5.632000 Memcpy Classifiers: 0.306000 Memcpy Instances: 7.320000 Kernel 1: 0.023000 Kernel 2: 82.532997 Copyback: 0.017000 Sum: 0.040000 It 10,Best ac:0.005156 0.633333 fi:0.575670. Ave ac:0.007009,0.005550 Initialization: 5.688000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.346000 Kernel 1: 0.024000 Kernel 2: 84.417999 Copyback: 0.017000 Sum: 0.034000 It 11,Best ac:0.006513 0.685714 fi:0.525846. Ave ac:0.008165,0.006648 Initialization: 5.607000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.344000 Kernel 1: 0.024000 Kernel 2: 82.255997 Copyback: 0.017000 Sum: 0.031000 It 12,Best ac:0.004886 0.720000 fi:0.502952. Ave ac:0.006406,0.006037 Initialization: 5.631000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.309000 Kernel 1: 0.024000 Kernel 2: 80.384003 Copyback: 0.017000 Sum: 0.034000 It 13,Best ac:0.003529 0.650000 fi:0.569155. Ave ac:0.006865,0.005385 Initialization: 5.650000 Memcpy Classifiers: 0.282000 Memcpy Instances: 7.364000 Kernel 1: 0.023000 Kernel 2: 82.058998 Copyback: 0.016000 Sum: 0.029000 It 14,Best ac:0.003256 0.631579 fi:0.572514. Ave ac:0.005830,0.006034 Initialization: 5.640000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.810000 Kernel 1: 0.024000 Kernel 2: 83.707001 Copyback: 0.018000 Sum: 0.036000 It 15,Best ac:0.008681 0.551724 fi:0.645084. Ave ac:0.007060,0.006809 Initialization: 5.632000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.313000 Kernel 1: 0.022000 Kernel 2: 82.476997 Copyback: 0.017000 Sum: 0.034000 It 16,Best ac:0.006242 0.621622 fi:0.568207. Ave ac:0.007196,0.006536 Initialization: 5.696000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.611000 Kernel 1: 0.023000 Kernel 2: 82.393997 Copyback: 0.017000 Sum: 0.031000 It 17,Best ac:0.003256 0.750000 fi:0.448016. Ave ac:0.009690,0.008214 Initialization: 5.711000 Memcpy Classifiers: 0.304000 Memcpy Instances: 7.539000 Kernel 1: 0.023000 Kernel 2: 80.261002 Copyback: 0.017000 Sum: 0.028000 It 18,Best ac:0.007872 0.725000 fi:0.486693. Ave ac:0.009575,0.010090 Initialization: 5.673000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.312000 Kernel 1: 0.023000 Kernel 2: 82.513000 Copyback: 0.017000 Sum: 0.029000 It 19,Best ac:0.003799 0.700000 fi:0.496354. Ave ac:0.009433,0.008946 Initialization: 5.677000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.322000 Kernel 1: 0.023000 Kernel 2: 84.547997 Copyback: 0.017000 Sum: 0.034000 It 20,Best ac:0.004069 0.652174 fi:0.545738. Ave ac:0.007685,0.007784 Initialization: 5.677000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.344000 Kernel 1: 0.023000 Kernel 2: 83.765999 Copyback: 0.017000 Sum: 0.027000 It 21,Best ac:0.003256 0.705882 fi:0.465363. Ave ac:0.008949,0.011330 Initialization: 5.596000 Memcpy Classifiers: 0.282000 Memcpy Instances: 7.359000 Kernel 1: 0.022000 Kernel 2: 83.302002 Copyback: 0.017000 Sum: 0.026000 It 22,Best ac:0.004613 0.708333 fi:0.489260. Ave ac:0.008134,0.008388 Initialization: 5.614000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.723000 Kernel 1: 0.022000 Kernel 2: 79.681999 Copyback: 0.017000 Sum: 0.027000 It 23,Best ac:0.002714 0.909091 fi:0.417834. Ave ac:0.009476,0.013527 Initialization: 5.735000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.373000 Kernel 1: 0.025000 Kernel 2: 79.184998 Copyback: 0.017000 Sum: 0.028000 It 24,Best ac:0.003799 0.608696 fi:0.585644. Ave ac:0.007140,0.008240 Initialization: 5.610000 Memcpy Classifiers: 0.348000 Memcpy Instances: 7.317000 Kernel 1: 0.024000 Kernel 2: 79.707001 Copyback: 0.017000 Sum: 0.024000 It 25,Best ac:0.002985 0.785714 fi:0.457343. Ave ac:0.010500,0.010970 Initialization: 5.656000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.307000 Kernel 1: 0.024000 Kernel 2: 78.193001 Copyback: 0.017000 Sum: 0.023000 It 26,Best ac:0.003800 0.636364 fi:0.533146. Ave ac:0.009130,0.009805 Initialization: 5.857000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.312000 Kernel 1: 0.023000 Kernel 2: 79.778000 Copyback: 0.018000 Sum: 0.024000 It 27,Best ac:0.003256 0.857143 fi:0.322303. Ave ac:0.009000,0.010760 Initialization: 5.639000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.299000 Kernel 1: 0.023000 Kernel 2: 80.137001 Copyback: 0.017000 Sum: 0.023000 It 28,Best ac:0.003256 0.631579 fi:0.538574. Ave ac:0.010497,0.014019 Initialization: 5.633000 Memcpy Classifiers: 0.226000 Memcpy Instances: 7.366000 Kernel 1: 0.024000 Kernel 2: 79.275002 Copyback: 0.017000 Sum: 0.023000 It 29,Best ac:0.009224 0.666667 fi:0.496175. Ave ac:0.009411,0.014255 Initialization: 5.711000 Memcpy Classifiers: 0.262000 Memcpy Instances: 7.324000 Kernel 1: 0.023000 Kernel 2: 78.153999 Copyback: 0.017000 Sum: 0.022000 It 30,Best ac:0.002984 0.785714 fi:0.444877. Ave ac:0.009753,0.015300 Initialization: 5.647000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.357000 Kernel 1: 0.022000 Kernel 2: 80.336998 Copyback: 0.017000 Sum: 0.021000 It 31,Best ac:0.003527 0.541667 fi:0.608045. Ave ac:0.006168,0.008027 Initialization: 5.769000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.064000 Kernel 1: 0.022000 Kernel 2: 79.091003 Copyback: 0.017000 Sum: 0.022000 It 32,Best ac:0.003799 0.736842 fi:0.423099. Ave ac:0.009659,0.012918 Initialization: 5.654000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.316000 Kernel 1: 0.023000 Kernel 2: 78.910004 Copyback: 0.017000 Sum: 0.021000 It 33,Best ac:0.002714 1.000000 fi:0.304897. Ave ac:0.011812,0.011623 Initialization: 32.118000 Memcpy Instances: 364.825989 Memcpy Classifiers: 0.068000 Kernel 1: 0.025000 Kernel 2: 553.953003 Copyback: 0.016000 Sum: 0.016000 Memcpy Classifiers: 0.061000 Kernel 1: 0.014000 Kernel 2: 534.836975 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 556.474976 Copyback: 0.369000 Sum: 0.002000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 536.271973 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 555.267029 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 534.377014 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 542.471985 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.015000 Kernel 2: 541.692993 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.056000 Kernel 1: 0.013000 Kernel 2: 272.621002 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.038571 0.460775 fi:0.676043. Ave ac:0.010170,0.030799 Best acc 0.038571 0.460775 Initialization: 5.804000 Memcpy Classifiers: 0.697000 Memcpy Instances: 7.362000 Kernel 1: 0.025000 Kernel 2: 90.919998 Copyback: 0.017000 Sum: 0.047000 Initial population average accuracy1:0.004803 accuracy2:0.191468 Initialization: 5.667000 Memcpy Classifiers: 0.506000 Memcpy Instances: 7.381000 Kernel 1: 0.023000 Kernel 2: 95.623001 Copyback: 0.017000 Sum: 0.030000 It 0,Best ac:0.001357 1.000000 fi:0.615570. Ave ac:0.008270,0.010239 Initialization: 5.747000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.317000 Kernel 1: 0.024000 Kernel 2: 98.181000 Copyback: 0.017000 Sum: 0.030000 It 1,Best ac:0.004341 0.516129 fi:0.583254. Ave ac:0.010611,0.014522 Initialization: 5.624000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.307000 Kernel 1: 0.024000 Kernel 2: 99.353996 Copyback: 0.018000 Sum: 0.031000 It 2,Best ac:0.003528 0.590909 fi:0.508904. Ave ac:0.011613,0.014125 Initialization: 5.743000 Memcpy Classifiers: 0.547000 Memcpy Instances: 7.324000 Kernel 1: 0.023000 Kernel 2: 97.353996 Copyback: 0.017000 Sum: 0.032000 It 3,Best ac:0.003256 0.705882 fi:0.394075. Ave ac:0.012265,0.015215 Initialization: 6.101000 Memcpy Classifiers: 0.466000 Memcpy Instances: 7.671000 Kernel 1: 0.022000 Kernel 2: 99.886002 Copyback: 0.017000 Sum: 0.032000 It 4,Best ac:0.003527 0.565217 fi:0.534598. Ave ac:0.013429,0.014576 Initialization: 5.687000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.359000 Kernel 1: 0.024000 Kernel 2: 96.056999 Copyback: 0.017000 Sum: 0.036000 It 5,Best ac:0.007327 0.540000 fi:0.557791. Ave ac:0.013014,0.012461 Initialization: 5.574000 Memcpy Classifiers: 0.399000 Memcpy Instances: 7.310000 Kernel 1: 0.023000 Kernel 2: 94.417999 Copyback: 0.017000 Sum: 0.035000 It 6,Best ac:0.002985 0.785714 fi:0.368539. Ave ac:0.012330,0.011920 Initialization: 5.655000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.486000 Kernel 1: 0.023000 Kernel 2: 89.581001 Copyback: 0.017000 Sum: 0.031000 It 7,Best ac:0.003799 0.636364 fi:0.463305. Ave ac:0.012151,0.011323 Initialization: 5.576000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.894000 Kernel 1: 0.023000 Kernel 2: 87.837997 Copyback: 0.017000 Sum: 0.027000 It 8,Best ac:0.004069 0.625000 fi:0.474527. Ave ac:0.009314,0.008080 Initialization: 5.664000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.320000 Kernel 1: 0.024000 Kernel 2: 88.862000 Copyback: 0.016000 Sum: 0.031000 It 9,Best ac:0.002985 0.733333 fi:0.420920. Ave ac:0.008437,0.007607 Iteration 10:MDL fitness activated Error 0.420920 TL 0.026649 MDL Theory Length Weight: 5.2650224559 (4) Initialization: 5.655000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.326000 Kernel 1: 0.023000 Kernel 2: 85.452003 Copyback: 0.017000 Sum: 0.029000 It 10,Best ac:0.004069 0.714286 fi:0.555489. Ave ac:0.006398,0.006630 Initialization: 5.670000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.401000 Kernel 1: 0.022000 Kernel 2: 84.667999 Copyback: 0.017000 Sum: 0.034000 It 11,Best ac:0.003528 0.650000 fi:0.595653. Ave ac:0.009334,0.008563 Initialization: 5.643000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.316000 Kernel 1: 0.023000 Kernel 2: 85.452003 Copyback: 0.017000 Sum: 0.030000 It 12,Best ac:0.003527 0.764706 fi:0.479902. Ave ac:0.008689,0.010586 Initialization: 5.677000 Memcpy Classifiers: 0.360000 Memcpy Instances: 7.449000 Kernel 1: 0.023000 Kernel 2: 79.039001 Copyback: 0.017000 Sum: 0.031000 It 13,Best ac:0.007872 0.674419 fi:0.549415. Ave ac:0.009349,0.010456 Initialization: 5.627000 Memcpy Classifiers: 0.387000 Memcpy Instances: 7.339000 Kernel 1: 0.023000 Kernel 2: 81.635002 Copyback: 0.018000 Sum: 0.027000 It 14,Best ac:0.004071 0.833333 fi:0.402538. Ave ac:0.007755,0.008995 Initialization: 5.713000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.320000 Kernel 1: 0.023000 Kernel 2: 83.194000 Copyback: 0.018000 Sum: 0.033000 It 15,Best ac:0.004613 0.708333 fi:0.493788. Ave ac:0.006338,0.006906 Initialization: 5.622000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.390000 Kernel 1: 0.023000 Kernel 2: 80.005997 Copyback: 0.017000 Sum: 0.028000 It 16,Best ac:0.004613 0.708333 fi:0.517451. Ave ac:0.006685,0.007553 Initialization: 5.678000 Memcpy Classifiers: 0.393000 Memcpy Instances: 7.352000 Kernel 1: 0.023000 Kernel 2: 77.963997 Copyback: 0.017000 Sum: 0.035000 It 17,Best ac:0.002714 0.909091 fi:0.500986. Ave ac:0.009784,0.009773 Initialization: 5.724000 Memcpy Classifiers: 0.339000 Memcpy Instances: 7.311000 Kernel 1: 0.022000 Kernel 2: 76.759003 Copyback: 0.016000 Sum: 0.027000 It 18,Best ac:0.004886 0.642857 fi:0.545792. Ave ac:0.007803,0.010138 Initialization: 5.700000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.316000 Kernel 1: 0.023000 Kernel 2: 77.258003 Copyback: 0.017000 Sum: 0.030000 It 19,Best ac:0.004342 0.761905 fi:0.455874. Ave ac:0.008078,0.008306 Initialization: 5.678000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.351000 Kernel 1: 0.024000 Kernel 2: 76.931999 Copyback: 0.017000 Sum: 0.028000 It 20,Best ac:0.005699 0.807692 fi:0.418136. Ave ac:0.006885,0.007463 Initialization: 5.685000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.754000 Kernel 1: 0.023000 Kernel 2: 75.320999 Copyback: 0.017000 Sum: 0.032000 It 21,Best ac:0.003527 0.619048 fi:0.563831. Ave ac:0.005827,0.006592 Initialization: 5.493000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.315000 Kernel 1: 0.024000 Kernel 2: 75.319000 Copyback: 0.370000 Sum: 0.037000 It 22,Best ac:0.005699 0.512195 fi:0.658675. Ave ac:0.006720,0.010384 Initialization: 5.636000 Memcpy Classifiers: 0.282000 Memcpy Instances: 7.342000 Kernel 1: 0.023000 Kernel 2: 76.707001 Copyback: 0.017000 Sum: 0.033000 It 23,Best ac:0.003256 0.923077 fi:0.252263. Ave ac:0.010014,0.013511 Initialization: 5.675000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.326000 Kernel 1: 0.023000 Kernel 2: 73.347000 Copyback: 0.017000 Sum: 0.029000 It 24,Best ac:0.003799 0.933333 fi:0.248349. Ave ac:0.012804,0.015326 Initialization: 5.915000 Memcpy Classifiers: 0.350000 Memcpy Instances: 7.680000 Kernel 1: 0.023000 Kernel 2: 73.254997 Copyback: 0.017000 Sum: 0.029000 It 25,Best ac:0.007327 0.586957 fi:0.583662. Ave ac:0.008370,0.012075 Initialization: 5.489000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.849000 Kernel 1: 0.023000 Kernel 2: 70.664001 Copyback: 0.017000 Sum: 0.023000 It 26,Best ac:0.004343 0.695652 fi:0.466187. Ave ac:0.011495,0.014388 Initialization: 5.668000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.801000 Kernel 1: 0.023000 Kernel 2: 70.389999 Copyback: 0.016000 Sum: 0.027000 It 27,Best ac:0.003257 0.631579 fi:0.555103. Ave ac:0.007803,0.010221 Initialization: 5.719000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.362000 Kernel 1: 0.023000 Kernel 2: 69.690002 Copyback: 0.016000 Sum: 0.021000 It 28,Best ac:0.005427 0.526316 fi:0.613849. Ave ac:0.007750,0.010774 Initialization: 6.158000 Memcpy Classifiers: 0.281000 Memcpy Instances: 7.375000 Kernel 1: 0.022000 Kernel 2: 68.440002 Copyback: 0.017000 Sum: 0.026000 It 29,Best ac:0.004071 0.882353 fi:0.292067. Ave ac:0.010228,0.011290 Initialization: 6.154000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.448000 Kernel 1: 0.022000 Kernel 2: 67.739998 Copyback: 0.017000 Sum: 0.023000 It 30,Best ac:0.003257 0.600000 fi:0.581316. Ave ac:0.007206,0.009024 Initialization: 6.096000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.445000 Kernel 1: 0.023000 Kernel 2: 67.042999 Copyback: 0.018000 Sum: 0.021000 It 31,Best ac:0.005157 0.703704 fi:0.470414. Ave ac:0.012454,0.014538 Initialization: 6.152000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.431000 Kernel 1: 0.023000 Kernel 2: 67.889000 Copyback: 0.016000 Sum: 0.021000 It 32,Best ac:0.003527 0.812500 fi:0.343993. Ave ac:0.009396,0.010115 Initialization: 6.147000 Memcpy Classifiers: 0.265000 Memcpy Instances: 7.429000 Kernel 1: 0.022000 Kernel 2: 67.691002 Copyback: 0.017000 Sum: 0.023000 It 33,Best ac:0.003527 0.722222 fi:0.434271. Ave ac:0.010167,0.009222 MDL Theory Length Weight: 4.7385202103 (10) Initialization: 29.771999 Memcpy Instances: 363.105988 Memcpy Classifiers: 0.070000 Kernel 1: 0.025000 Kernel 2: 477.286987 Copyback: 0.016000 Sum: 0.015000 Memcpy Classifiers: 0.063000 Kernel 1: 0.015000 Kernel 2: 474.571014 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.014000 Kernel 2: 482.545990 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.014000 Kernel 2: 484.165009 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 506.572998 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 498.928986 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 477.261993 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.014000 Kernel 2: 478.044006 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.057000 Kernel 1: 0.013000 Kernel 2: 237.440994 Copyback: 0.018000 Sum: 0.002000 It 34,Best ac:0.003511 0.541876 fi:0.608956. Ave ac:0.009634,0.028277 Best acc 0.003511 0.541876 Initialization: 5.568000 Memcpy Classifiers: 0.540000 Memcpy Instances: 7.782000 Kernel 1: 0.024000 Kernel 2: 91.089996 Copyback: 0.370000 Sum: 0.048000 Initial population average accuracy1:0.005551 accuracy2:0.183455 Initialization: 5.664000 Memcpy Classifiers: 0.541000 Memcpy Instances: 7.346000 Kernel 1: 0.023000 Kernel 2: 95.416000 Copyback: 0.017000 Sum: 0.034000 It 0,Best ac:0.005155 0.387755 fi:0.711195. Ave ac:0.010036,0.013358 Initialization: 5.626000 Memcpy Classifiers: 0.432000 Memcpy Instances: 7.838000 Kernel 1: 0.024000 Kernel 2: 97.677002 Copyback: 0.017000 Sum: 0.028000 It 1,Best ac:0.009769 0.418605 fi:0.677886. Ave ac:0.012870,0.016149 Initialization: 5.696000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.397000 Kernel 1: 0.023000 Kernel 2: 94.676003 Copyback: 0.017000 Sum: 0.032000 It 2,Best ac:0.003798 0.518519 fi:0.581153. Ave ac:0.012397,0.014179 Initialization: 5.578000 Memcpy Classifiers: 0.460000 Memcpy Instances: 7.355000 Kernel 1: 0.023000 Kernel 2: 96.339996 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.003256 0.600000 fi:0.499957. Ave ac:0.010320,0.009874 Initialization: 5.583000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.395000 Kernel 1: 0.023000 Kernel 2: 96.264000 Copyback: 0.017000 Sum: 0.027000 It 4,Best ac:0.004613 0.566667 fi:0.532569. Ave ac:0.009303,0.009866 Initialization: 5.672000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.610000 Kernel 1: 0.023000 Kernel 2: 95.286003 Copyback: 0.017000 Sum: 0.033000 It 5,Best ac:0.004342 0.551724 fi:0.547656. Ave ac:0.009972,0.009320 Initialization: 5.653000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.344000 Kernel 1: 0.023000 Kernel 2: 95.737999 Copyback: 0.017000 Sum: 0.029000 It 6,Best ac:0.004342 0.640000 fi:0.459383. Ave ac:0.010909,0.009933 Initialization: 6.264000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.526000 Kernel 1: 0.023000 Kernel 2: 95.679001 Copyback: 0.017000 Sum: 0.031000 It 7,Best ac:0.003799 0.700000 fi:0.399669. Ave ac:0.010134,0.008943 Initialization: 5.591000 Memcpy Classifiers: 0.452000 Memcpy Instances: 7.492000 Kernel 1: 0.023000 Kernel 2: 93.082001 Copyback: 0.017000 Sum: 0.036000 It 8,Best ac:0.004069 0.576923 fi:0.522604. Ave ac:0.010473,0.009945 Initialization: 5.809000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.350000 Kernel 1: 0.024000 Kernel 2: 88.186996 Copyback: 0.017000 Sum: 0.032000 It 9,Best ac:0.005972 0.594595 fi:0.503918. Ave ac:0.009219,0.010752 Iteration 10:MDL fitness activated Error 0.503918 TL 0.024595 MDL Theory Length Weight: 6.8294204751 (3) Initialization: 5.647000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.709000 Kernel 1: 0.022000 Kernel 2: 83.129997 Copyback: 0.017000 Sum: 0.034000 It 10,Best ac:0.003256 0.750000 fi:0.522514. Ave ac:0.009342,0.009501 Initialization: 5.643000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.280000 Kernel 1: 0.022000 Kernel 2: 81.505997 Copyback: 0.017000 Sum: 0.033000 It 11,Best ac:0.003256 0.631579 fi:0.669203. Ave ac:0.010085,0.011311 Initialization: 5.641000 Memcpy Classifiers: 0.319000 Memcpy Instances: 7.310000 Kernel 1: 0.023000 Kernel 2: 82.050003 Copyback: 0.017000 Sum: 0.039000 It 12,Best ac:0.005156 0.730769 fi:0.538682. Ave ac:0.012342,0.012772 Initialization: 5.647000 Memcpy Classifiers: 0.301000 Memcpy Instances: 7.350000 Kernel 1: 0.023000 Kernel 2: 78.454002 Copyback: 0.017000 Sum: 0.032000 It 13,Best ac:0.003256 0.705882 fi:0.564027. Ave ac:0.011337,0.013913 Initialization: 5.687000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.313000 Kernel 1: 0.023000 Kernel 2: 78.934998 Copyback: 0.017000 Sum: 0.033000 It 14,Best ac:0.003528 0.650000 fi:0.575698. Ave ac:0.011862,0.015616 Initialization: 5.659000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.380000 Kernel 1: 0.023000 Kernel 2: 75.473000 Copyback: 0.017000 Sum: 0.031000 It 15,Best ac:0.003256 0.631579 fi:0.577771. Ave ac:0.013314,0.014835 Initialization: 5.587000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.334000 Kernel 1: 0.023000 Kernel 2: 72.802002 Copyback: 0.017000 Sum: 0.028000 It 16,Best ac:0.004613 0.653846 fi:0.556338. Ave ac:0.012270,0.013702 Initialization: 5.615000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.369000 Kernel 1: 0.023000 Kernel 2: 70.837997 Copyback: 0.017000 Sum: 0.031000 It 17,Best ac:0.003799 0.583333 fi:0.607775. Ave ac:0.015821,0.017727 Initialization: 5.710000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.332000 Kernel 1: 0.024000 Kernel 2: 68.593002 Copyback: 0.019000 Sum: 0.021000 It 18,Best ac:0.003800 0.700000 fi:0.502093. Ave ac:0.019232,0.024776 Initialization: 5.509000 Memcpy Classifiers: 0.282000 Memcpy Instances: 7.325000 Kernel 1: 0.023000 Kernel 2: 69.683998 Copyback: 0.017000 Sum: 0.027000 It 19,Best ac:0.003257 0.666667 fi:0.541114. Ave ac:0.015833,0.020983 Initialization: 5.743000 Memcpy Classifiers: 0.245000 Memcpy Instances: 7.358000 Kernel 1: 0.023000 Kernel 2: 68.375000 Copyback: 0.017000 Sum: 0.022000 It 20,Best ac:0.003528 0.650000 fi:0.578231. Ave ac:0.016619,0.019975 Initialization: 5.581000 Memcpy Classifiers: 0.354000 Memcpy Instances: 7.354000 Kernel 1: 0.023000 Kernel 2: 68.324997 Copyback: 0.017000 Sum: 0.020000 It 21,Best ac:0.003256 0.600000 fi:0.550198. Ave ac:0.017678,0.021935 Initialization: 5.591000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.466000 Kernel 1: 0.022000 Kernel 2: 67.454002 Copyback: 0.017000 Sum: 0.020000 It 22,Best ac:0.004883 0.666667 fi:0.549514. Ave ac:0.014152,0.019125 Initialization: 5.601000 Memcpy Classifiers: 0.245000 Memcpy Instances: 7.455000 Kernel 1: 0.023000 Kernel 2: 65.218002 Copyback: 0.017000 Sum: 0.024000 It 23,Best ac:0.008953 0.568966 fi:0.588730. Ave ac:0.014721,0.025991 Initialization: 5.730000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.325000 Kernel 1: 0.023000 Kernel 2: 61.324001 Copyback: 0.017000 Sum: 0.024000 It 24,Best ac:0.003257 0.631579 fi:0.533784. Ave ac:0.018142,0.034642 Initialization: 6.708000 Memcpy Classifiers: 0.228000 Memcpy Instances: 7.371000 Kernel 1: 0.065000 Kernel 2: 61.155998 Copyback: 0.018000 Sum: 0.023000 It 25,Best ac:0.004341 0.666667 fi:0.500922. Ave ac:0.019007,0.038309 Initialization: 5.678000 Memcpy Classifiers: 0.228000 Memcpy Instances: 7.334000 Kernel 1: 0.022000 Kernel 2: 60.349998 Copyback: 0.017000 Sum: 0.025000 It 26,Best ac:0.003256 0.705882 fi:0.450546. Ave ac:0.017316,0.037088 Initialization: 5.598000 Memcpy Classifiers: 0.204000 Memcpy Instances: 7.314000 Kernel 1: 0.024000 Kernel 2: 61.960999 Copyback: 0.019000 Sum: 0.021000 It 27,Best ac:0.003799 0.583333 fi:0.625728. Ave ac:0.014725,0.036328 Initialization: 5.630000 Memcpy Classifiers: 0.247000 Memcpy Instances: 7.307000 Kernel 1: 0.024000 Kernel 2: 60.529999 Copyback: 0.017000 Sum: 0.021000 It 28,Best ac:0.003798 0.500000 fi:0.658758. Ave ac:0.024723,0.043717 Initialization: 6.087000 Memcpy Classifiers: 0.189000 Memcpy Instances: 7.324000 Kernel 1: 0.023000 Kernel 2: 58.227001 Copyback: 0.021000 Sum: 0.026000 It 29,Best ac:0.011398 0.560000 fi:0.595416. Ave ac:0.018683,0.039612 Initialization: 5.703000 Memcpy Classifiers: 0.190000 Memcpy Instances: 7.806000 Kernel 1: 0.022000 Kernel 2: 59.304001 Copyback: 0.017000 Sum: 0.022000 It 30,Best ac:0.003528 0.590909 fi:0.576569. Ave ac:0.017418,0.034417 Initialization: 5.687000 Memcpy Classifiers: 0.189000 Memcpy Instances: 7.377000 Kernel 1: 0.023000 Kernel 2: 58.058998 Copyback: 0.017000 Sum: 0.022000 It 31,Best ac:0.004071 0.681818 fi:0.506828. Ave ac:0.018072,0.034037 Initialization: 5.592000 Memcpy Classifiers: 0.245000 Memcpy Instances: 7.328000 Kernel 1: 0.024000 Kernel 2: 58.577000 Copyback: 0.017000 Sum: 0.024000 It 32,Best ac:0.003528 0.684211 fi:0.493085. Ave ac:0.014061,0.028359 Initialization: 6.028000 Memcpy Classifiers: 0.247000 Memcpy Instances: 7.325000 Kernel 1: 0.023000 Kernel 2: 57.159000 Copyback: 0.017000 Sum: 0.021000 It 33,Best ac:0.003800 0.700000 fi:0.458685. Ave ac:0.012119,0.028347 Initialization: 29.983000 Memcpy Instances: 364.183014 Memcpy Classifiers: 0.061000 Kernel 1: 0.022000 Kernel 2: 425.117004 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.058000 Kernel 1: 0.013000 Kernel 2: 422.078003 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.064000 Kernel 1: 0.015000 Kernel 2: 422.221985 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.014000 Kernel 2: 420.881989 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 420.476990 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 431.002991 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 423.808990 Copyback: 0.368000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 426.218994 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 210.895996 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.003381 0.500402 fi:0.658577. Ave ac:0.021243,0.071435 Best acc 0.003381 0.500402 Rule:Att PSSM_0_1 is [>3.125507]|Att PSSM_0_7 is [-5.439567,-2.603864]|Att PSSM_2_1 is [-3.350726,4.127350]|1 Accuracy : 0.786241 0 1 148493 15587 34569 35989 Removed 1194 instances. 183062 Instances left. Acc of rule 0.003511-0.541876 Initialization: 5.654000 Memcpy Classifiers: 0.594000 Memcpy Instances: 8.643000 Kernel 1: 0.025000 Kernel 2: 89.792999 Copyback: 0.018000 Sum: 0.049000 Initial population average accuracy1:0.004988 accuracy2:0.181272 Initialization: 6.143000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.342000 Kernel 1: 0.023000 Kernel 2: 96.167999 Copyback: 0.017000 Sum: 0.031000 It 0,Best ac:0.003551 0.500000 fi:0.599778. Ave ac:0.009169,0.011904 Initialization: 5.583000 Memcpy Classifiers: 0.449000 Memcpy Instances: 7.328000 Kernel 1: 0.024000 Kernel 2: 96.353996 Copyback: 0.017000 Sum: 0.026000 It 1,Best ac:0.003824 0.424242 fi:0.675388. Ave ac:0.011724,0.014895 Initialization: 5.737000 Memcpy Classifiers: 0.452000 Memcpy Instances: 7.276000 Kernel 1: 0.023000 Kernel 2: 96.070999 Copyback: 0.017000 Sum: 0.030000 It 2,Best ac:0.004644 0.629630 fi:0.469559. Ave ac:0.011461,0.012920 Initialization: 5.704000 Memcpy Classifiers: 0.414000 Memcpy Instances: 7.728000 Kernel 1: 0.023000 Kernel 2: 93.127998 Copyback: 0.020000 Sum: 0.032000 It 3,Best ac:0.004370 0.800000 fi:0.299340. Ave ac:0.012332,0.014633 Initialization: 5.607000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.332000 Kernel 1: 0.024000 Kernel 2: 93.433998 Copyback: 0.017000 Sum: 0.030000 It 4,Best ac:0.003005 0.687500 fi:0.450842. Ave ac:0.011204,0.012275 Initialization: 5.628000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.417000 Kernel 1: 0.023000 Kernel 2: 88.931999 Copyback: 0.017000 Sum: 0.031000 It 5,Best ac:0.003277 0.600000 fi:0.499927. Ave ac:0.009675,0.011859 Initialization: 5.663000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.776000 Kernel 1: 0.023000 Kernel 2: 91.622002 Copyback: 0.017000 Sum: 0.030000 It 6,Best ac:0.003277 0.857143 fi:0.242785. Ave ac:0.009927,0.012256 Initialization: 5.651000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.292000 Kernel 1: 0.024000 Kernel 2: 92.231003 Copyback: 0.017000 Sum: 0.026000 It 7,Best ac:0.003824 0.666667 fi:0.432964. Ave ac:0.008319,0.008581 Initialization: 5.663000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.292000 Kernel 1: 0.023000 Kernel 2: 94.647003 Copyback: 0.017000 Sum: 0.034000 It 8,Best ac:0.002458 0.818182 fi:0.476825. Ave ac:0.006042,0.006593 Initialization: 5.601000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.307000 Kernel 1: 0.024000 Kernel 2: 90.987000 Copyback: 0.024000 Sum: 0.038000 It 9,Best ac:0.004370 0.615385 fi:0.483952. Ave ac:0.008715,0.008535 Iteration 10:MDL fitness activated Error 0.483952 TL 0.037110 MDL Theory Length Weight: 4.3470477076 (4) Initialization: 5.705000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.259000 Kernel 1: 0.023000 Kernel 2: 87.932999 Copyback: 0.017000 Sum: 0.031000 It 10,Best ac:0.003279 0.631579 fi:0.561688. Ave ac:0.008693,0.008699 Initialization: 5.764000 Memcpy Classifiers: 0.399000 Memcpy Instances: 7.338000 Kernel 1: 0.023000 Kernel 2: 84.307999 Copyback: 0.017000 Sum: 0.031000 It 11,Best ac:0.004369 0.666667 fi:0.562926. Ave ac:0.006954,0.006761 Initialization: 5.632000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.316000 Kernel 1: 0.023000 Kernel 2: 83.435997 Copyback: 0.018000 Sum: 0.032000 It 12,Best ac:0.003278 0.750000 fi:0.476998. Ave ac:0.008253,0.011179 Initialization: 5.620000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.302000 Kernel 1: 0.024000 Kernel 2: 81.961998 Copyback: 0.017000 Sum: 0.033000 It 13,Best ac:0.004917 0.562500 fi:0.596182. Ave ac:0.008299,0.007555 Initialization: 5.609000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.276000 Kernel 1: 0.024000 Kernel 2: 80.212997 Copyback: 0.016000 Sum: 0.031000 It 14,Best ac:0.003551 0.764706 fi:0.436483. Ave ac:0.010863,0.011922 Initialization: 5.816000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.770000 Kernel 1: 0.023000 Kernel 2: 78.799004 Copyback: 0.017000 Sum: 0.031000 It 15,Best ac:0.003278 0.666667 fi:0.522884. Ave ac:0.010717,0.012752 Initialization: 5.682000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.275000 Kernel 1: 0.024000 Kernel 2: 75.374001 Copyback: 0.017000 Sum: 0.028000 It 16,Best ac:0.003004 0.687500 fi:0.515584. Ave ac:0.010743,0.015226 Initialization: 5.626000 Memcpy Classifiers: 0.353000 Memcpy Instances: 7.282000 Kernel 1: 0.023000 Kernel 2: 72.903999 Copyback: 0.017000 Sum: 0.027000 It 17,Best ac:0.004096 0.681818 fi:0.482998. Ave ac:0.010265,0.014676 Initialization: 6.448000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.294000 Kernel 1: 0.024000 Kernel 2: 70.124001 Copyback: 0.017000 Sum: 0.023000 It 18,Best ac:0.003824 0.666667 fi:0.498293. Ave ac:0.015325,0.024177 Initialization: 5.592000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.301000 Kernel 1: 0.023000 Kernel 2: 70.759003 Copyback: 0.016000 Sum: 0.022000 It 19,Best ac:0.004644 0.680000 fi:0.505969. Ave ac:0.012355,0.014943 Initialization: 5.587000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.326000 Kernel 1: 0.024000 Kernel 2: 69.348000 Copyback: 0.017000 Sum: 0.021000 It 20,Best ac:0.003824 0.736842 fi:0.444056. Ave ac:0.010922,0.014344 Initialization: 5.530000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.432000 Kernel 1: 0.023000 Kernel 2: 66.780998 Copyback: 0.017000 Sum: 0.022000 It 21,Best ac:0.003005 0.687500 fi:0.540468. Ave ac:0.009346,0.012277 Initialization: 5.688000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.260000 Kernel 1: 0.024000 Kernel 2: 68.120003 Copyback: 0.016000 Sum: 0.020000 It 22,Best ac:0.004097 0.625000 fi:0.553878. Ave ac:0.010185,0.014524 Initialization: 5.760000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.266000 Kernel 1: 0.024000 Kernel 2: 66.528000 Copyback: 0.017000 Sum: 0.022000 It 23,Best ac:0.004097 0.652174 fi:0.511797. Ave ac:0.011938,0.015592 MDL Theory Length Weight: 3.9123429368 (10) Initialization: 5.744000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.274000 Kernel 1: 0.024000 Kernel 2: 66.664001 Copyback: 0.017000 Sum: 0.023000 It 24,Best ac:0.003823 0.666667 fi:0.511068. Ave ac:0.011058,0.016376 Initialization: 6.090000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.562000 Kernel 1: 0.022000 Kernel 2: 67.387001 Copyback: 0.017000 Sum: 0.024000 It 25,Best ac:0.004370 0.592593 fi:0.565540. Ave ac:0.009600,0.015814 Initialization: 5.643000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.824000 Kernel 1: 0.023000 Kernel 2: 65.685997 Copyback: 0.017000 Sum: 0.022000 It 26,Best ac:0.005461 0.666667 fi:0.485120. Ave ac:0.013221,0.022179 Initialization: 5.634000 Memcpy Classifiers: 0.282000 Memcpy Instances: 7.691000 Kernel 1: 0.022000 Kernel 2: 67.309998 Copyback: 0.017000 Sum: 0.022000 It 27,Best ac:0.002458 1.000000 fi:0.360173. Ave ac:0.012102,0.021027 Initialization: 5.638000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.336000 Kernel 1: 0.023000 Kernel 2: 65.296997 Copyback: 0.017000 Sum: 0.022000 It 28,Best ac:0.004096 0.625000 fi:0.530578. Ave ac:0.009944,0.014646 Initialization: 5.686000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.265000 Kernel 1: 0.022000 Kernel 2: 65.539001 Copyback: 0.018000 Sum: 0.026000 It 29,Best ac:0.004917 0.580645 fi:0.570551. Ave ac:0.006613,0.011964 Initialization: 5.600000 Memcpy Classifiers: 0.339000 Memcpy Instances: 7.282000 Kernel 1: 0.023000 Kernel 2: 63.999001 Copyback: 0.016000 Sum: 0.021000 It 30,Best ac:0.002732 0.833333 fi:0.450385. Ave ac:0.011661,0.021302 Initialization: 5.611000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.294000 Kernel 1: 0.023000 Kernel 2: 65.949997 Copyback: 0.017000 Sum: 0.023000 It 31,Best ac:0.007102 0.604651 fi:0.532145. Ave ac:0.011507,0.021960 Initialization: 5.667000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.257000 Kernel 1: 0.024000 Kernel 2: 64.872002 Copyback: 0.018000 Sum: 0.023000 It 32,Best ac:0.003824 0.823529 fi:0.322168. Ave ac:0.011151,0.019823 Initialization: 5.602000 Memcpy Classifiers: 0.296000 Memcpy Instances: 7.254000 Kernel 1: 0.024000 Kernel 2: 66.160004 Copyback: 0.017000 Sum: 0.023000 It 33,Best ac:0.003005 0.846154 fi:0.350227. Ave ac:0.011598,0.021111 Initialization: 30.697001 Memcpy Instances: 361.975006 Memcpy Classifiers: 0.075000 Kernel 1: 0.024000 Kernel 2: 457.912994 Copyback: 0.367000 Sum: 0.014000 Memcpy Classifiers: 0.074000 Kernel 1: 0.015000 Kernel 2: 483.415009 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.072000 Kernel 1: 0.013000 Kernel 2: 499.967010 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.074000 Kernel 1: 0.013000 Kernel 2: 479.372009 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 480.243988 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 491.557007 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 471.888000 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 486.662994 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.054000 Kernel 1: 0.013000 Kernel 2: 186.526001 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.003234 0.505119 fi:0.640897. Ave ac:0.010643,0.031246 Best acc 0.003234 0.505119 Initialization: 5.694000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.260000 Kernel 1: 0.024000 Kernel 2: 90.796997 Copyback: 0.017000 Sum: 0.044000 Initial population average accuracy1:0.004736 accuracy2:0.189534 Initialization: 5.629000 Memcpy Classifiers: 0.486000 Memcpy Instances: 7.435000 Kernel 1: 0.023000 Kernel 2: 95.887001 Copyback: 0.017000 Sum: 0.032000 It 0,Best ac:0.001912 1.000000 fi:0.452464. Ave ac:0.008093,0.011180 Initialization: 5.569000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.307000 Kernel 1: 0.023000 Kernel 2: 96.430000 Copyback: 0.017000 Sum: 0.030000 It 1,Best ac:0.005463 0.476190 fi:0.622557. Ave ac:0.010758,0.013593 Initialization: 6.024000 Memcpy Classifiers: 0.556000 Memcpy Instances: 7.301000 Kernel 1: 0.023000 Kernel 2: 96.272003 Copyback: 0.017000 Sum: 0.028000 It 2,Best ac:0.007375 0.442623 fi:0.655094. Ave ac:0.010647,0.012094 Initialization: 5.653000 Memcpy Classifiers: 0.430000 Memcpy Instances: 7.261000 Kernel 1: 0.023000 Kernel 2: 93.335999 Copyback: 0.017000 Sum: 0.028000 It 3,Best ac:0.004644 0.531250 fi:0.567939. Ave ac:0.011936,0.014305 Initialization: 5.636000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.384000 Kernel 1: 0.022000 Kernel 2: 94.482002 Copyback: 0.017000 Sum: 0.034000 It 4,Best ac:0.003824 0.636364 fi:0.463267. Ave ac:0.012307,0.014273 Initialization: 5.603000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.015000 Kernel 1: 0.023000 Kernel 2: 94.014999 Copyback: 0.017000 Sum: 0.028000 It 5,Best ac:0.002731 0.769231 fi:0.447444. Ave ac:0.011536,0.012337 Initialization: 5.570000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.292000 Kernel 1: 0.024000 Kernel 2: 93.320999 Copyback: 0.017000 Sum: 0.029000 It 6,Best ac:0.004642 0.708333 fi:0.390859. Ave ac:0.011500,0.012166 Initialization: 5.565000 Memcpy Classifiers: 0.458000 Memcpy Instances: 7.262000 Kernel 1: 0.023000 Kernel 2: 91.968002 Copyback: 0.017000 Sum: 0.028000 It 7,Best ac:0.003551 0.619048 fi:0.480730. Ave ac:0.009660,0.011447 Initialization: 5.794000 Memcpy Classifiers: 0.448000 Memcpy Instances: 7.256000 Kernel 1: 0.022000 Kernel 2: 93.320999 Copyback: 0.017000 Sum: 0.029000 It 8,Best ac:0.003551 0.590909 fi:0.508869. Ave ac:0.010896,0.012083 Initialization: 5.624000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.268000 Kernel 1: 0.022000 Kernel 2: 91.599998 Copyback: 0.017000 Sum: 0.029000 It 9,Best ac:0.006554 0.545455 fi:0.552709. Ave ac:0.009651,0.012894 Iteration 10:MDL fitness activated Error 0.552709 TL 0.033579 MDL Theory Length Weight: 5.4867154281 (4) Initialization: 5.781000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.791000 Kernel 1: 0.022000 Kernel 2: 91.771004 Copyback: 0.016000 Sum: 0.029000 It 10,Best ac:0.005463 0.571429 fi:0.645443. Ave ac:0.010943,0.014789 Initialization: 5.543000 Memcpy Classifiers: 0.396000 Memcpy Instances: 7.306000 Kernel 1: 0.023000 Kernel 2: 90.461998 Copyback: 0.017000 Sum: 0.031000 It 11,Best ac:0.003005 0.785714 fi:0.469348. Ave ac:0.012616,0.015805 Initialization: 5.644000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.304000 Kernel 1: 0.025000 Kernel 2: 88.212997 Copyback: 0.017000 Sum: 0.034000 It 12,Best ac:0.003278 0.750000 fi:0.461135. Ave ac:0.011088,0.015392 Initialization: 5.607000 Memcpy Classifiers: 0.339000 Memcpy Instances: 7.335000 Kernel 1: 0.024000 Kernel 2: 83.209000 Copyback: 0.018000 Sum: 0.028000 It 13,Best ac:0.003824 0.666667 fi:0.562656. Ave ac:0.011409,0.016392 Initialization: 5.649000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.253000 Kernel 1: 0.024000 Kernel 2: 82.001999 Copyback: 0.017000 Sum: 0.023000 It 14,Best ac:0.002731 0.833333 fi:0.520095. Ave ac:0.013727,0.021250 Initialization: 5.584000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.257000 Kernel 1: 0.024000 Kernel 2: 77.883003 Copyback: 0.017000 Sum: 0.024000 It 15,Best ac:0.004097 0.535714 fi:0.606609. Ave ac:0.011577,0.019729 Initialization: 5.595000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.300000 Kernel 1: 0.023000 Kernel 2: 77.982002 Copyback: 0.017000 Sum: 0.023000 It 16,Best ac:0.003005 0.733333 fi:0.534697. Ave ac:0.014894,0.022189 Initialization: 6.703000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.185000 Kernel 1: 0.023000 Kernel 2: 74.211998 Copyback: 0.017000 Sum: 0.023000 It 17,Best ac:0.004370 0.695652 fi:0.501451. Ave ac:0.017616,0.025601 Initialization: 5.595000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.273000 Kernel 1: 0.023000 Kernel 2: 71.869003 Copyback: 0.018000 Sum: 0.020000 It 18,Best ac:0.005461 0.689655 fi:0.495345. Ave ac:0.014548,0.024335 Initialization: 5.614000 Memcpy Classifiers: 0.262000 Memcpy Instances: 7.251000 Kernel 1: 0.025000 Kernel 2: 72.643997 Copyback: 0.017000 Sum: 0.022000 It 19,Best ac:0.006284 0.621622 fi:0.518866. Ave ac:0.016593,0.027876 Initialization: 6.756000 Memcpy Classifiers: 0.247000 Memcpy Instances: 7.326000 Kernel 1: 0.023000 Kernel 2: 74.425003 Copyback: 0.371000 Sum: 0.023000 It 20,Best ac:0.004097 0.750000 fi:0.444569. Ave ac:0.020223,0.029844 Initialization: 5.599000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.350000 Kernel 1: 0.024000 Kernel 2: 71.903999 Copyback: 0.017000 Sum: 0.022000 It 21,Best ac:0.006008 0.666667 fi:0.486259. Ave ac:0.014969,0.026981 Initialization: 5.645000 Memcpy Classifiers: 0.247000 Memcpy Instances: 7.358000 Kernel 1: 0.023000 Kernel 2: 70.918999 Copyback: 0.017000 Sum: 0.021000 It 22,Best ac:0.002731 0.833333 fi:0.428933. Ave ac:0.014177,0.024462 Initialization: 6.073000 Memcpy Classifiers: 0.205000 Memcpy Instances: 7.554000 Kernel 1: 0.023000 Kernel 2: 72.365997 Copyback: 0.017000 Sum: 0.022000 It 23,Best ac:0.002731 0.833333 fi:0.483774. Ave ac:0.020578,0.034306 Initialization: 7.037000 Memcpy Classifiers: 0.265000 Memcpy Instances: 7.571000 Kernel 1: 0.022000 Kernel 2: 69.013000 Copyback: 0.017000 Sum: 0.023000 It 24,Best ac:0.004917 0.642857 fi:0.494258. Ave ac:0.019986,0.033555 Initialization: 6.086000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.305000 Kernel 1: 0.023000 Kernel 2: 69.897003 Copyback: 0.017000 Sum: 0.021000 It 25,Best ac:0.003004 0.785714 fi:0.457821. Ave ac:0.012707,0.024370 Initialization: 5.622000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.281000 Kernel 1: 0.023000 Kernel 2: 69.692001 Copyback: 0.017000 Sum: 0.018000 It 26,Best ac:0.003550 0.650000 fi:0.493462. Ave ac:0.017968,0.032459 Initialization: 6.269000 Memcpy Classifiers: 0.247000 Memcpy Instances: 7.319000 Kernel 1: 0.022000 Kernel 2: 69.766998 Copyback: 0.017000 Sum: 0.021000 It 27,Best ac:0.003004 0.785714 fi:0.451639. Ave ac:0.019754,0.032877 Initialization: 6.071000 Memcpy Classifiers: 0.247000 Memcpy Instances: 7.282000 Kernel 1: 0.024000 Kernel 2: 69.912003 Copyback: 0.017000 Sum: 0.020000 It 28,Best ac:0.003278 0.705882 fi:0.458803. Ave ac:0.020502,0.034307 Initialization: 6.056000 Memcpy Classifiers: 0.227000 Memcpy Instances: 7.347000 Kernel 1: 0.022000 Kernel 2: 66.660004 Copyback: 0.017000 Sum: 0.023000 It 29,Best ac:0.003277 0.705882 fi:0.455852. Ave ac:0.018531,0.028823 Initialization: 6.105000 Memcpy Classifiers: 0.226000 Memcpy Instances: 7.288000 Kernel 1: 0.023000 Kernel 2: 65.385002 Copyback: 0.017000 Sum: 0.023000 It 30,Best ac:0.004369 0.727273 fi:0.410141. Ave ac:0.014806,0.029361 Initialization: 5.608000 Memcpy Classifiers: 0.227000 Memcpy Instances: 7.286000 Kernel 1: 0.025000 Kernel 2: 66.134003 Copyback: 0.017000 Sum: 0.022000 It 31,Best ac:0.006282 0.696970 fi:0.445020. Ave ac:0.020084,0.034184 Initialization: 5.756000 Memcpy Classifiers: 0.282000 Memcpy Instances: 7.755000 Kernel 1: 0.023000 Kernel 2: 64.350998 Copyback: 0.017000 Sum: 0.021000 It 32,Best ac:0.003550 0.928571 fi:0.217360. Ave ac:0.017176,0.033138 Initialization: 5.610000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.750000 Kernel 1: 0.023000 Kernel 2: 65.053001 Copyback: 0.017000 Sum: 0.024000 It 33,Best ac:0.005190 0.575758 fi:0.579826. Ave ac:0.014670,0.028990 Initialization: 30.361000 Memcpy Instances: 362.872986 Memcpy Classifiers: 0.098000 Kernel 1: 0.025000 Kernel 2: 461.553009 Copyback: 0.016000 Sum: 0.013000 Memcpy Classifiers: 0.095000 Kernel 1: 0.015000 Kernel 2: 450.877991 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.284000 Kernel 1: 0.014000 Kernel 2: 467.529999 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.095000 Kernel 1: 0.012000 Kernel 2: 453.197998 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.094000 Kernel 1: 0.013000 Kernel 2: 477.653015 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.095000 Kernel 1: 0.014000 Kernel 2: 445.399994 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.095000 Kernel 1: 0.013000 Kernel 2: 451.364990 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.095000 Kernel 1: 0.013000 Kernel 2: 467.716003 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.060000 Kernel 1: 0.013000 Kernel 2: 188.882996 Copyback: 0.023000 Sum: 0.004000 It 34,Best ac:0.004146 0.496728 fi:0.688979. Ave ac:0.019953,0.061710 Best acc 0.004146 0.496728 Rule:Att PSSM_0_5 is [-2.261111,6.797959]|Att PSSM_0_12 is [<-3.209339]|Att PSSM_4_12 is [-6.514519,-0.762750]|Att PSSM_4_14 is [-3.789618,8.491885]|1 Accuracy : 0.786292 0 1 147913 16167 33977 36581 Removed 1172 instances. 181890 Instances left. Acc of rule 0.003234-0.505119 Initialization: 5.734000 Memcpy Classifiers: 0.538000 Memcpy Instances: 7.295000 Kernel 1: 0.026000 Kernel 2: 88.205002 Copyback: 0.017000 Sum: 0.048000 Initial population average accuracy1:0.005578 accuracy2:0.191641 Initialization: 5.967000 Memcpy Classifiers: 0.470000 Memcpy Instances: 7.316000 Kernel 1: 0.023000 Kernel 2: 92.906998 Copyback: 0.019000 Sum: 0.030000 It 0,Best ac:0.001649 1.000000 fi:0.522402. Ave ac:0.010151,0.016096 Initialization: 5.617000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.708000 Kernel 1: 0.024000 Kernel 2: 93.899002 Copyback: 0.017000 Sum: 0.031000 It 1,Best ac:0.004398 0.470588 fi:0.628710. Ave ac:0.011549,0.014578 Initialization: 5.644000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.257000 Kernel 1: 0.023000 Kernel 2: 92.212997 Copyback: 0.018000 Sum: 0.030000 It 2,Best ac:0.005499 0.454545 fi:0.644150. Ave ac:0.011551,0.014615 Initialization: 6.728000 Memcpy Classifiers: 0.399000 Memcpy Instances: 7.601000 Kernel 1: 0.022000 Kernel 2: 89.466003 Copyback: 0.017000 Sum: 0.029000 It 3,Best ac:0.004949 0.439024 fi:0.659971. Ave ac:0.010168,0.012170 Initialization: 5.648000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.224000 Kernel 1: 0.143000 Kernel 2: 89.774002 Copyback: 0.017000 Sum: 0.031000 It 4,Best ac:0.003299 0.571429 fi:0.528465. Ave ac:0.012375,0.014894 Initialization: 6.089000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.258000 Kernel 1: 0.024000 Kernel 2: 87.592003 Copyback: 0.018000 Sum: 0.031000 It 5,Best ac:0.003848 0.700000 fi:0.399597. Ave ac:0.009794,0.011702 Initialization: 5.586000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.216000 Kernel 1: 0.023000 Kernel 2: 88.835999 Copyback: 0.017000 Sum: 0.028000 It 6,Best ac:0.005774 0.583333 fi:0.515212. Ave ac:0.008773,0.009851 Initialization: 5.756000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.263000 Kernel 1: 0.023000 Kernel 2: 90.436996 Copyback: 0.017000 Sum: 0.027000 It 7,Best ac:0.003849 0.560000 fi:0.539594. Ave ac:0.008912,0.012078 Initialization: 5.574000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.209000 Kernel 1: 0.023000 Kernel 2: 88.028999 Copyback: 0.017000 Sum: 0.026000 It 8,Best ac:0.007974 0.517857 fi:0.579491. Ave ac:0.009582,0.014021 Initialization: 5.593000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.678000 Kernel 1: 0.023000 Kernel 2: 87.831001 Copyback: 0.017000 Sum: 0.029000 It 9,Best ac:0.003299 0.571429 fi:0.528465. Ave ac:0.009542,0.010344 Iteration 10:MDL fitness activated Error 0.528465 TL 0.031279 MDL Theory Length Weight: 5.6317697384 (5) Initialization: 5.647000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.223000 Kernel 1: 0.023000 Kernel 2: 85.674004 Copyback: 0.017000 Sum: 0.029000 It 10,Best ac:0.009346 0.548387 fi:0.678419. Ave ac:0.009350,0.011391 Initialization: 5.539000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.226000 Kernel 1: 0.023000 Kernel 2: 84.255997 Copyback: 0.017000 Sum: 0.030000 It 11,Best ac:0.003848 0.538462 fi:0.707491. Ave ac:0.009969,0.011724 Initialization: 5.592000 Memcpy Classifiers: 0.350000 Memcpy Instances: 7.229000 Kernel 1: 0.023000 Kernel 2: 84.348999 Copyback: 0.016000 Sum: 0.032000 It 12,Best ac:0.005772 0.583333 fi:0.617390. Ave ac:0.011924,0.013992 Initialization: 5.636000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.223000 Kernel 1: 0.024000 Kernel 2: 77.928001 Copyback: 0.018000 Sum: 0.031000 It 13,Best ac:0.003024 0.611111 fi:0.622875. Ave ac:0.012715,0.014647 Initialization: 5.545000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.246000 Kernel 1: 0.024000 Kernel 2: 74.550003 Copyback: 0.017000 Sum: 0.027000 It 14,Best ac:0.003299 0.666667 fi:0.508082. Ave ac:0.013031,0.015456 Initialization: 5.638000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.239000 Kernel 1: 0.023000 Kernel 2: 74.570999 Copyback: 0.017000 Sum: 0.022000 It 15,Best ac:0.004398 0.615385 fi:0.548426. Ave ac:0.017908,0.023740 Initialization: 5.529000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.224000 Kernel 1: 0.024000 Kernel 2: 71.666000 Copyback: 0.017000 Sum: 0.024000 It 16,Best ac:0.005499 0.555556 fi:0.615081. Ave ac:0.013784,0.019935 Initialization: 5.579000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.220000 Kernel 1: 0.023000 Kernel 2: 67.555000 Copyback: 0.018000 Sum: 0.021000 It 17,Best ac:0.006047 0.578947 fi:0.583988. Ave ac:0.017243,0.028667 Initialization: 5.572000 Memcpy Classifiers: 0.227000 Memcpy Instances: 7.226000 Kernel 1: 0.023000 Kernel 2: 66.011002 Copyback: 0.018000 Sum: 0.020000 It 18,Best ac:0.004674 0.653846 fi:0.492467. Ave ac:0.018330,0.031620 Initialization: 5.612000 Memcpy Classifiers: 0.226000 Memcpy Instances: 7.200000 Kernel 1: 0.023000 Kernel 2: 64.796997 Copyback: 0.017000 Sum: 0.023000 It 19,Best ac:0.002750 0.769231 fi:0.536305. Ave ac:0.018809,0.036114 Initialization: 5.571000 Memcpy Classifiers: 0.204000 Memcpy Instances: 7.316000 Kernel 1: 0.022000 Kernel 2: 65.667000 Copyback: 0.018000 Sum: 0.021000 It 20,Best ac:0.006049 0.594595 fi:0.554709. Ave ac:0.016662,0.032084 Initialization: 5.980000 Memcpy Classifiers: 0.205000 Memcpy Instances: 7.230000 Kernel 1: 0.023000 Kernel 2: 64.003998 Copyback: 0.017000 Sum: 0.022000 It 21,Best ac:0.006047 0.733333 fi:0.430988. Ave ac:0.021813,0.033670 Initialization: 5.611000 Memcpy Classifiers: 0.204000 Memcpy Instances: 7.329000 Kernel 1: 0.024000 Kernel 2: 62.994999 Copyback: 0.017000 Sum: 0.021000 It 22,Best ac:0.003024 0.733333 fi:0.448656. Ave ac:0.022001,0.033673 Initialization: 5.639000 Memcpy Classifiers: 0.227000 Memcpy Instances: 7.533000 Kernel 1: 0.022000 Kernel 2: 62.033001 Copyback: 0.017000 Sum: 0.022000 It 23,Best ac:0.004946 0.642857 fi:0.522067. Ave ac:0.019409,0.032857 Initialization: 5.695000 Memcpy Classifiers: 0.204000 Memcpy Instances: 7.202000 Kernel 1: 0.023000 Kernel 2: 63.776001 Copyback: 0.017000 Sum: 0.019000 It 24,Best ac:0.003574 0.684211 fi:0.484236. Ave ac:0.019694,0.035560 Initialization: 5.566000 Memcpy Classifiers: 0.226000 Memcpy Instances: 7.255000 Kernel 1: 0.023000 Kernel 2: 62.187000 Copyback: 0.017000 Sum: 0.020000 It 25,Best ac:0.004948 0.642857 fi:0.526983. Ave ac:0.016437,0.029446 Initialization: 5.609000 Memcpy Classifiers: 0.226000 Memcpy Instances: 7.261000 Kernel 1: 0.024000 Kernel 2: 62.091000 Copyback: 0.017000 Sum: 0.021000 It 26,Best ac:0.004398 0.695652 fi:0.472640. Ave ac:0.015019,0.031341 Initialization: 5.544000 Memcpy Classifiers: 0.733000 Memcpy Instances: 7.629000 Kernel 1: 0.021000 Kernel 2: 61.803001 Copyback: 0.017000 Sum: 0.022000 It 27,Best ac:0.003848 0.777778 fi:0.393936. Ave ac:0.017018,0.037208 Initialization: 6.874000 Memcpy Classifiers: 0.247000 Memcpy Instances: 7.489000 Kernel 1: 0.022000 Kernel 2: 63.096001 Copyback: 0.020000 Sum: 0.021000 It 28,Best ac:0.005498 0.588235 fi:0.596319. Ave ac:0.015174,0.032564 Initialization: 5.564000 Memcpy Classifiers: 0.282000 Memcpy Instances: 7.402000 Kernel 1: 0.024000 Kernel 2: 63.716999 Copyback: 0.017000 Sum: 0.020000 It 29,Best ac:0.004674 0.586207 fi:0.557779. Ave ac:0.018857,0.037680 Initialization: 5.560000 Memcpy Classifiers: 0.227000 Memcpy Instances: 7.208000 Kernel 1: 0.023000 Kernel 2: 61.689999 Copyback: 0.017000 Sum: 0.021000 It 30,Best ac:0.005772 0.538462 fi:0.606932. Ave ac:0.023088,0.046436 Initialization: 5.585000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.288000 Kernel 1: 0.023000 Kernel 2: 64.195000 Copyback: 0.017000 Sum: 0.022000 It 31,Best ac:0.004124 0.652174 fi:0.533526. Ave ac:0.020875,0.034905 Initialization: 5.566000 Memcpy Classifiers: 0.189000 Memcpy Instances: 7.228000 Kernel 1: 0.024000 Kernel 2: 63.474998 Copyback: 0.017000 Sum: 0.021000 It 32,Best ac:0.002750 0.909091 fi:0.354643. Ave ac:0.019943,0.033766 Initialization: 5.613000 Memcpy Classifiers: 0.204000 Memcpy Instances: 7.258000 Kernel 1: 0.024000 Kernel 2: 63.157001 Copyback: 0.017000 Sum: 0.023000 It 33,Best ac:0.004123 0.681818 fi:0.478077. Ave ac:0.015091,0.028964 Initialization: 30.877001 Memcpy Instances: 359.980988 Memcpy Classifiers: 0.067000 Kernel 1: 0.024000 Kernel 2: 551.856995 Copyback: 0.016000 Sum: 0.014000 Memcpy Classifiers: 0.059000 Kernel 1: 0.015000 Kernel 2: 544.851990 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 551.750000 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 464.299988 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 566.612000 Copyback: 0.368000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 550.958984 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 467.864014 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.018000 Kernel 2: 563.288025 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.048000 Kernel 1: 0.013000 Kernel 2: 142.520996 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.003299 0.502092 fi:0.663728. Ave ac:0.014769,0.048222 Best acc 0.003299 0.502092 Initialization: 5.646000 Memcpy Classifiers: 0.578000 Memcpy Instances: 7.221000 Kernel 1: 0.025000 Kernel 2: 90.338997 Copyback: 0.018000 Sum: 0.051000 Initial population average accuracy1:0.005889 accuracy2:0.196740 Initialization: 5.561000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.257000 Kernel 1: 0.024000 Kernel 2: 94.750000 Copyback: 0.022000 Sum: 0.030000 It 0,Best ac:0.003574 0.565217 fi:0.534527. Ave ac:0.008800,0.011207 Initialization: 5.621000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.228000 Kernel 1: 0.022000 Kernel 2: 92.737000 Copyback: 0.018000 Sum: 0.028000 It 1,Best ac:0.002750 0.666667 fi:0.536164. Ave ac:0.009271,0.012108 Initialization: 5.945000 Memcpy Classifiers: 0.488000 Memcpy Instances: 7.234000 Kernel 1: 0.023000 Kernel 2: 93.445999 Copyback: 0.017000 Sum: 0.028000 It 2,Best ac:0.006872 0.510204 fi:0.587743. Ave ac:0.010030,0.012260 Initialization: 5.569000 Memcpy Classifiers: 0.399000 Memcpy Instances: 7.264000 Kernel 1: 0.023000 Kernel 2: 90.588997 Copyback: 0.018000 Sum: 0.032000 It 3,Best ac:0.003023 0.647059 fi:0.477344. Ave ac:0.009663,0.009900 Initialization: 6.067000 Memcpy Classifiers: 0.417000 Memcpy Instances: 7.226000 Kernel 1: 0.023000 Kernel 2: 90.108002 Copyback: 0.017000 Sum: 0.032000 It 4,Best ac:0.004673 0.809524 fi:0.289625. Ave ac:0.009616,0.009498 Initialization: 5.651000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.442000 Kernel 1: 0.023000 Kernel 2: 93.085999 Copyback: 0.017000 Sum: 0.033000 It 5,Best ac:0.004397 0.615385 fi:0.483914. Ave ac:0.010336,0.009604 Initialization: 5.597000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.220000 Kernel 1: 0.022000 Kernel 2: 93.124001 Copyback: 0.017000 Sum: 0.032000 It 6,Best ac:0.003299 0.600000 fi:0.499894. Ave ac:0.009392,0.008963 Initialization: 5.600000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.986000 Kernel 1: 0.023000 Kernel 2: 94.512001 Copyback: 0.017000 Sum: 0.030000 It 7,Best ac:0.004949 0.666667 fi:0.432328. Ave ac:0.009200,0.008726 Initialization: 5.562000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.212000 Kernel 1: 0.023000 Kernel 2: 92.134003 Copyback: 0.017000 Sum: 0.031000 It 8,Best ac:0.003573 0.650000 fi:0.449744. Ave ac:0.007671,0.007390 Initialization: 5.549000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.247000 Kernel 1: 0.024000 Kernel 2: 90.391998 Copyback: 0.017000 Sum: 0.033000 It 9,Best ac:0.003299 0.923077 fi:0.176819. Ave ac:0.006851,0.006576 Iteration 10:MDL fitness activated Error 0.176819 TL 0.049548 MDL Theory Length Weight: 1.1895589027 (1) Initialization: 5.525000 Memcpy Classifiers: 0.476000 Memcpy Instances: 7.414000 Kernel 1: 0.022000 Kernel 2: 87.308998 Copyback: 0.017000 Sum: 0.035000 It 10,Best ac:0.004122 0.600000 fi:0.537717. Ave ac:0.004830,0.005761 Initialization: 5.636000 Memcpy Classifiers: 0.452000 Memcpy Instances: 7.288000 Kernel 1: 0.024000 Kernel 2: 87.906998 Copyback: 0.017000 Sum: 0.033000 It 11,Best ac:0.003574 0.684211 fi:0.451437. Ave ac:0.007632,0.008900 Initialization: 5.543000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.219000 Kernel 1: 0.024000 Kernel 2: 86.164001 Copyback: 0.017000 Sum: 0.030000 It 12,Best ac:0.003573 0.619048 fi:0.509998. Ave ac:0.007054,0.006942 Initialization: 5.546000 Memcpy Classifiers: 0.461000 Memcpy Instances: 7.210000 Kernel 1: 0.024000 Kernel 2: 84.165001 Copyback: 0.017000 Sum: 0.031000 It 13,Best ac:0.003848 0.736842 fi:0.410696. Ave ac:0.007938,0.007779 Initialization: 5.639000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.271000 Kernel 1: 0.023000 Kernel 2: 83.142998 Copyback: 0.016000 Sum: 0.035000 It 14,Best ac:0.006874 0.714286 fi:0.422137. Ave ac:0.007051,0.006536 Initialization: 5.590000 Memcpy Classifiers: 0.479000 Memcpy Instances: 7.597000 Kernel 1: 0.023000 Kernel 2: 82.684998 Copyback: 0.016000 Sum: 0.030000 It 15,Best ac:0.006872 0.657895 fi:0.485067. Ave ac:0.006427,0.005958 Initialization: 5.857000 Memcpy Classifiers: 0.435000 Memcpy Instances: 7.230000 Kernel 1: 0.023000 Kernel 2: 83.649002 Copyback: 0.017000 Sum: 0.032000 It 16,Best ac:0.003849 0.736842 fi:0.405051. Ave ac:0.006720,0.005924 Initialization: 5.606000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.275000 Kernel 1: 0.023000 Kernel 2: 82.936996 Copyback: 0.017000 Sum: 0.031000 It 17,Best ac:0.005223 0.730769 fi:0.409316. Ave ac:0.006075,0.005581 Initialization: 5.575000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.779000 Kernel 1: 0.023000 Kernel 2: 82.414001 Copyback: 0.017000 Sum: 0.029000 It 18,Best ac:0.004672 0.708333 fi:0.432755. Ave ac:0.005717,0.005373 Initialization: 6.314000 Memcpy Classifiers: 0.524000 Memcpy Instances: 7.351000 Kernel 1: 0.022000 Kernel 2: 83.180000 Copyback: 0.018000 Sum: 0.029000 It 19,Best ac:0.003024 0.733333 fi:0.420369. Ave ac:0.006617,0.005803 Initialization: 5.548000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.302000 Kernel 1: 0.023000 Kernel 2: 82.819000 Copyback: 0.017000 Sum: 0.032000 It 20,Best ac:0.009071 0.687500 fi:0.443419. Ave ac:0.006672,0.005141 Initialization: 6.089000 Memcpy Classifiers: 0.435000 Memcpy Instances: 7.247000 Kernel 1: 0.022000 Kernel 2: 84.150002 Copyback: 0.023000 Sum: 0.036000 It 21,Best ac:0.003299 0.857143 fi:0.288735. Ave ac:0.006839,0.005428 Initialization: 5.620000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.292000 Kernel 1: 0.022000 Kernel 2: 80.635002 Copyback: 0.017000 Sum: 0.031000 It 22,Best ac:0.002749 0.833333 fi:0.418929. Ave ac:0.006647,0.005551 Initialization: 5.523000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.240000 Kernel 1: 0.024000 Kernel 2: 78.980003 Copyback: 0.016000 Sum: 0.031000 It 23,Best ac:0.004123 0.714286 fi:0.411706. Ave ac:0.007038,0.006351 Initialization: 5.572000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.227000 Kernel 1: 0.023000 Kernel 2: 79.570000 Copyback: 0.017000 Sum: 0.029000 It 24,Best ac:0.004398 0.800000 fi:0.356141. Ave ac:0.006378,0.006527 Initialization: 5.601000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.259000 Kernel 1: 0.022000 Kernel 2: 79.598000 Copyback: 0.016000 Sum: 0.030000 It 25,Best ac:0.004673 0.708333 fi:0.426464. Ave ac:0.006089,0.005196 Initialization: 5.697000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.361000 Kernel 1: 0.024000 Kernel 2: 79.973999 Copyback: 0.017000 Sum: 0.028000 It 26,Best ac:0.004948 0.620690 fi:0.508526. Ave ac:0.006202,0.005019 Initialization: 5.683000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.737000 Kernel 1: 0.023000 Kernel 2: 79.722000 Copyback: 0.017000 Sum: 0.035000 It 27,Best ac:0.005224 0.760000 fi:0.373759. Ave ac:0.006984,0.005383 Initialization: 5.579000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.325000 Kernel 1: 0.022000 Kernel 2: 78.885002 Copyback: 0.017000 Sum: 0.036000 It 28,Best ac:0.004949 0.782609 fi:0.351430. Ave ac:0.005234,0.004155 Initialization: 5.545000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.645000 Kernel 1: 0.022000 Kernel 2: 78.808998 Copyback: 0.017000 Sum: 0.034000 It 29,Best ac:0.006874 0.641026 fi:0.487096. Ave ac:0.005067,0.004171 Initialization: 5.574000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.253000 Kernel 1: 0.023000 Kernel 2: 77.404999 Copyback: 0.017000 Sum: 0.026000 It 30,Best ac:0.004398 0.695652 fi:0.441277. Ave ac:0.005292,0.005070 MDL Theory Length Weight: 1.0706030124 (10) Initialization: 5.571000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.253000 Kernel 1: 0.022000 Kernel 2: 79.996002 Copyback: 0.017000 Sum: 0.030000 It 31,Best ac:0.003024 0.733333 fi:0.421917. Ave ac:0.006912,0.004706 Initialization: 5.575000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.206000 Kernel 1: 0.024000 Kernel 2: 81.710999 Copyback: 0.017000 Sum: 0.031000 It 32,Best ac:0.004673 0.850000 fi:0.277278. Ave ac:0.005578,0.004150 Initialization: 5.569000 Memcpy Classifiers: 0.414000 Memcpy Instances: 7.250000 Kernel 1: 0.023000 Kernel 2: 79.650002 Copyback: 0.017000 Sum: 0.030000 It 33,Best ac:0.005223 0.703704 fi:0.421567. Ave ac:0.005049,0.003823 Initialization: 31.002001 Memcpy Instances: 412.158997 Memcpy Classifiers: 0.099000 Kernel 1: 0.025000 Kernel 2: 577.463013 Copyback: 0.016000 Sum: 0.014000 Memcpy Classifiers: 0.097000 Kernel 1: 0.015000 Kernel 2: 661.953979 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.097000 Kernel 1: 0.015000 Kernel 2: 575.478027 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.095000 Kernel 1: 0.013000 Kernel 2: 657.793030 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.096000 Kernel 1: 0.015000 Kernel 2: 659.754028 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.096000 Kernel 1: 0.013000 Kernel 2: 664.047974 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.096000 Kernel 1: 0.013000 Kernel 2: 570.999023 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.096000 Kernel 1: 0.013000 Kernel 2: 658.111023 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.054000 Kernel 1: 0.013000 Kernel 2: 166.498001 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.003854 0.547656 fi:0.579131. Ave ac:0.006113,0.016424 Best acc 0.003854 0.547656 Rule:Att PSSM_-3_12 is [-4.906512,-1.093488]|Att PSSM_-3_17 is [-3.083486,5.447481]|Att PSSM_-1_12 is [-4.296508,-2.774996]|Att PSSM_0_2 is [-6.267517,-1.732483]|Att PSSM_0_4 is [<-1.342074]|Att PSSM_1_12 is [-6.609511,-1.390489]|Att PSSM_1_16 is [<5.842742]|Att PSSM_4_12 is [<0.280559]|1 Accuracy : 0.786812 0 1 147334 16746 33276 37282 Removed 1280 instances. 180610 Instances left. Acc of rule 0.003854-0.547656 Initialization: 5.712000 Memcpy Classifiers: 0.558000 Memcpy Instances: 7.920000 Kernel 1: 0.023000 Kernel 2: 89.681999 Copyback: 0.017000 Sum: 0.041000 Initial population average accuracy1:0.004984 accuracy2:0.183377 Initialization: 5.597000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.195000 Kernel 1: 0.023000 Kernel 2: 93.481003 Copyback: 0.017000 Sum: 0.035000 It 0,Best ac:0.007754 0.437500 fi:0.659909. Ave ac:0.008500,0.010937 Initialization: 5.525000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.160000 Kernel 1: 0.024000 Kernel 2: 94.094002 Copyback: 0.017000 Sum: 0.032000 It 1,Best ac:0.004708 0.485714 fi:0.613377. Ave ac:0.010216,0.013283 Initialization: 5.654000 Memcpy Classifiers: 0.452000 Memcpy Instances: 7.206000 Kernel 1: 0.023000 Kernel 2: 93.752998 Copyback: 0.017000 Sum: 0.030000 It 2,Best ac:0.003876 0.518519 fi:0.581031. Ave ac:0.010631,0.012579 Initialization: 5.568000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.098000 Kernel 1: 0.023000 Kernel 2: 92.306999 Copyback: 0.017000 Sum: 0.028000 It 3,Best ac:0.006091 0.500000 fi:0.598332. Ave ac:0.009967,0.012114 Initialization: 5.517000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.658000 Kernel 1: 0.023000 Kernel 2: 92.002998 Copyback: 0.017000 Sum: 0.033000 It 4,Best ac:0.004153 0.600000 fi:0.499401. Ave ac:0.009353,0.012628 Initialization: 5.602000 Memcpy Classifiers: 0.473000 Memcpy Instances: 7.206000 Kernel 1: 0.023000 Kernel 2: 90.422997 Copyback: 0.018000 Sum: 0.033000 It 5,Best ac:0.004153 0.535714 fi:0.563683. Ave ac:0.010314,0.013872 Initialization: 5.534000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.200000 Kernel 1: 0.023000 Kernel 2: 89.038002 Copyback: 0.019000 Sum: 0.033000 It 6,Best ac:0.004430 0.571429 fi:0.527816. Ave ac:0.009163,0.010305 Initialization: 5.538000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.174000 Kernel 1: 0.023000 Kernel 2: 90.974998 Copyback: 0.017000 Sum: 0.030000 It 7,Best ac:0.003877 0.583333 fi:0.516217. Ave ac:0.009394,0.012196 Initialization: 5.513000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.151000 Kernel 1: 0.023000 Kernel 2: 89.435997 Copyback: 0.018000 Sum: 0.030000 It 8,Best ac:0.003599 0.590909 fi:0.508794. Ave ac:0.010400,0.010654 Initialization: 5.575000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.186000 Kernel 1: 0.023000 Kernel 2: 87.192001 Copyback: 0.017000 Sum: 0.031000 It 9,Best ac:0.003599 0.684211 fi:0.415492. Ave ac:0.008063,0.009349 Iteration 10:MDL fitness activated Error 0.415492 TL 0.036148 MDL Theory Length Weight: 3.8314193920 (1) Initialization: 6.014000 Memcpy Classifiers: 0.615000 Memcpy Instances: 7.227000 Kernel 1: 0.022000 Kernel 2: 83.492996 Copyback: 0.017000 Sum: 0.032000 It 10,Best ac:0.003600 0.590909 fi:0.620746. Ave ac:0.007286,0.010745 Initialization: 5.614000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.178000 Kernel 1: 0.023000 Kernel 2: 81.384003 Copyback: 0.018000 Sum: 0.035000 It 11,Best ac:0.003045 0.611111 fi:0.594108. Ave ac:0.009430,0.010765 Initialization: 5.553000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.169000 Kernel 1: 0.023000 Kernel 2: 77.782997 Copyback: 0.017000 Sum: 0.033000 It 12,Best ac:0.003045 0.785714 fi:0.398277. Ave ac:0.010604,0.011971 Initialization: 5.950000 Memcpy Classifiers: 0.353000 Memcpy Instances: 7.227000 Kernel 1: 0.022000 Kernel 2: 78.232002 Copyback: 0.017000 Sum: 0.029000 It 13,Best ac:0.004428 0.666667 fi:0.514778. Ave ac:0.010352,0.012438 Initialization: 5.569000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.152000 Kernel 1: 0.024000 Kernel 2: 73.488998 Copyback: 0.017000 Sum: 0.028000 It 14,Best ac:0.004430 0.666667 fi:0.513998. Ave ac:0.011914,0.014848 Initialization: 5.548000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.189000 Kernel 1: 0.023000 Kernel 2: 73.335999 Copyback: 0.016000 Sum: 0.030000 It 15,Best ac:0.003322 0.750000 fi:0.446154. Ave ac:0.010531,0.013632 Initialization: 5.772000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.184000 Kernel 1: 0.024000 Kernel 2: 72.804001 Copyback: 0.018000 Sum: 0.027000 It 16,Best ac:0.003599 0.722222 fi:0.492607. Ave ac:0.008271,0.009750 Initialization: 5.572000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.211000 Kernel 1: 0.023000 Kernel 2: 74.876999 Copyback: 0.018000 Sum: 0.031000 It 17,Best ac:0.003323 0.631579 fi:0.553885. Ave ac:0.008181,0.009352 Initialization: 5.640000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.172000 Kernel 1: 0.023000 Kernel 2: 74.233002 Copyback: 0.017000 Sum: 0.026000 It 18,Best ac:0.006919 0.675676 fi:0.496127. Ave ac:0.009825,0.012236 Initialization: 5.605000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.160000 Kernel 1: 0.022000 Kernel 2: 72.952003 Copyback: 0.017000 Sum: 0.028000 It 19,Best ac:0.003045 0.785714 fi:0.421101. Ave ac:0.009857,0.010176 Initialization: 5.657000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.155000 Kernel 1: 0.024000 Kernel 2: 71.264999 Copyback: 0.017000 Sum: 0.026000 It 20,Best ac:0.004983 0.666667 fi:0.503688. Ave ac:0.007552,0.010251 Initialization: 5.553000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.154000 Kernel 1: 0.024000 Kernel 2: 71.309998 Copyback: 0.017000 Sum: 0.029000 It 21,Best ac:0.003323 0.545455 fi:0.637470. Ave ac:0.006574,0.009332 MDL Theory Length Weight: 3.4482774528 (10) Initialization: 5.493000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.157000 Kernel 1: 0.023000 Kernel 2: 71.573997 Copyback: 0.018000 Sum: 0.021000 It 22,Best ac:0.003875 0.736842 fi:0.439520. Ave ac:0.013136,0.015069 Initialization: 5.485000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.163000 Kernel 1: 0.024000 Kernel 2: 69.927002 Copyback: 0.017000 Sum: 0.022000 It 23,Best ac:0.003045 0.733333 fi:0.413263. Ave ac:0.010325,0.016156 Initialization: 5.466000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.157000 Kernel 1: 0.024000 Kernel 2: 69.705002 Copyback: 0.017000 Sum: 0.024000 It 24,Best ac:0.003045 0.785714 fi:0.420604. Ave ac:0.010349,0.020565 Initialization: 6.302000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.169000 Kernel 1: 0.023000 Kernel 2: 70.709999 Copyback: 0.017000 Sum: 0.024000 It 25,Best ac:0.003875 0.560000 fi:0.622359. Ave ac:0.008286,0.013032 Initialization: 5.541000 Memcpy Classifiers: 0.282000 Memcpy Instances: 7.188000 Kernel 1: 0.023000 Kernel 2: 70.748001 Copyback: 0.017000 Sum: 0.027000 It 26,Best ac:0.004153 0.681818 fi:0.494453. Ave ac:0.009937,0.015469 Initialization: 5.537000 Memcpy Classifiers: 0.339000 Memcpy Instances: 7.178000 Kernel 1: 0.023000 Kernel 2: 72.098999 Copyback: 0.017000 Sum: 0.024000 It 27,Best ac:0.003045 0.611111 fi:0.548636. Ave ac:0.012153,0.019807 Initialization: 5.538000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.177000 Kernel 1: 0.023000 Kernel 2: 70.122002 Copyback: 0.017000 Sum: 0.022000 It 28,Best ac:0.003321 0.750000 fi:0.394989. Ave ac:0.012032,0.012203 Initialization: 5.514000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.233000 Kernel 1: 0.023000 Kernel 2: 68.652000 Copyback: 0.017000 Sum: 0.024000 It 29,Best ac:0.003876 0.636364 fi:0.516382. Ave ac:0.008573,0.009361 Initialization: 5.616000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.670000 Kernel 1: 0.023000 Kernel 2: 68.343002 Copyback: 0.017000 Sum: 0.022000 It 30,Best ac:0.003321 0.705882 fi:0.460304. Ave ac:0.009960,0.011842 Initialization: 5.494000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.169000 Kernel 1: 0.024000 Kernel 2: 68.928001 Copyback: 0.017000 Sum: 0.025000 It 31,Best ac:0.004707 0.739130 fi:0.393867. Ave ac:0.008857,0.011758 Initialization: 5.519000 Memcpy Classifiers: 0.312000 Memcpy Instances: 7.205000 Kernel 1: 0.023000 Kernel 2: 69.805000 Copyback: 0.017000 Sum: 0.026000 It 32,Best ac:0.003046 0.733333 fi:0.426971. Ave ac:0.005984,0.009238 Initialization: 5.501000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.169000 Kernel 1: 0.023000 Kernel 2: 68.837997 Copyback: 0.017000 Sum: 0.025000 It 33,Best ac:0.003045 0.846154 fi:0.314730. Ave ac:0.008573,0.008860 Initialization: 30.862000 Memcpy Instances: 361.938995 Memcpy Classifiers: 0.069000 Kernel 1: 0.023000 Kernel 2: 597.085022 Copyback: 0.016000 Sum: 0.018000 Memcpy Classifiers: 0.063000 Kernel 1: 0.016000 Kernel 2: 593.146973 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 584.085022 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.067000 Kernel 1: 0.015000 Kernel 2: 579.257996 Copyback: 0.366000 Sum: 0.003000 Memcpy Classifiers: 0.067000 Kernel 1: 0.016000 Kernel 2: 576.721008 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 588.517029 Copyback: 0.016000 Sum: 0.004000 Memcpy Classifiers: 0.067000 Kernel 1: 0.015000 Kernel 2: 598.083984 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.067000 Kernel 1: 0.014000 Kernel 2: 592.497009 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.042000 Kernel 1: 0.014000 Kernel 2: 113.677002 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.003765 0.457912 fi:0.675603. Ave ac:0.006800,0.018855 Best acc 0.003765 0.457912 Initialization: 5.568000 Memcpy Classifiers: 0.539000 Memcpy Instances: 7.192000 Kernel 1: 0.025000 Kernel 2: 90.139000 Copyback: 0.018000 Sum: 0.044000 Initial population average accuracy1:0.004927 accuracy2:0.182770 Initialization: 6.287000 Memcpy Classifiers: 0.543000 Memcpy Instances: 7.211000 Kernel 1: 0.023000 Kernel 2: 93.480003 Copyback: 0.017000 Sum: 0.036000 It 0,Best ac:0.003875 0.451613 fi:0.647940. Ave ac:0.008053,0.010537 Initialization: 5.567000 Memcpy Classifiers: 0.490000 Memcpy Instances: 7.187000 Kernel 1: 0.023000 Kernel 2: 97.900002 Copyback: 0.017000 Sum: 0.029000 It 1,Best ac:0.005816 0.477273 fi:0.621207. Ave ac:0.010060,0.011496 Initialization: 5.998000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.071000 Kernel 1: 0.023000 Kernel 2: 92.199997 Copyback: 0.017000 Sum: 0.033000 It 2,Best ac:0.006091 0.500000 fi:0.598327. Ave ac:0.011267,0.014329 Initialization: 5.595000 Memcpy Classifiers: 0.486000 Memcpy Instances: 7.161000 Kernel 1: 0.024000 Kernel 2: 92.958000 Copyback: 0.018000 Sum: 0.032000 It 3,Best ac:0.003876 0.500000 fi:0.599550. Ave ac:0.010626,0.012457 Initialization: 5.519000 Memcpy Classifiers: 0.576000 Memcpy Instances: 7.254000 Kernel 1: 0.023000 Kernel 2: 91.295998 Copyback: 0.017000 Sum: 0.031000 It 4,Best ac:0.004431 0.533333 fi:0.565911. Ave ac:0.011494,0.013566 Initialization: 6.226000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.516000 Kernel 1: 0.022000 Kernel 2: 91.691002 Copyback: 0.017000 Sum: 0.028000 It 5,Best ac:0.004983 0.545455 fi:0.553484. Ave ac:0.011595,0.013211 Initialization: 5.541000 Memcpy Classifiers: 0.414000 Memcpy Instances: 7.159000 Kernel 1: 0.023000 Kernel 2: 91.126999 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.003875 0.736842 fi:0.362711. Ave ac:0.007655,0.008878 Initialization: 5.590000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.158000 Kernel 1: 0.024000 Kernel 2: 92.962997 Copyback: 0.017000 Sum: 0.031000 It 7,Best ac:0.003321 0.571429 fi:0.528430. Ave ac:0.007398,0.009297 Initialization: 5.479000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.281000 Kernel 1: 0.023000 Kernel 2: 94.847000 Copyback: 0.017000 Sum: 0.027000 It 8,Best ac:0.003323 0.521739 fi:0.578117. Ave ac:0.007256,0.010089 Initialization: 5.527000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.164000 Kernel 1: 0.023000 Kernel 2: 92.315002 Copyback: 0.017000 Sum: 0.031000 It 9,Best ac:0.003875 0.636364 fi:0.463190. Ave ac:0.007251,0.008370 Iteration 10:MDL fitness activated Error 0.463190 TL 0.031046 MDL Theory Length Weight: 4.9731866785 (4) Initialization: 6.282000 Memcpy Classifiers: 0.381000 Memcpy Instances: 7.221000 Kernel 1: 0.024000 Kernel 2: 90.196999 Copyback: 0.016000 Sum: 0.028000 It 10,Best ac:0.004430 0.592593 fi:0.606493. Ave ac:0.005312,0.010104 Initialization: 5.612000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.159000 Kernel 1: 0.023000 Kernel 2: 89.194000 Copyback: 0.017000 Sum: 0.031000 It 11,Best ac:0.004983 0.642857 fi:0.555923. Ave ac:0.006667,0.010896 Initialization: 5.521000 Memcpy Classifiers: 0.360000 Memcpy Instances: 7.161000 Kernel 1: 0.025000 Kernel 2: 85.369003 Copyback: 0.019000 Sum: 0.035000 It 12,Best ac:0.003045 0.523810 fi:0.659835. Ave ac:0.008019,0.011460 Initialization: 5.532000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.316000 Kernel 1: 0.023000 Kernel 2: 88.887001 Copyback: 0.017000 Sum: 0.037000 It 13,Best ac:0.004705 0.809524 fi:0.378586. Ave ac:0.010746,0.014225 Initialization: 5.499000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.482000 Kernel 1: 0.022000 Kernel 2: 85.656998 Copyback: 0.017000 Sum: 0.045000 It 14,Best ac:0.005536 0.625000 fi:0.552545. Ave ac:0.008948,0.013718 Initialization: 5.527000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.157000 Kernel 1: 0.023000 Kernel 2: 83.599998 Copyback: 0.016000 Sum: 0.031000 It 15,Best ac:0.004708 0.607143 fi:0.545218. Ave ac:0.011114,0.014706 Initialization: 5.586000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.227000 Kernel 1: 0.023000 Kernel 2: 84.589996 Copyback: 0.017000 Sum: 0.027000 It 16,Best ac:0.003600 0.684211 fi:0.516048. Ave ac:0.011972,0.018824 Initialization: 5.533000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.172000 Kernel 1: 0.022000 Kernel 2: 81.695000 Copyback: 0.017000 Sum: 0.027000 It 17,Best ac:0.004153 0.576923 fi:0.568623. Ave ac:0.010941,0.016696 Initialization: 5.543000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.220000 Kernel 1: 0.023000 Kernel 2: 79.697998 Copyback: 0.017000 Sum: 0.022000 It 18,Best ac:0.003045 0.578947 fi:0.567956. Ave ac:0.011363,0.020248 Initialization: 5.957000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.488000 Kernel 1: 0.022000 Kernel 2: 76.792999 Copyback: 0.017000 Sum: 0.023000 It 19,Best ac:0.005537 0.625000 fi:0.531342. Ave ac:0.017795,0.023540 Initialization: 5.997000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.165000 Kernel 1: 0.023000 Kernel 2: 71.244003 Copyback: 0.017000 Sum: 0.022000 It 20,Best ac:0.002768 0.769231 fi:0.471981. Ave ac:0.013175,0.022711 Initialization: 5.566000 Memcpy Classifiers: 0.227000 Memcpy Instances: 7.278000 Kernel 1: 0.022000 Kernel 2: 71.905998 Copyback: 0.017000 Sum: 0.023000 It 21,Best ac:0.003045 0.733333 fi:0.454049. Ave ac:0.013513,0.030648 Initialization: 5.679000 Memcpy Classifiers: 0.227000 Memcpy Instances: 7.177000 Kernel 1: 0.023000 Kernel 2: 68.346001 Copyback: 0.017000 Sum: 0.022000 It 22,Best ac:0.003599 0.812500 fi:0.334111. Ave ac:0.014528,0.024153 Initialization: 5.528000 Memcpy Classifiers: 0.262000 Memcpy Instances: 7.212000 Kernel 1: 0.023000 Kernel 2: 67.974998 Copyback: 0.017000 Sum: 0.023000 It 23,Best ac:0.006643 0.648649 fi:0.520197. Ave ac:0.014205,0.032255 Initialization: 5.633000 Memcpy Classifiers: 0.282000 Memcpy Instances: 7.177000 Kernel 1: 0.022000 Kernel 2: 64.722000 Copyback: 0.017000 Sum: 0.021000 It 24,Best ac:0.003045 0.846154 fi:0.301349. Ave ac:0.016052,0.031923 Initialization: 5.583000 Memcpy Classifiers: 0.205000 Memcpy Instances: 7.163000 Kernel 1: 0.023000 Kernel 2: 67.552002 Copyback: 0.017000 Sum: 0.025000 It 25,Best ac:0.005259 0.703704 fi:0.432222. Ave ac:0.014776,0.032489 Initialization: 6.547000 Memcpy Classifiers: 0.205000 Memcpy Instances: 7.171000 Kernel 1: 0.024000 Kernel 2: 64.810997 Copyback: 0.017000 Sum: 0.023000 It 26,Best ac:0.003322 0.600000 fi:0.556794. Ave ac:0.014597,0.034575 Initialization: 5.575000 Memcpy Classifiers: 0.203000 Memcpy Instances: 7.150000 Kernel 1: 0.023000 Kernel 2: 66.476997 Copyback: 0.017000 Sum: 0.022000 It 27,Best ac:0.004428 0.800000 fi:0.334344. Ave ac:0.015141,0.033922 Initialization: 5.590000 Memcpy Classifiers: 0.227000 Memcpy Instances: 7.167000 Kernel 1: 0.024000 Kernel 2: 63.570000 Copyback: 0.017000 Sum: 0.022000 It 28,Best ac:0.003045 0.578947 fi:0.574903. Ave ac:0.008768,0.024441 Initialization: 5.616000 Memcpy Classifiers: 0.227000 Memcpy Instances: 7.212000 Kernel 1: 0.023000 Kernel 2: 64.708000 Copyback: 0.018000 Sum: 0.019000 It 29,Best ac:0.003045 0.611111 fi:0.595441. Ave ac:0.021843,0.042031 Initialization: 5.593000 Memcpy Classifiers: 0.406000 Memcpy Instances: 7.186000 Kernel 1: 0.024000 Kernel 2: 65.650002 Copyback: 0.017000 Sum: 0.021000 It 30,Best ac:0.003876 0.583333 fi:0.560732. Ave ac:0.021528,0.041485 Initialization: 6.127000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.159000 Kernel 1: 0.023000 Kernel 2: 65.024002 Copyback: 0.017000 Sum: 0.020000 It 31,Best ac:0.003045 0.647059 fi:0.502519. Ave ac:0.020516,0.041284 Initialization: 5.620000 Memcpy Classifiers: 0.226000 Memcpy Instances: 7.795000 Kernel 1: 0.023000 Kernel 2: 68.949997 Copyback: 0.020000 Sum: 0.025000 It 32,Best ac:0.003045 0.550000 fi:0.597670. Ave ac:0.014898,0.036903 Initialization: 5.746000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.300000 Kernel 1: 0.022000 Kernel 2: 64.827003 Copyback: 0.016000 Sum: 0.021000 It 33,Best ac:0.003599 0.650000 fi:0.503796. Ave ac:0.023833,0.044918 MDL Theory Length Weight: 4.4758680107 (10) Initialization: 30.783001 Memcpy Instances: 355.421997 Memcpy Classifiers: 0.060000 Kernel 1: 0.028000 Kernel 2: 575.075989 Copyback: 0.015000 Sum: 0.012000 Memcpy Classifiers: 0.054000 Kernel 1: 0.014000 Kernel 2: 582.002991 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.053000 Kernel 1: 0.014000 Kernel 2: 562.856018 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.053000 Kernel 1: 0.012000 Kernel 2: 568.895996 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 567.856018 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 557.802002 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.054000 Kernel 1: 0.013000 Kernel 2: 587.293030 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 568.984985 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.037000 Kernel 1: 0.015000 Kernel 2: 114.114998 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.003571 0.446367 fi:0.686775. Ave ac:0.026798,0.084444 Best acc 0.003571 0.446367 Initialization: 5.589000 Memcpy Classifiers: 0.559000 Memcpy Instances: 7.163000 Kernel 1: 0.026000 Kernel 2: 90.869003 Copyback: 0.017000 Sum: 0.049000 Initial population average accuracy1:0.005454 accuracy2:0.172923 Initialization: 5.588000 Memcpy Classifiers: 0.523000 Memcpy Instances: 7.171000 Kernel 1: 0.024000 Kernel 2: 93.686996 Copyback: 0.017000 Sum: 0.032000 It 0,Best ac:0.007475 0.397059 fi:0.700509. Ave ac:0.008993,0.011963 Initialization: 5.713000 Memcpy Classifiers: 0.467000 Memcpy Instances: 7.197000 Kernel 1: 0.023000 Kernel 2: 94.220001 Copyback: 0.370000 Sum: 0.027000 It 1,Best ac:0.005814 0.381818 fi:0.716661. Ave ac:0.009872,0.013966 Initialization: 5.575000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.283000 Kernel 1: 0.022000 Kernel 2: 94.459000 Copyback: 0.017000 Sum: 0.029000 It 2,Best ac:0.003322 0.375000 fi:0.724859. Ave ac:0.010589,0.013923 Initialization: 5.542000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.214000 Kernel 1: 0.023000 Kernel 2: 93.852997 Copyback: 0.017000 Sum: 0.028000 It 3,Best ac:0.004428 0.432432 fi:0.666815. Ave ac:0.010277,0.011643 Initialization: 5.576000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.156000 Kernel 1: 0.023000 Kernel 2: 92.455002 Copyback: 0.017000 Sum: 0.033000 It 4,Best ac:0.003599 0.541667 fi:0.558039. Ave ac:0.009764,0.011227 Initialization: 5.629000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.167000 Kernel 1: 0.024000 Kernel 2: 94.994003 Copyback: 0.017000 Sum: 0.031000 It 5,Best ac:0.004152 0.500000 fi:0.599401. Ave ac:0.011224,0.014452 Initialization: 5.469000 Memcpy Classifiers: 0.426000 Memcpy Instances: 7.192000 Kernel 1: 0.023000 Kernel 2: 90.252998 Copyback: 0.016000 Sum: 0.030000 It 6,Best ac:0.003599 0.541667 fi:0.558036. Ave ac:0.010043,0.011022 Initialization: 5.613000 Memcpy Classifiers: 0.415000 Memcpy Instances: 9.168000 Kernel 1: 0.023000 Kernel 2: 92.574997 Copyback: 0.024000 Sum: 0.036000 It 7,Best ac:0.003599 0.590909 fi:0.508794. Ave ac:0.008127,0.009844 Initialization: 5.482000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.428000 Kernel 1: 0.022000 Kernel 2: 95.051003 Copyback: 0.017000 Sum: 0.032000 It 8,Best ac:0.005537 0.606061 fi:0.492572. Ave ac:0.009113,0.009871 Initialization: 5.616000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.167000 Kernel 1: 0.023000 Kernel 2: 95.455002 Copyback: 0.017000 Sum: 0.028000 It 9,Best ac:0.004152 0.468750 fi:0.630651. Ave ac:0.008561,0.007851 Iteration 10:MDL fitness activated Error 0.630651 TL 0.038561 MDL Theory Length Weight: 5.4515918098 (2) Initialization: 5.528000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.148000 Kernel 1: 0.023000 Kernel 2: 91.039001 Copyback: 0.018000 Sum: 0.030000 It 10,Best ac:0.003599 0.684211 fi:0.634562. Ave ac:0.009298,0.009349 Initialization: 5.493000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.277000 Kernel 1: 0.023000 Kernel 2: 88.546997 Copyback: 0.018000 Sum: 0.038000 It 11,Best ac:0.005537 0.714286 fi:0.578873. Ave ac:0.010987,0.011778 Initialization: 5.459000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.222000 Kernel 1: 0.024000 Kernel 2: 86.717003 Copyback: 0.017000 Sum: 0.035000 It 12,Best ac:0.003322 0.666667 fi:0.597597. Ave ac:0.011561,0.011655 Initialization: 5.537000 Memcpy Classifiers: 0.394000 Memcpy Instances: 7.798000 Kernel 1: 0.023000 Kernel 2: 81.794998 Copyback: 0.017000 Sum: 0.034000 It 13,Best ac:0.003321 0.631579 fi:0.645870. Ave ac:0.009995,0.012562 Initialization: 5.638000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.166000 Kernel 1: 0.024000 Kernel 2: 81.957001 Copyback: 0.017000 Sum: 0.027000 It 14,Best ac:0.003045 0.647059 fi:0.623344. Ave ac:0.011271,0.013317 Initialization: 5.516000 Memcpy Classifiers: 0.350000 Memcpy Instances: 7.224000 Kernel 1: 0.023000 Kernel 2: 78.641998 Copyback: 0.017000 Sum: 0.028000 It 15,Best ac:0.006091 0.578947 fi:0.610880. Ave ac:0.010292,0.012691 Initialization: 5.564000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.153000 Kernel 1: 0.024000 Kernel 2: 75.550003 Copyback: 0.016000 Sum: 0.031000 It 16,Best ac:0.007475 0.540000 fi:0.660172. Ave ac:0.011183,0.015373 Initialization: 6.252000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.201000 Kernel 1: 0.023000 Kernel 2: 73.551003 Copyback: 0.016000 Sum: 0.026000 It 17,Best ac:0.003046 0.550000 fi:0.652833. Ave ac:0.012540,0.014545 Initialization: 6.053000 Memcpy Classifiers: 0.353000 Memcpy Instances: 7.172000 Kernel 1: 0.023000 Kernel 2: 70.844002 Copyback: 0.017000 Sum: 0.029000 It 18,Best ac:0.005537 0.571429 fi:0.616856. Ave ac:0.013115,0.019420 Initialization: 5.546000 Memcpy Classifiers: 0.339000 Memcpy Instances: 7.658000 Kernel 1: 0.023000 Kernel 2: 66.380997 Copyback: 0.017000 Sum: 0.022000 It 19,Best ac:0.005260 0.593750 fi:0.584126. Ave ac:0.014396,0.018145 Initialization: 5.564000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.261000 Kernel 1: 0.022000 Kernel 2: 62.331001 Copyback: 0.017000 Sum: 0.024000 It 20,Best ac:0.003599 0.684211 fi:0.487927. Ave ac:0.010760,0.013412 Initialization: 5.543000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.158000 Kernel 1: 0.024000 Kernel 2: 63.278000 Copyback: 0.017000 Sum: 0.024000 It 21,Best ac:0.003875 0.700000 fi:0.500324. Ave ac:0.010551,0.011916 Initialization: 5.541000 Memcpy Classifiers: 0.319000 Memcpy Instances: 7.646000 Kernel 1: 0.023000 Kernel 2: 61.911999 Copyback: 0.017000 Sum: 0.029000 It 22,Best ac:0.004430 0.551724 fi:0.648291. Ave ac:0.008295,0.008480 Initialization: 5.533000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.196000 Kernel 1: 0.022000 Kernel 2: 62.877998 Copyback: 0.018000 Sum: 0.023000 It 23,Best ac:0.002769 0.666667 fi:0.597746. Ave ac:0.012549,0.013764 Initialization: 6.012000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.952000 Kernel 1: 0.022000 Kernel 2: 61.068001 Copyback: 0.017000 Sum: 0.022000 It 24,Best ac:0.005260 0.655172 fi:0.542650. Ave ac:0.016048,0.018840 Initialization: 5.547000 Memcpy Classifiers: 0.301000 Memcpy Instances: 7.896000 Kernel 1: 0.022000 Kernel 2: 60.428001 Copyback: 0.044000 Sum: 0.022000 It 25,Best ac:0.004707 0.653846 fi:0.510149. Ave ac:0.016502,0.023287 Initialization: 5.573000 Memcpy Classifiers: 0.282000 Memcpy Instances: 8.969000 Kernel 1: 0.022000 Kernel 2: 61.055000 Copyback: 0.017000 Sum: 0.023000 It 26,Best ac:0.004153 0.555556 fi:0.616337. Ave ac:0.014864,0.016295 Initialization: 5.571000 Memcpy Classifiers: 0.245000 Memcpy Instances: 7.157000 Kernel 1: 0.024000 Kernel 2: 62.469002 Copyback: 0.017000 Sum: 0.022000 It 27,Best ac:0.003321 0.750000 fi:0.421487. Ave ac:0.014488,0.017269 Initialization: 5.536000 Memcpy Classifiers: 0.226000 Memcpy Instances: 7.158000 Kernel 1: 0.022000 Kernel 2: 61.676998 Copyback: 0.018000 Sum: 0.020000 It 28,Best ac:0.003876 0.636364 fi:0.543882. Ave ac:0.014013,0.017500 Initialization: 5.596000 Memcpy Classifiers: 0.244000 Memcpy Instances: 7.188000 Kernel 1: 0.023000 Kernel 2: 64.028000 Copyback: 0.017000 Sum: 0.021000 It 29,Best ac:0.006643 0.600000 fi:0.573600. Ave ac:0.013625,0.015844 Initialization: 5.618000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.157000 Kernel 1: 0.023000 Kernel 2: 62.816002 Copyback: 0.018000 Sum: 0.022000 It 30,Best ac:0.006368 0.638889 fi:0.543049. Ave ac:0.012882,0.016993 Initialization: 5.615000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.159000 Kernel 1: 0.024000 Kernel 2: 60.880001 Copyback: 0.017000 Sum: 0.023000 It 31,Best ac:0.003876 0.666667 fi:0.531066. Ave ac:0.013965,0.018577 Initialization: 5.567000 Memcpy Classifiers: 0.355000 Memcpy Instances: 7.264000 Kernel 1: 0.021000 Kernel 2: 62.004002 Copyback: 0.017000 Sum: 0.024000 It 32,Best ac:0.006092 0.733333 fi:0.441800. Ave ac:0.010896,0.017123 Initialization: 5.992000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.199000 Kernel 1: 0.023000 Kernel 2: 61.228001 Copyback: 0.017000 Sum: 0.025000 It 33,Best ac:0.003322 0.705882 fi:0.442658. Ave ac:0.012045,0.022446 Initialization: 32.205002 Memcpy Instances: 357.420990 Memcpy Classifiers: 0.063000 Kernel 1: 0.025000 Kernel 2: 553.109009 Copyback: 0.016000 Sum: 0.015000 Memcpy Classifiers: 0.058000 Kernel 1: 0.015000 Kernel 2: 554.192017 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.064000 Kernel 1: 0.016000 Kernel 2: 551.776001 Copyback: 0.017000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.014000 Kernel 2: 555.117004 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 539.416992 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 568.778015 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 549.682983 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 557.794006 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.042000 Kernel 1: 0.013000 Kernel 2: 113.433998 Copyback: 0.015000 Sum: 0.000000 It 34,Best ac:0.042722 0.453030 fi:0.676967. Ave ac:0.009754,0.029957 Best acc 0.042722 0.453030 Initialization: 5.620000 Memcpy Classifiers: 0.540000 Memcpy Instances: 7.275000 Kernel 1: 0.025000 Kernel 2: 88.253998 Copyback: 0.017000 Sum: 0.045000 Initial population average accuracy1:0.004615 accuracy2:0.183613 Initialization: 5.546000 Memcpy Classifiers: 0.523000 Memcpy Instances: 7.151000 Kernel 1: 0.024000 Kernel 2: 93.709999 Copyback: 0.017000 Sum: 0.036000 It 0,Best ac:0.003045 0.550000 fi:0.555997. Ave ac:0.007989,0.009667 Initialization: 5.925000 Memcpy Classifiers: 0.524000 Memcpy Instances: 7.209000 Kernel 1: 0.023000 Kernel 2: 92.750000 Copyback: 0.017000 Sum: 0.029000 It 1,Best ac:0.004430 0.484848 fi:0.614396. Ave ac:0.010296,0.012698 Initialization: 5.518000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.239000 Kernel 1: 0.024000 Kernel 2: 96.459999 Copyback: 0.017000 Sum: 0.030000 It 2,Best ac:0.005812 0.525000 fi:0.573484. Ave ac:0.011973,0.013681 Initialization: 5.581000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.201000 Kernel 1: 0.024000 Kernel 2: 96.218002 Copyback: 0.018000 Sum: 0.030000 It 3,Best ac:0.004707 0.566667 fi:0.532425. Ave ac:0.012799,0.013479 Initialization: 5.532000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.176000 Kernel 1: 0.023000 Kernel 2: 98.307999 Copyback: 0.017000 Sum: 0.029000 It 4,Best ac:0.009413 0.557377 fi:0.539115. Ave ac:0.015471,0.015468 Initialization: 5.566000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.192000 Kernel 1: 0.023000 Kernel 2: 94.958000 Copyback: 0.017000 Sum: 0.032000 It 5,Best ac:0.003321 0.750000 fi:0.349859. Ave ac:0.015144,0.014785 Initialization: 5.544000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.414000 Kernel 1: 0.022000 Kernel 2: 95.813004 Copyback: 0.017000 Sum: 0.029000 It 6,Best ac:0.004705 0.586207 fi:0.512888. Ave ac:0.011933,0.012301 Initialization: 5.497000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.161000 Kernel 1: 0.023000 Kernel 2: 95.181000 Copyback: 0.017000 Sum: 0.031000 It 7,Best ac:0.003598 0.590909 fi:0.508797. Ave ac:0.010299,0.011065 Initialization: 5.556000 Memcpy Classifiers: 0.414000 Memcpy Instances: 7.161000 Kernel 1: 0.024000 Kernel 2: 90.620003 Copyback: 0.017000 Sum: 0.031000 It 8,Best ac:0.003045 0.647059 fi:0.458938. Ave ac:0.008490,0.009784 Initialization: 5.568000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.191000 Kernel 1: 0.023000 Kernel 2: 91.141998 Copyback: 0.019000 Sum: 0.032000 It 9,Best ac:0.003598 0.684211 fi:0.415495. Ave ac:0.009192,0.010678 Iteration 10:MDL fitness activated Error 0.415495 TL 0.039526 MDL Theory Length Weight: 3.5039987721 (5) Initialization: 5.639000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.178000 Kernel 1: 0.023000 Kernel 2: 90.800003 Copyback: 0.017000 Sum: 0.030000 It 10,Best ac:0.003598 0.590909 fi:0.616390. Ave ac:0.009172,0.010663 Initialization: 5.551000 Memcpy Classifiers: 0.590000 Memcpy Instances: 8.316000 Kernel 1: 0.021000 Kernel 2: 89.383003 Copyback: 0.017000 Sum: 0.034000 It 11,Best ac:0.004705 0.708333 fi:0.529959. Ave ac:0.009906,0.009273 Initialization: 6.102000 Memcpy Classifiers: 0.364000 Memcpy Instances: 7.304000 Kernel 1: 0.022000 Kernel 2: 83.612999 Copyback: 0.018000 Sum: 0.037000 It 12,Best ac:0.004707 0.629630 fi:0.580950. Ave ac:0.010400,0.009847 Initialization: 5.758000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.164000 Kernel 1: 0.023000 Kernel 2: 86.630997 Copyback: 0.017000 Sum: 0.037000 It 13,Best ac:0.005812 0.567568 fi:0.606059. Ave ac:0.010221,0.010731 Initialization: 5.560000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.254000 Kernel 1: 0.023000 Kernel 2: 79.864998 Copyback: 0.017000 Sum: 0.031000 It 14,Best ac:0.003046 0.611111 fi:0.541350. Ave ac:0.012060,0.017800 Initialization: 5.610000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.221000 Kernel 1: 0.023000 Kernel 2: 80.622002 Copyback: 0.017000 Sum: 0.031000 It 15,Best ac:0.004428 0.640000 fi:0.568575. Ave ac:0.012232,0.017137 Initialization: 5.536000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.167000 Kernel 1: 0.024000 Kernel 2: 77.675003 Copyback: 0.017000 Sum: 0.032000 It 16,Best ac:0.003321 0.705882 fi:0.457849. Ave ac:0.010753,0.010187 Initialization: 5.507000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.219000 Kernel 1: 0.023000 Kernel 2: 75.300003 Copyback: 0.017000 Sum: 0.031000 It 17,Best ac:0.003045 0.733333 fi:0.450243. Ave ac:0.010583,0.012566 Initialization: 5.548000 Memcpy Classifiers: 0.339000 Memcpy Instances: 7.187000 Kernel 1: 0.024000 Kernel 2: 72.579002 Copyback: 0.018000 Sum: 0.052000 It 18,Best ac:0.003045 0.733333 fi:0.423083. Ave ac:0.008087,0.009896 Initialization: 5.505000 Memcpy Classifiers: 0.301000 Memcpy Instances: 8.348000 Kernel 1: 0.023000 Kernel 2: 74.249001 Copyback: 0.017000 Sum: 0.031000 It 19,Best ac:0.004707 0.708333 fi:0.448025. Ave ac:0.009516,0.009633 Initialization: 5.593000 Memcpy Classifiers: 0.306000 Memcpy Instances: 7.153000 Kernel 1: 0.024000 Kernel 2: 74.297997 Copyback: 0.016000 Sum: 0.028000 It 20,Best ac:0.003321 0.750000 fi:0.407607. Ave ac:0.006690,0.009809 Initialization: 5.501000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.650000 Kernel 1: 0.022000 Kernel 2: 73.575996 Copyback: 0.017000 Sum: 0.028000 It 21,Best ac:0.003322 0.750000 fi:0.423821. Ave ac:0.009650,0.011064 Initialization: 5.474000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.672000 Kernel 1: 0.023000 Kernel 2: 76.597000 Copyback: 0.017000 Sum: 0.029000 It 22,Best ac:0.008308 0.638298 fi:0.527261. Ave ac:0.009137,0.009002 Initialization: 5.614000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.179000 Kernel 1: 0.023000 Kernel 2: 76.021004 Copyback: 0.017000 Sum: 0.029000 It 23,Best ac:0.005537 0.606061 fi:0.556157. Ave ac:0.006577,0.008149 Initialization: 5.498000 Memcpy Classifiers: 0.327000 Memcpy Instances: 7.150000 Kernel 1: 0.024000 Kernel 2: 77.449997 Copyback: 0.017000 Sum: 0.030000 It 24,Best ac:0.003045 0.785714 fi:0.394082. Ave ac:0.007152,0.006231 Initialization: 5.539000 Memcpy Classifiers: 0.301000 Memcpy Instances: 7.672000 Kernel 1: 0.023000 Kernel 2: 78.272003 Copyback: 0.017000 Sum: 0.028000 It 25,Best ac:0.004708 0.809524 fi:0.374428. Ave ac:0.005974,0.006169 Initialization: 5.692000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.289000 Kernel 1: 0.023000 Kernel 2: 79.182999 Copyback: 0.017000 Sum: 0.032000 It 26,Best ac:0.003877 0.482759 fi:0.670260. Ave ac:0.004709,0.005224 Initialization: 5.548000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.157000 Kernel 1: 0.023000 Kernel 2: 77.887001 Copyback: 0.017000 Sum: 0.031000 It 27,Best ac:0.003876 0.736842 fi:0.419975. Ave ac:0.008234,0.008228 Initialization: 5.524000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.217000 Kernel 1: 0.024000 Kernel 2: 79.070999 Copyback: 0.018000 Sum: 0.032000 It 28,Best ac:0.003877 0.666667 fi:0.477403. Ave ac:0.008321,0.008482 Initialization: 5.638000 Memcpy Classifiers: 0.308000 Memcpy Instances: 7.162000 Kernel 1: 0.023000 Kernel 2: 77.655998 Copyback: 0.017000 Sum: 0.028000 It 29,Best ac:0.003046 0.846154 fi:0.339000. Ave ac:0.006139,0.007283 Initialization: 5.530000 Memcpy Classifiers: 0.350000 Memcpy Instances: 7.427000 Kernel 1: 0.023000 Kernel 2: 75.511002 Copyback: 0.017000 Sum: 0.028000 It 30,Best ac:0.001661 1.000000 fi:0.563630. Ave ac:0.005181,0.005791 Initialization: 5.732000 Memcpy Classifiers: 0.399000 Memcpy Instances: 7.336000 Kernel 1: 0.022000 Kernel 2: 73.525002 Copyback: 0.017000 Sum: 0.028000 It 31,Best ac:0.003322 0.600000 fi:0.547927. Ave ac:0.006212,0.008589 Initialization: 5.478000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.157000 Kernel 1: 0.023000 Kernel 2: 74.198997 Copyback: 0.017000 Sum: 0.029000 It 32,Best ac:0.002769 0.833333 fi:0.413926. Ave ac:0.010550,0.010208 Initialization: 5.507000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.162000 Kernel 1: 0.023000 Kernel 2: 75.369003 Copyback: 0.017000 Sum: 0.027000 It 33,Best ac:0.003046 0.785714 fi:0.426531. Ave ac:0.005990,0.005767 Initialization: 31.073999 Memcpy Instances: 358.481995 Memcpy Classifiers: 0.072000 Kernel 1: 0.023000 Kernel 2: 649.396973 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 640.911011 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.069000 Kernel 1: 0.015000 Kernel 2: 635.896973 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.013000 Kernel 2: 640.536011 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.013000 Kernel 2: 642.588989 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.084000 Kernel 1: 0.014000 Kernel 2: 644.838013 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.070000 Kernel 1: 0.015000 Kernel 2: 642.979004 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 638.656982 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.043000 Kernel 1: 0.014000 Kernel 2: 114.205002 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.004618 0.535645 fi:0.616965. Ave ac:0.006110,0.016761 Best acc 0.004618 0.535645 Rule:Att PSSM_-3_14 is [<3.552864]|Att PSSM_0_5 is [-0.946075,8.946075]|Att PSSM_0_7 is [-5.425344,-1.924765]|Att PSSM_0_12 is [-6.770264,-1.229736]|Att PSSM_1_5 is [>-1.732747]|Att PSSM_3_16 is [-3.859488,5.859488]|1 Accuracy : 0.787285 0 1 146611 17469 32442 38116 Removed 1557 instances. 179053 Instances left. Acc of rule 0.004618-0.535645 Initialization: 5.509000 Memcpy Classifiers: 0.504000 Memcpy Instances: 7.103000 Kernel 1: 0.025000 Kernel 2: 88.962997 Copyback: 0.371000 Sum: 0.043000 Initial population average accuracy1:0.004326 accuracy2:0.175721 Initialization: 5.545000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.121000 Kernel 1: 0.023000 Kernel 2: 92.916000 Copyback: 0.017000 Sum: 0.039000 It 0,Best ac:0.004189 0.555556 fi:0.543785. Ave ac:0.008064,0.009716 Initialization: 5.812000 Memcpy Classifiers: 0.523000 Memcpy Instances: 7.764000 Kernel 1: 0.023000 Kernel 2: 94.057999 Copyback: 0.023000 Sum: 0.032000 It 1,Best ac:0.003071 0.523810 fi:0.576158. Ave ac:0.009046,0.011353 Initialization: 5.450000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.164000 Kernel 1: 0.024000 Kernel 2: 95.677002 Copyback: 0.017000 Sum: 0.042000 It 2,Best ac:0.003629 0.481481 fi:0.618172. Ave ac:0.009762,0.010538 Initialization: 5.466000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.133000 Kernel 1: 0.023000 Kernel 2: 92.790001 Copyback: 0.017000 Sum: 0.028000 It 3,Best ac:0.004189 0.535714 fi:0.563626. Ave ac:0.010315,0.011698 Initialization: 5.568000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.581000 Kernel 1: 0.023000 Kernel 2: 92.225998 Copyback: 0.017000 Sum: 0.026000 It 4,Best ac:0.002793 0.625000 fi:0.539694. Ave ac:0.009849,0.011532 Initialization: 5.438000 Memcpy Classifiers: 0.444000 Memcpy Instances: 7.142000 Kernel 1: 0.023000 Kernel 2: 91.848999 Copyback: 0.017000 Sum: 0.026000 It 5,Best ac:0.003630 0.590909 fi:0.508745. Ave ac:0.009735,0.011778 Initialization: 5.573000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.108000 Kernel 1: 0.024000 Kernel 2: 88.848000 Copyback: 0.016000 Sum: 0.028000 It 6,Best ac:0.003072 0.550000 fi:0.549967. Ave ac:0.009854,0.013105 Initialization: 5.484000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.632000 Kernel 1: 0.023000 Kernel 2: 89.731003 Copyback: 0.018000 Sum: 0.031000 It 7,Best ac:0.003071 0.611111 fi:0.488856. Ave ac:0.010418,0.012264 Initialization: 5.498000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.132000 Kernel 1: 0.023000 Kernel 2: 88.158997 Copyback: 0.017000 Sum: 0.030000 It 8,Best ac:0.002234 0.888889 fi:0.443896. Ave ac:0.010932,0.012880 Initialization: 5.514000 Memcpy Classifiers: 0.432000 Memcpy Instances: 7.110000 Kernel 1: 0.026000 Kernel 2: 88.496002 Copyback: 0.017000 Sum: 0.028000 It 9,Best ac:0.003352 0.666667 fi:0.433141. Ave ac:0.009707,0.011504 Iteration 10:MDL fitness activated Error 0.433141 TL 0.028743 MDL Theory Length Weight: 5.0230731899 (1) Initialization: 5.547000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.567000 Kernel 1: 0.023000 Kernel 2: 85.438004 Copyback: 0.017000 Sum: 0.034000 It 10,Best ac:0.004747 0.629630 fi:0.600407. Ave ac:0.007899,0.007525 Initialization: 5.601000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.118000 Kernel 1: 0.023000 Kernel 2: 81.334999 Copyback: 0.017000 Sum: 0.033000 It 11,Best ac:0.005028 0.666667 fi:0.554990. Ave ac:0.009516,0.011532 Initialization: 5.493000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.322000 Kernel 1: 0.023000 Kernel 2: 77.536003 Copyback: 0.016000 Sum: 0.037000 It 12,Best ac:0.003351 0.705882 fi:0.563062. Ave ac:0.010570,0.013024 Initialization: 5.550000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.565000 Kernel 1: 0.024000 Kernel 2: 76.462997 Copyback: 0.017000 Sum: 0.054000 It 13,Best ac:0.005866 0.567568 fi:0.606515. Ave ac:0.008787,0.010083 Initialization: 6.113000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.101000 Kernel 1: 0.022000 Kernel 2: 74.273003 Copyback: 0.017000 Sum: 0.024000 It 14,Best ac:0.004468 0.615385 fi:0.547898. Ave ac:0.011182,0.014806 Initialization: 5.516000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.544000 Kernel 1: 0.023000 Kernel 2: 71.295998 Copyback: 0.017000 Sum: 0.024000 It 15,Best ac:0.003910 0.608696 fi:0.579523. Ave ac:0.009812,0.013719 Initialization: 5.547000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.147000 Kernel 1: 0.023000 Kernel 2: 69.724998 Copyback: 0.017000 Sum: 0.024000 It 16,Best ac:0.003352 0.800000 fi:0.391632. Ave ac:0.016371,0.023211 Initialization: 5.984000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.142000 Kernel 1: 0.023000 Kernel 2: 68.464996 Copyback: 0.017000 Sum: 0.022000 It 17,Best ac:0.003072 0.578947 fi:0.563665. Ave ac:0.017295,0.023161 Initialization: 5.884000 Memcpy Classifiers: 0.265000 Memcpy Instances: 7.263000 Kernel 1: 0.023000 Kernel 2: 64.925003 Copyback: 0.016000 Sum: 0.023000 It 18,Best ac:0.003630 0.619048 fi:0.523407. Ave ac:0.017418,0.025394 Initialization: 5.546000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.600000 Kernel 1: 0.023000 Kernel 2: 64.845001 Copyback: 0.017000 Sum: 0.024000 It 19,Best ac:0.003072 0.523810 fi:0.622003. Ave ac:0.015213,0.022927 Initialization: 5.660000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.125000 Kernel 1: 0.023000 Kernel 2: 66.413002 Copyback: 0.017000 Sum: 0.022000 It 20,Best ac:0.003350 0.666667 fi:0.506171. Ave ac:0.022172,0.030073 Initialization: 5.567000 Memcpy Classifiers: 0.226000 Memcpy Instances: 7.127000 Kernel 1: 0.024000 Kernel 2: 67.813004 Copyback: 0.017000 Sum: 0.023000 It 21,Best ac:0.003071 0.733333 fi:0.468021. Ave ac:0.015819,0.026429 Initialization: 5.544000 Memcpy Classifiers: 0.204000 Memcpy Instances: 7.113000 Kernel 1: 0.023000 Kernel 2: 66.873001 Copyback: 0.017000 Sum: 0.022000 It 22,Best ac:0.003072 0.733333 fi:0.441297. Ave ac:0.020322,0.034587 Initialization: 5.441000 Memcpy Classifiers: 0.262000 Memcpy Instances: 7.133000 Kernel 1: 0.024000 Kernel 2: 63.339001 Copyback: 0.017000 Sum: 0.021000 It 23,Best ac:0.004747 0.653846 fi:0.533902. Ave ac:0.020384,0.035698 Initialization: 5.526000 Memcpy Classifiers: 0.204000 Memcpy Instances: 7.173000 Kernel 1: 0.024000 Kernel 2: 82.941002 Copyback: 0.024000 Sum: 0.023000 It 24,Best ac:0.002793 0.769231 fi:0.443875. Ave ac:0.019816,0.032898 Initialization: 6.630000 Memcpy Classifiers: 0.205000 Memcpy Instances: 7.096000 Kernel 1: 0.023000 Kernel 2: 65.112999 Copyback: 0.024000 Sum: 0.024000 It 25,Best ac:0.003351 0.923077 fi:0.251397. Ave ac:0.022970,0.042310 Initialization: 6.026000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.927000 Kernel 1: 0.022000 Kernel 2: 66.911003 Copyback: 0.017000 Sum: 0.022000 It 26,Best ac:0.005863 0.750000 fi:0.381633. Ave ac:0.017899,0.033319 Initialization: 5.701000 Memcpy Classifiers: 0.204000 Memcpy Instances: 7.133000 Kernel 1: 0.023000 Kernel 2: 66.471001 Copyback: 0.017000 Sum: 0.021000 It 27,Best ac:0.003072 0.550000 fi:0.586918. Ave ac:0.015309,0.035199 Initialization: 5.638000 Memcpy Classifiers: 0.205000 Memcpy Instances: 7.114000 Kernel 1: 0.023000 Kernel 2: 67.623001 Copyback: 0.018000 Sum: 0.022000 It 28,Best ac:0.005025 0.580645 fi:0.606947. Ave ac:0.023442,0.040817 Initialization: 5.470000 Memcpy Classifiers: 0.204000 Memcpy Instances: 7.085000 Kernel 1: 0.023000 Kernel 2: 69.406998 Copyback: 0.022000 Sum: 0.024000 It 29,Best ac:0.003071 0.733333 fi:0.399759. Ave ac:0.016892,0.031873 Initialization: 5.497000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.496000 Kernel 1: 0.024000 Kernel 2: 63.990002 Copyback: 0.017000 Sum: 0.023000 It 30,Best ac:0.003351 0.750000 fi:0.434311. Ave ac:0.017669,0.033397 Initialization: 5.510000 Memcpy Classifiers: 0.205000 Memcpy Instances: 8.227000 Kernel 1: 0.024000 Kernel 2: 69.745003 Copyback: 0.017000 Sum: 0.023000 It 31,Best ac:0.003072 0.687500 fi:0.469075. Ave ac:0.013262,0.028740 Initialization: 5.453000 Memcpy Classifiers: 0.227000 Memcpy Instances: 7.568000 Kernel 1: 0.023000 Kernel 2: 66.401001 Copyback: 0.017000 Sum: 0.023000 It 32,Best ac:0.003630 0.650000 fi:0.522369. Ave ac:0.014720,0.029701 Initialization: 5.510000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.103000 Kernel 1: 0.024000 Kernel 2: 68.208000 Copyback: 0.017000 Sum: 0.022000 It 33,Best ac:0.004188 0.681818 fi:0.489573. Ave ac:0.016702,0.029490 Initialization: 33.478001 Memcpy Instances: 356.253998 Memcpy Classifiers: 0.067000 Kernel 1: 0.026000 Kernel 2: 566.341003 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.058000 Kernel 1: 0.013000 Kernel 2: 570.781006 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 585.629028 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 572.182983 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.065000 Kernel 1: 0.015000 Kernel 2: 547.085999 Copyback: 0.367000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.015000 Kernel 2: 581.072998 Copyback: 0.019000 Sum: 0.004000 Memcpy Classifiers: 0.066000 Kernel 1: 0.017000 Kernel 2: 588.588013 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.072000 Kernel 1: 0.016000 Kernel 2: 471.398010 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.034292 0.448863 fi:0.692237. Ave ac:0.016353,0.053592 Best acc 0.034292 0.448863 Initialization: 5.496000 Memcpy Classifiers: 0.539000 Memcpy Instances: 7.130000 Kernel 1: 0.025000 Kernel 2: 90.761002 Copyback: 0.017000 Sum: 0.050000 Initial population average accuracy1:0.004175 accuracy2:0.182889 Initialization: 5.511000 Memcpy Classifiers: 0.523000 Memcpy Instances: 7.132000 Kernel 1: 0.023000 Kernel 2: 94.924004 Copyback: 0.018000 Sum: 0.041000 It 0,Best ac:0.005304 0.404255 fi:0.694458. Ave ac:0.008177,0.010177 Initialization: 5.539000 Memcpy Classifiers: 1.559000 Memcpy Instances: 11.199000 Kernel 1: 0.027000 Kernel 2: 95.565002 Copyback: 0.018000 Sum: 0.033000 It 1,Best ac:0.004189 0.375000 fi:0.724341. Ave ac:0.010849,0.012260 Initialization: 5.606000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.722000 Kernel 1: 0.021000 Kernel 2: 96.573997 Copyback: 0.018000 Sum: 0.033000 It 2,Best ac:0.003630 0.590909 fi:0.508742. Ave ac:0.011732,0.013272 Initialization: 5.481000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.141000 Kernel 1: 0.024000 Kernel 2: 97.528999 Copyback: 0.018000 Sum: 0.031000 It 3,Best ac:0.003629 0.565217 fi:0.534437. Ave ac:0.011362,0.011991 Initialization: 5.564000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.110000 Kernel 1: 0.023000 Kernel 2: 92.638000 Copyback: 0.017000 Sum: 0.031000 It 4,Best ac:0.003910 0.583333 fi:0.516164. Ave ac:0.011598,0.012959 Initialization: 5.493000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.611000 Kernel 1: 0.022000 Kernel 2: 89.689003 Copyback: 0.017000 Sum: 0.032000 It 5,Best ac:0.009774 0.432099 fi:0.664108. Ave ac:0.010193,0.012465 Initialization: 5.525000 Memcpy Classifiers: 0.432000 Memcpy Instances: 7.141000 Kernel 1: 0.024000 Kernel 2: 90.462997 Copyback: 0.017000 Sum: 0.029000 It 6,Best ac:0.004468 0.533333 fi:0.565850. Ave ac:0.010573,0.012678 Initialization: 5.492000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.086000 Kernel 1: 0.023000 Kernel 2: 89.404999 Copyback: 0.017000 Sum: 0.030000 It 7,Best ac:0.004468 0.516129 fi:0.583055. Ave ac:0.013600,0.014322 Initialization: 6.438000 Memcpy Classifiers: 0.381000 Memcpy Instances: 7.100000 Kernel 1: 0.023000 Kernel 2: 87.600998 Copyback: 0.017000 Sum: 0.027000 It 8,Best ac:0.008098 0.644444 fi:0.452702. Ave ac:0.009803,0.009696 Initialization: 5.421000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.128000 Kernel 1: 0.023000 Kernel 2: 86.792999 Copyback: 0.017000 Sum: 0.029000 It 9,Best ac:0.003350 0.545455 fi:0.554356. Ave ac:0.008976,0.009706 Iteration 10:MDL fitness activated Error 0.554356 TL 0.035814 MDL Theory Length Weight: 5.1596111417 (2) Initialization: 5.626000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.167000 Kernel 1: 0.022000 Kernel 2: 84.829002 Copyback: 0.017000 Sum: 0.028000 It 10,Best ac:0.003072 0.550000 fi:0.685782. Ave ac:0.008949,0.010067 Initialization: 5.514000 Memcpy Classifiers: 0.355000 Memcpy Instances: 7.090000 Kernel 1: 0.023000 Kernel 2: 84.806000 Copyback: 0.017000 Sum: 0.034000 It 11,Best ac:0.008939 0.533333 fi:0.644180. Ave ac:0.011372,0.013635 Initialization: 6.030000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.454000 Kernel 1: 0.022000 Kernel 2: 81.805000 Copyback: 0.017000 Sum: 0.032000 It 12,Best ac:0.010612 0.506667 fi:0.720535. Ave ac:0.013190,0.016523 Initialization: 5.501000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.148000 Kernel 1: 0.024000 Kernel 2: 83.341003 Copyback: 0.018000 Sum: 0.029000 It 13,Best ac:0.003908 0.538462 fi:0.670797. Ave ac:0.016820,0.018716 Initialization: 5.562000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.096000 Kernel 1: 0.022000 Kernel 2: 79.226997 Copyback: 0.017000 Sum: 0.028000 It 14,Best ac:0.003631 0.481481 fi:0.695270. Ave ac:0.022140,0.021793 Initialization: 5.532000 Memcpy Classifiers: 0.301000 Memcpy Instances: 7.106000 Kernel 1: 0.023000 Kernel 2: 77.171997 Copyback: 0.017000 Sum: 0.025000 It 15,Best ac:0.004189 0.714286 fi:0.501603. Ave ac:0.027409,0.025975 Initialization: 5.481000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.121000 Kernel 1: 0.023000 Kernel 2: 75.070999 Copyback: 0.017000 Sum: 0.022000 It 16,Best ac:0.004189 0.500000 fi:0.679110. Ave ac:0.022288,0.022252 Initialization: 5.535000 Memcpy Classifiers: 0.245000 Memcpy Instances: 7.136000 Kernel 1: 0.023000 Kernel 2: 75.482002 Copyback: 0.017000 Sum: 0.022000 It 17,Best ac:0.003072 0.647059 fi:0.523831. Ave ac:0.024380,0.025141 Initialization: 5.552000 Memcpy Classifiers: 0.247000 Memcpy Instances: 7.080000 Kernel 1: 0.045000 Kernel 2: 78.787003 Copyback: 0.020000 Sum: 0.021000 It 18,Best ac:0.005304 0.542857 fi:0.632694. Ave ac:0.019528,0.024108 Initialization: 5.530000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.111000 Kernel 1: 0.023000 Kernel 2: 73.063004 Copyback: 0.017000 Sum: 0.021000 It 19,Best ac:0.004468 0.592593 fi:0.574583. Ave ac:0.021786,0.027292 Initialization: 5.522000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.085000 Kernel 1: 0.024000 Kernel 2: 71.595001 Copyback: 0.017000 Sum: 0.021000 It 20,Best ac:0.003072 0.647059 fi:0.523831. Ave ac:0.020181,0.023630 Initialization: 5.505000 Memcpy Classifiers: 0.247000 Memcpy Instances: 7.111000 Kernel 1: 0.023000 Kernel 2: 73.813004 Copyback: 0.017000 Sum: 0.019000 It 21,Best ac:0.002793 0.666667 fi:0.571197. Ave ac:0.022423,0.027672 Initialization: 5.448000 Memcpy Classifiers: 0.265000 Memcpy Instances: 7.116000 Kernel 1: 0.023000 Kernel 2: 72.343002 Copyback: 0.017000 Sum: 0.021000 It 22,Best ac:0.003072 0.687500 fi:0.470792. Ave ac:0.017898,0.022906 Initialization: 5.407000 Memcpy Classifiers: 0.300000 Memcpy Instances: 7.223000 Kernel 1: 0.023000 Kernel 2: 70.152000 Copyback: 0.017000 Sum: 0.022000 It 23,Best ac:0.004189 0.625000 fi:0.532665. Ave ac:0.016891,0.022615 Initialization: 5.545000 Memcpy Classifiers: 0.244000 Memcpy Instances: 7.110000 Kernel 1: 0.024000 Kernel 2: 71.402000 Copyback: 0.017000 Sum: 0.021000 It 24,Best ac:0.003351 0.857143 fi:0.326093. Ave ac:0.016770,0.019521 Initialization: 5.469000 Memcpy Classifiers: 0.253000 Memcpy Instances: 7.110000 Kernel 1: 0.023000 Kernel 2: 69.135002 Copyback: 0.016000 Sum: 0.022000 It 25,Best ac:0.003910 0.608696 fi:0.568330. Ave ac:0.015296,0.024266 Initialization: 5.530000 Memcpy Classifiers: 0.227000 Memcpy Instances: 7.099000 Kernel 1: 0.022000 Kernel 2: 69.533997 Copyback: 0.018000 Sum: 0.023000 It 26,Best ac:0.003073 0.647059 fi:0.536331. Ave ac:0.015228,0.021399 Initialization: 5.491000 Memcpy Classifiers: 0.245000 Memcpy Instances: 7.112000 Kernel 1: 0.023000 Kernel 2: 69.882004 Copyback: 0.017000 Sum: 0.022000 It 27,Best ac:0.003351 0.666667 fi:0.478244. Ave ac:0.013749,0.020375 Initialization: 5.458000 Memcpy Classifiers: 0.227000 Memcpy Instances: 7.113000 Kernel 1: 0.024000 Kernel 2: 69.362999 Copyback: 0.017000 Sum: 0.023000 It 28,Best ac:0.001676 1.000000 fi:0.559633. Ave ac:0.013861,0.022783 Initialization: 5.547000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.112000 Kernel 1: 0.023000 Kernel 2: 67.349998 Copyback: 0.017000 Sum: 0.023000 It 29,Best ac:0.004749 0.739130 fi:0.440072. Ave ac:0.015762,0.022646 Initialization: 5.530000 Memcpy Classifiers: 0.226000 Memcpy Instances: 7.099000 Kernel 1: 0.024000 Kernel 2: 66.720001 Copyback: 0.017000 Sum: 0.023000 It 30,Best ac:0.004468 0.666667 fi:0.509354. Ave ac:0.010497,0.020150 Initialization: 5.467000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.120000 Kernel 1: 0.024000 Kernel 2: 66.922997 Copyback: 0.017000 Sum: 0.021000 It 31,Best ac:0.002513 0.818182 fi:0.509335. Ave ac:0.018833,0.030085 Initialization: 5.577000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.101000 Kernel 1: 0.023000 Kernel 2: 68.600998 Copyback: 0.017000 Sum: 0.021000 It 32,Best ac:0.003072 0.785714 fi:0.385373. Ave ac:0.019774,0.030210 Initialization: 5.585000 Memcpy Classifiers: 0.226000 Memcpy Instances: 7.100000 Kernel 1: 0.023000 Kernel 2: 68.897003 Copyback: 0.017000 Sum: 0.022000 It 33,Best ac:0.006423 0.696970 fi:0.457691. Ave ac:0.012247,0.021820 MDL Theory Length Weight: 4.6436500275 (10) Initialization: 30.590000 Memcpy Instances: 356.272003 Memcpy Classifiers: 0.072000 Kernel 1: 0.026000 Kernel 2: 556.304993 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 555.614990 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.013000 Kernel 2: 569.528015 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.013000 Kernel 2: 556.604004 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.013000 Kernel 2: 567.372009 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.069000 Kernel 1: 0.014000 Kernel 2: 564.184998 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.015000 Kernel 2: 552.403992 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.077000 Kernel 1: 0.013000 Kernel 2: 460.807007 Copyback: 0.014000 Sum: 0.002000 It 34,Best ac:0.004568 0.495758 fi:0.654291. Ave ac:0.013510,0.037885 Best acc 0.004568 0.495758 Initialization: 5.585000 Memcpy Classifiers: 0.578000 Memcpy Instances: 7.108000 Kernel 1: 0.025000 Kernel 2: 87.785004 Copyback: 0.017000 Sum: 0.048000 Initial population average accuracy1:0.004857 accuracy2:0.173217 Initialization: 6.135000 Memcpy Classifiers: 0.507000 Memcpy Instances: 7.159000 Kernel 1: 0.023000 Kernel 2: 91.286003 Copyback: 0.017000 Sum: 0.035000 It 0,Best ac:0.014521 0.382353 fi:0.711190. Ave ac:0.008677,0.011320 Initialization: 5.490000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.209000 Kernel 1: 0.023000 Kernel 2: 91.282997 Copyback: 0.017000 Sum: 0.033000 It 1,Best ac:0.004468 0.410256 fi:0.688927. Ave ac:0.011702,0.012540 Initialization: 5.484000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.094000 Kernel 1: 0.024000 Kernel 2: 92.494003 Copyback: 0.017000 Sum: 0.031000 It 2,Best ac:0.010056 0.545455 fi:0.550587. Ave ac:0.009421,0.011149 Initialization: 5.486000 Memcpy Classifiers: 0.421000 Memcpy Instances: 7.197000 Kernel 1: 0.024000 Kernel 2: 89.596001 Copyback: 0.017000 Sum: 0.029000 It 3,Best ac:0.016480 0.483607 fi:0.609630. Ave ac:0.008416,0.008741 Initialization: 5.981000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.095000 Kernel 1: 0.022000 Kernel 2: 88.942001 Copyback: 0.017000 Sum: 0.030000 It 4,Best ac:0.003351 0.545455 fi:0.554356. Ave ac:0.009054,0.008997 Initialization: 5.500000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.115000 Kernel 1: 0.023000 Kernel 2: 88.314003 Copyback: 0.017000 Sum: 0.034000 It 5,Best ac:0.003072 0.550000 fi:0.549967. Ave ac:0.009095,0.009376 Initialization: 6.074000 Memcpy Classifiers: 0.489000 Memcpy Instances: 7.101000 Kernel 1: 0.023000 Kernel 2: 85.507004 Copyback: 0.017000 Sum: 0.035000 It 6,Best ac:0.003072 0.647059 fi:0.452908. Ave ac:0.010994,0.011458 Initialization: 5.548000 Memcpy Classifiers: 0.417000 Memcpy Instances: 7.083000 Kernel 1: 0.022000 Kernel 2: 84.722000 Copyback: 0.018000 Sum: 0.028000 It 7,Best ac:0.003629 0.565217 fi:0.534437. Ave ac:0.011150,0.011007 Initialization: 5.473000 Memcpy Classifiers: 0.449000 Memcpy Instances: 7.118000 Kernel 1: 0.023000 Kernel 2: 85.462997 Copyback: 0.017000 Sum: 0.029000 It 8,Best ac:0.003071 0.687500 fi:0.412467. Ave ac:0.010203,0.009939 Initialization: 5.513000 Memcpy Classifiers: 0.485000 Memcpy Instances: 7.080000 Kernel 1: 0.024000 Kernel 2: 80.250000 Copyback: 0.017000 Sum: 0.028000 It 9,Best ac:0.003630 0.764706 fi:0.334948. Ave ac:0.009457,0.009402 Iteration 10:MDL fitness activated Error 0.334948 TL 0.041152 MDL Theory Length Weight: 2.7131290940 (1) Initialization: 5.475000 Memcpy Classifiers: 0.414000 Memcpy Instances: 8.091000 Kernel 1: 0.022000 Kernel 2: 78.295998 Copyback: 0.017000 Sum: 0.024000 It 10,Best ac:0.003910 0.666667 fi:0.511104. Ave ac:0.007991,0.008579 Initialization: 6.143000 Memcpy Classifiers: 0.435000 Memcpy Instances: 7.150000 Kernel 1: 0.023000 Kernel 2: 80.552002 Copyback: 0.372000 Sum: 0.034000 It 11,Best ac:0.006981 0.714286 fi:0.461141. Ave ac:0.009358,0.008477 Initialization: 6.453000 Memcpy Classifiers: 0.435000 Memcpy Instances: 7.132000 Kernel 1: 0.023000 Kernel 2: 77.360001 Copyback: 0.017000 Sum: 0.031000 It 12,Best ac:0.003630 0.684211 fi:0.517869. Ave ac:0.008834,0.009152 Initialization: 5.502000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.114000 Kernel 1: 0.023000 Kernel 2: 75.704002 Copyback: 0.017000 Sum: 0.027000 It 13,Best ac:0.004189 0.681818 fi:0.517398. Ave ac:0.008475,0.007966 Initialization: 5.997000 Memcpy Classifiers: 0.453000 Memcpy Instances: 7.182000 Kernel 1: 0.023000 Kernel 2: 74.558998 Copyback: 0.017000 Sum: 0.031000 It 14,Best ac:0.003351 0.705882 fi:0.456007. Ave ac:0.007364,0.007950 Initialization: 5.477000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.097000 Kernel 1: 0.024000 Kernel 2: 76.477997 Copyback: 0.017000 Sum: 0.031000 It 15,Best ac:0.004188 0.714286 fi:0.462356. Ave ac:0.008369,0.008787 Initialization: 5.578000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.109000 Kernel 1: 0.024000 Kernel 2: 75.504997 Copyback: 0.017000 Sum: 0.034000 It 16,Best ac:0.003352 0.705882 fi:0.484783. Ave ac:0.006572,0.007807 Initialization: 5.564000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.168000 Kernel 1: 0.023000 Kernel 2: 75.809998 Copyback: 0.017000 Sum: 0.035000 It 17,Best ac:0.003071 0.785714 fi:0.425902. Ave ac:0.007093,0.010288 Initialization: 5.565000 Memcpy Classifiers: 0.360000 Memcpy Instances: 8.173000 Kernel 1: 0.022000 Kernel 2: 71.699997 Copyback: 0.017000 Sum: 0.033000 It 18,Best ac:0.003630 0.812500 fi:0.356928. Ave ac:0.008751,0.008537 Initialization: 5.992000 Memcpy Classifiers: 0.342000 Memcpy Instances: 7.216000 Kernel 1: 0.022000 Kernel 2: 70.412003 Copyback: 0.018000 Sum: 0.030000 It 19,Best ac:0.002793 0.666667 fi:0.543873. Ave ac:0.006344,0.009201 Initialization: 5.576000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.080000 Kernel 1: 0.023000 Kernel 2: 71.510002 Copyback: 0.017000 Sum: 0.033000 It 20,Best ac:0.004749 0.629630 fi:0.519295. Ave ac:0.007530,0.008307 Initialization: 5.620000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.083000 Kernel 1: 0.024000 Kernel 2: 71.661003 Copyback: 0.018000 Sum: 0.032000 It 21,Best ac:0.002793 0.769231 fi:0.497148. Ave ac:0.007644,0.011265 Initialization: 5.611000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.129000 Kernel 1: 0.024000 Kernel 2: 71.362000 Copyback: 0.017000 Sum: 0.032000 It 22,Best ac:0.003072 0.846154 fi:0.296658. Ave ac:0.008655,0.008169 Initialization: 5.589000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.159000 Kernel 1: 0.023000 Kernel 2: 71.781998 Copyback: 0.017000 Sum: 0.028000 It 23,Best ac:0.005025 0.620690 fi:0.529302. Ave ac:0.006830,0.007255 Initialization: 5.610000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.781000 Kernel 1: 0.022000 Kernel 2: 71.017998 Copyback: 0.017000 Sum: 0.027000 It 24,Best ac:0.003350 0.750000 fi:0.396895. Ave ac:0.006876,0.010044 Initialization: 5.620000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.589000 Kernel 1: 0.022000 Kernel 2: 71.739998 Copyback: 0.018000 Sum: 0.023000 It 25,Best ac:0.004467 0.666667 fi:0.503056. Ave ac:0.008480,0.014940 Initialization: 5.613000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.526000 Kernel 1: 0.023000 Kernel 2: 70.264999 Copyback: 0.018000 Sum: 0.020000 It 26,Best ac:0.004468 0.592593 fi:0.547944. Ave ac:0.008202,0.013422 Initialization: 5.608000 Memcpy Classifiers: 0.371000 Memcpy Instances: 7.126000 Kernel 1: 0.024000 Kernel 2: 70.028000 Copyback: 0.017000 Sum: 0.024000 It 27,Best ac:0.002793 1.000000 fi:0.211050. Ave ac:0.008820,0.012408 Initialization: 5.601000 Memcpy Classifiers: 0.754000 Memcpy Instances: 7.264000 Kernel 1: 0.023000 Kernel 2: 68.161003 Copyback: 0.017000 Sum: 0.021000 It 28,Best ac:0.003352 0.705882 fi:0.426731. Ave ac:0.008331,0.011125 Initialization: 5.503000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.626000 Kernel 1: 0.022000 Kernel 2: 68.675003 Copyback: 0.016000 Sum: 0.022000 It 29,Best ac:0.003351 0.666667 fi:0.461424. Ave ac:0.007390,0.011562 Initialization: 5.525000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.641000 Kernel 1: 0.023000 Kernel 2: 67.532997 Copyback: 0.017000 Sum: 0.022000 It 30,Best ac:0.006981 0.694444 fi:0.440776. Ave ac:0.008783,0.011272 Initialization: 6.527000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.171000 Kernel 1: 0.024000 Kernel 2: 68.771004 Copyback: 0.017000 Sum: 0.024000 It 31,Best ac:0.003351 0.705882 fi:0.434434. Ave ac:0.007608,0.011324 Initialization: 5.608000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.422000 Kernel 1: 0.022000 Kernel 2: 68.457001 Copyback: 0.017000 Sum: 0.027000 It 32,Best ac:0.004189 0.600000 fi:0.533726. Ave ac:0.006015,0.009574 Initialization: 5.563000 Memcpy Classifiers: 0.321000 Memcpy Instances: 9.238000 Kernel 1: 0.023000 Kernel 2: 71.512001 Copyback: 0.017000 Sum: 0.023000 It 33,Best ac:0.003072 0.785714 fi:0.359266. Ave ac:0.009799,0.013383 Initialization: 31.198999 Memcpy Instances: 350.756012 Memcpy Classifiers: 0.069000 Kernel 1: 0.024000 Kernel 2: 583.838013 Copyback: 0.015000 Sum: 0.017000 Memcpy Classifiers: 0.062000 Kernel 1: 0.015000 Kernel 2: 605.388000 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 593.098022 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 608.843994 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.067000 Kernel 1: 0.014000 Kernel 2: 585.502991 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 601.416992 Copyback: 0.014000 Sum: 0.003000 Memcpy Classifiers: 0.066000 Kernel 1: 0.015000 Kernel 2: 600.848022 Copyback: 0.367000 Sum: 0.002000 Memcpy Classifiers: 0.076000 Kernel 1: 0.014000 Kernel 2: 480.645996 Copyback: 0.015000 Sum: 0.002000 It 34,Best ac:0.004535 0.493317 fi:0.647181. Ave ac:0.007878,0.023831 Best acc 0.004535 0.493317 Initialization: 5.646000 Memcpy Classifiers: 0.540000 Memcpy Instances: 7.084000 Kernel 1: 0.025000 Kernel 2: 89.260002 Copyback: 0.017000 Sum: 0.747000 Initial population average accuracy1:0.004629 accuracy2:0.171171 Initialization: 5.482000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.225000 Kernel 1: 0.023000 Kernel 2: 99.299004 Copyback: 0.016000 Sum: 0.037000 It 0,Best ac:0.007259 0.419355 fi:0.678262. Ave ac:0.009214,0.011124 Initialization: 5.594000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.081000 Kernel 1: 0.023000 Kernel 2: 94.415001 Copyback: 0.017000 Sum: 0.028000 It 1,Best ac:0.001117 1.000000 fi:0.666393. Ave ac:0.011282,0.012466 Initialization: 5.507000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.088000 Kernel 1: 0.024000 Kernel 2: 90.940002 Copyback: 0.017000 Sum: 0.031000 It 2,Best ac:0.005585 0.454545 fi:0.644012. Ave ac:0.009574,0.010794 Initialization: 5.480000 Memcpy Classifiers: 0.661000 Memcpy Instances: 7.094000 Kernel 1: 0.023000 Kernel 2: 89.763000 Copyback: 0.017000 Sum: 0.029000 It 3,Best ac:0.005864 0.446809 fi:0.651592. Ave ac:0.009476,0.009684 Initialization: 5.562000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.181000 Kernel 1: 0.023000 Kernel 2: 88.547997 Copyback: 0.017000 Sum: 0.028000 It 4,Best ac:0.003072 0.687500 fi:0.412467. Ave ac:0.008799,0.009372 Initialization: 5.473000 Memcpy Classifiers: 0.399000 Memcpy Instances: 10.591000 Kernel 1: 0.022000 Kernel 2: 88.804001 Copyback: 0.017000 Sum: 0.038000 It 5,Best ac:0.004467 0.551724 fi:0.547460. Ave ac:0.009400,0.009264 Initialization: 5.491000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.188000 Kernel 1: 0.023000 Kernel 2: 85.514000 Copyback: 0.017000 Sum: 0.029000 It 6,Best ac:0.003352 0.600000 fi:0.499808. Ave ac:0.008554,0.009667 Initialization: 5.509000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.111000 Kernel 1: 0.024000 Kernel 2: 87.084000 Copyback: 0.017000 Sum: 0.028000 It 7,Best ac:0.007538 0.600000 fi:0.497460. Ave ac:0.008927,0.010794 Initialization: 5.428000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.098000 Kernel 1: 0.024000 Kernel 2: 83.126999 Copyback: 0.016000 Sum: 0.028000 It 8,Best ac:0.003351 0.631579 fi:0.468232. Ave ac:0.007852,0.008535 Initialization: 5.445000 Memcpy Classifiers: 0.432000 Memcpy Instances: 7.133000 Kernel 1: 0.023000 Kernel 2: 87.778999 Copyback: 0.017000 Sum: 0.028000 It 9,Best ac:0.003629 0.722222 fi:0.377432. Ave ac:0.006631,0.008953 Iteration 10:MDL fitness activated Error 0.377432 TL 0.039265 MDL Theory Length Weight: 3.2041523073 (1) Initialization: 6.095000 Memcpy Classifiers: 0.412000 Memcpy Instances: 7.106000 Kernel 1: 0.023000 Kernel 2: 83.137001 Copyback: 0.017000 Sum: 0.027000 It 10,Best ac:0.003073 0.733333 fi:0.449538. Ave ac:0.007803,0.009499 Initialization: 6.012000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.093000 Kernel 1: 0.023000 Kernel 2: 84.012001 Copyback: 0.017000 Sum: 0.030000 It 11,Best ac:0.003072 0.733333 fi:0.502624. Ave ac:0.008381,0.010191 Initialization: 5.588000 Memcpy Classifiers: 1.448000 Memcpy Instances: 7.122000 Kernel 1: 0.022000 Kernel 2: 85.278999 Copyback: 0.017000 Sum: 0.047000 It 12,Best ac:0.003352 0.750000 fi:0.456773. Ave ac:0.007877,0.008586 Initialization: 5.552000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.094000 Kernel 1: 0.023000 Kernel 2: 84.127998 Copyback: 0.017000 Sum: 0.031000 It 13,Best ac:0.003351 0.600000 fi:0.582638. Ave ac:0.006858,0.009006 Initialization: 5.483000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.108000 Kernel 1: 0.022000 Kernel 2: 84.959999 Copyback: 0.016000 Sum: 0.030000 It 14,Best ac:0.003351 0.750000 fi:0.444599. Ave ac:0.008504,0.009922 Initialization: 5.573000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.085000 Kernel 1: 0.023000 Kernel 2: 85.361000 Copyback: 0.018000 Sum: 0.027000 It 15,Best ac:0.003072 0.733333 fi:0.422879. Ave ac:0.009330,0.012557 Initialization: 5.482000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.096000 Kernel 1: 0.024000 Kernel 2: 83.734001 Copyback: 0.017000 Sum: 0.033000 It 16,Best ac:0.003073 0.785714 fi:0.425054. Ave ac:0.006926,0.009075 Initialization: 5.658000 Memcpy Classifiers: 0.353000 Memcpy Instances: 7.211000 Kernel 1: 0.023000 Kernel 2: 82.383003 Copyback: 0.017000 Sum: 0.032000 It 17,Best ac:0.004189 0.714286 fi:0.461679. Ave ac:0.007402,0.009457 Initialization: 5.730000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.095000 Kernel 1: 0.023000 Kernel 2: 81.375000 Copyback: 0.017000 Sum: 0.032000 It 18,Best ac:0.003351 0.923077 fi:0.253728. Ave ac:0.006066,0.008892 Initialization: 6.045000 Memcpy Classifiers: 0.339000 Memcpy Instances: 7.146000 Kernel 1: 0.022000 Kernel 2: 79.633003 Copyback: 0.017000 Sum: 0.032000 It 19,Best ac:0.004467 0.640000 fi:0.520879. Ave ac:0.008925,0.012843 Initialization: 5.461000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.644000 Kernel 1: 0.023000 Kernel 2: 76.664001 Copyback: 0.017000 Sum: 0.027000 It 20,Best ac:0.003630 0.590909 fi:0.595816. Ave ac:0.008573,0.015816 Initialization: 5.568000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.162000 Kernel 1: 0.022000 Kernel 2: 78.800003 Copyback: 0.017000 Sum: 0.031000 It 21,Best ac:0.003350 0.750000 fi:0.406622. Ave ac:0.010528,0.017525 Initialization: 5.683000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.087000 Kernel 1: 0.022000 Kernel 2: 73.447998 Copyback: 0.018000 Sum: 0.026000 It 22,Best ac:0.004747 0.739130 fi:0.432498. Ave ac:0.012041,0.019279 Initialization: 6.631000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.758000 Kernel 1: 0.022000 Kernel 2: 74.662003 Copyback: 0.017000 Sum: 0.026000 It 23,Best ac:0.004747 0.629630 fi:0.516815. Ave ac:0.009182,0.018245 Initialization: 5.537000 Memcpy Classifiers: 0.307000 Memcpy Instances: 7.112000 Kernel 1: 0.023000 Kernel 2: 72.476997 Copyback: 0.017000 Sum: 0.024000 It 24,Best ac:0.007819 0.636364 fi:0.500180. Ave ac:0.012407,0.020536 Initialization: 5.648000 Memcpy Classifiers: 0.339000 Memcpy Instances: 8.288000 Kernel 1: 0.023000 Kernel 2: 69.936996 Copyback: 0.017000 Sum: 0.025000 It 25,Best ac:0.003630 0.812500 fi:0.327431. Ave ac:0.012009,0.021186 Initialization: 5.555000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.281000 Kernel 1: 0.024000 Kernel 2: 73.342003 Copyback: 0.017000 Sum: 0.024000 It 26,Best ac:0.003908 0.608696 fi:0.544271. Ave ac:0.010508,0.024653 Initialization: 5.538000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.097000 Kernel 1: 0.024000 Kernel 2: 68.242996 Copyback: 0.017000 Sum: 0.022000 It 27,Best ac:0.003630 0.619048 fi:0.523959. Ave ac:0.009224,0.020530 MDL Theory Length Weight: 2.8837370766 (10) Initialization: 5.481000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.090000 Kernel 1: 0.025000 Kernel 2: 71.336998 Copyback: 0.016000 Sum: 0.024000 It 28,Best ac:0.003350 0.631579 fi:0.517805. Ave ac:0.012407,0.028203 Initialization: 5.510000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.081000 Kernel 1: 0.024000 Kernel 2: 69.750999 Copyback: 0.018000 Sum: 0.075000 It 29,Best ac:0.003910 0.777778 fi:0.407029. Ave ac:0.011347,0.025715 Initialization: 5.501000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.081000 Kernel 1: 0.024000 Kernel 2: 67.698997 Copyback: 0.017000 Sum: 0.022000 It 30,Best ac:0.004747 0.629630 fi:0.502929. Ave ac:0.014944,0.029722 Initialization: 6.079000 Memcpy Classifiers: 0.229000 Memcpy Instances: 7.096000 Kernel 1: 0.023000 Kernel 2: 71.120003 Copyback: 0.017000 Sum: 0.025000 It 31,Best ac:0.004747 0.566667 fi:0.564252. Ave ac:0.011217,0.023898 Initialization: 5.530000 Memcpy Classifiers: 0.205000 Memcpy Instances: 7.076000 Kernel 1: 0.023000 Kernel 2: 74.067001 Copyback: 0.017000 Sum: 0.022000 It 32,Best ac:0.001955 1.000000 fi:0.466071. Ave ac:0.014294,0.028958 Initialization: 5.962000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.113000 Kernel 1: 0.024000 Kernel 2: 70.820999 Copyback: 0.017000 Sum: 0.024000 It 33,Best ac:0.004189 0.652174 fi:0.493368. Ave ac:0.012102,0.026117 Initialization: 31.063999 Memcpy Instances: 355.130005 Memcpy Classifiers: 0.066000 Kernel 1: 0.025000 Kernel 2: 601.096008 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.059000 Kernel 1: 0.014000 Kernel 2: 592.309021 Copyback: 0.368000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 595.521973 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 612.525024 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 616.924988 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 593.987000 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 601.427002 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 494.872009 Copyback: 0.014000 Sum: 0.002000 It 34,Best ac:0.003451 0.483947 fi:0.654825. Ave ac:0.011974,0.039425 Best acc 0.003451 0.483947 Initialization: 5.588000 Memcpy Classifiers: 0.539000 Memcpy Instances: 7.326000 Kernel 1: 0.025000 Kernel 2: 89.136002 Copyback: 0.017000 Sum: 0.045000 Initial population average accuracy1:0.005183 accuracy2:0.176228 Initialization: 5.547000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.105000 Kernel 1: 0.024000 Kernel 2: 93.917000 Copyback: 0.017000 Sum: 0.051000 It 0,Best ac:0.002513 0.692308 fi:0.557076. Ave ac:0.008333,0.011439 Initialization: 5.533000 Memcpy Classifiers: 0.449000 Memcpy Instances: 7.119000 Kernel 1: 0.024000 Kernel 2: 94.877998 Copyback: 0.017000 Sum: 0.027000 It 1,Best ac:0.007540 0.435484 fi:0.661976. Ave ac:0.010809,0.013561 Initialization: 5.670000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.056000 Kernel 1: 0.022000 Kernel 2: 92.936996 Copyback: 0.017000 Sum: 0.031000 It 2,Best ac:0.003910 0.583333 fi:0.516164. Ave ac:0.011602,0.012767 Initialization: 5.479000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.089000 Kernel 1: 0.024000 Kernel 2: 91.134003 Copyback: 0.017000 Sum: 0.028000 It 3,Best ac:0.003072 0.647059 fi:0.452908. Ave ac:0.009917,0.010152 Initialization: 5.690000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.099000 Kernel 1: 0.023000 Kernel 2: 91.568001 Copyback: 0.017000 Sum: 0.030000 It 4,Best ac:0.003629 0.619048 fi:0.480606. Ave ac:0.008700,0.009237 Initialization: 5.546000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.132000 Kernel 1: 0.023000 Kernel 2: 90.078003 Copyback: 0.017000 Sum: 0.031000 It 5,Best ac:0.001675 1.000000 fi:0.499589. Ave ac:0.009960,0.011130 Initialization: 5.564000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.494000 Kernel 1: 0.022000 Kernel 2: 84.073997 Copyback: 0.017000 Sum: 0.029000 It 6,Best ac:0.003073 0.611111 fi:0.488854. Ave ac:0.008174,0.008174 Initialization: 5.994000 Memcpy Classifiers: 0.399000 Memcpy Instances: 7.181000 Kernel 1: 0.024000 Kernel 2: 82.274002 Copyback: 0.017000 Sum: 0.033000 It 7,Best ac:0.008378 0.666667 fi:0.430324. Ave ac:0.010507,0.010835 Initialization: 5.526000 Memcpy Classifiers: 0.424000 Memcpy Instances: 7.094000 Kernel 1: 0.023000 Kernel 2: 84.670998 Copyback: 0.017000 Sum: 0.032000 It 8,Best ac:0.004188 0.652174 fi:0.447167. Ave ac:0.009686,0.010544 Initialization: 5.568000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.101000 Kernel 1: 0.024000 Kernel 2: 80.487000 Copyback: 0.017000 Sum: 0.028000 It 9,Best ac:0.003072 0.578947 fi:0.521020. Ave ac:0.009968,0.010079 Iteration 10:MDL fitness activated Error 0.521020 TL 0.036525 MDL Theory Length Weight: 4.7548739463 (3) Initialization: 5.506000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.217000 Kernel 1: 0.023000 Kernel 2: 79.332001 Copyback: 0.017000 Sum: 0.031000 It 10,Best ac:0.005585 0.555556 fi:0.662333. Ave ac:0.009527,0.010070 Initialization: 5.477000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.118000 Kernel 1: 0.023000 Kernel 2: 83.017998 Copyback: 0.017000 Sum: 0.033000 It 11,Best ac:0.002792 0.769231 fi:0.538103. Ave ac:0.011970,0.013790 Initialization: 5.502000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.088000 Kernel 1: 0.024000 Kernel 2: 79.815002 Copyback: 0.017000 Sum: 0.033000 It 12,Best ac:0.002792 0.714286 fi:0.594590. Ave ac:0.013379,0.014762 Initialization: 5.592000 Memcpy Classifiers: 0.400000 Memcpy Instances: 7.411000 Kernel 1: 0.023000 Kernel 2: 76.578003 Copyback: 0.017000 Sum: 0.033000 It 13,Best ac:0.005306 0.593750 fi:0.586318. Ave ac:0.016260,0.019313 Initialization: 5.501000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.082000 Kernel 1: 0.023000 Kernel 2: 76.139000 Copyback: 0.017000 Sum: 0.032000 It 14,Best ac:0.003351 0.750000 fi:0.434308. Ave ac:0.014751,0.017401 Initialization: 5.531000 Memcpy Classifiers: 0.305000 Memcpy Instances: 7.624000 Kernel 1: 0.023000 Kernel 2: 75.961998 Copyback: 0.017000 Sum: 0.029000 It 15,Best ac:0.003630 0.722222 fi:0.465243. Ave ac:0.013700,0.016921 Initialization: 5.542000 Memcpy Classifiers: 0.309000 Memcpy Instances: 7.168000 Kernel 1: 0.024000 Kernel 2: 75.969002 Copyback: 0.017000 Sum: 0.028000 It 16,Best ac:0.004189 0.681818 fi:0.505148. Ave ac:0.011712,0.016718 Initialization: 5.646000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.140000 Kernel 1: 0.023000 Kernel 2: 74.413002 Copyback: 0.371000 Sum: 0.027000 It 17,Best ac:0.003072 0.733333 fi:0.453891. Ave ac:0.013119,0.015218 Initialization: 5.525000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.098000 Kernel 1: 0.022000 Kernel 2: 74.851997 Copyback: 0.017000 Sum: 0.026000 It 18,Best ac:0.003073 0.785714 fi:0.402061. Ave ac:0.012774,0.018474 Initialization: 5.529000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.111000 Kernel 1: 0.023000 Kernel 2: 72.144997 Copyback: 0.017000 Sum: 0.024000 It 19,Best ac:0.003351 0.705882 fi:0.471509. Ave ac:0.011398,0.015201 Initialization: 5.506000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.169000 Kernel 1: 0.022000 Kernel 2: 73.096001 Copyback: 0.017000 Sum: 0.024000 It 20,Best ac:0.003908 0.736842 fi:0.474878. Ave ac:0.009949,0.012152 Initialization: 5.492000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.111000 Kernel 1: 0.023000 Kernel 2: 71.809998 Copyback: 0.017000 Sum: 0.026000 It 21,Best ac:0.003351 0.750000 fi:0.450635. Ave ac:0.010188,0.015852 Initialization: 5.978000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.095000 Kernel 1: 0.023000 Kernel 2: 70.096001 Copyback: 0.017000 Sum: 0.024000 It 22,Best ac:0.003072 0.687500 fi:0.496495. Ave ac:0.011135,0.014582 Initialization: 5.566000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.078000 Kernel 1: 0.023000 Kernel 2: 70.478996 Copyback: 0.017000 Sum: 0.023000 It 23,Best ac:0.005306 0.678571 fi:0.500701. Ave ac:0.011288,0.012565 Initialization: 5.434000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.143000 Kernel 1: 0.023000 Kernel 2: 69.649002 Copyback: 0.016000 Sum: 0.019000 It 24,Best ac:0.004468 0.727273 fi:0.454598. Ave ac:0.009759,0.016018 Initialization: 5.476000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.094000 Kernel 1: 0.023000 Kernel 2: 68.028000 Copyback: 0.017000 Sum: 0.022000 It 25,Best ac:0.003351 0.705882 fi:0.476751. Ave ac:0.009067,0.010794 Initialization: 5.548000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.130000 Kernel 1: 0.023000 Kernel 2: 67.390999 Copyback: 0.017000 Sum: 0.024000 It 26,Best ac:0.004747 0.653846 fi:0.525739. Ave ac:0.008365,0.011675 Initialization: 5.551000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.139000 Kernel 1: 0.023000 Kernel 2: 68.860001 Copyback: 0.017000 Sum: 0.021000 It 27,Best ac:0.003072 0.687500 fi:0.517483. Ave ac:0.007648,0.009554 MDL Theory Length Weight: 4.2793865517 (10) Initialization: 5.596000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.118000 Kernel 1: 0.023000 Kernel 2: 68.957001 Copyback: 0.017000 Sum: 0.022000 It 28,Best ac:0.003072 0.733333 fi:0.470520. Ave ac:0.008109,0.010422 Initialization: 5.556000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.129000 Kernel 1: 0.023000 Kernel 2: 67.067001 Copyback: 0.017000 Sum: 0.023000 It 29,Best ac:0.003910 0.666667 fi:0.515064. Ave ac:0.005661,0.006672 Initialization: 5.492000 Memcpy Classifiers: 0.319000 Memcpy Instances: 7.131000 Kernel 1: 0.023000 Kernel 2: 69.005997 Copyback: 0.017000 Sum: 0.023000 It 30,Best ac:0.004189 0.681818 fi:0.493778. Ave ac:0.007512,0.010883 Initialization: 5.526000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.143000 Kernel 1: 0.023000 Kernel 2: 70.417999 Copyback: 0.017000 Sum: 0.022000 It 31,Best ac:0.003629 0.619048 fi:0.560783. Ave ac:0.007758,0.009883 Initialization: 5.518000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.120000 Kernel 1: 0.023000 Kernel 2: 67.725998 Copyback: 0.017000 Sum: 0.024000 It 32,Best ac:0.004468 0.695652 fi:0.457000. Ave ac:0.006307,0.007123 Initialization: 5.552000 Memcpy Classifiers: 0.304000 Memcpy Instances: 7.105000 Kernel 1: 0.022000 Kernel 2: 69.596001 Copyback: 0.017000 Sum: 0.022000 It 33,Best ac:0.003072 1.000000 fi:0.178498. Ave ac:0.006871,0.009085 Initialization: 31.833000 Memcpy Instances: 357.628998 Memcpy Classifiers: 0.072000 Kernel 1: 0.022000 Kernel 2: 580.554016 Copyback: 0.015000 Sum: 0.015000 Memcpy Classifiers: 0.072000 Kernel 1: 0.013000 Kernel 2: 578.148987 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.071000 Kernel 1: 0.013000 Kernel 2: 587.934021 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.072000 Kernel 1: 0.016000 Kernel 2: 589.679016 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.072000 Kernel 1: 0.013000 Kernel 2: 579.754028 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.072000 Kernel 1: 0.014000 Kernel 2: 572.450012 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.071000 Kernel 1: 0.013000 Kernel 2: 587.937988 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.077000 Kernel 1: 0.013000 Kernel 2: 474.983002 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.003563 0.507558 fi:0.664636. Ave ac:0.007434,0.021707 Best acc 0.003563 0.507558 Initialization: 5.671000 Memcpy Classifiers: 0.593000 Memcpy Instances: 7.089000 Kernel 1: 0.024000 Kernel 2: 88.773003 Copyback: 0.017000 Sum: 0.046000 Initial population average accuracy1:0.004199 accuracy2:0.174820 Initialization: 5.962000 Memcpy Classifiers: 0.488000 Memcpy Instances: 7.451000 Kernel 1: 0.023000 Kernel 2: 98.328003 Copyback: 0.017000 Sum: 0.028000 It 0,Best ac:0.016192 0.436090 fi:0.657146. Ave ac:0.008461,0.010428 Initialization: 5.489000 Memcpy Classifiers: 0.449000 Memcpy Instances: 7.153000 Kernel 1: 0.023000 Kernel 2: 93.775002 Copyback: 0.018000 Sum: 0.031000 It 1,Best ac:0.003351 0.631579 fi:0.468232. Ave ac:0.010886,0.013604 Initialization: 5.496000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.120000 Kernel 1: 0.023000 Kernel 2: 91.106003 Copyback: 0.017000 Sum: 0.029000 It 2,Best ac:0.002793 0.625000 fi:0.540981. Ave ac:0.012403,0.015977 Initialization: 5.584000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.112000 Kernel 1: 0.023000 Kernel 2: 89.961998 Copyback: 0.017000 Sum: 0.029000 It 3,Best ac:0.002514 0.692308 fi:0.555917. Ave ac:0.010953,0.011997 Initialization: 5.453000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.098000 Kernel 1: 0.023000 Kernel 2: 89.025002 Copyback: 0.016000 Sum: 0.031000 It 4,Best ac:0.005027 0.720000 fi:0.378870. Ave ac:0.010201,0.010116 Initialization: 5.497000 Memcpy Classifiers: 0.458000 Memcpy Instances: 7.623000 Kernel 1: 0.021000 Kernel 2: 85.394997 Copyback: 0.017000 Sum: 0.033000 It 5,Best ac:0.002793 0.625000 fi:0.540981. Ave ac:0.008443,0.008318 Initialization: 5.721000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.104000 Kernel 1: 0.024000 Kernel 2: 82.536003 Copyback: 0.017000 Sum: 0.030000 It 6,Best ac:0.004189 0.625000 fi:0.474341. Ave ac:0.007831,0.006799 Initialization: 5.514000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.140000 Kernel 1: 0.022000 Kernel 2: 83.599998 Copyback: 0.017000 Sum: 0.030000 It 7,Best ac:0.003350 0.631579 fi:0.468232. Ave ac:0.008975,0.007234 Initialization: 5.512000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.820000 Kernel 1: 0.022000 Kernel 2: 80.740997 Copyback: 0.017000 Sum: 0.032000 It 8,Best ac:0.005864 0.552632 fi:0.545769. Ave ac:0.008273,0.006299 Initialization: 5.718000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.285000 Kernel 1: 0.022000 Kernel 2: 79.571999 Copyback: 0.017000 Sum: 0.036000 It 9,Best ac:0.003630 0.650000 fi:0.449654. Ave ac:0.007525,0.005870 Iteration 10:MDL fitness activated Error 0.449654 TL 0.035187 MDL Theory Length Weight: 4.2596753661 (6) Initialization: 5.577000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.142000 Kernel 1: 0.022000 Kernel 2: 77.905998 Copyback: 0.018000 Sum: 0.029000 It 10,Best ac:0.003351 0.631579 fi:0.590919. Ave ac:0.004451,0.003787 Initialization: 5.500000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.178000 Kernel 1: 0.023000 Kernel 2: 78.959000 Copyback: 0.017000 Sum: 0.038000 It 11,Best ac:0.006145 0.647059 fi:0.570607. Ave ac:0.008554,0.006013 Initialization: 5.579000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.203000 Kernel 1: 0.023000 Kernel 2: 81.000000 Copyback: 0.017000 Sum: 0.036000 It 12,Best ac:0.003350 0.631579 fi:0.572870. Ave ac:0.007796,0.005953 Initialization: 5.546000 Memcpy Classifiers: 0.360000 Memcpy Instances: 7.180000 Kernel 1: 0.026000 Kernel 2: 78.060997 Copyback: 0.017000 Sum: 0.034000 It 13,Best ac:0.003073 0.733333 fi:0.505223. Ave ac:0.009704,0.008266 Initialization: 5.484000 Memcpy Classifiers: 0.339000 Memcpy Instances: 7.129000 Kernel 1: 0.023000 Kernel 2: 77.247002 Copyback: 0.017000 Sum: 0.031000 It 14,Best ac:0.005866 0.750000 fi:0.479662. Ave ac:0.008189,0.005899 Initialization: 5.665000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.367000 Kernel 1: 0.023000 Kernel 2: 76.625999 Copyback: 0.020000 Sum: 0.028000 It 15,Best ac:0.006423 0.547619 fi:0.622540. Ave ac:0.005142,0.004286 Initialization: 5.507000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.089000 Kernel 1: 0.024000 Kernel 2: 75.513000 Copyback: 0.017000 Sum: 0.028000 It 16,Best ac:0.003072 0.687500 fi:0.548638. Ave ac:0.006375,0.004637 Initialization: 5.541000 Memcpy Classifiers: 0.319000 Memcpy Instances: 7.159000 Kernel 1: 0.024000 Kernel 2: 74.625999 Copyback: 0.017000 Sum: 0.032000 It 17,Best ac:0.003072 0.733333 fi:0.503175. Ave ac:0.004926,0.003582 Initialization: 5.499000 Memcpy Classifiers: 0.339000 Memcpy Instances: 7.130000 Kernel 1: 0.023000 Kernel 2: 72.815002 Copyback: 0.017000 Sum: 0.031000 It 18,Best ac:0.003072 0.785714 fi:0.424934. Ave ac:0.004628,0.003455 Initialization: 5.434000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.103000 Kernel 1: 0.023000 Kernel 2: 74.819000 Copyback: 0.022000 Sum: 0.035000 It 19,Best ac:0.003072 0.647059 fi:0.536019. Ave ac:0.004941,0.003673 Initialization: 5.558000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.551000 Kernel 1: 0.023000 Kernel 2: 74.775002 Copyback: 0.017000 Sum: 0.039000 It 20,Best ac:0.004749 0.739130 fi:0.462960. Ave ac:0.007247,0.005182 Initialization: 5.487000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.574000 Kernel 1: 0.023000 Kernel 2: 74.029999 Copyback: 0.017000 Sum: 0.030000 It 21,Best ac:0.003911 0.636364 fi:0.554024. Ave ac:0.006158,0.004889 Initialization: 6.877000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.129000 Kernel 1: 0.024000 Kernel 2: 75.473999 Copyback: 0.017000 Sum: 0.031000 It 22,Best ac:0.002793 0.769231 fi:0.519126. Ave ac:0.005651,0.004814 Initialization: 5.490000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.105000 Kernel 1: 0.023000 Kernel 2: 79.421997 Copyback: 0.017000 Sum: 0.031000 It 23,Best ac:0.003629 0.650000 fi:0.559238. Ave ac:0.005771,0.004735 Initialization: 5.508000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.114000 Kernel 1: 0.023000 Kernel 2: 74.877998 Copyback: 0.019000 Sum: 0.030000 It 24,Best ac:0.003072 0.846154 fi:0.399711. Ave ac:0.008031,0.006576 Initialization: 5.600000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.104000 Kernel 1: 0.022000 Kernel 2: 73.516998 Copyback: 0.017000 Sum: 0.029000 It 25,Best ac:0.003351 0.857143 fi:0.328180. Ave ac:0.005898,0.005294 Initialization: 5.443000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.096000 Kernel 1: 0.023000 Kernel 2: 75.236000 Copyback: 0.017000 Sum: 0.029000 It 26,Best ac:0.003350 0.705882 fi:0.477038. Ave ac:0.006264,0.005082 Initialization: 5.701000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.120000 Kernel 1: 0.023000 Kernel 2: 75.315002 Copyback: 0.017000 Sum: 0.037000 It 27,Best ac:0.003071 0.647059 fi:0.535396. Ave ac:0.006367,0.005482 Initialization: 5.539000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.107000 Kernel 1: 0.023000 Kernel 2: 76.727997 Copyback: 0.017000 Sum: 0.034000 It 28,Best ac:0.004467 0.727273 fi:0.469124. Ave ac:0.006542,0.005862 Initialization: 5.558000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.193000 Kernel 1: 0.022000 Kernel 2: 71.122002 Copyback: 0.019000 Sum: 0.037000 It 29,Best ac:0.002793 0.769231 fi:0.484716. Ave ac:0.007233,0.006143 Initialization: 5.564000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.114000 Kernel 1: 0.023000 Kernel 2: 72.494003 Copyback: 0.017000 Sum: 0.029000 It 30,Best ac:0.008934 0.653061 fi:0.530195. Ave ac:0.007203,0.005722 Initialization: 5.578000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.084000 Kernel 1: 0.022000 Kernel 2: 69.331001 Copyback: 0.017000 Sum: 0.030000 It 31,Best ac:0.003910 0.666667 fi:0.537469. Ave ac:0.006258,0.005314 Initialization: 5.646000 Memcpy Classifiers: 0.247000 Memcpy Instances: 7.131000 Kernel 1: 0.024000 Kernel 2: 72.718002 Copyback: 0.017000 Sum: 0.030000 It 32,Best ac:0.005306 0.760000 fi:0.423691. Ave ac:0.006545,0.006637 Initialization: 5.607000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.087000 Kernel 1: 0.022000 Kernel 2: 72.699997 Copyback: 0.017000 Sum: 0.030000 It 33,Best ac:0.003351 0.666667 fi:0.514382. Ave ac:0.007507,0.005977 Initialization: 30.896000 Memcpy Instances: 355.109009 Memcpy Classifiers: 0.075000 Kernel 1: 0.022000 Kernel 2: 606.252991 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.072000 Kernel 1: 0.014000 Kernel 2: 607.612976 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.071000 Kernel 1: 0.013000 Kernel 2: 608.810974 Copyback: 0.370000 Sum: 0.002000 Memcpy Classifiers: 0.072000 Kernel 1: 0.014000 Kernel 2: 600.114990 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.072000 Kernel 1: 0.014000 Kernel 2: 600.419983 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.072000 Kernel 1: 0.015000 Kernel 2: 611.237976 Copyback: 0.020000 Sum: 0.008000 Memcpy Classifiers: 0.075000 Kernel 1: 0.020000 Kernel 2: 611.643005 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.078000 Kernel 1: 0.014000 Kernel 2: 485.569000 Copyback: 0.014000 Sum: 0.002000 It 34,Best ac:0.003116 0.556331 fi:0.624849. Ave ac:0.006665,0.017877 Best acc 0.003116 0.556331 Rule:Att PSSM_-2_12 is [<-2.496854]|Att PSSM_-1_3 is [<7.530187]|Att PSSM_-1_4 is [-5.446786,-1.766065]|Att PSSM_-1_8 is [>-5.683043]|Att PSSM_-1_13 is [>-2.349587]|Att PSSM_0_12 is [<-2.709033]|Att PSSM_2_12 is [-4.030700,-1.198304]|1 Accuracy : 0.787767 0 1 146166 17914 31884 38674 Removed 1003 instances. 178050 Instances left. Acc of rule 0.003116-0.556331 Initialization: 5.448000 Memcpy Classifiers: 0.516000 Memcpy Instances: 7.200000 Kernel 1: 0.024000 Kernel 2: 89.097000 Copyback: 0.017000 Sum: 0.040000 Initial population average accuracy1:0.004786 accuracy2:0.176348 Initialization: 5.528000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.041000 Kernel 1: 0.023000 Kernel 2: 93.889999 Copyback: 0.017000 Sum: 0.028000 It 0,Best ac:0.003369 0.545455 fi:0.554324. Ave ac:0.008777,0.012363 Initialization: 5.529000 Memcpy Classifiers: 0.452000 Memcpy Instances: 7.201000 Kernel 1: 0.023000 Kernel 2: 96.635002 Copyback: 0.017000 Sum: 0.032000 It 1,Best ac:0.007020 0.500000 fi:0.597706. Ave ac:0.010058,0.013082 Initialization: 5.466000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.126000 Kernel 1: 0.023000 Kernel 2: 93.491997 Copyback: 0.017000 Sum: 0.028000 It 2,Best ac:0.003930 0.538462 fi:0.560998. Ave ac:0.010127,0.011814 Initialization: 5.499000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.732000 Kernel 1: 0.023000 Kernel 2: 96.697998 Copyback: 0.017000 Sum: 0.030000 It 3,Best ac:0.001966 0.777778 fi:0.628343. Ave ac:0.010210,0.012479 Initialization: 5.552000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.071000 Kernel 1: 0.021000 Kernel 2: 95.852997 Copyback: 0.017000 Sum: 0.025000 It 4,Best ac:0.004494 0.695652 fi:0.403484. Ave ac:0.008283,0.009382 Initialization: 5.531000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.048000 Kernel 1: 0.024000 Kernel 2: 95.785004 Copyback: 0.017000 Sum: 0.029000 It 5,Best ac:0.003651 0.520000 fi:0.579619. Ave ac:0.008722,0.010376 Initialization: 5.588000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.172000 Kernel 1: 0.022000 Kernel 2: 96.898003 Copyback: 0.017000 Sum: 0.033000 It 6,Best ac:0.004492 0.571429 fi:0.527712. Ave ac:0.010447,0.011778 Initialization: 5.525000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.138000 Kernel 1: 0.023000 Kernel 2: 93.848999 Copyback: 0.017000 Sum: 0.026000 It 7,Best ac:0.007863 0.549020 fi:0.548208. Ave ac:0.006593,0.006877 Initialization: 5.542000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.075000 Kernel 1: 0.024000 Kernel 2: 98.920998 Copyback: 0.017000 Sum: 0.030000 It 8,Best ac:0.003931 0.560000 fi:0.539459. Ave ac:0.009342,0.009629 Initialization: 5.520000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.035000 Kernel 1: 0.023000 Kernel 2: 98.087997 Copyback: 0.017000 Sum: 0.028000 It 9,Best ac:0.004212 0.600000 fi:0.499300. Ave ac:0.007679,0.007779 Iteration 10:MDL fitness activated Error 0.499300 TL 0.032748 MDL Theory Length Weight: 5.0821999891 (6) Initialization: 5.564000 Memcpy Classifiers: 0.471000 Memcpy Instances: 7.113000 Kernel 1: 0.022000 Kernel 2: 101.152000 Copyback: 0.017000 Sum: 0.029000 It 10,Best ac:0.003089 0.687500 fi:0.576888. Ave ac:0.009307,0.009429 Initialization: 5.628000 Memcpy Classifiers: 0.417000 Memcpy Instances: 7.042000 Kernel 1: 0.023000 Kernel 2: 95.533997 Copyback: 0.017000 Sum: 0.031000 It 11,Best ac:0.003369 0.631579 fi:0.632650. Ave ac:0.008939,0.009407 Initialization: 5.511000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.099000 Kernel 1: 0.023000 Kernel 2: 94.853996 Copyback: 0.018000 Sum: 0.030000 It 12,Best ac:0.003088 0.578947 fi:0.642765. Ave ac:0.007573,0.008440 Initialization: 5.550000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.039000 Kernel 1: 0.023000 Kernel 2: 89.108002 Copyback: 0.018000 Sum: 0.036000 It 13,Best ac:0.002809 0.625000 fi:0.662967. Ave ac:0.007721,0.009039 Initialization: 5.514000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.077000 Kernel 1: 0.023000 Kernel 2: 87.130997 Copyback: 0.017000 Sum: 0.031000 It 14,Best ac:0.004494 0.666667 fi:0.596921. Ave ac:0.009115,0.010498 Initialization: 5.543000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.035000 Kernel 1: 0.024000 Kernel 2: 87.065002 Copyback: 0.017000 Sum: 0.028000 It 15,Best ac:0.003090 0.687500 fi:0.545997. Ave ac:0.006287,0.007412 Initialization: 5.465000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.085000 Kernel 1: 0.023000 Kernel 2: 86.917000 Copyback: 0.017000 Sum: 0.028000 It 16,Best ac:0.005336 0.730769 fi:0.501455. Ave ac:0.006947,0.008039 Initialization: 5.701000 Memcpy Classifiers: 0.381000 Memcpy Instances: 7.081000 Kernel 1: 0.023000 Kernel 2: 86.867996 Copyback: 0.017000 Sum: 0.029000 It 17,Best ac:0.002246 1.000000 fi:0.400631. Ave ac:0.004819,0.008381 Initialization: 5.516000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.091000 Kernel 1: 0.023000 Kernel 2: 86.044998 Copyback: 0.017000 Sum: 0.033000 It 18,Best ac:0.003089 0.733333 fi:0.471958. Ave ac:0.010909,0.012893 Initialization: 5.453000 Memcpy Classifiers: 0.404000 Memcpy Instances: 7.062000 Kernel 1: 0.024000 Kernel 2: 84.492996 Copyback: 0.017000 Sum: 0.027000 It 19,Best ac:0.005334 0.575758 fi:0.623399. Ave ac:0.006578,0.010950 Initialization: 5.451000 Memcpy Classifiers: 0.414000 Memcpy Instances: 7.039000 Kernel 1: 0.023000 Kernel 2: 84.402000 Copyback: 0.372000 Sum: 0.032000 It 20,Best ac:0.001404 1.000000 fi:0.654485. Ave ac:0.010987,0.014810 Initialization: 5.586000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.042000 Kernel 1: 0.023000 Kernel 2: 84.619003 Copyback: 0.017000 Sum: 0.035000 It 21,Best ac:0.005055 0.545455 fi:0.621662. Ave ac:0.010450,0.013616 Initialization: 5.517000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.053000 Kernel 1: 0.022000 Kernel 2: 80.819000 Copyback: 0.017000 Sum: 0.034000 It 22,Best ac:0.002807 0.714286 fi:0.530207. Ave ac:0.015050,0.016650 Initialization: 5.520000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.111000 Kernel 1: 0.024000 Kernel 2: 77.889999 Copyback: 0.017000 Sum: 0.033000 It 23,Best ac:0.005336 0.633333 fi:0.560625. Ave ac:0.010879,0.012908 Initialization: 5.481000 Memcpy Classifiers: 0.339000 Memcpy Instances: 7.140000 Kernel 1: 0.023000 Kernel 2: 76.432999 Copyback: 0.016000 Sum: 0.029000 It 24,Best ac:0.003371 0.750000 fi:0.456047. Ave ac:0.010728,0.013297 Initialization: 6.141000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.114000 Kernel 1: 0.023000 Kernel 2: 76.100998 Copyback: 0.017000 Sum: 0.031000 It 25,Best ac:0.003370 0.666667 fi:0.505656. Ave ac:0.011215,0.014646 Initialization: 5.472000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.075000 Kernel 1: 0.023000 Kernel 2: 75.609001 Copyback: 0.016000 Sum: 0.028000 It 26,Best ac:0.005615 0.625000 fi:0.529419. Ave ac:0.011502,0.012218 MDL Theory Length Weight: 4.5739799902 (10) Initialization: 5.566000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.124000 Kernel 1: 0.022000 Kernel 2: 73.758003 Copyback: 0.016000 Sum: 0.025000 It 27,Best ac:0.003933 0.700000 fi:0.449212. Ave ac:0.011772,0.013889 Initialization: 5.499000 Memcpy Classifiers: 0.301000 Memcpy Instances: 7.063000 Kernel 1: 0.023000 Kernel 2: 73.654999 Copyback: 0.018000 Sum: 0.028000 It 28,Best ac:0.004212 0.750000 fi:0.413435. Ave ac:0.008311,0.010073 Initialization: 5.530000 Memcpy Classifiers: 0.319000 Memcpy Instances: 7.267000 Kernel 1: 0.023000 Kernel 2: 70.003998 Copyback: 0.017000 Sum: 0.023000 It 29,Best ac:0.003090 0.733333 fi:0.440289. Ave ac:0.010679,0.014007 Initialization: 5.557000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.530000 Kernel 1: 0.023000 Kernel 2: 70.071999 Copyback: 0.017000 Sum: 0.030000 It 30,Best ac:0.003089 0.611111 fi:0.552591. Ave ac:0.006157,0.009749 Initialization: 5.467000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.063000 Kernel 1: 0.024000 Kernel 2: 68.102997 Copyback: 0.017000 Sum: 0.022000 It 31,Best ac:0.003652 0.619048 fi:0.555154. Ave ac:0.011410,0.019928 Initialization: 5.502000 Memcpy Classifiers: 0.354000 Memcpy Instances: 8.241000 Kernel 1: 0.023000 Kernel 2: 72.448997 Copyback: 0.017000 Sum: 0.025000 It 32,Best ac:0.002808 0.769231 fi:0.457117. Ave ac:0.011347,0.017992 Initialization: 5.487000 Memcpy Classifiers: 0.359000 Memcpy Instances: 7.084000 Kernel 1: 0.022000 Kernel 2: 69.273003 Copyback: 0.017000 Sum: 0.022000 It 33,Best ac:0.001966 1.000000 fi:0.485179. Ave ac:0.009180,0.014489 Initialization: 31.749001 Memcpy Instances: 351.522003 Memcpy Classifiers: 0.071000 Kernel 1: 0.023000 Kernel 2: 554.515991 Copyback: 0.015000 Sum: 0.017000 Memcpy Classifiers: 0.070000 Kernel 1: 0.013000 Kernel 2: 585.140991 Copyback: 0.014000 Sum: 0.003000 Memcpy Classifiers: 0.070000 Kernel 1: 0.013000 Kernel 2: 569.963989 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.014000 Kernel 2: 567.664978 Copyback: 0.016000 Sum: 0.004000 Memcpy Classifiers: 0.070000 Kernel 1: 0.014000 Kernel 2: 557.820984 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 579.181030 Copyback: 0.019000 Sum: 0.006000 Memcpy Classifiers: 0.070000 Kernel 1: 0.019000 Kernel 2: 587.046997 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.078000 Kernel 1: 0.013000 Kernel 2: 413.167999 Copyback: 0.015000 Sum: 0.002000 It 34,Best ac:0.004061 0.455290 fi:0.694419. Ave ac:0.011641,0.035463 Best acc 0.004061 0.455290 Initialization: 5.765000 Memcpy Classifiers: 0.523000 Memcpy Instances: 7.045000 Kernel 1: 0.024000 Kernel 2: 87.703003 Copyback: 0.017000 Sum: 0.042000 Initial population average accuracy1:0.004673 accuracy2:0.161757 Initialization: 5.426000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.091000 Kernel 1: 0.023000 Kernel 2: 93.064003 Copyback: 0.017000 Sum: 0.037000 It 0,Best ac:0.004213 0.441176 fi:0.658120. Ave ac:0.008075,0.009694 Initialization: 5.473000 Memcpy Classifiers: 0.475000 Memcpy Instances: 7.149000 Kernel 1: 0.024000 Kernel 2: 93.141998 Copyback: 0.017000 Sum: 0.031000 It 1,Best ac:0.003371 0.545455 fi:0.554321. Ave ac:0.009308,0.011207 Initialization: 5.802000 Memcpy Classifiers: 0.470000 Memcpy Instances: 7.053000 Kernel 1: 0.023000 Kernel 2: 92.407997 Copyback: 0.019000 Sum: 0.034000 It 2,Best ac:0.004212 0.535714 fi:0.563586. Ave ac:0.010451,0.012871 Initialization: 5.485000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.053000 Kernel 1: 0.022000 Kernel 2: 93.361000 Copyback: 0.017000 Sum: 0.029000 It 3,Best ac:0.003651 0.619048 fi:0.480571. Ave ac:0.010855,0.013133 Initialization: 5.588000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.533000 Kernel 1: 0.023000 Kernel 2: 94.025002 Copyback: 0.017000 Sum: 0.027000 It 4,Best ac:0.005055 0.473684 fi:0.625138. Ave ac:0.008710,0.010045 Initialization: 5.494000 Memcpy Classifiers: 0.453000 Memcpy Instances: 7.101000 Kernel 1: 0.023000 Kernel 2: 94.641998 Copyback: 0.020000 Sum: 0.028000 It 5,Best ac:0.005053 0.580645 fi:0.518177. Ave ac:0.008171,0.009822 Initialization: 5.470000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.047000 Kernel 1: 0.024000 Kernel 2: 96.333000 Copyback: 0.017000 Sum: 0.028000 It 6,Best ac:0.003089 0.687500 fi:0.412438. Ave ac:0.008164,0.008389 Initialization: 5.582000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.064000 Kernel 1: 0.023000 Kernel 2: 95.780998 Copyback: 0.017000 Sum: 0.032000 It 7,Best ac:0.002809 0.769231 fi:0.381039. Ave ac:0.006590,0.007190 Initialization: 5.504000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.081000 Kernel 1: 0.023000 Kernel 2: 97.834000 Copyback: 0.017000 Sum: 0.031000 It 8,Best ac:0.007299 0.500000 fi:0.597547. Ave ac:0.005281,0.004210 Initialization: 5.523000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.039000 Kernel 1: 0.023000 Kernel 2: 96.314003 Copyback: 0.017000 Sum: 0.030000 It 9,Best ac:0.005055 0.600000 fi:0.498822. Ave ac:0.005836,0.004955 Iteration 10:MDL fitness activated Error 0.498822 TL 0.050596 MDL Theory Length Weight: 3.2862918847 (3) Initialization: 5.568000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.094000 Kernel 1: 0.023000 Kernel 2: 91.996002 Copyback: 0.017000 Sum: 0.030000 It 10,Best ac:0.002807 0.769231 fi:0.510593. Ave ac:0.005608,0.005179 Initialization: 5.470000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.097000 Kernel 1: 0.024000 Kernel 2: 85.728996 Copyback: 0.017000 Sum: 0.032000 It 11,Best ac:0.003370 0.631579 fi:0.589314. Ave ac:0.005679,0.005170 Initialization: 5.470000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.064000 Kernel 1: 0.028000 Kernel 2: 82.508003 Copyback: 0.017000 Sum: 0.039000 It 12,Best ac:0.011798 0.646154 fi:0.552122. Ave ac:0.007962,0.006739 Initialization: 5.522000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.076000 Kernel 1: 0.023000 Kernel 2: 83.750000 Copyback: 0.017000 Sum: 0.029000 It 13,Best ac:0.005896 0.677419 fi:0.539145. Ave ac:0.007111,0.006398 Initialization: 5.515000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.649000 Kernel 1: 0.023000 Kernel 2: 83.348000 Copyback: 0.017000 Sum: 0.029000 It 14,Best ac:0.002528 0.818182 fi:0.552193. Ave ac:0.007716,0.007147 Initialization: 5.482000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.861000 Kernel 1: 0.023000 Kernel 2: 80.600998 Copyback: 0.016000 Sum: 0.031000 It 15,Best ac:0.003931 0.700000 fi:0.507961. Ave ac:0.008985,0.007964 Initialization: 5.500000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.040000 Kernel 1: 0.023000 Kernel 2: 78.919998 Copyback: 0.017000 Sum: 0.033000 It 16,Best ac:0.005897 0.617647 fi:0.597003. Ave ac:0.007890,0.007766 Initialization: 5.474000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.033000 Kernel 1: 0.024000 Kernel 2: 76.084000 Copyback: 0.017000 Sum: 0.029000 It 17,Best ac:0.003371 0.666667 fi:0.561331. Ave ac:0.006908,0.008413 Initialization: 5.510000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.065000 Kernel 1: 0.023000 Kernel 2: 76.612000 Copyback: 0.018000 Sum: 0.030000 It 18,Best ac:0.004493 0.800000 fi:0.413967. Ave ac:0.009445,0.009074 Initialization: 5.595000 Memcpy Classifiers: 0.381000 Memcpy Instances: 7.071000 Kernel 1: 0.023000 Kernel 2: 75.691002 Copyback: 0.017000 Sum: 0.035000 It 19,Best ac:0.003370 0.800000 fi:0.394159. Ave ac:0.007905,0.008537 Initialization: 5.487000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.068000 Kernel 1: 0.022000 Kernel 2: 75.124001 Copyback: 0.017000 Sum: 0.030000 It 20,Best ac:0.003651 0.928571 fi:0.286450. Ave ac:0.008391,0.009047 Initialization: 5.486000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.118000 Kernel 1: 0.024000 Kernel 2: 75.855003 Copyback: 0.017000 Sum: 0.031000 It 21,Best ac:0.003650 0.764706 fi:0.445118. Ave ac:0.008978,0.009252 Initialization: 5.450000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.081000 Kernel 1: 0.023000 Kernel 2: 77.418999 Copyback: 0.017000 Sum: 0.027000 It 22,Best ac:0.003650 0.866667 fi:0.326974. Ave ac:0.006792,0.008025 Initialization: 5.500000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.041000 Kernel 1: 0.024000 Kernel 2: 75.980003 Copyback: 0.017000 Sum: 0.036000 It 23,Best ac:0.003088 0.916667 fi:0.273260. Ave ac:0.008995,0.009330 Initialization: 5.537000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.193000 Kernel 1: 0.022000 Kernel 2: 75.605003 Copyback: 0.017000 Sum: 0.030000 It 24,Best ac:0.004493 0.666667 fi:0.540455. Ave ac:0.007164,0.006668 Initialization: 5.511000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.169000 Kernel 1: 0.023000 Kernel 2: 74.184998 Copyback: 0.016000 Sum: 0.027000 It 25,Best ac:0.003090 0.785714 fi:0.405079. Ave ac:0.007507,0.007310 Initialization: 5.546000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.102000 Kernel 1: 0.023000 Kernel 2: 75.761002 Copyback: 0.017000 Sum: 0.031000 It 26,Best ac:0.002527 0.900000 fi:0.407679. Ave ac:0.006317,0.005830 Initialization: 5.491000 Memcpy Classifiers: 0.350000 Memcpy Instances: 7.107000 Kernel 1: 0.023000 Kernel 2: 75.336998 Copyback: 0.017000 Sum: 0.027000 It 27,Best ac:0.004493 0.666667 fi:0.520008. Ave ac:0.006033,0.004653 Initialization: 5.526000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.105000 Kernel 1: 0.024000 Kernel 2: 72.944000 Copyback: 0.017000 Sum: 0.028000 It 28,Best ac:0.003088 0.687500 fi:0.490865. Ave ac:0.005169,0.004702 Initialization: 6.247000 Memcpy Classifiers: 0.400000 Memcpy Instances: 7.887000 Kernel 1: 0.023000 Kernel 2: 73.902000 Copyback: 0.017000 Sum: 0.029000 It 29,Best ac:0.003651 0.764706 fi:0.426561. Ave ac:0.006085,0.005553 Initialization: 5.506000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.516000 Kernel 1: 0.023000 Kernel 2: 70.444000 Copyback: 0.018000 Sum: 0.035000 It 30,Best ac:0.006461 0.766667 fi:0.432340. Ave ac:0.006557,0.004983 Initialization: 5.466000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.676000 Kernel 1: 0.023000 Kernel 2: 72.886002 Copyback: 0.017000 Sum: 0.030000 It 31,Best ac:0.003370 0.800000 fi:0.397303. Ave ac:0.005024,0.003957 Initialization: 5.982000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.185000 Kernel 1: 0.023000 Kernel 2: 72.622002 Copyback: 0.017000 Sum: 0.033000 It 32,Best ac:0.003369 0.750000 fi:0.456960. Ave ac:0.005057,0.003977 MDL Theory Length Weight: 2.9576626963 (10) Initialization: 6.152000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.095000 Kernel 1: 0.023000 Kernel 2: 73.760002 Copyback: 0.017000 Sum: 0.029000 It 33,Best ac:0.006459 0.741935 fi:0.431008. Ave ac:0.005985,0.004250 Initialization: 31.768000 Memcpy Instances: 350.218994 Memcpy Classifiers: 0.081000 Kernel 1: 0.025000 Kernel 2: 614.732971 Copyback: 0.015000 Sum: 0.017000 Memcpy Classifiers: 0.081000 Kernel 1: 0.014000 Kernel 2: 602.304016 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.080000 Kernel 1: 0.013000 Kernel 2: 613.367981 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.080000 Kernel 1: 0.013000 Kernel 2: 622.103027 Copyback: 0.369000 Sum: 0.002000 Memcpy Classifiers: 0.080000 Kernel 1: 0.014000 Kernel 2: 604.265015 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.079000 Kernel 1: 0.012000 Kernel 2: 605.786011 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.079000 Kernel 1: 0.013000 Kernel 2: 621.393005 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.083000 Kernel 1: 0.013000 Kernel 2: 457.686005 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.028133 0.518852 fi:0.658618. Ave ac:0.004580,0.011749 Best acc 0.028133 0.518852 Rule:Att PSSM_0_4 is [<-2.630889]|Att PSSM_0_11 is [-5.020357,6.840709]|Att PSSM_0_12 is [-6.109052,-1.890948]|Att PSSM_1_15 is [-6.571014,-1.499048]|Att PSSM_1_20 is [-1.374505,4.586235]|Att PSSM_3_15 is [-6.257614,-0.921503]|Att PSSM_3_16 is [-3.060477,6.687082]|Att PSSM_3_20 is [-2.266265,6.228319]|Att PSSM_4_7 is [<-1.453126]|1 Accuracy : 0.788218 0 1 145498 18582 31110 39448 Removed 1442 instances. 176608 Instances left. Acc of rule 0.028133-0.518852 Initialization: 5.466000 Memcpy Classifiers: 0.540000 Memcpy Instances: 7.136000 Kernel 1: 0.024000 Kernel 2: 88.757004 Copyback: 0.017000 Sum: 0.044000 Initial population average accuracy1:0.005032 accuracy2:0.174471 Initialization: 5.540000 Memcpy Classifiers: 0.528000 Memcpy Instances: 7.009000 Kernel 1: 0.024000 Kernel 2: 92.466003 Copyback: 0.020000 Sum: 0.054000 It 0,Best ac:0.002830 0.416667 fi:0.714508. Ave ac:0.009069,0.012706 Initialization: 5.452000 Memcpy Classifiers: 0.539000 Memcpy Instances: 6.986000 Kernel 1: 0.024000 Kernel 2: 92.841003 Copyback: 0.018000 Sum: 0.033000 It 1,Best ac:0.005946 0.446809 fi:0.651449. Ave ac:0.010385,0.011606 Initialization: 5.577000 Memcpy Classifiers: 0.488000 Memcpy Instances: 7.035000 Kernel 1: 0.023000 Kernel 2: 97.940002 Copyback: 0.017000 Sum: 0.030000 It 2,Best ac:0.003964 0.451613 fi:0.647789. Ave ac:0.010138,0.011264 Initialization: 5.612000 Memcpy Classifiers: 0.498000 Memcpy Instances: 6.973000 Kernel 1: 0.023000 Kernel 2: 98.813004 Copyback: 0.018000 Sum: 0.028000 It 3,Best ac:0.003682 0.419355 fi:0.680211. Ave ac:0.008675,0.010299 Initialization: 5.711000 Memcpy Classifiers: 0.452000 Memcpy Instances: 7.232000 Kernel 1: 0.023000 Kernel 2: 95.219002 Copyback: 0.017000 Sum: 0.033000 It 4,Best ac:0.002831 0.526316 fi:0.603462. Ave ac:0.009583,0.011093 Initialization: 5.534000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.064000 Kernel 1: 0.022000 Kernel 2: 94.978996 Copyback: 0.018000 Sum: 0.031000 It 5,Best ac:0.004530 0.516129 fi:0.582946. Ave ac:0.008139,0.008733 Initialization: 5.524000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.039000 Kernel 1: 0.022000 Kernel 2: 92.206001 Copyback: 0.017000 Sum: 0.032000 It 6,Best ac:0.003114 0.578947 fi:0.520948. Ave ac:0.009031,0.009898 Initialization: 5.630000 Memcpy Classifiers: 0.434000 Memcpy Instances: 6.986000 Kernel 1: 0.022000 Kernel 2: 92.794998 Copyback: 0.017000 Sum: 0.033000 It 7,Best ac:0.001982 0.875000 fi:0.515845. Ave ac:0.007667,0.008482 Initialization: 5.460000 Memcpy Classifiers: 0.504000 Memcpy Instances: 6.992000 Kernel 1: 0.024000 Kernel 2: 95.588997 Copyback: 0.017000 Sum: 0.032000 It 8,Best ac:0.002831 0.625000 fi:0.504778. Ave ac:0.010426,0.010634 Initialization: 5.424000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.048000 Kernel 1: 0.022000 Kernel 2: 91.384003 Copyback: 0.016000 Sum: 0.027000 It 9,Best ac:0.003397 0.545455 fi:0.554278. Ave ac:0.009681,0.010073 Iteration 10:MDL fitness activated Error 0.554278 TL 0.037607 MDL Theory Length Weight: 4.9129471119 (2) Initialization: 5.439000 Memcpy Classifiers: 0.415000 Memcpy Instances: 6.987000 Kernel 1: 0.024000 Kernel 2: 91.608002 Copyback: 0.017000 Sum: 0.027000 It 10,Best ac:0.003681 0.590909 fi:0.621824. Ave ac:0.008005,0.008015 Initialization: 5.538000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.166000 Kernel 1: 0.023000 Kernel 2: 88.452003 Copyback: 0.017000 Sum: 0.034000 It 11,Best ac:0.003398 0.521739 fi:0.662017. Ave ac:0.008560,0.010014 Initialization: 5.493000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.026000 Kernel 1: 0.974000 Kernel 2: 85.473000 Copyback: 0.017000 Sum: 0.034000 It 12,Best ac:0.005379 0.612903 fi:0.606073. Ave ac:0.011307,0.013419 Initialization: 5.453000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.489000 Kernel 1: 0.023000 Kernel 2: 85.833000 Copyback: 0.017000 Sum: 0.035000 It 13,Best ac:0.003681 0.619048 fi:0.596720. Ave ac:0.013300,0.015410 Initialization: 5.435000 Memcpy Classifiers: 0.350000 Memcpy Instances: 7.031000 Kernel 1: 0.023000 Kernel 2: 81.556999 Copyback: 0.017000 Sum: 0.034000 It 14,Best ac:0.005946 0.583333 fi:0.626671. Ave ac:0.011294,0.015942 Initialization: 5.458000 Memcpy Classifiers: 0.348000 Memcpy Instances: 6.978000 Kernel 1: 0.023000 Kernel 2: 76.948997 Copyback: 0.017000 Sum: 0.033000 It 15,Best ac:0.003964 0.608696 fi:0.570507. Ave ac:0.012677,0.017882 Initialization: 5.468000 Memcpy Classifiers: 0.302000 Memcpy Instances: 6.973000 Kernel 1: 0.023000 Kernel 2: 71.476997 Copyback: 0.016000 Sum: 0.025000 It 16,Best ac:0.002548 0.750000 fi:0.556006. Ave ac:0.010155,0.018460 Initialization: 5.467000 Memcpy Classifiers: 0.302000 Memcpy Instances: 6.972000 Kernel 1: 0.023000 Kernel 2: 69.156998 Copyback: 0.017000 Sum: 0.022000 It 17,Best ac:0.003398 0.571429 fi:0.570969. Ave ac:0.012606,0.024189 Initialization: 5.534000 Memcpy Classifiers: 0.283000 Memcpy Instances: 6.978000 Kernel 1: 0.023000 Kernel 2: 66.695000 Copyback: 0.017000 Sum: 0.022000 It 18,Best ac:0.003114 0.647059 fi:0.501847. Ave ac:0.010199,0.018648 Initialization: 5.415000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.034000 Kernel 1: 0.022000 Kernel 2: 66.838997 Copyback: 0.017000 Sum: 0.021000 It 19,Best ac:0.001698 1.000000 fi:0.525119. Ave ac:0.009771,0.017880 Initialization: 5.475000 Memcpy Classifiers: 0.262000 Memcpy Instances: 6.981000 Kernel 1: 0.023000 Kernel 2: 66.348999 Copyback: 0.017000 Sum: 0.021000 It 20,Best ac:0.004247 0.600000 fi:0.597899. Ave ac:0.015600,0.032326 Initialization: 5.454000 Memcpy Classifiers: 0.246000 Memcpy Instances: 6.982000 Kernel 1: 0.023000 Kernel 2: 64.674004 Copyback: 0.017000 Sum: 0.024000 It 21,Best ac:0.002548 0.818182 fi:0.473759. Ave ac:0.016350,0.030428 Initialization: 5.495000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.063000 Kernel 1: 0.023000 Kernel 2: 63.610001 Copyback: 0.017000 Sum: 0.022000 It 22,Best ac:0.005663 0.714286 fi:0.465156. Ave ac:0.015227,0.031943 Initialization: 5.518000 Memcpy Classifiers: 0.323000 Memcpy Instances: 7.064000 Kernel 1: 0.023000 Kernel 2: 63.589001 Copyback: 0.017000 Sum: 0.021000 It 23,Best ac:0.002830 0.666667 fi:0.504032. Ave ac:0.012729,0.023195 Initialization: 5.503000 Memcpy Classifiers: 0.284000 Memcpy Instances: 6.976000 Kernel 1: 0.024000 Kernel 2: 62.988998 Copyback: 0.371000 Sum: 0.023000 It 24,Best ac:0.003681 0.650000 fi:0.494566. Ave ac:0.015549,0.031630 Initialization: 5.920000 Memcpy Classifiers: 0.267000 Memcpy Instances: 7.062000 Kernel 1: 0.023000 Kernel 2: 60.271999 Copyback: 0.017000 Sum: 0.021000 It 25,Best ac:0.003114 0.578947 fi:0.608581. Ave ac:0.013031,0.029423 Initialization: 5.404000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.016000 Kernel 1: 0.023000 Kernel 2: 59.304001 Copyback: 0.017000 Sum: 0.020000 It 26,Best ac:0.005096 0.562500 fi:0.594812. Ave ac:0.024633,0.041676 Initialization: 6.149000 Memcpy Classifiers: 0.227000 Memcpy Instances: 7.022000 Kernel 1: 0.025000 Kernel 2: 58.824001 Copyback: 0.017000 Sum: 0.022000 It 27,Best ac:0.003114 0.500000 fi:0.653522. Ave ac:0.017482,0.035655 Initialization: 5.540000 Memcpy Classifiers: 0.227000 Memcpy Instances: 6.972000 Kernel 1: 0.023000 Kernel 2: 58.641998 Copyback: 0.017000 Sum: 0.023000 It 28,Best ac:0.002831 0.909091 fi:0.286117. Ave ac:0.019564,0.033816 Initialization: 5.453000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.060000 Kernel 1: 0.024000 Kernel 2: 60.945000 Copyback: 0.017000 Sum: 0.023000 It 29,Best ac:0.003680 0.650000 fi:0.528941. Ave ac:0.020250,0.039918 Initialization: 5.386000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.007000 Kernel 1: 0.023000 Kernel 2: 58.410000 Copyback: 0.017000 Sum: 0.022000 It 30,Best ac:0.003114 0.611111 fi:0.552298. Ave ac:0.013872,0.028958 Initialization: 5.946000 Memcpy Classifiers: 0.228000 Memcpy Instances: 7.008000 Kernel 1: 0.023000 Kernel 2: 60.300999 Copyback: 0.016000 Sum: 0.019000 It 31,Best ac:0.003398 0.631579 fi:0.513151. Ave ac:0.015267,0.030316 Initialization: 5.461000 Memcpy Classifiers: 0.247000 Memcpy Instances: 6.972000 Kernel 1: 0.024000 Kernel 2: 61.298000 Copyback: 0.017000 Sum: 0.019000 It 32,Best ac:0.003114 0.647059 fi:0.518735. Ave ac:0.013610,0.027459 Initialization: 5.488000 Memcpy Classifiers: 0.226000 Memcpy Instances: 7.012000 Kernel 1: 0.023000 Kernel 2: 62.683998 Copyback: 0.017000 Sum: 0.020000 It 33,Best ac:0.003114 0.611111 fi:0.544448. Ave ac:0.013877,0.026699 Initialization: 31.980000 Memcpy Instances: 349.627014 Memcpy Classifiers: 0.076000 Kernel 1: 0.026000 Kernel 2: 528.518005 Copyback: 0.015000 Sum: 0.018000 Memcpy Classifiers: 0.075000 Kernel 1: 0.014000 Kernel 2: 530.822998 Copyback: 0.016000 Sum: 0.005000 Memcpy Classifiers: 0.074000 Kernel 1: 0.017000 Kernel 2: 542.408020 Copyback: 0.016000 Sum: 0.004000 Memcpy Classifiers: 0.074000 Kernel 1: 0.015000 Kernel 2: 543.181030 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.074000 Kernel 1: 0.014000 Kernel 2: 536.382996 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.073000 Kernel 1: 0.014000 Kernel 2: 539.439026 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.075000 Kernel 1: 0.014000 Kernel 2: 532.978027 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 363.207001 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.049369 0.418579 fi:0.709228. Ave ac:0.010625,0.033888 Best acc 0.049369 0.418579 Initialization: 5.484000 Memcpy Classifiers: 0.593000 Memcpy Instances: 6.992000 Kernel 1: 0.024000 Kernel 2: 87.707001 Copyback: 0.017000 Sum: 0.044000 Initial population average accuracy1:0.005297 accuracy2:0.174811 Initialization: 5.435000 Memcpy Classifiers: 0.558000 Memcpy Instances: 7.081000 Kernel 1: 0.023000 Kernel 2: 90.408997 Copyback: 0.018000 Sum: 0.030000 It 0,Best ac:0.004247 0.454545 fi:0.644693. Ave ac:0.008999,0.010806 Initialization: 5.485000 Memcpy Classifiers: 0.433000 Memcpy Instances: 6.990000 Kernel 1: 0.025000 Kernel 2: 90.966003 Copyback: 0.017000 Sum: 0.028000 It 1,Best ac:0.001982 0.777778 fi:0.613067. Ave ac:0.011313,0.011960 Initialization: 5.485000 Memcpy Classifiers: 0.432000 Memcpy Instances: 6.986000 Kernel 1: 0.023000 Kernel 2: 88.905998 Copyback: 0.017000 Sum: 0.030000 It 2,Best ac:0.002831 0.666667 fi:0.463111. Ave ac:0.010557,0.010635 Initialization: 5.873000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.038000 Kernel 1: 0.023000 Kernel 2: 84.297997 Copyback: 0.371000 Sum: 0.029000 It 3,Best ac:0.003681 0.650000 fi:0.449565. Ave ac:0.009103,0.009389 Initialization: 5.459000 Memcpy Classifiers: 0.415000 Memcpy Instances: 6.971000 Kernel 1: 0.024000 Kernel 2: 81.306000 Copyback: 0.017000 Sum: 0.028000 It 4,Best ac:0.001416 1.000000 fi:0.564889. Ave ac:0.008258,0.010075 Initialization: 5.432000 Memcpy Classifiers: 0.381000 Memcpy Instances: 7.011000 Kernel 1: 0.023000 Kernel 2: 78.883003 Copyback: 0.017000 Sum: 0.029000 It 5,Best ac:0.004813 0.548387 fi:0.550524. Ave ac:0.008412,0.009264 Initialization: 5.412000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.033000 Kernel 1: 0.024000 Kernel 2: 78.285004 Copyback: 0.018000 Sum: 0.030000 It 6,Best ac:0.008777 0.543860 fi:0.552763. Ave ac:0.008207,0.008941 Initialization: 5.506000 Memcpy Classifiers: 0.380000 Memcpy Instances: 6.990000 Kernel 1: 0.024000 Kernel 2: 78.477997 Copyback: 0.017000 Sum: 0.030000 It 7,Best ac:0.005095 0.600000 fi:0.498753. Ave ac:0.007724,0.006911 Initialization: 5.453000 Memcpy Classifiers: 0.377000 Memcpy Instances: 6.994000 Kernel 1: 0.023000 Kernel 2: 78.141998 Copyback: 0.018000 Sum: 0.030000 It 8,Best ac:0.006227 0.578947 fi:0.519152. Ave ac:0.006639,0.006885 Initialization: 5.382000 Memcpy Classifiers: 0.449000 Memcpy Instances: 7.040000 Kernel 1: 0.022000 Kernel 2: 78.325996 Copyback: 0.018000 Sum: 0.025000 It 9,Best ac:0.003114 0.611111 fi:0.488781. Ave ac:0.007357,0.008491 Iteration 10:MDL fitness activated Error 0.488781 TL 0.029627 MDL Theory Length Weight: 5.4992498762 (7) Initialization: 5.464000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.862000 Kernel 1: 0.022000 Kernel 2: 77.227997 Copyback: 0.017000 Sum: 0.029000 It 10,Best ac:0.004247 0.681818 fi:0.626124. Ave ac:0.008195,0.008053 Initialization: 5.468000 Memcpy Classifiers: 0.361000 Memcpy Instances: 6.985000 Kernel 1: 0.023000 Kernel 2: 75.105003 Copyback: 0.017000 Sum: 0.028000 It 11,Best ac:0.002830 0.666667 fi:0.585280. Ave ac:0.010397,0.010988 Initialization: 5.499000 Memcpy Classifiers: 0.352000 Memcpy Instances: 6.978000 Kernel 1: 0.023000 Kernel 2: 74.647003 Copyback: 0.017000 Sum: 0.028000 It 12,Best ac:0.006795 0.571429 fi:0.638445. Ave ac:0.013327,0.015295 Initialization: 5.508000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.035000 Kernel 1: 0.022000 Kernel 2: 71.915001 Copyback: 0.017000 Sum: 0.029000 It 13,Best ac:0.003964 0.636364 fi:0.641561. Ave ac:0.013840,0.016166 Initialization: 5.478000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.021000 Kernel 1: 0.022000 Kernel 2: 71.950996 Copyback: 0.019000 Sum: 0.034000 It 14,Best ac:0.006229 0.647059 fi:0.615676. Ave ac:0.014192,0.018855 Initialization: 5.473000 Memcpy Classifiers: 0.303000 Memcpy Instances: 6.971000 Kernel 1: 0.023000 Kernel 2: 71.642998 Copyback: 0.017000 Sum: 0.023000 It 15,Best ac:0.003964 0.636364 fi:0.575929. Ave ac:0.016352,0.021557 Initialization: 5.546000 Memcpy Classifiers: 0.301000 Memcpy Instances: 6.977000 Kernel 1: 0.023000 Kernel 2: 70.035004 Copyback: 0.018000 Sum: 0.029000 It 16,Best ac:0.003114 0.733333 fi:0.479450. Ave ac:0.018345,0.018702 Initialization: 5.491000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.340000 Kernel 1: 0.023000 Kernel 2: 69.084000 Copyback: 0.017000 Sum: 0.022000 It 17,Best ac:0.003964 0.538462 fi:0.639001. Ave ac:0.018433,0.020187 Initialization: 5.699000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.077000 Kernel 1: 0.023000 Kernel 2: 65.136002 Copyback: 0.017000 Sum: 0.021000 It 18,Best ac:0.003398 0.666667 fi:0.532783. Ave ac:0.017216,0.024922 Initialization: 5.616000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.246000 Kernel 1: 0.022000 Kernel 2: 64.775002 Copyback: 0.017000 Sum: 0.022000 It 19,Best ac:0.003397 0.600000 fi:0.552424. Ave ac:0.022200,0.029974 Initialization: 5.447000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.162000 Kernel 1: 0.023000 Kernel 2: 64.844002 Copyback: 0.016000 Sum: 0.025000 It 20,Best ac:0.005096 0.600000 fi:0.540862. Ave ac:0.019858,0.033443 Initialization: 5.521000 Memcpy Classifiers: 0.203000 Memcpy Instances: 7.019000 Kernel 1: 0.023000 Kernel 2: 66.262001 Copyback: 0.017000 Sum: 0.025000 It 21,Best ac:0.004530 0.592593 fi:0.588289. Ave ac:0.023476,0.041598 Initialization: 6.065000 Memcpy Classifiers: 0.227000 Memcpy Instances: 7.038000 Kernel 1: 0.023000 Kernel 2: 63.258999 Copyback: 0.017000 Sum: 0.023000 It 22,Best ac:0.002830 0.714286 fi:0.480998. Ave ac:0.022745,0.041338 Initialization: 5.578000 Memcpy Classifiers: 0.226000 Memcpy Instances: 6.992000 Kernel 1: 0.023000 Kernel 2: 62.835999 Copyback: 0.017000 Sum: 0.020000 It 23,Best ac:0.002831 0.625000 fi:0.557470. Ave ac:0.019796,0.040313 Initialization: 5.532000 Memcpy Classifiers: 0.271000 Memcpy Instances: 7.831000 Kernel 1: 0.024000 Kernel 2: 63.994999 Copyback: 0.017000 Sum: 0.023000 It 24,Best ac:0.004530 0.666667 fi:0.486637. Ave ac:0.026134,0.045862 Initialization: 5.986000 Memcpy Classifiers: 0.206000 Memcpy Instances: 7.144000 Kernel 1: 0.022000 Kernel 2: 63.931000 Copyback: 0.018000 Sum: 0.021000 It 25,Best ac:0.003114 0.550000 fi:0.597792. Ave ac:0.023181,0.045432 MDL Theory Length Weight: 4.9493248886 (10) Initialization: 5.927000 Memcpy Classifiers: 0.403000 Memcpy Instances: 7.335000 Kernel 1: 0.023000 Kernel 2: 61.551998 Copyback: 0.017000 Sum: 0.023000 It 26,Best ac:0.003681 0.650000 fi:0.488762. Ave ac:0.023803,0.042992 Initialization: 5.513000 Memcpy Classifiers: 0.169000 Memcpy Instances: 7.063000 Kernel 1: 0.023000 Kernel 2: 60.414001 Copyback: 0.017000 Sum: 0.022000 It 27,Best ac:0.002831 0.714286 fi:0.463019. Ave ac:0.021960,0.045933 Initialization: 5.423000 Memcpy Classifiers: 0.169000 Memcpy Instances: 6.978000 Kernel 1: 0.024000 Kernel 2: 60.519001 Copyback: 0.017000 Sum: 0.021000 It 28,Best ac:0.003681 0.590909 fi:0.549002. Ave ac:0.022420,0.046048 Initialization: 5.999000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.021000 Kernel 1: 0.023000 Kernel 2: 60.629002 Copyback: 0.017000 Sum: 0.020000 It 29,Best ac:0.003114 0.647059 fi:0.485026. Ave ac:0.025582,0.048747 Initialization: 5.481000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.031000 Kernel 1: 0.022000 Kernel 2: 60.450001 Copyback: 0.017000 Sum: 0.020000 It 30,Best ac:0.004530 0.842105 fi:0.358571. Ave ac:0.022723,0.045217 Initialization: 5.479000 Memcpy Classifiers: 0.227000 Memcpy Instances: 7.013000 Kernel 1: 0.023000 Kernel 2: 61.001999 Copyback: 0.017000 Sum: 0.022000 It 31,Best ac:0.003681 0.650000 fi:0.503747. Ave ac:0.018413,0.043420 Initialization: 5.456000 Memcpy Classifiers: 0.264000 Memcpy Instances: 6.993000 Kernel 1: 0.023000 Kernel 2: 58.993999 Copyback: 0.017000 Sum: 0.020000 It 32,Best ac:0.005096 0.642857 fi:0.489704. Ave ac:0.034420,0.053374 Initialization: 5.478000 Memcpy Classifiers: 0.170000 Memcpy Instances: 7.037000 Kernel 1: 0.023000 Kernel 2: 58.784000 Copyback: 0.017000 Sum: 0.021000 It 33,Best ac:0.003398 0.750000 fi:0.417578. Ave ac:0.030988,0.052560 Initialization: 34.264999 Memcpy Instances: 350.954010 Memcpy Classifiers: 0.072000 Kernel 1: 0.026000 Kernel 2: 512.749023 Copyback: 0.015000 Sum: 0.018000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 510.230011 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.013000 Kernel 2: 516.872986 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.014000 Kernel 2: 517.484985 Copyback: 0.016000 Sum: 0.004000 Memcpy Classifiers: 0.072000 Kernel 1: 0.015000 Kernel 2: 527.476990 Copyback: 0.017000 Sum: 0.005000 Memcpy Classifiers: 0.073000 Kernel 1: 0.016000 Kernel 2: 519.158020 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.013000 Kernel 2: 521.703979 Copyback: 0.367000 Sum: 0.003000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 343.316010 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.003386 0.471981 fi:0.668100. Ave ac:0.028591,0.085945 Best acc 0.003386 0.471981 Initialization: 5.535000 Memcpy Classifiers: 0.584000 Memcpy Instances: 7.026000 Kernel 1: 0.025000 Kernel 2: 86.512001 Copyback: 0.018000 Sum: 0.050000 Initial population average accuracy1:0.003885 accuracy2:0.179722 Initialization: 5.541000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.229000 Kernel 1: 0.023000 Kernel 2: 95.617996 Copyback: 0.017000 Sum: 0.035000 It 0,Best ac:0.005379 0.431818 fi:0.666766. Ave ac:0.007381,0.009080 Initialization: 5.464000 Memcpy Classifiers: 0.501000 Memcpy Instances: 6.981000 Kernel 1: 0.024000 Kernel 2: 97.246002 Copyback: 0.017000 Sum: 0.029000 It 1,Best ac:0.005947 0.538462 fi:0.559796. Ave ac:0.009521,0.011946 Initialization: 5.486000 Memcpy Classifiers: 0.468000 Memcpy Instances: 6.986000 Kernel 1: 0.022000 Kernel 2: 96.428001 Copyback: 0.017000 Sum: 0.028000 It 2,Best ac:0.004248 0.454545 fi:0.644693. Ave ac:0.008617,0.010722 Initialization: 5.467000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.022000 Kernel 1: 0.023000 Kernel 2: 94.683998 Copyback: 0.017000 Sum: 0.027000 It 3,Best ac:0.003114 0.611111 fi:0.488781. Ave ac:0.007676,0.008923 Initialization: 5.416000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.019000 Kernel 1: 0.023000 Kernel 2: 96.501999 Copyback: 0.017000 Sum: 0.032000 It 4,Best ac:0.002831 0.526316 fi:0.603462. Ave ac:0.007924,0.009268 Initialization: 5.589000 Memcpy Classifiers: 0.452000 Memcpy Instances: 7.939000 Kernel 1: 0.022000 Kernel 2: 95.252998 Copyback: 0.017000 Sum: 0.027000 It 5,Best ac:0.003964 0.636364 fi:0.463038. Ave ac:0.008139,0.011092 Initialization: 5.505000 Memcpy Classifiers: 0.470000 Memcpy Instances: 7.000000 Kernel 1: 0.023000 Kernel 2: 95.115997 Copyback: 0.017000 Sum: 0.029000 It 6,Best ac:0.003114 0.550000 fi:0.549892. Ave ac:0.008110,0.009488 Initialization: 5.493000 Memcpy Classifiers: 0.450000 Memcpy Instances: 6.979000 Kernel 1: 0.024000 Kernel 2: 93.828003 Copyback: 0.025000 Sum: 0.043000 It 7,Best ac:0.002831 0.769231 fi:0.360547. Ave ac:0.007268,0.007904 Initialization: 5.667000 Memcpy Classifiers: 0.452000 Memcpy Instances: 7.011000 Kernel 1: 0.022000 Kernel 2: 93.859001 Copyback: 0.017000 Sum: 0.029000 It 8,Best ac:0.003963 0.500000 fi:0.599406. Ave ac:0.006780,0.007467 Initialization: 5.493000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.461000 Kernel 1: 0.023000 Kernel 2: 92.391998 Copyback: 0.017000 Sum: 0.032000 It 9,Best ac:0.004530 0.533333 fi:0.565742. Ave ac:0.007965,0.008444 Iteration 10:MDL fitness activated Error 0.565742 TL 0.034635 MDL Theory Length Weight: 5.4447466899 (3) Initialization: 5.499000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.002000 Kernel 1: 0.023000 Kernel 2: 90.195000 Copyback: 0.017000 Sum: 0.029000 It 10,Best ac:0.002831 0.666667 fi:0.615179. Ave ac:0.009071,0.008856 Initialization: 7.686000 Memcpy Classifiers: 0.399000 Memcpy Instances: 6.996000 Kernel 1: 0.023000 Kernel 2: 88.481003 Copyback: 0.018000 Sum: 0.036000 It 11,Best ac:0.003114 0.647059 fi:0.586967. Ave ac:0.010548,0.010858 Initialization: 5.426000 Memcpy Classifiers: 0.360000 Memcpy Instances: 7.015000 Kernel 1: 0.024000 Kernel 2: 81.467003 Copyback: 0.018000 Sum: 0.035000 It 12,Best ac:0.003114 0.785714 fi:0.487531. Ave ac:0.013120,0.012586 Initialization: 5.466000 Memcpy Classifiers: 0.362000 Memcpy Instances: 6.994000 Kernel 1: 0.024000 Kernel 2: 74.010002 Copyback: 0.017000 Sum: 0.032000 It 13,Best ac:0.003114 0.611111 fi:0.622914. Ave ac:0.011730,0.012983 Initialization: 5.599000 Memcpy Classifiers: 0.361000 Memcpy Instances: 6.999000 Kernel 1: 0.023000 Kernel 2: 69.584999 Copyback: 0.017000 Sum: 0.036000 It 14,Best ac:0.007361 0.619048 fi:0.618889. Ave ac:0.011189,0.014117 Initialization: 5.403000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.105000 Kernel 1: 0.023000 Kernel 2: 69.195000 Copyback: 0.017000 Sum: 0.033000 It 15,Best ac:0.003114 0.733333 fi:0.460553. Ave ac:0.014294,0.015151 Initialization: 5.426000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.486000 Kernel 1: 0.023000 Kernel 2: 69.163002 Copyback: 0.017000 Sum: 0.032000 It 16,Best ac:0.003114 0.733333 fi:0.450293. Ave ac:0.011503,0.013437 Initialization: 5.428000 Memcpy Classifiers: 0.282000 Memcpy Instances: 7.082000 Kernel 1: 0.022000 Kernel 2: 69.283997 Copyback: 0.016000 Sum: 0.030000 It 17,Best ac:0.003680 0.500000 fi:0.668291. Ave ac:0.012159,0.014363 Initialization: 5.400000 Memcpy Classifiers: 0.282000 Memcpy Instances: 7.064000 Kernel 1: 0.022000 Kernel 2: 65.467003 Copyback: 0.016000 Sum: 0.028000 It 18,Best ac:0.003680 0.812500 fi:0.389993. Ave ac:0.013548,0.018111 Initialization: 5.522000 Memcpy Classifiers: 0.263000 Memcpy Instances: 6.977000 Kernel 1: 0.023000 Kernel 2: 63.584000 Copyback: 0.017000 Sum: 0.024000 It 19,Best ac:0.003398 0.750000 fi:0.481852. Ave ac:0.010946,0.010365 Initialization: 5.389000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.119000 Kernel 1: 0.022000 Kernel 2: 64.096001 Copyback: 0.017000 Sum: 0.025000 It 20,Best ac:0.004246 0.750000 fi:0.471104. Ave ac:0.010459,0.014702 Initialization: 5.468000 Memcpy Classifiers: 0.283000 Memcpy Instances: 6.984000 Kernel 1: 0.024000 Kernel 2: 63.442001 Copyback: 0.017000 Sum: 0.024000 It 21,Best ac:0.003114 0.687500 fi:0.566245. Ave ac:0.009419,0.012509 Initialization: 5.440000 Memcpy Classifiers: 0.282000 Memcpy Instances: 7.466000 Kernel 1: 0.022000 Kernel 2: 62.948002 Copyback: 0.016000 Sum: 0.022000 It 22,Best ac:0.003114 0.550000 fi:0.618614. Ave ac:0.010821,0.016262 Initialization: 5.547000 Memcpy Classifiers: 0.264000 Memcpy Instances: 6.978000 Kernel 1: 0.023000 Kernel 2: 63.452000 Copyback: 0.016000 Sum: 0.021000 It 23,Best ac:0.003681 0.650000 fi:0.584972. Ave ac:0.014272,0.022838 Initialization: 5.467000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.019000 Kernel 1: 0.022000 Kernel 2: 63.136002 Copyback: 0.017000 Sum: 0.023000 It 24,Best ac:0.005663 0.625000 fi:0.565571. Ave ac:0.017725,0.022863 Initialization: 5.424000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.007000 Kernel 1: 0.023000 Kernel 2: 62.148998 Copyback: 0.016000 Sum: 0.020000 It 25,Best ac:0.004530 0.666667 fi:0.520368. Ave ac:0.016883,0.023115 Initialization: 5.438000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.468000 Kernel 1: 0.023000 Kernel 2: 62.387001 Copyback: 0.017000 Sum: 0.022000 It 26,Best ac:0.006795 0.666667 fi:0.507963. Ave ac:0.017050,0.023605 Initialization: 5.546000 Memcpy Classifiers: 0.245000 Memcpy Instances: 6.974000 Kernel 1: 0.023000 Kernel 2: 62.275002 Copyback: 0.017000 Sum: 0.022000 It 27,Best ac:0.005663 0.588235 fi:0.555385. Ave ac:0.012256,0.020085 MDL Theory Length Weight: 4.9002720209 (10) Initialization: 5.443000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.010000 Kernel 1: 0.023000 Kernel 2: 62.209999 Copyback: 0.017000 Sum: 0.021000 It 28,Best ac:0.005379 0.575758 fi:0.584946. Ave ac:0.015294,0.022554 Initialization: 5.510000 Memcpy Classifiers: 0.321000 Memcpy Instances: 6.983000 Kernel 1: 0.024000 Kernel 2: 60.474998 Copyback: 0.018000 Sum: 0.022000 It 29,Best ac:0.003681 0.590909 fi:0.562955. Ave ac:0.016459,0.026306 Initialization: 5.445000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.097000 Kernel 1: 0.022000 Kernel 2: 61.054001 Copyback: 0.017000 Sum: 0.023000 It 30,Best ac:0.004530 0.640000 fi:0.503055. Ave ac:0.017084,0.023164 Initialization: 5.541000 Memcpy Classifiers: 0.283000 Memcpy Instances: 6.980000 Kernel 1: 0.023000 Kernel 2: 60.945000 Copyback: 0.017000 Sum: 0.022000 It 31,Best ac:0.009343 0.458333 fi:0.672264. Ave ac:0.012158,0.021714 Initialization: 5.372000 Memcpy Classifiers: 0.262000 Memcpy Instances: 6.985000 Kernel 1: 0.023000 Kernel 2: 59.550999 Copyback: 0.016000 Sum: 0.022000 It 32,Best ac:0.003964 0.736842 fi:0.441160. Ave ac:0.020068,0.030491 Initialization: 5.448000 Memcpy Classifiers: 0.245000 Memcpy Instances: 6.982000 Kernel 1: 0.023000 Kernel 2: 61.377998 Copyback: 0.019000 Sum: 0.023000 It 33,Best ac:0.003114 0.687500 fi:0.507346. Ave ac:0.016345,0.025893 Initialization: 32.386002 Memcpy Instances: 346.415985 Memcpy Classifiers: 0.070000 Kernel 1: 0.023000 Kernel 2: 534.427979 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 529.906982 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 525.612000 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 525.984985 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 518.859009 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.069000 Kernel 1: 0.013000 Kernel 2: 520.552979 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 524.013977 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 361.243988 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.004915 0.439939 fi:0.699594. Ave ac:0.014874,0.044176 Best acc 0.004915 0.439939 Initialization: 5.460000 Memcpy Classifiers: 0.521000 Memcpy Instances: 7.012000 Kernel 1: 0.024000 Kernel 2: 88.047997 Copyback: 0.017000 Sum: 0.047000 Initial population average accuracy1:0.004627 accuracy2:0.163960 Initialization: 5.423000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.480000 Kernel 1: 0.022000 Kernel 2: 93.051003 Copyback: 0.017000 Sum: 0.039000 It 0,Best ac:0.004247 0.468750 fi:0.630488. Ave ac:0.008187,0.011922 Initialization: 5.439000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.003000 Kernel 1: 0.023000 Kernel 2: 95.828003 Copyback: 0.017000 Sum: 0.030000 It 1,Best ac:0.003398 0.480000 fi:0.619729. Ave ac:0.010499,0.013493 Initialization: 5.458000 Memcpy Classifiers: 0.470000 Memcpy Instances: 6.988000 Kernel 1: 0.023000 Kernel 2: 94.617996 Copyback: 0.017000 Sum: 0.026000 It 2,Best ac:0.003964 0.466667 fi:0.632735. Ave ac:0.011984,0.015515 Initialization: 5.483000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.109000 Kernel 1: 0.023000 Kernel 2: 94.977997 Copyback: 0.017000 Sum: 0.027000 It 3,Best ac:0.004247 0.517241 fi:0.581997. Ave ac:0.012601,0.015428 Initialization: 5.410000 Memcpy Classifiers: 0.450000 Memcpy Instances: 6.992000 Kernel 1: 0.024000 Kernel 2: 93.819000 Copyback: 0.017000 Sum: 0.028000 It 4,Best ac:0.003964 0.608696 fi:0.490706. Ave ac:0.010180,0.013415 Initialization: 5.407000 Memcpy Classifiers: 0.510000 Memcpy Instances: 8.355000 Kernel 1: 0.022000 Kernel 2: 93.147003 Copyback: 0.017000 Sum: 0.029000 It 5,Best ac:0.003114 0.733333 fi:0.366559. Ave ac:0.008988,0.011914 Initialization: 5.511000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.516000 Kernel 1: 0.023000 Kernel 2: 89.109001 Copyback: 0.018000 Sum: 0.030000 It 6,Best ac:0.004246 0.652174 fi:0.447069. Ave ac:0.007764,0.011409 Initialization: 5.455000 Memcpy Classifiers: 0.415000 Memcpy Instances: 6.980000 Kernel 1: 0.024000 Kernel 2: 85.024002 Copyback: 0.017000 Sum: 0.030000 It 7,Best ac:0.003114 0.578947 fi:0.520945. Ave ac:0.008155,0.009904 Initialization: 5.440000 Memcpy Classifiers: 0.363000 Memcpy Instances: 6.982000 Kernel 1: 0.023000 Kernel 2: 80.844002 Copyback: 0.017000 Sum: 0.034000 It 8,Best ac:0.004530 0.842105 fi:0.256970. Ave ac:0.008858,0.011448 Initialization: 5.514000 Memcpy Classifiers: 0.324000 Memcpy Instances: 8.027000 Kernel 1: 0.022000 Kernel 2: 79.360001 Copyback: 0.016000 Sum: 0.031000 It 9,Best ac:0.003114 0.611111 fi:0.488781. Ave ac:0.008042,0.013716 Iteration 10:MDL fitness activated Error 0.488781 TL 0.035126 MDL Theory Length Weight: 4.6383565280 (2) Initialization: 5.488000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.019000 Kernel 1: 0.023000 Kernel 2: 77.828003 Copyback: 0.016000 Sum: 0.029000 It 10,Best ac:0.003964 0.700000 fi:0.520804. Ave ac:0.007055,0.011328 Initialization: 5.542000 Memcpy Classifiers: 0.319000 Memcpy Instances: 6.998000 Kernel 1: 0.023000 Kernel 2: 77.442001 Copyback: 0.017000 Sum: 0.026000 It 11,Best ac:0.003681 0.650000 fi:0.546553. Ave ac:0.007495,0.012636 Initialization: 5.523000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.459000 Kernel 1: 0.023000 Kernel 2: 77.765999 Copyback: 0.017000 Sum: 0.020000 It 12,Best ac:0.004247 0.576923 fi:0.596287. Ave ac:0.007784,0.014436 Initialization: 5.514000 Memcpy Classifiers: 0.282000 Memcpy Instances: 6.973000 Kernel 1: 0.023000 Kernel 2: 73.728996 Copyback: 0.016000 Sum: 0.020000 It 13,Best ac:0.005379 0.542857 fi:0.608604. Ave ac:0.011288,0.021809 Initialization: 5.476000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.012000 Kernel 1: 0.023000 Kernel 2: 71.485001 Copyback: 0.017000 Sum: 0.020000 It 14,Best ac:0.005095 0.692308 fi:0.485540. Ave ac:0.010909,0.021227 Initialization: 5.494000 Memcpy Classifiers: 0.246000 Memcpy Instances: 6.976000 Kernel 1: 0.024000 Kernel 2: 73.896004 Copyback: 0.017000 Sum: 0.018000 It 15,Best ac:0.003114 0.611111 fi:0.553774. Ave ac:0.008334,0.015266 Initialization: 5.537000 Memcpy Classifiers: 0.282000 Memcpy Instances: 6.993000 Kernel 1: 0.024000 Kernel 2: 71.694000 Copyback: 0.017000 Sum: 0.020000 It 16,Best ac:0.003963 0.700000 fi:0.463170. Ave ac:0.010569,0.017739 Initialization: 5.467000 Memcpy Classifiers: 0.226000 Memcpy Instances: 6.971000 Kernel 1: 0.023000 Kernel 2: 69.662003 Copyback: 0.017000 Sum: 0.021000 It 17,Best ac:0.003681 0.590909 fi:0.563068. Ave ac:0.009275,0.018110 Initialization: 5.452000 Memcpy Classifiers: 0.351000 Memcpy Instances: 6.997000 Kernel 1: 0.023000 Kernel 2: 70.025002 Copyback: 0.017000 Sum: 0.023000 It 18,Best ac:0.003114 0.647059 fi:0.492207. Ave ac:0.012908,0.024050 Initialization: 5.423000 Memcpy Classifiers: 0.264000 Memcpy Instances: 6.975000 Kernel 1: 0.023000 Kernel 2: 68.278000 Copyback: 0.018000 Sum: 0.022000 It 19,Best ac:0.004247 0.500000 fi:0.643301. Ave ac:0.012574,0.026282 Initialization: 5.435000 Memcpy Classifiers: 0.339000 Memcpy Instances: 7.004000 Kernel 1: 0.023000 Kernel 2: 66.893997 Copyback: 0.016000 Sum: 0.018000 It 20,Best ac:0.004247 0.750000 fi:0.421391. Ave ac:0.015048,0.025779 Initialization: 5.500000 Memcpy Classifiers: 0.264000 Memcpy Instances: 6.981000 Kernel 1: 0.024000 Kernel 2: 69.296997 Copyback: 0.017000 Sum: 0.021000 It 21,Best ac:0.003398 0.666667 fi:0.497691. Ave ac:0.011357,0.020486 Initialization: 5.487000 Memcpy Classifiers: 0.306000 Memcpy Instances: 7.043000 Kernel 1: 0.023000 Kernel 2: 69.250999 Copyback: 0.017000 Sum: 0.021000 It 22,Best ac:0.003398 0.666667 fi:0.495648. Ave ac:0.007339,0.013456 Initialization: 5.460000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.117000 Kernel 1: 0.023000 Kernel 2: 68.999001 Copyback: 0.017000 Sum: 0.020000 It 23,Best ac:0.002265 1.000000 fi:0.354874. Ave ac:0.007329,0.013353 Initialization: 5.488000 Memcpy Classifiers: 0.225000 Memcpy Instances: 7.028000 Kernel 1: 0.024000 Kernel 2: 70.422997 Copyback: 0.017000 Sum: 0.020000 It 24,Best ac:0.003681 0.684211 fi:0.460918. Ave ac:0.007059,0.015997 Initialization: 5.471000 Memcpy Classifiers: 0.245000 Memcpy Instances: 7.071000 Kernel 1: 0.024000 Kernel 2: 71.266998 Copyback: 0.017000 Sum: 0.023000 It 25,Best ac:0.001981 1.000000 fi:0.452418. Ave ac:0.007496,0.014252 Initialization: 5.465000 Memcpy Classifiers: 0.244000 Memcpy Instances: 7.035000 Kernel 1: 0.023000 Kernel 2: 70.832001 Copyback: 0.017000 Sum: 0.021000 It 26,Best ac:0.002831 0.625000 fi:0.558693. Ave ac:0.006440,0.013497 Initialization: 5.442000 Memcpy Classifiers: 0.226000 Memcpy Instances: 7.042000 Kernel 1: 0.023000 Kernel 2: 69.712997 Copyback: 0.017000 Sum: 0.022000 It 27,Best ac:0.005096 0.642857 fi:0.521021. Ave ac:0.008239,0.015807 Initialization: 5.438000 Memcpy Classifiers: 0.227000 Memcpy Instances: 7.078000 Kernel 1: 0.023000 Kernel 2: 68.559998 Copyback: 0.017000 Sum: 0.021000 It 28,Best ac:0.002830 0.833333 fi:0.362967. Ave ac:0.010975,0.018376 Initialization: 5.407000 Memcpy Classifiers: 0.204000 Memcpy Instances: 7.057000 Kernel 1: 0.023000 Kernel 2: 72.730003 Copyback: 0.371000 Sum: 0.022000 It 29,Best ac:0.003681 0.764706 fi:0.392377. Ave ac:0.008634,0.016294 Initialization: 5.375000 Memcpy Classifiers: 0.227000 Memcpy Instances: 7.038000 Kernel 1: 0.022000 Kernel 2: 67.875999 Copyback: 0.017000 Sum: 0.020000 It 30,Best ac:0.003681 0.722222 fi:0.437282. Ave ac:0.009454,0.018290 Initialization: 5.406000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.144000 Kernel 1: 0.023000 Kernel 2: 69.889999 Copyback: 0.017000 Sum: 0.020000 It 31,Best ac:0.005663 0.500000 fi:0.633795. Ave ac:0.009708,0.018753 Initialization: 5.377000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.093000 Kernel 1: 0.023000 Kernel 2: 69.935997 Copyback: 0.017000 Sum: 0.024000 It 32,Best ac:0.005096 0.500000 fi:0.646185. Ave ac:0.013970,0.024871 MDL Theory Length Weight: 4.1745208752 (10) Initialization: 5.477000 Memcpy Classifiers: 0.301000 Memcpy Instances: 7.132000 Kernel 1: 0.022000 Kernel 2: 68.732002 Copyback: 0.017000 Sum: 0.019000 It 33,Best ac:0.003398 0.705882 fi:0.436159. Ave ac:0.014491,0.025976 Initialization: 31.597000 Memcpy Instances: 420.167999 Memcpy Classifiers: 0.062000 Kernel 1: 0.025000 Kernel 2: 646.971985 Copyback: 0.018000 Sum: 0.015000 Memcpy Classifiers: 0.058000 Kernel 1: 0.018000 Kernel 2: 655.557007 Copyback: 0.017000 Sum: 0.005000 Memcpy Classifiers: 0.061000 Kernel 1: 0.017000 Kernel 2: 636.263977 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.056000 Kernel 1: 0.013000 Kernel 2: 621.817017 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 636.867004 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 625.833008 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 641.575012 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.058000 Kernel 1: 0.015000 Kernel 2: 421.725006 Copyback: 0.015000 Sum: 0.002000 It 34,Best ac:0.003103 0.468777 fi:0.672130. Ave ac:0.014216,0.046369 Best acc 0.003103 0.468777 Initialization: 5.732000 Memcpy Classifiers: 0.541000 Memcpy Instances: 7.513000 Kernel 1: 0.025000 Kernel 2: 89.762001 Copyback: 0.016000 Sum: 0.046000 Initial population average accuracy1:0.005183 accuracy2:0.169707 Initialization: 5.420000 Memcpy Classifiers: 0.468000 Memcpy Instances: 6.976000 Kernel 1: 0.024000 Kernel 2: 92.382004 Copyback: 0.017000 Sum: 0.030000 It 0,Best ac:0.003398 0.400000 fi:0.699729. Ave ac:0.008779,0.011029 Initialization: 5.491000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.002000 Kernel 1: 0.023000 Kernel 2: 93.759003 Copyback: 0.017000 Sum: 0.029000 It 1,Best ac:0.004813 0.500000 fi:0.598912. Ave ac:0.010696,0.013088 Initialization: 5.504000 Memcpy Classifiers: 0.415000 Memcpy Instances: 6.980000 Kernel 1: 0.023000 Kernel 2: 89.040001 Copyback: 0.017000 Sum: 0.032000 It 2,Best ac:0.002831 0.500000 fi:0.629778. Ave ac:0.009738,0.012701 Initialization: 5.455000 Memcpy Classifiers: 0.468000 Memcpy Instances: 6.991000 Kernel 1: 0.024000 Kernel 2: 87.456001 Copyback: 0.018000 Sum: 0.030000 It 3,Best ac:0.005946 0.525000 fi:0.573258. Ave ac:0.007958,0.011776 Initialization: 5.476000 Memcpy Classifiers: 0.467000 Memcpy Instances: 7.033000 Kernel 1: 0.024000 Kernel 2: 87.304001 Copyback: 0.017000 Sum: 0.029000 It 4,Best ac:0.003965 0.583333 fi:0.516069. Ave ac:0.009301,0.013683 Initialization: 5.455000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.001000 Kernel 1: 0.024000 Kernel 2: 86.295998 Copyback: 0.018000 Sum: 0.031000 It 5,Best ac:0.003398 0.571429 fi:0.528300. Ave ac:0.011275,0.015734 Initialization: 5.447000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.564000 Kernel 1: 0.023000 Kernel 2: 84.324997 Copyback: 0.018000 Sum: 0.030000 It 6,Best ac:0.003114 0.611111 fi:0.488781. Ave ac:0.010897,0.013361 Initialization: 5.467000 Memcpy Classifiers: 0.401000 Memcpy Instances: 7.015000 Kernel 1: 0.024000 Kernel 2: 83.790001 Copyback: 0.017000 Sum: 0.029000 It 7,Best ac:0.003964 0.666667 fi:0.432735. Ave ac:0.009719,0.011081 Initialization: 5.419000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.969000 Kernel 1: 0.022000 Kernel 2: 85.705002 Copyback: 0.018000 Sum: 0.029000 It 8,Best ac:0.003398 0.631579 fi:0.468150. Ave ac:0.009504,0.010838 Initialization: 5.555000 Memcpy Classifiers: 0.419000 Memcpy Instances: 7.343000 Kernel 1: 0.021000 Kernel 2: 86.322998 Copyback: 0.018000 Sum: 0.031000 It 9,Best ac:0.003398 0.631579 fi:0.468150. Ave ac:0.009496,0.011205 Iteration 10:MDL fitness activated Error 0.468150 TL 0.023715 MDL Theory Length Weight: 6.5803552042 (3) Initialization: 5.532000 Memcpy Classifiers: 0.397000 Memcpy Instances: 6.977000 Kernel 1: 0.024000 Kernel 2: 85.860001 Copyback: 0.017000 Sum: 0.028000 It 10,Best ac:0.003398 0.571429 fi:0.607814. Ave ac:0.006937,0.009506 Initialization: 5.410000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.015000 Kernel 1: 0.023000 Kernel 2: 84.889999 Copyback: 0.017000 Sum: 0.031000 It 11,Best ac:0.003964 0.666667 fi:0.551320. Ave ac:0.009575,0.017047 Initialization: 5.436000 Memcpy Classifiers: 0.339000 Memcpy Instances: 7.116000 Kernel 1: 0.024000 Kernel 2: 85.160004 Copyback: 0.017000 Sum: 0.029000 It 12,Best ac:0.004247 0.681818 fi:0.533187. Ave ac:0.009315,0.018849 Initialization: 5.456000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.063000 Kernel 1: 0.023000 Kernel 2: 84.056000 Copyback: 0.017000 Sum: 0.026000 It 13,Best ac:0.004246 0.600000 fi:0.563564. Ave ac:0.007609,0.017785 Initialization: 5.625000 Memcpy Classifiers: 0.352000 Memcpy Instances: 6.998000 Kernel 1: 0.023000 Kernel 2: 79.843002 Copyback: 0.017000 Sum: 0.025000 It 14,Best ac:0.003964 0.700000 fi:0.534224. Ave ac:0.013814,0.027649 Initialization: 5.453000 Memcpy Classifiers: 0.306000 Memcpy Instances: 6.994000 Kernel 1: 0.023000 Kernel 2: 76.885002 Copyback: 0.017000 Sum: 0.021000 It 15,Best ac:0.003397 0.521739 fi:0.653094. Ave ac:0.011789,0.027899 Initialization: 5.606000 Memcpy Classifiers: 0.265000 Memcpy Instances: 7.022000 Kernel 1: 0.022000 Kernel 2: 76.814003 Copyback: 0.017000 Sum: 0.022000 It 16,Best ac:0.006229 0.550000 fi:0.606650. Ave ac:0.014092,0.026558 Initialization: 5.506000 Memcpy Classifiers: 0.264000 Memcpy Instances: 6.977000 Kernel 1: 0.023000 Kernel 2: 69.699997 Copyback: 0.017000 Sum: 0.025000 It 17,Best ac:0.002831 0.714286 fi:0.534077. Ave ac:0.022873,0.042171 Initialization: 5.460000 Memcpy Classifiers: 0.250000 Memcpy Instances: 6.991000 Kernel 1: 0.024000 Kernel 2: 69.661003 Copyback: 0.017000 Sum: 0.022000 It 18,Best ac:0.003964 0.700000 fi:0.471879. Ave ac:0.015746,0.035440 Initialization: 5.450000 Memcpy Classifiers: 0.226000 Memcpy Instances: 6.987000 Kernel 1: 0.023000 Kernel 2: 70.850998 Copyback: 0.017000 Sum: 0.019000 It 19,Best ac:0.003681 0.433333 fi:0.733392. Ave ac:0.014549,0.034281 Initialization: 5.409000 Memcpy Classifiers: 0.204000 Memcpy Instances: 7.026000 Kernel 1: 0.024000 Kernel 2: 71.424004 Copyback: 0.018000 Sum: 0.019000 It 20,Best ac:0.002265 0.888889 fi:0.455126. Ave ac:0.025547,0.041759 Initialization: 5.377000 Memcpy Classifiers: 0.204000 Memcpy Instances: 7.016000 Kernel 1: 0.023000 Kernel 2: 69.203003 Copyback: 0.017000 Sum: 0.022000 It 21,Best ac:0.003397 0.750000 fi:0.404862. Ave ac:0.022359,0.040318 Initialization: 5.889000 Memcpy Classifiers: 0.227000 Memcpy Instances: 7.048000 Kernel 1: 0.023000 Kernel 2: 65.782997 Copyback: 0.017000 Sum: 0.021000 It 22,Best ac:0.002548 0.818182 fi:0.473021. Ave ac:0.020633,0.040061 Initialization: 5.492000 Memcpy Classifiers: 0.188000 Memcpy Instances: 8.143000 Kernel 1: 0.022000 Kernel 2: 67.459000 Copyback: 0.016000 Sum: 0.020000 It 23,Best ac:0.002548 0.692308 fi:0.590494. Ave ac:0.018152,0.036815 Initialization: 5.434000 Memcpy Classifiers: 0.204000 Memcpy Instances: 7.082000 Kernel 1: 0.023000 Kernel 2: 71.288002 Copyback: 0.017000 Sum: 0.020000 It 24,Best ac:0.003398 0.705882 fi:0.466324. Ave ac:0.020580,0.041227 Initialization: 5.455000 Memcpy Classifiers: 0.228000 Memcpy Instances: 7.114000 Kernel 1: 0.023000 Kernel 2: 71.972000 Copyback: 0.017000 Sum: 0.021000 It 25,Best ac:0.002831 0.833333 fi:0.344898. Ave ac:0.020076,0.038770 Initialization: 5.507000 Memcpy Classifiers: 0.204000 Memcpy Instances: 6.980000 Kernel 1: 0.023000 Kernel 2: 69.611000 Copyback: 0.016000 Sum: 0.021000 It 26,Best ac:0.004813 0.708333 fi:0.445708. Ave ac:0.019142,0.036581 Initialization: 6.189000 Memcpy Classifiers: 0.247000 Memcpy Instances: 6.994000 Kernel 1: 0.023000 Kernel 2: 69.121002 Copyback: 0.016000 Sum: 0.020000 It 27,Best ac:0.004529 0.640000 fi:0.493715. Ave ac:0.020847,0.040185 Initialization: 5.944000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.015000 Kernel 1: 0.023000 Kernel 2: 67.608002 Copyback: 0.017000 Sum: 0.021000 It 28,Best ac:0.003398 0.666667 fi:0.531587. Ave ac:0.018254,0.039057 Initialization: 6.198000 Memcpy Classifiers: 0.247000 Memcpy Instances: 7.195000 Kernel 1: 0.023000 Kernel 2: 71.282997 Copyback: 0.017000 Sum: 0.021000 It 29,Best ac:0.002548 0.818182 fi:0.463024. Ave ac:0.013961,0.034266 Initialization: 5.965000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.020000 Kernel 1: 0.024000 Kernel 2: 69.373001 Copyback: 0.017000 Sum: 0.021000 It 30,Best ac:0.003681 0.650000 fi:0.504100. Ave ac:0.018622,0.037362 Initialization: 5.480000 Memcpy Classifiers: 0.205000 Memcpy Instances: 7.008000 Kernel 1: 0.023000 Kernel 2: 72.584000 Copyback: 0.017000 Sum: 0.020000 It 31,Best ac:0.005944 0.583333 fi:0.556997. Ave ac:0.020919,0.037770 Initialization: 5.480000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.018000 Kernel 1: 0.024000 Kernel 2: 67.975998 Copyback: 0.017000 Sum: 0.020000 It 32,Best ac:0.004813 0.629630 fi:0.527667. Ave ac:0.022537,0.040643 Initialization: 5.439000 Memcpy Classifiers: 0.205000 Memcpy Instances: 7.229000 Kernel 1: 0.023000 Kernel 2: 69.684998 Copyback: 0.017000 Sum: 0.020000 It 33,Best ac:0.005096 0.666667 fi:0.511595. Ave ac:0.023296,0.041300 Initialization: 31.889999 Memcpy Instances: 363.658997 Memcpy Classifiers: 0.072000 Kernel 1: 0.027000 Kernel 2: 576.731018 Copyback: 0.017000 Sum: 0.013000 Memcpy Classifiers: 0.064000 Kernel 1: 0.016000 Kernel 2: 555.458984 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.013000 Kernel 2: 578.228027 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 569.713013 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 556.867004 Copyback: 0.368000 Sum: 0.003000 Memcpy Classifiers: 0.071000 Kernel 1: 0.015000 Kernel 2: 580.786011 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.013000 Kernel 2: 566.809998 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.014000 Kernel 2: 388.255005 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.004615 0.451024 fi:0.690071. Ave ac:0.018218,0.058370 Best acc 0.004615 0.451024 Initialization: 5.469000 Memcpy Classifiers: 0.561000 Memcpy Instances: 6.976000 Kernel 1: 0.025000 Kernel 2: 86.445000 Copyback: 0.017000 Sum: 0.048000 Initial population average accuracy1:0.004324 accuracy2:0.184611 Initialization: 6.467000 Memcpy Classifiers: 0.512000 Memcpy Instances: 6.998000 Kernel 1: 0.022000 Kernel 2: 90.751999 Copyback: 0.017000 Sum: 0.033000 It 0,Best ac:0.002831 0.625000 fi:0.504778. Ave ac:0.008360,0.009562 Initialization: 5.564000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.141000 Kernel 1: 0.023000 Kernel 2: 91.755997 Copyback: 0.018000 Sum: 0.032000 It 1,Best ac:0.006231 0.511628 fi:0.586466. Ave ac:0.009412,0.010607 Initialization: 5.442000 Memcpy Classifiers: 0.449000 Memcpy Instances: 7.760000 Kernel 1: 0.023000 Kernel 2: 89.527000 Copyback: 0.017000 Sum: 0.030000 It 2,Best ac:0.002831 0.526316 fi:0.603462. Ave ac:0.010384,0.012444 Initialization: 5.484000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.011000 Kernel 1: 0.023000 Kernel 2: 85.277000 Copyback: 0.017000 Sum: 0.028000 It 3,Best ac:0.005663 0.500000 fi:0.598421. Ave ac:0.009357,0.011650 Initialization: 5.474000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.013000 Kernel 1: 0.023000 Kernel 2: 83.813004 Copyback: 0.017000 Sum: 0.029000 It 4,Best ac:0.003114 0.550000 fi:0.549892. Ave ac:0.009324,0.013367 Initialization: 5.488000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.004000 Kernel 1: 0.023000 Kernel 2: 85.443001 Copyback: 0.017000 Sum: 0.027000 It 5,Best ac:0.004813 0.629630 fi:0.469282. Ave ac:0.009033,0.010733 Initialization: 5.459000 Memcpy Classifiers: 0.415000 Memcpy Instances: 6.981000 Kernel 1: 0.024000 Kernel 2: 84.461998 Copyback: 0.017000 Sum: 0.027000 It 6,Best ac:0.002831 0.625000 fi:0.504778. Ave ac:0.009576,0.010260 Initialization: 5.555000 Memcpy Classifiers: 0.381000 Memcpy Instances: 7.016000 Kernel 1: 0.023000 Kernel 2: 83.370003 Copyback: 0.017000 Sum: 0.029000 It 7,Best ac:0.005096 0.580645 fi:0.518103. Ave ac:0.008661,0.008477 Initialization: 5.435000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.031000 Kernel 1: 0.022000 Kernel 2: 83.697998 Copyback: 0.017000 Sum: 0.026000 It 8,Best ac:0.003397 0.705882 fi:0.393850. Ave ac:0.007908,0.009800 Initialization: 5.418000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.052000 Kernel 1: 0.022000 Kernel 2: 83.834999 Copyback: 0.017000 Sum: 0.031000 It 9,Best ac:0.004530 0.666667 fi:0.432408. Ave ac:0.007559,0.008585 Iteration 10:MDL fitness activated Error 0.432408 TL 0.034719 MDL Theory Length Weight: 4.1514791332 (2) Initialization: 5.423000 Memcpy Classifiers: 0.539000 Memcpy Instances: 6.977000 Kernel 1: 0.022000 Kernel 2: 84.155998 Copyback: 0.017000 Sum: 0.027000 It 10,Best ac:0.003114 0.647059 fi:0.563813. Ave ac:0.005951,0.005869 Initialization: 5.533000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.069000 Kernel 1: 0.022000 Kernel 2: 80.761002 Copyback: 0.017000 Sum: 0.028000 It 11,Best ac:0.003964 0.736842 fi:0.481118. Ave ac:0.007379,0.008132 Initialization: 5.557000 Memcpy Classifiers: 0.352000 Memcpy Instances: 6.979000 Kernel 1: 0.023000 Kernel 2: 82.047997 Copyback: 0.018000 Sum: 0.040000 It 12,Best ac:0.005378 0.655172 fi:0.558186. Ave ac:0.008151,0.007610 Initialization: 5.564000 Memcpy Classifiers: 0.360000 Memcpy Instances: 7.035000 Kernel 1: 0.023000 Kernel 2: 80.258003 Copyback: 0.016000 Sum: 0.027000 It 13,Best ac:0.005946 0.656250 fi:0.533595. Ave ac:0.006349,0.007829 Initialization: 5.769000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.337000 Kernel 1: 0.023000 Kernel 2: 80.519997 Copyback: 0.017000 Sum: 0.029000 It 14,Best ac:0.002831 0.769231 fi:0.479286. Ave ac:0.007516,0.007562 Initialization: 5.464000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.013000 Kernel 1: 0.024000 Kernel 2: 82.992996 Copyback: 0.017000 Sum: 0.028000 It 15,Best ac:0.003681 0.565217 fi:0.636136. Ave ac:0.006788,0.006567 Initialization: 5.531000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.237000 Kernel 1: 0.023000 Kernel 2: 79.380997 Copyback: 0.024000 Sum: 0.039000 It 16,Best ac:0.002831 0.666667 fi:0.553654. Ave ac:0.006755,0.007641 Initialization: 5.442000 Memcpy Classifiers: 0.351000 Memcpy Instances: 6.987000 Kernel 1: 0.024000 Kernel 2: 79.956001 Copyback: 0.017000 Sum: 0.033000 It 17,Best ac:0.001416 1.000000 fi:0.655392. Ave ac:0.006639,0.007006 Initialization: 5.432000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.049000 Kernel 1: 0.022000 Kernel 2: 78.224998 Copyback: 0.017000 Sum: 0.035000 It 18,Best ac:0.005096 0.666667 fi:0.571690. Ave ac:0.010772,0.010747 Initialization: 5.509000 Memcpy Classifiers: 0.339000 Memcpy Instances: 7.010000 Kernel 1: 0.023000 Kernel 2: 78.473000 Copyback: 0.017000 Sum: 0.031000 It 19,Best ac:0.003398 0.705882 fi:0.496367. Ave ac:0.008616,0.009576 Initialization: 5.371000 Memcpy Classifiers: 0.320000 Memcpy Instances: 6.989000 Kernel 1: 0.024000 Kernel 2: 79.462997 Copyback: 0.017000 Sum: 0.034000 It 20,Best ac:0.003115 0.687500 fi:0.479510. Ave ac:0.008644,0.008594 Initialization: 5.432000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.022000 Kernel 1: 0.023000 Kernel 2: 77.747002 Copyback: 0.017000 Sum: 0.036000 It 21,Best ac:0.003398 0.705882 fi:0.478858. Ave ac:0.008559,0.009249 Initialization: 5.483000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.470000 Kernel 1: 0.023000 Kernel 2: 76.956001 Copyback: 0.017000 Sum: 0.030000 It 22,Best ac:0.002831 0.833333 fi:0.384282. Ave ac:0.006792,0.006473 Initialization: 5.954000 Memcpy Classifiers: 0.340000 Memcpy Instances: 6.993000 Kernel 1: 0.024000 Kernel 2: 75.684998 Copyback: 0.017000 Sum: 0.032000 It 23,Best ac:0.003681 0.650000 fi:0.535441. Ave ac:0.006472,0.007208 Initialization: 5.431000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.033000 Kernel 1: 0.023000 Kernel 2: 75.192001 Copyback: 0.017000 Sum: 0.034000 It 24,Best ac:0.001982 1.000000 fi:0.462288. Ave ac:0.006610,0.007031 Initialization: 5.440000 Memcpy Classifiers: 0.363000 Memcpy Instances: 6.984000 Kernel 1: 0.023000 Kernel 2: 72.999001 Copyback: 0.018000 Sum: 0.032000 It 25,Best ac:0.003681 0.650000 fi:0.487903. Ave ac:0.005420,0.006390 Initialization: 6.581000 Memcpy Classifiers: 0.265000 Memcpy Instances: 6.991000 Kernel 1: 0.024000 Kernel 2: 76.227997 Copyback: 0.017000 Sum: 0.031000 It 26,Best ac:0.003114 0.733333 fi:0.432259. Ave ac:0.008248,0.007353 Initialization: 5.461000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.036000 Kernel 1: 0.023000 Kernel 2: 74.646004 Copyback: 0.017000 Sum: 0.029000 It 27,Best ac:0.003114 0.687500 fi:0.460791. Ave ac:0.006004,0.007881 Initialization: 5.635000 Memcpy Classifiers: 0.277000 Memcpy Instances: 8.139000 Kernel 1: 0.022000 Kernel 2: 75.376999 Copyback: 0.017000 Sum: 0.029000 It 28,Best ac:0.003963 0.583333 fi:0.568737. Ave ac:0.006119,0.007224 Initialization: 5.472000 Memcpy Classifiers: 0.264000 Memcpy Instances: 6.978000 Kernel 1: 0.024000 Kernel 2: 74.272003 Copyback: 0.017000 Sum: 0.026000 It 29,Best ac:0.002830 0.714286 fi:0.468757. Ave ac:0.007532,0.011883 Initialization: 5.413000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.003000 Kernel 1: 0.023000 Kernel 2: 74.732002 Copyback: 0.018000 Sum: 0.029000 It 30,Best ac:0.003114 0.785714 fi:0.376204. Ave ac:0.007731,0.010800 Initialization: 5.593000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.035000 Kernel 1: 0.023000 Kernel 2: 74.171997 Copyback: 0.017000 Sum: 0.024000 It 31,Best ac:0.002830 0.625000 fi:0.555072. Ave ac:0.006126,0.008632 Initialization: 6.649000 Memcpy Classifiers: 0.265000 Memcpy Instances: 7.055000 Kernel 1: 0.023000 Kernel 2: 74.630997 Copyback: 0.017000 Sum: 0.027000 It 32,Best ac:0.003681 0.764706 fi:0.428744. Ave ac:0.006860,0.009414 Initialization: 5.394000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.011000 Kernel 1: 0.023000 Kernel 2: 73.752998 Copyback: 0.017000 Sum: 0.025000 It 33,Best ac:0.002830 0.833333 fi:0.388377. Ave ac:0.008310,0.013377 Initialization: 31.605000 Memcpy Instances: 349.437012 Memcpy Classifiers: 0.078000 Kernel 1: 0.022000 Kernel 2: 619.645020 Copyback: 0.014000 Sum: 0.017000 Memcpy Classifiers: 0.077000 Kernel 1: 0.014000 Kernel 2: 627.984009 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.075000 Kernel 1: 0.013000 Kernel 2: 627.575989 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.076000 Kernel 1: 0.013000 Kernel 2: 623.518982 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.075000 Kernel 1: 0.013000 Kernel 2: 623.968018 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.076000 Kernel 1: 0.013000 Kernel 2: 627.942017 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.075000 Kernel 1: 0.013000 Kernel 2: 618.710022 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.073000 Kernel 1: 0.014000 Kernel 2: 419.141998 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.003029 0.474712 fi:0.663568. Ave ac:0.006284,0.018621 Best acc 0.003029 0.474712 Phenotype: 0:Att PSSM_-2_6 is [-6.993809,1.505555]|Att PSSM_-1_7 is [<-3.564786]|Att PSSM_0_2 is [<-3.472846]|Att PSSM_0_7 is [<-2.310560]|Att PSSM_0_20 is [>-3.613595]|Att PSSM_1_15 is [<-4.372226]|Att PSSM_3_2 is [<-2.848975]|Att PSSM_4_2 is [<-1.170731]|1 1:Att PSSM_-2_20 is [-0.943672,6.812898]|Att PSSM_-1_7 is [<-0.670311]|Att PSSM_-1_10 is [-2.183729,5.309078]|Att PSSM_0_6 is [<-2.533223]|Att PSSM_0_7 is [<-2.805923]|Att PSSM_0_12 is [<-3.845100]|Att PSSM_0_19 is [-6.509689,4.706979]|Att PSSM_1_4 is [<5.544358]|Att PSSM_1_12 is [<-3.241512]|Att PSSM_2_12 is [<4.727071]|1 2:Att PSSM_-4_17 is [<2.143785]|Att PSSM_-2_4 is [<-3.794344]|Att PSSM_-2_12 is [<7.268365]|Att PSSM_-1_12 is [<-3.457057]|Att PSSM_0_12 is [-6.299874,-3.056620]|Att PSSM_1_1 is [-2.383204,6.383204]|Att PSSM_1_12 is [<-2.857208]|Att PSSM_4_19 is [>-6.496332]|1 3:Att PSSM_-1_7 is [<-1.946751]|Att PSSM_0_12 is [<-3.114682]|Att PSSM_1_4 is [-7.997707,-2.014065]|Att PSSM_1_12 is [<1.862090]|Att PSSM_1_13 is [-1.539198,9.148758]|Att PSSM_3_7 is [<-2.140236]|Att PSSM_4_7 is [>-5.416092]|Att PSSM_4_12 is [<-1.109342]|1 4:Att PSSM_-2_7 is [-6.802121,-1.277170]|Att PSSM_-1_12 is [<-1.463608]|Att PSSM_0_5 is [-2.542477,10.542477]|Att PSSM_0_7 is [-6.613384,-3.091900]|Att PSSM_0_12 is [-6.021914,-3.324500]|Att PSSM_1_7 is [-6.987730,2.113881]|Att PSSM_1_12 is [<-0.480269]|Att PSSM_2_6 is [<1.867857]|Att PSSM_3_6 is [<0.719522]|Att PSSM_4_7 is [>-5.817456]|1 5:Att PSSM_-3_3 is [-5.824381,5.824381]|Att PSSM_-2_20 is [<5.714556]|Att PSSM_0_10 is [>-3.671064]|Att PSSM_0_12 is [-6.848438,-2.972482]|Att PSSM_1_2 is [<-3.108797]|Att PSSM_2_12 is [<-2.898600]|Att PSSM_3_7 is [<-2.703412]|Att PSSM_4_12 is [<-1.856689]|1 6:Att PSSM_-4_7 is [-6.956327,0.533524]|Att PSSM_-2_11 is [-4.567554,2.567553]|Att PSSM_-1_12 is [-5.740829,0.493560]|Att PSSM_-1_13 is [-6.753075,4.753075]|Att PSSM_0_4 is [<-2.858092]|Att PSSM_0_5 is [-0.576255,7.468688]|Att PSSM_0_12 is [<-2.752102]|Att PSSM_0_16 is [<4.717544]|Att PSSM_1_4 is [<-1.990159]|Att PSSM_1_6 is [<0.373536]|Att PSSM_1_7 is [<6.004083]|Att PSSM_1_15 is [<2.407378]|Att PSSM_3_2 is [-6.366996,2.979292]|Att PSSM_3_4 is [<1.537720]|Att PSSM_3_15 is [<7.370265]|Att PSSM_4_2 is [-6.898832,0.280306]|1 7:Att PSSM_-4_19 is [<3.137345]|Att PSSM_-3_4 is [-7.977439,-0.022561]|Att PSSM_-3_7 is [<3.130180]|Att PSSM_-1_16 is [<5.437704]|Att PSSM_0_10 is [>0.034883]|Att PSSM_0_12 is [<-4.373544]|Att PSSM_0_13 is [0.181680,10.399269]|Att PSSM_0_14 is [<7.116556]|Att PSSM_0_18 is [<9.366520]|Att PSSM_1_12 is [-6.095246,6.195088]|Att PSSM_1_15 is [-5.746477,0.967341]|Att PSSM_3_12 is [<2.584967]|Att PSSM_4_2 is [-6.458924,2.458924]|Att PSSM_4_3 is [<1.188187]|Att PSSM_4_7 is [-6.372828,-0.219028]|Att PSSM_4_9 is [<3.059496]|1 8:Att PSSM_-4_6 is [-6.578427,2.578427]|Att PSSM_-3_6 is [<3.283806]|Att PSSM_0_2 is [-6.596442,-4.884029]|Att PSSM_0_4 is [-7.279583,-4.907877]|Att PSSM_0_15 is [<4.490273]|Att PSSM_1_3 is [-6.049762,-1.950238]|Att PSSM_3_12 is [-5.207842,-1.949602]|Att PSSM_4_7 is [-5.456444,-0.543556]|Att PSSM_4_17 is [<2.871838]|1 9:Att PSSM_-3_2 is [-6.096971,-0.461065]|Att PSSM_-3_11 is [-3.791910,5.331144]|Att PSSM_-1_3 is [<4.044098]|Att PSSM_-1_14 is [-3.050184,5.050184]|Att PSSM_0_2 is [<-3.116615]|Att PSSM_0_9 is [<-2.382406]|Att PSSM_0_12 is [<-3.375778]|Att PSSM_1_7 is [-6.441652,-1.558348]|Att PSSM_2_7 is [-6.904007,4.173131]|Att PSSM_2_11 is [>-6.879053]|Att PSSM_4_6 is [<-0.350155]|1 10:Att PSSM_0_1 is [3.147644,6.575245]|Att PSSM_0_7 is [<-3.000243]|Att PSSM_0_20 is [>-4.106295]|Att PSSM_2_1 is [>-2.474649]|Att PSSM_2_5 is [<4.549150]|Att PSSM_2_16 is [>-4.140807]|1 11:Att PSSM_-4_7 is [-6.851160,2.485603]|Att PSSM_-3_12 is [<-2.384068]|Att PSSM_-2_7 is [-6.899906,0.899906]|Att PSSM_-1_3 is [-6.108807,-0.641482]|Att PSSM_-1_12 is [<-1.799877]|Att PSSM_0_1 is [>-0.370847]|Att PSSM_0_3 is [<-1.214532]|Att PSSM_0_6 is [<-2.874277]|Att PSSM_0_15 is [<4.522263]|Att PSSM_1_6 is [<5.528544]|Att PSSM_2_1 is [>-4.275572]|Att PSSM_4_2 is [-6.938705,1.458721]|1 12:Att PSSM_-2_12 is [<-3.207167]|Att PSSM_-1_7 is [-5.789275,-0.563838]|Att PSSM_0_12 is [<-3.993928]|Att PSSM_1_4 is [<-0.786725]|Att PSSM_1_15 is [-4.486843,6.574896]|1 13:Att PSSM_-3_12 is [<0.999774]|Att PSSM_-1_6 is [<8.296559]|Att PSSM_0_9 is [-6.824593,-4.851498]|Att PSSM_2_15 is [<2.735883]|Att PSSM_3_1 is [>-1.090308]|Att PSSM_3_15 is [-6.434724,-2.305872]|Att PSSM_3_20 is [-2.914362,5.375001]|Att PSSM_4_7 is [<-0.638891]|Att PSSM_4_9 is [-6.447403,10.423333]|1 14:Att PSSM_-4_4 is [-5.365704,1.275548]|Att PSSM_-3_7 is [-6.404293,-1.758664]|Att PSSM_-2_12 is [<0.233997]|Att PSSM_-1_4 is [<-2.673233]|Att PSSM_0_12 is [-6.143687,-3.135187]|Att PSSM_4_6 is [-6.424935,-1.114294]|1 15:Att PSSM_-1_7 is [-6.212506,-1.787494]|Att PSSM_0_12 is [<-3.995642]|Att PSSM_0_16 is [>-5.946608]|Att PSSM_1_15 is [-5.373838,-3.165890]|Att PSSM_2_18 is [<12.453866]|Att PSSM_3_12 is [<-1.139900]|Att PSSM_4_4 is [-6.652961,-0.275684]|1 16:Att PSSM_-4_12 is [<-0.134376]|Att PSSM_-3_4 is [<-2.199338]|Att PSSM_-2_1 is [-2.377059,3.290636]|Att PSSM_-2_2 is [-6.645047,5.824138]|Att PSSM_0_2 is [-5.896227,-3.767976]|Att PSSM_0_8 is [<3.643539]|Att PSSM_0_15 is [<-0.140025]|Att PSSM_1_5 is [-2.740569,7.702650]|Att PSSM_1_15 is [-6.706526,0.227617]|1 17:Att PSSM_0_6 is [<-3.634811]|Att PSSM_0_10 is [>-1.181249]|Att PSSM_2_5 is [-0.189237,4.158358]|Att PSSM_2_12 is [<-0.698219]|1 18:Att PSSM_-3_7 is [<-1.974498]|Att PSSM_-1_12 is [<-2.454007]|Att PSSM_0_7 is [-6.063445,-3.948642]|Att PSSM_2_11 is [>-5.810452]|Att PSSM_3_19 is [-6.430917,7.559615]|Att PSSM_4_2 is [<-0.373930]|Att PSSM_4_14 is [-3.156520,3.156520]|1 19:Att PSSM_-3_7 is [<1.314871]|Att PSSM_-3_12 is [-6.593592,-0.971160]|Att PSSM_-2_7 is [<2.588014]|Att PSSM_-1_5 is [-1.345885,11.128761]|Att PSSM_-1_12 is [<-1.643149]|Att PSSM_0_12 is [-6.762617,-2.552119]|Att PSSM_2_12 is [-4.904232,-2.368580]|1 20:Att PSSM_-1_5 is [>-4.353682]|Att PSSM_-1_7 is [<-0.081570]|Att PSSM_0_7 is [<-3.549696]|Att PSSM_1_11 is [>-2.702541]|Att PSSM_1_12 is [<-1.524739]|Att PSSM_2_2 is [<-2.140576]|1 21:Att PSSM_-3_7 is [<-1.140040]|Att PSSM_-2_12 is [<-1.689536]|Att PSSM_-2_15 is [<6.158116]|Att PSSM_-1_12 is [-6.944560,-1.055440]|Att PSSM_0_7 is [-5.908049,-1.902737]|Att PSSM_0_12 is [-6.117091,-1.882909]|Att PSSM_1_7 is [-5.830118,-0.169882]|Att PSSM_3_7 is [<-2.170529]|Att PSSM_3_15 is [<3.986797]|Att PSSM_4_9 is [<6.349760]|Att PSSM_4_12 is [-6.162054,-0.196472]|1 22:Att PSSM_-1_10 is [-3.458589,3.927265]|Att PSSM_0_12 is [<-3.902706]|Att PSSM_1_19 is [-1.003180,7.890718]|Att PSSM_4_12 is [-4.481977,-1.417971]|1 23:Att PSSM_-4_6 is [-4.750602,-1.027736]|Att PSSM_-3_10 is [-5.556902,5.227963]|Att PSSM_-3_12 is [-6.719275,-1.175537]|Att PSSM_-2_15 is [<3.842674]|Att PSSM_-1_11 is [<5.626947]|Att PSSM_-1_12 is [-6.612706,-1.100241]|Att PSSM_0_12 is [<-2.135756]|Att PSSM_0_15 is [<5.019679]|Att PSSM_1_12 is [<-1.104737]|Att PSSM_3_18 is [-4.192186,10.192186]|1 24:Att PSSM_-4_3 is [>-4.800899]|Att PSSM_0_2 is [<-3.975401]|Att PSSM_0_7 is [<-1.154716]|Att PSSM_0_10 is [-1.419057,6.262582]|Att PSSM_0_17 is [-2.429174,4.418998]|Att PSSM_1_11 is [-5.370849,3.245885]|Att PSSM_1_15 is [-6.545737,3.727152]|Att PSSM_2_14 is [<2.678125]|Att PSSM_2_15 is [<-0.864578]|Att PSSM_3_17 is [<3.375636]|Att PSSM_4_6 is [-3.194317,-0.187695]|1 25:Att PSSM_-4_12 is [>-5.749829]|Att PSSM_-2_17 is [<5.808234]|Att PSSM_0_1 is [>1.871752]|Att PSSM_0_2 is [<-1.332202]|Att PSSM_0_7 is [-4.994999,-2.071146]|Att PSSM_0_8 is [-3.913765,2.068646]|Att PSSM_0_9 is [<10.028644]|Att PSSM_0_15 is [<0.842456]|Att PSSM_1_11 is [>-2.377745]|Att PSSM_4_7 is [-5.845524,-0.056787]|1 26:Att PSSM_-2_7 is [<-1.222936]|Att PSSM_-1_5 is [>-2.669683]|Att PSSM_0_7 is [<-2.117594]|Att PSSM_0_16 is [<1.538576]|Att PSSM_0_20 is [>-3.066299]|Att PSSM_1_4 is [-7.350075,-2.721277]|Att PSSM_3_3 is [<3.457612]|1 27:Att PSSM_-3_7 is [<-0.961441]|Att PSSM_-3_17 is [-2.078251,1.537894]|Att PSSM_-1_10 is [-6.383553,5.161578]|Att PSSM_-1_12 is [<1.971612]|Att PSSM_0_4 is [-7.243958,-4.881845]|Att PSSM_1_10 is [-1.816702,7.054015]|Att PSSM_1_15 is [<-0.781655]|Att PSSM_4_5 is [<4.459955]|1 28:Att PSSM_-1_10 is [>-4.462022]|Att PSSM_0_11 is [-0.442710,2.014677]|Att PSSM_0_12 is [<-4.885930]|1 29:Att PSSM_-4_7 is [<1.228062]|Att PSSM_-4_17 is [-5.054203,3.054203]|Att PSSM_-3_3 is [-5.509134,-0.490866]|Att PSSM_-1_14 is [-3.877902,5.577004]|Att PSSM_-1_15 is [<0.941438]|Att PSSM_-1_17 is [-4.870311,5.986636]|Att PSSM_0_2 is [<-0.421904]|Att PSSM_0_4 is [<-2.395389]|Att PSSM_0_12 is [<-2.695840]|Att PSSM_0_15 is [-6.583300,0.583300]|Att PSSM_1_5 is [>-5.382622]|Att PSSM_3_12 is [<-1.743196]|Att PSSM_4_7 is [<2.377110]|Att PSSM_4_12 is [-6.533013,-0.676388]|1 30:Att PSSM_-3_4 is [<3.215828]|Att PSSM_-3_6 is [-6.186149,6.149276]|Att PSSM_-3_7 is [-6.780590,-0.619601]|Att PSSM_-3_12 is [-5.573687,3.573687]|Att PSSM_0_4 is [-6.955503,-1.044497]|Att PSSM_0_7 is [-5.830855,-2.357797]|Att PSSM_0_12 is [<-2.348404]|Att PSSM_1_12 is [-4.815207,-1.183469]|Att PSSM_2_7 is [<3.937928]|Att PSSM_3_2 is [>-5.418973]|Att PSSM_3_6 is [<-1.665889]|1 31:Att PSSM_-4_7 is [>-5.842104]|Att PSSM_-3_4 is [-7.382340,-0.617660]|Att PSSM_-2_7 is [<5.213713]|Att PSSM_-1_3 is [<-0.140383]|Att PSSM_0_4 is [<-1.603559]|Att PSSM_0_12 is [-6.670717,-2.512830]|Att PSSM_1_14 is [-2.547873,5.850197]|Att PSSM_4_6 is [-5.184086,-0.815914]|Att PSSM_4_12 is [-6.489221,7.458343]|1 32:Att PSSM_-4_12 is [<-0.184979]|Att PSSM_-3_3 is [<7.766162]|Att PSSM_0_12 is [<-2.811668]|Att PSSM_1_10 is [-3.091475,6.086179]|Att PSSM_1_14 is [-3.346880,6.264649]|Att PSSM_2_3 is [<1.315309]|Att PSSM_2_7 is [<-0.538584]|Att PSSM_3_12 is [-4.500932,-2.513996]|1 33:Att PSSM_0_12 is [<-3.779754]|Att PSSM_0_20 is [<6.071748]|Att PSSM_1_18 is [>0.988372]|1 34:Att PSSM_0_1 is [>3.125507]|Att PSSM_0_7 is [-5.439567,-2.603864]|Att PSSM_2_1 is [-3.350726,4.127350]|1 35:Att PSSM_0_5 is [-2.261111,6.797959]|Att PSSM_0_12 is [<-3.209339]|Att PSSM_4_12 is [-6.514519,-0.762750]|Att PSSM_4_14 is [-3.789618,8.491885]|1 36:Att PSSM_-3_12 is [-4.906512,-1.093488]|Att PSSM_-3_17 is [-3.083486,5.447481]|Att PSSM_-1_12 is [-4.296508,-2.774996]|Att PSSM_0_2 is [-6.267517,-1.732483]|Att PSSM_0_4 is [<-1.342074]|Att PSSM_1_12 is [-6.609511,-1.390489]|Att PSSM_1_16 is [<5.842742]|Att PSSM_4_12 is [<0.280559]|1 37:Att PSSM_-3_14 is [<3.552864]|Att PSSM_0_5 is [-0.946075,8.946075]|Att PSSM_0_7 is [-5.425344,-1.924765]|Att PSSM_0_12 is [-6.770264,-1.229736]|Att PSSM_1_5 is [>-1.732747]|Att PSSM_3_16 is [-3.859488,5.859488]|1 38:Att PSSM_-2_12 is [<-2.496854]|Att PSSM_-1_3 is [<7.530187]|Att PSSM_-1_4 is [-5.446786,-1.766065]|Att PSSM_-1_8 is [>-5.683043]|Att PSSM_-1_13 is [>-2.349587]|Att PSSM_0_12 is [<-2.709033]|Att PSSM_2_12 is [-4.030700,-1.198304]|1 39:Att PSSM_0_4 is [<-2.630889]|Att PSSM_0_11 is [-5.020357,6.840709]|Att PSSM_0_12 is [-6.109052,-1.890948]|Att PSSM_1_15 is [-6.571014,-1.499048]|Att PSSM_1_20 is [-1.374505,4.586235]|Att PSSM_3_15 is [-6.257614,-0.921503]|Att PSSM_3_16 is [-3.060477,6.687082]|Att PSSM_3_20 is [-2.266265,6.228319]|Att PSSM_4_7 is [<-1.453126]|1 40:Default rule -> 0 Train accuracy : 0.788218 Train error : 0.211782 Train not classified : 0.000000 Train For each class: 0: accuracy : 145498 0: error : 18582 0: not classified : 0 1: accuracy : 39448 1: error : 31110 1: not classified : 0 Train Confusion Matrix. Row real class, Column predicted class 0 1 145498 18582 31110 39448 Performance of each classifier: Classifier 0: 1299/1407=92.324094% Classifier 1: 1333/1480=90.067568% Classifier 2: 1625/1909=85.123101% Classifier 3: 1357/1619=83.817171% Classifier 4: 1434/1690=84.852071% Classifier 5: 1476/1855=79.568733% Classifier 6: 1081/1332=81.156156% Classifier 7: 1112/1415=78.586572% Classifier 8: 1028/1372=74.927114% Classifier 9: 1004/1322=75.945537% Classifier 10: 1133/1485=76.296296% Classifier 11: 1082/1404=77.065527% Classifier 12: 1159/1608=72.077114% Classifier 13: 1174/1620=72.469136% Classifier 14: 925/1308=70.718654% Classifier 15: 1167/1722=67.770035% Classifier 16: 1156/1710=67.602339% Classifier 17: 1088/1639=66.381940% Classifier 18: 832/1258=66.136725% Classifier 19: 941/1361=69.140338% Classifier 20: 873/1253=69.672785% Classifier 21: 806/1167=69.065981% Classifier 22: 957/1541=62.102531% Classifier 23: 927/1416=65.466102% Classifier 24: 1056/1774=59.526494% Classifier 25: 732/1060=69.056604% Classifier 26: 983/1639=59.975595% Classifier 27: 676/1160=58.275862% Classifier 28: 674/1201=56.119900% Classifier 29: 858/1428=60.084034% Classifier 30: 1060/1834=57.797165% Classifier 31: 1024/1916=53.444676% Classifier 32: 665/1226=54.241436% Classifier 33: 645/1251=51.558753% Classifier 34: 647/1194=54.187605% Classifier 35: 592/1172=50.511945% Classifier 36: 701/1280=54.765625% Classifier 37: 834/1557=53.564547% Classifier 38: 558/1003=55.633101% Classifier 39: 774/1442=53.675451% Classifier 40: 145498/176608=82.384716% Test accuracy : 0.787322 Test error : 0.212678 Test not classified : 0.000000 Test For each class: 0: accuracy : 14427 0: error : 1952 0: not classified : 0 1: accuracy : 3620 1: error : 2923 1: not classified : 0 Test Confusion Matrix. Row real class, Column predicted class 0 1 14427 1952 2923 3620 Performance of each classifier: Classifier 0: 185/209=88.516746% Classifier 1: 147/168=87.500000% Classifier 2: 172/207=83.091787% Classifier 3: 134/162=82.716049% Classifier 4: 144/174=82.758621% Classifier 5: 114/153=74.509804% Classifier 6: 75/97=77.319588% Classifier 7: 110/144=76.388889% Classifier 8: 108/150=72.000000% Classifier 9: 80/115=69.565217% Classifier 10: 132/180=73.333333% Classifier 11: 74/102=72.549020% Classifier 12: 105/149=70.469799% Classifier 13: 110/158=69.620253% Classifier 14: 80/126=63.492063% Classifier 15: 115/191=60.209424% Classifier 16: 88/138=63.768116% Classifier 17: 94/146=64.383562% Classifier 18: 83/120=69.166667% Classifier 19: 77/120=64.166667% Classifier 20: 77/109=70.642202% Classifier 21: 53/90=58.888889% Classifier 22: 114/177=64.406780% Classifier 23: 71/120=59.166667% Classifier 24: 96/151=63.576159% Classifier 25: 47/86=54.651163% Classifier 26: 73/140=52.142857% Classifier 27: 66/107=61.682243% Classifier 28: 65/115=56.521739% Classifier 29: 64/109=58.715596% Classifier 30: 70/164=42.682927% Classifier 31: 91/185=49.189189% Classifier 32: 58/104=55.769231% Classifier 33: 77/137=56.204380% Classifier 34: 58/113=51.327434% Classifier 35: 61/127=48.031496% Classifier 36: 47/105=44.761905% Classifier 37: 81/170=47.647059% Classifier 38: 51/107=47.663551% Classifier 39: 73/147=49.659864% Classifier 40: 14427/17350=83.152738% Total time: 1087.43 1108.05