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 3825818019 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 Attribute 11 real valued Attribute 12:Name PSSM_-4_13 Def:real Attribute 12 real valued Attribute 13:Name PSSM_-4_14 Def:real Attribute 13 real valued Attribute 14:Name PSSM_-4_15 Def:real Attribute 14 real valued Attribute 15:Name PSSM_-4_16 Def:real Attribute 15 real valued Attribute 16:Name PSSM_-4_17 Def:real Attribute 16 real valued Attribute 17:Name PSSM_-4_18 Def:real Attribute 17 real valued Attribute 18:Name PSSM_-4_19 Def:real Attribute 18 real valued Attribute 19:Name PSSM_-4_20 Def:real Attribute 19 real valued Attribute 20:Name PSSM_-3_1 Def:real Attribute 20 real valued Attribute 21:Name PSSM_-3_2 Def:real Attribute 21 real valued Attribute 22:Name PSSM_-3_3 Def:real Attribute 22 real valued Attribute 23:Name PSSM_-3_4 Def:real Attribute 23 real valued Attribute 24:Name PSSM_-3_5 Def:real Attribute 24 real valued Attribute 25:Name PSSM_-3_6 Def:real Attribute 25 real valued Attribute 26:Name PSSM_-3_7 Def:real Attribute 26 real valued Attribute 27:Name PSSM_-3_8 Def:real Attribute 27 real valued Attribute 28:Name PSSM_-3_9 Def:real Attribute 28 real valued Attribute 29:Name PSSM_-3_10 Def:real Attribute 29 real valued Attribute 30:Name PSSM_-3_11 Def:real Attribute 30 real valued Attribute 31:Name PSSM_-3_12 Def:real Attribute 31 real valued Attribute 32:Name PSSM_-3_13 Def:real Attribute 32 real valued Attribute 33:Name PSSM_-3_14 Def:real Attribute 33 real valued Attribute 34:Name PSSM_-3_15 Def:real Attribute 34 real valued Attribute 35:Name PSSM_-3_16 Def:real Attribute 35 real valued Attribute 36:Name PSSM_-3_17 Def:real Attribute 36 real valued Attribute 37:Name PSSM_-3_18 Def:real Attribute 37 real valued Attribute 38:Name PSSM_-3_19 Def:real Attribute 38 real valued Attribute 39:Name PSSM_-3_20 Def:real Attribute 39 real valued Attribute 40:Name PSSM_-2_1 Def:real Attribute 40 real valued Attribute 41:Name PSSM_-2_2 Def:real Attribute 41 real valued Attribute 42:Name PSSM_-2_3 Def:real Attribute 42 real valued Attribute 43:Name PSSM_-2_4 Def:real Attribute 43 real valued Attribute 44:Name PSSM_-2_5 Def:real Attribute 44 real valued Attribute 45:Name PSSM_-2_6 Def:real Attribute 45 real valued Attribute 46:Name PSSM_-2_7 Def:real Attribute 46 real valued Attribute 47:Name PSSM_-2_8 Def:real Attribute 47 real valued Attribute 48:Name PSSM_-2_9 Def:real Attribute 48 real valued Attribute 49:Name PSSM_-2_10 Def:real Attribute 49 real valued Attribute 50:Name PSSM_-2_11 Def:real Attribute 50 real valued Attribute 51:Name PSSM_-2_12 Def:real Attribute 51 real valued Attribute 52:Name PSSM_-2_13 Def:real Attribute 52 real valued Attribute 53:Name PSSM_-2_14 Def:real Attribute 53 real valued Attribute 54:Name PSSM_-2_15 Def:real Attribute 54 real valued Attribute 55:Name PSSM_-2_16 Def:real Attribute 55 real valued Attribute 56:Name PSSM_-2_17 Def:real Attribute 56 real valued Attribute 57:Name PSSM_-2_18 Def:real Attribute 57 real valued Attribute 58:Name PSSM_-2_19 Def:real Attribute 58 real valued Attribute 59:Name 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: 41.932999 Memcpy Classifiers: 0.690000 Memcpy Instances: 9.274000 Kernel 1: 0.073000 Kernel 2: 132.427002 Copyback: 0.026000 Sum: 0.017000 Initial population average accuracy1:0.006315 accuracy2:0.288684 Initialization: 6.779000 Memcpy Classifiers: 0.574000 Memcpy Instances: 9.363000 Kernel 1: 0.022000 Kernel 2: 137.218002 Copyback: 0.019000 Sum: 0.023000 It 0,Best ac:0.007456 0.673077 fi:0.426093. Ave ac:0.013106,0.018384 Initialization: 7.416000 Memcpy Classifiers: 0.457000 Memcpy Instances: 9.273000 Kernel 1: 0.024000 Kernel 2: 136.822006 Copyback: 0.019000 Sum: 0.024000 It 1,Best ac:0.007246 0.850000 fi:0.249240. Ave ac:0.016803,0.018738 Initialization: 6.749000 Memcpy Classifiers: 0.515000 Memcpy Instances: 9.578000 Kernel 1: 0.023000 Kernel 2: 133.751007 Copyback: 0.018000 Sum: 0.025000 It 2,Best ac:0.012572 0.776316 fi:0.321123. Ave ac:0.016617,0.020477 Initialization: 6.804000 Memcpy Classifiers: 0.478000 Memcpy Instances: 9.236000 Kernel 1: 0.024000 Kernel 2: 131.352005 Copyback: 0.018000 Sum: 0.026000 It 3,Best ac:0.008310 0.847826 fi:0.251054. Ave ac:0.016873,0.017815 Initialization: 7.214000 Memcpy Classifiers: 0.475000 Memcpy Instances: 9.253000 Kernel 1: 0.023000 Kernel 2: 129.369995 Copyback: 0.019000 Sum: 0.025000 It 4,Best ac:0.005754 0.870968 fi:0.228777. Ave ac:0.015263,0.017764 Initialization: 6.867000 Memcpy Classifiers: 0.474000 Memcpy Instances: 9.263000 Kernel 1: 0.023000 Kernel 2: 129.813995 Copyback: 0.019000 Sum: 0.028000 It 5,Best ac:0.007669 0.900000 fi:0.199098. Ave ac:0.015867,0.019252 Initialization: 6.710000 Memcpy Classifiers: 0.456000 Memcpy Instances: 9.311000 Kernel 1: 0.024000 Kernel 2: 128.934006 Copyback: 0.019000 Sum: 0.027000 It 6,Best ac:0.006394 0.857143 fi:0.242386. Ave ac:0.012186,0.015670 Initialization: 8.544000 Memcpy Classifiers: 0.453000 Memcpy Instances: 10.514000 Kernel 1: 0.023000 Kernel 2: 124.991997 Copyback: 0.020000 Sum: 0.027000 It 7,Best ac:0.005541 0.896552 fi:0.203265. Ave ac:0.010851,0.011196 Initialization: 8.206000 Memcpy Classifiers: 0.475000 Memcpy Instances: 12.746000 Kernel 1: 0.024000 Kernel 2: 124.828003 Copyback: 0.022000 Sum: 0.028000 It 8,Best ac:0.004902 0.920000 fi:0.197690. Ave ac:0.010497,0.011988 Initialization: 8.150000 Memcpy Classifiers: 0.475000 Memcpy Instances: 9.291000 Kernel 1: 0.023000 Kernel 2: 125.032997 Copyback: 0.027000 Sum: 0.212000 It 9,Best ac:0.011083 0.928571 fi:0.169372. Ave ac:0.010433,0.009025 Iteration 10:MDL fitness activated Error 0.169372 TL 0.035363 MDL Theory Length Weight: 1.5964928051 (1) Initialization: 8.019000 Memcpy Classifiers: 0.490000 Memcpy Instances: 10.458000 Kernel 1: 0.023000 Kernel 2: 109.203003 Copyback: 0.018000 Sum: 0.030000 It 10,Best ac:0.004901 1.000000 fi:0.178700. Ave ac:0.010269,0.009615 Initialization: 6.613000 Memcpy Classifiers: 0.443000 Memcpy Instances: 9.281000 Kernel 1: 0.024000 Kernel 2: 106.958000 Copyback: 0.017000 Sum: 0.029000 It 11,Best ac:0.013421 0.984375 fi:0.154528. Ave ac:0.010717,0.010982 Initialization: 6.705000 Memcpy Classifiers: 0.453000 Memcpy Instances: 9.717000 Kernel 1: 0.023000 Kernel 2: 103.924004 Copyback: 0.017000 Sum: 0.031000 It 12,Best ac:0.006606 0.968750 fi:0.173536. Ave ac:0.011250,0.009703 Initialization: 6.525000 Memcpy Classifiers: 0.462000 Memcpy Instances: 9.297000 Kernel 1: 0.030000 Kernel 2: 104.172997 Copyback: 0.017000 Sum: 0.030000 It 13,Best ac:0.006179 1.000000 fi:0.166416. Ave ac:0.010210,0.010165 Initialization: 6.598000 Memcpy Classifiers: 0.467000 Memcpy Instances: 9.224000 Kernel 1: 0.024000 Kernel 2: 102.865997 Copyback: 0.018000 Sum: 0.030000 It 14,Best ac:0.005327 1.000000 fi:0.150303. Ave ac:0.009559,0.010805 Initialization: 6.648000 Memcpy Classifiers: 0.405000 Memcpy Instances: 9.849000 Kernel 1: 0.024000 Kernel 2: 97.987999 Copyback: 0.018000 Sum: 0.031000 It 15,Best ac:0.005328 1.000000 fi:0.151321. Ave ac:0.009066,0.010214 Initialization: 7.676000 Memcpy Classifiers: 0.455000 Memcpy Instances: 21.027000 Kernel 1: 0.024000 Kernel 2: 97.516998 Copyback: 0.018000 Sum: 0.031000 It 16,Best ac:0.010230 1.000000 fi:0.136649. Ave ac:0.008127,0.008309 Initialization: 6.660000 Memcpy Classifiers: 0.458000 Memcpy Instances: 11.650000 Kernel 1: 0.023000 Kernel 2: 96.864998 Copyback: 0.018000 Sum: 0.032000 It 17,Best ac:0.005540 0.962963 fi:0.188165. Ave ac:0.007103,0.005371 Initialization: 6.615000 Memcpy Classifiers: 0.404000 Memcpy Instances: 10.457000 Kernel 1: 0.025000 Kernel 2: 91.750999 Copyback: 0.024000 Sum: 0.033000 It 18,Best ac:0.007033 1.000000 fi:0.135574. Ave ac:0.008198,0.006393 Initialization: 6.649000 Memcpy Classifiers: 0.437000 Memcpy Instances: 9.248000 Kernel 1: 0.024000 Kernel 2: 89.738998 Copyback: 0.017000 Sum: 0.033000 It 19,Best ac:0.007243 1.000000 fi:0.138789. Ave ac:0.007598,0.004718 Initialization: 6.636000 Memcpy Classifiers: 0.458000 Memcpy Instances: 9.464000 Kernel 1: 0.025000 Kernel 2: 89.668999 Copyback: 0.024000 Sum: 0.033000 It 20,Best ac:0.008312 0.975000 fi:0.161580. Ave ac:0.006666,0.004265 Initialization: 6.694000 Memcpy Classifiers: 0.418000 Memcpy Instances: 10.525000 Kernel 1: 0.023000 Kernel 2: 87.486000 Copyback: 0.018000 Sum: 0.032000 It 21,Best ac:0.005327 1.000000 fi:0.144508. Ave ac:0.006494,0.004528 Initialization: 7.976000 Memcpy Classifiers: 0.416000 Memcpy Instances: 10.453000 Kernel 1: 0.024000 Kernel 2: 87.267998 Copyback: 0.018000 Sum: 0.035000 It 22,Best ac:0.005965 0.933333 fi:0.207453. Ave ac:0.004801,0.004575 Initialization: 7.076000 Memcpy Classifiers: 0.409000 Memcpy Instances: 9.278000 Kernel 1: 0.025000 Kernel 2: 86.703003 Copyback: 0.017000 Sum: 0.033000 It 23,Best ac:0.007673 0.972973 fi:0.171511. Ave ac:0.009555,0.009128 Initialization: 7.048000 Memcpy Classifiers: 0.417000 Memcpy Instances: 9.238000 Kernel 1: 0.030000 Kernel 2: 85.822998 Copyback: 0.018000 Sum: 0.034000 It 24,Best ac:0.005540 1.000000 fi:0.142222. Ave ac:0.006599,0.004877 Initialization: 6.607000 Memcpy Classifiers: 0.383000 Memcpy Instances: 9.734000 Kernel 1: 0.024000 Kernel 2: 87.331001 Copyback: 0.017000 Sum: 0.037000 It 25,Best ac:0.006604 1.000000 fi:0.143260. Ave ac:0.009300,0.009411 Initialization: 6.616000 Memcpy Classifiers: 0.438000 Memcpy Instances: 9.428000 Kernel 1: 0.025000 Kernel 2: 86.097000 Copyback: 0.018000 Sum: 0.035000 It 26,Best ac:0.008310 0.951220 fi:0.182124. Ave ac:0.008167,0.005588 Initialization: 7.062000 Memcpy Classifiers: 0.392000 Memcpy Instances: 9.233000 Kernel 1: 0.030000 Kernel 2: 86.745003 Copyback: 0.017000 Sum: 0.033000 It 27,Best ac:0.009804 0.958333 fi:0.176724. Ave ac:0.008303,0.006506 MDL Theory Length Weight: 1.4368435246 (10) Initialization: 6.705000 Memcpy Classifiers: 0.412000 Memcpy Instances: 9.225000 Kernel 1: 0.024000 Kernel 2: 86.960999 Copyback: 0.017000 Sum: 0.034000 It 28,Best ac:0.005328 1.000000 fi:0.137321. Ave ac:0.008412,0.005068 Initialization: 6.597000 Memcpy Classifiers: 0.387000 Memcpy Instances: 9.237000 Kernel 1: 0.026000 Kernel 2: 87.692001 Copyback: 0.017000 Sum: 0.032000 It 29,Best ac:0.005540 0.962963 fi:0.165692. Ave ac:0.007489,0.005530 Initialization: 6.677000 Memcpy Classifiers: 0.454000 Memcpy Instances: 9.704000 Kernel 1: 0.024000 Kernel 2: 88.489998 Copyback: 0.017000 Sum: 0.034000 It 30,Best ac:0.006181 1.000000 fi:0.128437. Ave ac:0.009062,0.007554 Initialization: 6.795000 Memcpy Classifiers: 0.388000 Memcpy Instances: 9.264000 Kernel 1: 0.024000 Kernel 2: 89.487000 Copyback: 0.019000 Sum: 0.036000 It 31,Best ac:0.005114 1.000000 fi:0.132841. Ave ac:0.007501,0.005899 Initialization: 6.653000 Memcpy Classifiers: 0.389000 Memcpy Instances: 9.267000 Kernel 1: 0.024000 Kernel 2: 90.467003 Copyback: 0.017000 Sum: 0.031000 It 32,Best ac:0.005115 0.960000 fi:0.168798. Ave ac:0.008611,0.006640 Initialization: 6.696000 Memcpy Classifiers: 0.474000 Memcpy Instances: 9.705000 Kernel 1: 0.025000 Kernel 2: 89.611000 Copyback: 0.017000 Sum: 0.032000 It 33,Best ac:0.005327 1.000000 fi:0.137321. Ave ac:0.007746,0.005116 Initialization: 20.868999 Memcpy Instances: 461.259003 Memcpy Classifiers: 0.073000 Kernel 1: 0.027000 Kernel 2: 468.951996 Copyback: 0.015000 Sum: 0.013000 Memcpy Classifiers: 0.070000 Kernel 1: 0.014000 Kernel 2: 468.097992 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 469.981995 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 475.145996 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.062000 Kernel 1: 0.019000 Kernel 2: 457.735992 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.013000 Kernel 2: 467.826996 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 468.565002 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 460.631012 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.012000 Kernel 2: 460.760986 Copyback: 0.021000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 475.609009 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 468.085999 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 478.709015 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.014000 Kernel 2: 464.420013 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 459.157990 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.012000 Kernel 2: 276.091003 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.005199 0.924943 fi:0.212422. Ave ac:0.008137,0.029162 Best acc 0.005199 0.924943 Initialization: 7.257000 Memcpy Classifiers: 0.644000 Memcpy Instances: 9.502000 Kernel 1: 0.025000 Kernel 2: 111.869003 Copyback: 0.017000 Sum: 0.033000 Initial population average accuracy1:0.007071 accuracy2:0.301849 Initialization: 6.691000 Memcpy Classifiers: 0.563000 Memcpy Instances: 9.240000 Kernel 1: 0.024000 Kernel 2: 118.886002 Copyback: 0.023000 Sum: 0.300000 It 0,Best ac:0.006392 0.810811 fi:0.288718. Ave ac:0.013971,0.021959 Initialization: 6.635000 Memcpy Classifiers: 0.482000 Memcpy Instances: 9.399000 Kernel 1: 0.024000 Kernel 2: 123.469002 Copyback: 0.017000 Sum: 0.030000 It 1,Best ac:0.010441 0.710145 fi:0.388014. Ave ac:0.019225,0.026701 Initialization: 6.650000 Memcpy Classifiers: 0.505000 Memcpy Instances: 9.292000 Kernel 1: 0.024000 Kernel 2: 124.036003 Copyback: 0.017000 Sum: 0.030000 It 2,Best ac:0.007246 0.790698 fi:0.308543. Ave ac:0.018582,0.022880 Initialization: 7.097000 Memcpy Classifiers: 0.488000 Memcpy Instances: 10.152000 Kernel 1: 0.027000 Kernel 2: 124.224998 Copyback: 0.017000 Sum: 0.029000 It 3,Best ac:0.008097 0.791667 fi:0.307286. Ave ac:0.016800,0.020303 Initialization: 6.686000 Memcpy Classifiers: 0.470000 Memcpy Instances: 9.283000 Kernel 1: 0.024000 Kernel 2: 124.896004 Copyback: 0.018000 Sum: 0.030000 It 4,Best ac:0.008736 0.820000 fi:0.278736. Ave ac:0.015173,0.018825 Initialization: 6.717000 Memcpy Classifiers: 0.466000 Memcpy Instances: 9.247000 Kernel 1: 0.025000 Kernel 2: 127.286003 Copyback: 0.018000 Sum: 0.028000 It 5,Best ac:0.007884 0.902439 fi:0.196585. Ave ac:0.013160,0.013919 Initialization: 6.617000 Memcpy Classifiers: 0.482000 Memcpy Instances: 9.287000 Kernel 1: 0.024000 Kernel 2: 131.957001 Copyback: 0.017000 Sum: 0.027000 It 6,Best ac:0.007032 0.891892 fi:0.207421. Ave ac:0.010669,0.010372 Initialization: 6.646000 Memcpy Classifiers: 0.488000 Memcpy Instances: 9.270000 Kernel 1: 0.025000 Kernel 2: 128.876007 Copyback: 0.018000 Sum: 0.030000 It 7,Best ac:0.010656 0.892857 fi:0.205230. Ave ac:0.011029,0.010372 Initialization: 6.673000 Memcpy Classifiers: 0.464000 Memcpy Instances: 9.307000 Kernel 1: 0.025000 Kernel 2: 128.505997 Copyback: 0.018000 Sum: 0.030000 It 8,Best ac:0.012148 0.904762 fi:0.192821. Ave ac:0.011079,0.010811 Initialization: 7.166000 Memcpy Classifiers: 0.483000 Memcpy Instances: 9.246000 Kernel 1: 0.024000 Kernel 2: 131.039001 Copyback: 0.017000 Sum: 0.027000 It 9,Best ac:0.007033 0.942857 fi:0.156455. Ave ac:0.011887,0.010886 Iteration 10:MDL fitness activated Error 0.156455 TL 0.043619 MDL Theory Length Weight: 1.1956308559 (1) Initialization: 6.676000 Memcpy Classifiers: 0.482000 Memcpy Instances: 9.555000 Kernel 1: 0.025000 Kernel 2: 125.755997 Copyback: 0.017000 Sum: 0.031000 It 10,Best ac:0.009165 0.934783 fi:0.226195. Ave ac:0.010454,0.008096 Initialization: 6.634000 Memcpy Classifiers: 0.504000 Memcpy Instances: 9.225000 Kernel 1: 0.027000 Kernel 2: 124.624001 Copyback: 0.027000 Sum: 0.037000 It 11,Best ac:0.005114 0.888889 fi:0.264347. Ave ac:0.007628,0.005510 Initialization: 8.529000 Memcpy Classifiers: 0.442000 Memcpy Instances: 9.261000 Kernel 1: 0.027000 Kernel 2: 121.268997 Copyback: 0.018000 Sum: 0.031000 It 12,Best ac:0.004687 1.000000 fi:0.212423. Ave ac:0.007134,0.006077 Initialization: 6.721000 Memcpy Classifiers: 0.452000 Memcpy Instances: 9.272000 Kernel 1: 0.026000 Kernel 2: 118.917999 Copyback: 0.017000 Sum: 0.027000 It 13,Best ac:0.005327 0.925926 fi:0.222756. Ave ac:0.007553,0.005729 Initialization: 6.875000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.194000 Kernel 1: 0.025000 Kernel 2: 124.064003 Copyback: 0.018000 Sum: 0.027000 It 14,Best ac:0.005114 0.960000 fi:0.188528. Ave ac:0.008637,0.006902 Initialization: 6.636000 Memcpy Classifiers: 0.466000 Memcpy Instances: 9.224000 Kernel 1: 0.025000 Kernel 2: 119.621002 Copyback: 0.018000 Sum: 0.031000 It 15,Best ac:0.007245 0.894737 fi:0.249455. Ave ac:0.007948,0.005995 Initialization: 6.666000 Memcpy Classifiers: 0.436000 Memcpy Instances: 9.205000 Kernel 1: 0.025000 Kernel 2: 121.091003 Copyback: 0.017000 Sum: 0.029000 It 16,Best ac:0.006392 0.967742 fi:0.170241. Ave ac:0.007747,0.005645 Initialization: 6.672000 Memcpy Classifiers: 0.489000 Memcpy Instances: 9.640000 Kernel 1: 0.025000 Kernel 2: 124.115997 Copyback: 0.017000 Sum: 0.031000 It 17,Best ac:0.004901 0.958333 fi:0.204308. Ave ac:0.008237,0.005953 Initialization: 6.633000 Memcpy Classifiers: 0.398000 Memcpy Instances: 9.224000 Kernel 1: 0.024000 Kernel 2: 122.721001 Copyback: 0.025000 Sum: 0.036000 It 18,Best ac:0.005540 1.000000 fi:0.144236. Ave ac:0.010648,0.007000 Initialization: 6.666000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.277000 Kernel 1: 0.024000 Kernel 2: 120.542999 Copyback: 0.017000 Sum: 0.034000 It 19,Best ac:0.009165 0.955556 fi:0.181352. Ave ac:0.007979,0.006504 Initialization: 6.683000 Memcpy Classifiers: 1.476000 Memcpy Instances: 9.721000 Kernel 1: 0.024000 Kernel 2: 119.679001 Copyback: 0.017000 Sum: 0.031000 It 20,Best ac:0.007032 0.970588 fi:0.174167. Ave ac:0.008797,0.006939 Initialization: 6.700000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.209000 Kernel 1: 0.024000 Kernel 2: 122.556000 Copyback: 0.018000 Sum: 0.032000 It 21,Best ac:0.006392 1.000000 fi:0.144576. Ave ac:0.009430,0.006871 Initialization: 6.698000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.337000 Kernel 1: 0.026000 Kernel 2: 116.652000 Copyback: 0.017000 Sum: 0.025000 It 22,Best ac:0.005966 0.965517 fi:0.182972. Ave ac:0.008494,0.006004 Initialization: 6.612000 Memcpy Classifiers: 0.398000 Memcpy Instances: 9.235000 Kernel 1: 0.026000 Kernel 2: 115.068001 Copyback: 0.018000 Sum: 0.025000 It 23,Best ac:0.011720 0.948276 fi:0.187472. Ave ac:0.008550,0.006442 Initialization: 6.924000 Memcpy Classifiers: 0.435000 Memcpy Instances: 9.215000 Kernel 1: 0.024000 Kernel 2: 116.684998 Copyback: 0.017000 Sum: 0.028000 It 24,Best ac:0.007458 0.921053 fi:0.221146. Ave ac:0.007890,0.005141 Initialization: 6.869000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.322000 Kernel 1: 0.025000 Kernel 2: 115.022003 Copyback: 0.017000 Sum: 0.027000 It 25,Best ac:0.004902 1.000000 fi:0.166741. Ave ac:0.006661,0.004620 Initialization: 7.194000 Memcpy Classifiers: 0.400000 Memcpy Instances: 9.207000 Kernel 1: 0.025000 Kernel 2: 113.471001 Copyback: 0.019000 Sum: 0.028000 It 26,Best ac:0.005540 0.962963 fi:0.181994. Ave ac:0.006685,0.004771 Initialization: 7.139000 Memcpy Classifiers: 0.436000 Memcpy Instances: 9.257000 Kernel 1: 0.025000 Kernel 2: 115.541000 Copyback: 0.017000 Sum: 0.027000 It 27,Best ac:0.008951 0.976744 fi:0.167115. Ave ac:0.008829,0.006294 MDL Theory Length Weight: 1.0760677703 (10) Initialization: 6.660000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.255000 Kernel 1: 0.026000 Kernel 2: 112.288002 Copyback: 0.017000 Sum: 0.027000 It 28,Best ac:0.006394 1.000000 fi:0.139135. Ave ac:0.007538,0.005323 Initialization: 6.734000 Memcpy Classifiers: 0.380000 Memcpy Instances: 10.482000 Kernel 1: 0.025000 Kernel 2: 110.249001 Copyback: 0.017000 Sum: 0.029000 It 29,Best ac:0.007458 1.000000 fi:0.133591. Ave ac:0.007166,0.004040 Initialization: 6.633000 Memcpy Classifiers: 0.398000 Memcpy Instances: 9.219000 Kernel 1: 0.026000 Kernel 2: 109.581001 Copyback: 0.017000 Sum: 0.031000 It 30,Best ac:0.005541 0.962963 fi:0.183282. Ave ac:0.006209,0.004231 Initialization: 6.617000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.261000 Kernel 1: 0.025000 Kernel 2: 109.874001 Copyback: 0.025000 Sum: 0.028000 It 31,Best ac:0.007458 0.945946 fi:0.190519. Ave ac:0.007402,0.004447 Initialization: 7.149000 Memcpy Classifiers: 0.382000 Memcpy Instances: 9.237000 Kernel 1: 0.027000 Kernel 2: 109.747002 Copyback: 0.017000 Sum: 0.027000 It 32,Best ac:0.005966 1.000000 fi:0.131898. Ave ac:0.006847,0.003964 Initialization: 6.733000 Memcpy Classifiers: 0.400000 Memcpy Instances: 9.193000 Kernel 1: 0.027000 Kernel 2: 110.921997 Copyback: 0.018000 Sum: 0.026000 It 33,Best ac:0.004902 1.000000 fi:0.160021. Ave ac:0.007441,0.005152 Initialization: 20.113001 Memcpy Instances: 465.973999 Memcpy Classifiers: 0.068000 Kernel 1: 0.028000 Kernel 2: 535.398010 Copyback: 0.369000 Sum: 0.012000 Memcpy Classifiers: 0.061000 Kernel 1: 0.014000 Kernel 2: 546.437988 Copyback: 0.022000 Sum: 0.005000 Memcpy Classifiers: 0.069000 Kernel 1: 0.024000 Kernel 2: 547.744019 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.067000 Kernel 1: 0.016000 Kernel 2: 539.142029 Copyback: 0.016000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.016000 Kernel 2: 542.911011 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.067000 Kernel 1: 0.017000 Kernel 2: 531.112000 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.014000 Kernel 2: 554.903015 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 548.026001 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.015000 Kernel 2: 543.655029 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.015000 Kernel 2: 552.200012 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.016000 Kernel 2: 548.502991 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 548.044983 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 549.536011 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 548.372009 Copyback: 0.368000 Sum: 0.001000 Memcpy Classifiers: 0.058000 Kernel 1: 0.014000 Kernel 2: 328.070007 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.005455 0.904594 fi:0.237584. Ave ac:0.006746,0.023555 Best acc 0.005455 0.904594 Rule:Att PSSM_-2_6 is [<5.071051]|Att PSSM_-1_12 is [<-3.359713]|Att PSSM_-1_19 is [<2.443253]|Att PSSM_0_2 is [<-4.750869]|Att PSSM_0_19 is [<8.501296]|Att PSSM_0_20 is [>-1.228996]|Att PSSM_1_4 is [<-2.522644]|Att PSSM_1_15 is [<0.979582]|Att PSSM_4_7 is [<-2.988451]|1 Accuracy : 0.704068 0 1 163981 99 69338 1220 Removed 1319 instances. 233319 Instances left. Acc of rule 0.005199-0.924943 Initialization: 6.770000 Memcpy Classifiers: 0.577000 Memcpy Instances: 9.435000 Kernel 1: 0.025000 Kernel 2: 111.793999 Copyback: 0.018000 Sum: 0.033000 Initial population average accuracy1:0.005385 accuracy2:0.276093 Initialization: 6.553000 Memcpy Classifiers: 0.505000 Memcpy Instances: 9.250000 Kernel 1: 0.024000 Kernel 2: 121.365997 Copyback: 0.018000 Sum: 0.048000 It 0,Best ac:0.004714 0.578947 fi:0.562501. Ave ac:0.011880,0.016089 Initialization: 6.657000 Memcpy Classifiers: 0.469000 Memcpy Instances: 9.198000 Kernel 1: 0.026000 Kernel 2: 124.714996 Copyback: 0.017000 Sum: 0.031000 It 1,Best ac:0.006428 0.625000 fi:0.474491. Ave ac:0.017620,0.021901 Initialization: 6.604000 Memcpy Classifiers: 0.505000 Memcpy Instances: 9.714000 Kernel 1: 0.024000 Kernel 2: 126.373001 Copyback: 0.018000 Sum: 0.028000 It 2,Best ac:0.004928 0.696970 fi:0.405453. Ave ac:0.016665,0.018893 Initialization: 6.521000 Memcpy Classifiers: 0.499000 Memcpy Instances: 9.210000 Kernel 1: 0.024000 Kernel 2: 124.292999 Copyback: 0.017000 Sum: 0.027000 It 3,Best ac:0.008573 0.740741 fi:0.358017. Ave ac:0.016429,0.017072 Initialization: 6.518000 Memcpy Classifiers: 0.487000 Memcpy Instances: 9.232000 Kernel 1: 0.025000 Kernel 2: 127.851997 Copyback: 0.017000 Sum: 0.029000 It 4,Best ac:0.007285 0.850000 fi:0.249198. Ave ac:0.014583,0.013509 Initialization: 6.576000 Memcpy Classifiers: 0.451000 Memcpy Instances: 9.442000 Kernel 1: 0.025000 Kernel 2: 120.505997 Copyback: 0.017000 Sum: 0.030000 It 5,Best ac:0.016502 0.754902 fi:0.341143. Ave ac:0.016263,0.016133 Initialization: 6.826000 Memcpy Classifiers: 0.451000 Memcpy Instances: 9.169000 Kernel 1: 0.024000 Kernel 2: 118.485001 Copyback: 0.020000 Sum: 0.030000 It 6,Best ac:0.005144 0.827586 fi:0.272345. Ave ac:0.015523,0.014985 Initialization: 6.550000 Memcpy Classifiers: 0.451000 Memcpy Instances: 9.173000 Kernel 1: 0.025000 Kernel 2: 120.689003 Copyback: 0.018000 Sum: 0.029000 It 7,Best ac:0.011356 0.868852 fi:0.228953. Ave ac:0.014555,0.014227 Initialization: 6.625000 Memcpy Classifiers: 0.451000 Memcpy Instances: 9.188000 Kernel 1: 0.025000 Kernel 2: 117.903000 Copyback: 0.017000 Sum: 0.030000 It 8,Best ac:0.008142 0.904762 fi:0.194143. Ave ac:0.013674,0.012828 Initialization: 6.574000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.157000 Kernel 1: 0.025000 Kernel 2: 118.527000 Copyback: 0.018000 Sum: 0.029000 It 9,Best ac:0.004929 0.958333 fi:0.144090. Ave ac:0.011811,0.011052 Iteration 10:MDL fitness activated Error 0.144090 TL 0.044817 MDL Theory Length Weight: 1.0716975199 (1) Initialization: 6.662000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.141000 Kernel 1: 0.025000 Kernel 2: 117.583000 Copyback: 0.017000 Sum: 0.029000 It 10,Best ac:0.004929 0.884615 fi:0.254423. Ave ac:0.010009,0.008834 Initialization: 6.633000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.661000 Kernel 1: 0.026000 Kernel 2: 120.875999 Copyback: 0.017000 Sum: 0.029000 It 11,Best ac:0.006000 0.933333 fi:0.203645. Ave ac:0.011119,0.009636 Initialization: 6.583000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.248000 Kernel 1: 0.024000 Kernel 2: 119.688004 Copyback: 0.017000 Sum: 0.026000 It 12,Best ac:0.005144 0.923077 fi:0.211929. Ave ac:0.011573,0.012324 Initialization: 6.662000 Memcpy Classifiers: 0.452000 Memcpy Instances: 9.150000 Kernel 1: 0.026000 Kernel 2: 118.227997 Copyback: 0.017000 Sum: 0.029000 It 13,Best ac:0.005142 0.960000 fi:0.180781. Ave ac:0.009894,0.009042 Initialization: 6.543000 Memcpy Classifiers: 0.864000 Memcpy Instances: 9.250000 Kernel 1: 0.026000 Kernel 2: 116.129997 Copyback: 0.017000 Sum: 0.030000 It 14,Best ac:0.007503 0.921053 fi:0.201604. Ave ac:0.009180,0.007856 Initialization: 6.580000 Memcpy Classifiers: 0.435000 Memcpy Instances: 9.363000 Kernel 1: 0.024000 Kernel 2: 115.559998 Copyback: 0.017000 Sum: 0.033000 It 15,Best ac:0.004928 0.920000 fi:0.222816. Ave ac:0.009602,0.009153 Initialization: 6.636000 Memcpy Classifiers: 0.413000 Memcpy Instances: 9.388000 Kernel 1: 0.023000 Kernel 2: 113.567001 Copyback: 0.017000 Sum: 0.031000 It 16,Best ac:0.005787 0.931034 fi:0.204385. Ave ac:0.010784,0.012511 Initialization: 6.640000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.183000 Kernel 1: 0.025000 Kernel 2: 114.126999 Copyback: 0.017000 Sum: 0.028000 It 17,Best ac:0.006215 0.966667 fi:0.161029. Ave ac:0.011691,0.010010 Initialization: 6.674000 Memcpy Classifiers: 0.417000 Memcpy Instances: 9.188000 Kernel 1: 0.025000 Kernel 2: 114.322998 Copyback: 0.018000 Sum: 0.028000 It 18,Best ac:0.004929 0.958333 fi:0.170405. Ave ac:0.010441,0.010259 Initialization: 6.693000 Memcpy Classifiers: 0.415000 Memcpy Instances: 9.140000 Kernel 1: 0.025000 Kernel 2: 108.963997 Copyback: 0.018000 Sum: 0.030000 It 19,Best ac:0.004929 0.958333 fi:0.174330. Ave ac:0.010360,0.010269 Initialization: 6.693000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.142000 Kernel 1: 0.027000 Kernel 2: 108.849998 Copyback: 0.017000 Sum: 0.028000 It 20,Best ac:0.007930 1.000000 fi:0.133940. Ave ac:0.012125,0.010056 Initialization: 6.681000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.146000 Kernel 1: 0.026000 Kernel 2: 107.891998 Copyback: 0.018000 Sum: 0.027000 It 21,Best ac:0.009859 0.938776 fi:0.190948. Ave ac:0.010797,0.008917 Initialization: 6.681000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.145000 Kernel 1: 0.027000 Kernel 2: 106.299004 Copyback: 0.017000 Sum: 0.026000 It 22,Best ac:0.006000 1.000000 fi:0.125211. Ave ac:0.009511,0.008015 Initialization: 6.624000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.174000 Kernel 1: 0.025000 Kernel 2: 106.595001 Copyback: 0.017000 Sum: 0.028000 It 23,Best ac:0.005571 1.000000 fi:0.135091. Ave ac:0.010504,0.007599 Initialization: 6.635000 Memcpy Classifiers: 0.364000 Memcpy Instances: 9.178000 Kernel 1: 0.028000 Kernel 2: 105.418999 Copyback: 0.018000 Sum: 0.026000 It 24,Best ac:0.006214 1.000000 fi:0.141733. Ave ac:0.007733,0.005007 Initialization: 6.635000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.294000 Kernel 1: 0.026000 Kernel 2: 107.064003 Copyback: 0.018000 Sum: 0.028000 It 25,Best ac:0.006857 0.969697 fi:0.170497. Ave ac:0.008814,0.007414 Initialization: 7.140000 Memcpy Classifiers: 0.419000 Memcpy Instances: 9.160000 Kernel 1: 0.025000 Kernel 2: 105.117996 Copyback: 0.017000 Sum: 0.027000 It 26,Best ac:0.006429 0.937500 fi:0.199154. Ave ac:0.007858,0.004963 Initialization: 6.649000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.149000 Kernel 1: 0.025000 Kernel 2: 106.210999 Copyback: 0.018000 Sum: 0.028000 It 27,Best ac:0.004928 0.958333 fi:0.179983. Ave ac:0.007688,0.004452 Initialization: 7.125000 Memcpy Classifiers: 0.382000 Memcpy Instances: 10.229000 Kernel 1: 0.025000 Kernel 2: 105.301003 Copyback: 0.019000 Sum: 0.028000 It 28,Best ac:0.005142 1.000000 fi:0.129526. Ave ac:0.007354,0.005200 Initialization: 6.677000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.144000 Kernel 1: 0.027000 Kernel 2: 106.011002 Copyback: 0.018000 Sum: 0.028000 It 29,Best ac:0.005571 1.000000 fi:0.133183. Ave ac:0.007105,0.004324 Initialization: 6.624000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.156000 Kernel 1: 0.027000 Kernel 2: 107.050003 Copyback: 0.018000 Sum: 0.029000 It 30,Best ac:0.007931 0.948718 fi:0.179102. Ave ac:0.007555,0.004244 Initialization: 6.750000 Memcpy Classifiers: 0.387000 Memcpy Instances: 9.165000 Kernel 1: 0.027000 Kernel 2: 107.671997 Copyback: 0.370000 Sum: 0.032000 It 31,Best ac:0.007499 0.921053 fi:0.218838. Ave ac:0.009562,0.005655 MDL Theory Length Weight: 0.9645277679 (10) Initialization: 6.686000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.151000 Kernel 1: 0.026000 Kernel 2: 108.426003 Copyback: 0.017000 Sum: 0.028000 It 32,Best ac:0.005572 0.962963 fi:0.172722. Ave ac:0.008136,0.006035 Initialization: 7.518000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.377000 Kernel 1: 0.025000 Kernel 2: 108.848000 Copyback: 0.018000 Sum: 0.032000 It 33,Best ac:0.005787 0.931034 fi:0.202438. Ave ac:0.006931,0.004296 Initialization: 20.128000 Memcpy Instances: 458.576996 Memcpy Classifiers: 0.065000 Kernel 1: 0.027000 Kernel 2: 524.327026 Copyback: 0.015000 Sum: 0.014000 Memcpy Classifiers: 0.058000 Kernel 1: 0.014000 Kernel 2: 539.520996 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 547.096008 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.014000 Kernel 2: 520.218994 Copyback: 0.016000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.016000 Kernel 2: 532.041016 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.100000 Kernel 1: 0.013000 Kernel 2: 550.543030 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 514.440002 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 565.260986 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.015000 Kernel 2: 540.382019 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 559.968018 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 525.413025 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.014000 Kernel 2: 514.590027 Copyback: 0.367000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 567.749023 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 524.598999 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.059000 Kernel 1: 0.013000 Kernel 2: 326.988007 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.005773 0.869032 fi:0.267373. Ave ac:0.008038,0.028563 Best acc 0.005773 0.869032 Initialization: 6.874000 Memcpy Classifiers: 0.576000 Memcpy Instances: 9.151000 Kernel 1: 0.026000 Kernel 2: 112.973000 Copyback: 0.018000 Sum: 0.032000 Initial population average accuracy1:0.005300 accuracy2:0.281263 Initialization: 6.644000 Memcpy Classifiers: 0.505000 Memcpy Instances: 9.167000 Kernel 1: 0.026000 Kernel 2: 119.181999 Copyback: 0.017000 Sum: 0.058000 It 0,Best ac:0.004285 0.800000 fi:0.419498. Ave ac:0.011428,0.013925 Initialization: 6.646000 Memcpy Classifiers: 0.452000 Memcpy Instances: 9.177000 Kernel 1: 0.024000 Kernel 2: 121.194000 Copyback: 0.017000 Sum: 0.031000 It 1,Best ac:0.005357 0.833333 fi:0.266525. Ave ac:0.015876,0.016961 Initialization: 6.625000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.215000 Kernel 1: 0.024000 Kernel 2: 119.155998 Copyback: 0.017000 Sum: 0.030000 It 2,Best ac:0.005571 0.866667 fi:0.233118. Ave ac:0.015712,0.017555 Initialization: 6.575000 Memcpy Classifiers: 0.486000 Memcpy Instances: 9.146000 Kernel 1: 0.026000 Kernel 2: 114.103996 Copyback: 0.017000 Sum: 0.029000 It 3,Best ac:0.006001 0.800000 fi:0.299638. Ave ac:0.014786,0.016491 Initialization: 6.725000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.168000 Kernel 1: 0.025000 Kernel 2: 115.613998 Copyback: 0.017000 Sum: 0.027000 It 4,Best ac:0.006215 0.906250 fi:0.193313. Ave ac:0.013822,0.014636 Initialization: 6.623000 Memcpy Classifiers: 0.451000 Memcpy Instances: 9.247000 Kernel 1: 0.025000 Kernel 2: 117.119003 Copyback: 0.017000 Sum: 0.029000 It 5,Best ac:0.005785 0.931034 fi:0.168677. Ave ac:0.012670,0.014079 Initialization: 6.571000 Memcpy Classifiers: 0.452000 Memcpy Instances: 9.200000 Kernel 1: 0.024000 Kernel 2: 114.815002 Copyback: 0.017000 Sum: 0.030000 It 6,Best ac:0.006214 0.906250 fi:0.193315. Ave ac:0.012745,0.014940 Initialization: 6.701000 Memcpy Classifiers: 0.435000 Memcpy Instances: 9.299000 Kernel 1: 0.023000 Kernel 2: 115.796997 Copyback: 0.026000 Sum: 0.034000 It 7,Best ac:0.005572 0.962963 fi:0.136820. Ave ac:0.012258,0.014245 Initialization: 7.116000 Memcpy Classifiers: 0.436000 Memcpy Instances: 9.137000 Kernel 1: 0.024000 Kernel 2: 114.049004 Copyback: 0.211000 Sum: 0.033000 It 8,Best ac:0.005785 0.964286 fi:0.135426. Ave ac:0.011512,0.015305 Initialization: 6.622000 Memcpy Classifiers: 0.451000 Memcpy Instances: 9.180000 Kernel 1: 0.025000 Kernel 2: 107.233002 Copyback: 0.017000 Sum: 0.031000 It 9,Best ac:0.005144 0.923077 fi:0.176854. Ave ac:0.009186,0.010164 Iteration 10:MDL fitness activated Error 0.176854 TL 0.051088 MDL Theory Length Weight: 1.1539185292 (2) Initialization: 6.805000 Memcpy Classifiers: 0.419000 Memcpy Instances: 9.166000 Kernel 1: 0.024000 Kernel 2: 103.567001 Copyback: 0.017000 Sum: 0.034000 It 10,Best ac:0.005787 0.964286 fi:0.176222. Ave ac:0.009778,0.011338 Initialization: 6.709000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.193000 Kernel 1: 0.024000 Kernel 2: 102.000000 Copyback: 0.016000 Sum: 0.034000 It 11,Best ac:0.004928 1.000000 fi:0.130536. Ave ac:0.007924,0.010207 Initialization: 6.667000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.284000 Kernel 1: 0.025000 Kernel 2: 100.382004 Copyback: 0.017000 Sum: 0.034000 It 12,Best ac:0.007499 0.921053 fi:0.196234. Ave ac:0.008183,0.011013 Initialization: 6.719000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.169000 Kernel 1: 0.023000 Kernel 2: 98.153999 Copyback: 0.017000 Sum: 0.037000 It 13,Best ac:0.006214 0.935484 fi:0.195147. Ave ac:0.008513,0.009342 Initialization: 7.187000 Memcpy Classifiers: 0.400000 Memcpy Instances: 9.191000 Kernel 1: 0.024000 Kernel 2: 95.539001 Copyback: 0.017000 Sum: 0.033000 It 14,Best ac:0.006429 0.967742 fi:0.169403. Ave ac:0.009476,0.009660 Initialization: 7.227000 Memcpy Classifiers: 0.353000 Memcpy Instances: 9.268000 Kernel 1: 0.023000 Kernel 2: 97.730003 Copyback: 0.017000 Sum: 0.032000 It 15,Best ac:0.005787 0.964286 fi:0.161332. Ave ac:0.008911,0.011604 Initialization: 6.779000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.171000 Kernel 1: 0.023000 Kernel 2: 93.110001 Copyback: 0.017000 Sum: 0.035000 It 16,Best ac:0.006215 1.000000 fi:0.126697. Ave ac:0.009599,0.012952 Initialization: 6.677000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.171000 Kernel 1: 0.025000 Kernel 2: 92.153999 Copyback: 0.017000 Sum: 0.031000 It 17,Best ac:0.006857 0.941176 fi:0.186582. Ave ac:0.006792,0.011554 Initialization: 7.164000 Memcpy Classifiers: 0.342000 Memcpy Instances: 9.278000 Kernel 1: 0.023000 Kernel 2: 91.336998 Copyback: 0.017000 Sum: 0.025000 It 18,Best ac:0.005144 0.960000 fi:0.162612. Ave ac:0.008849,0.011593 Initialization: 6.711000 Memcpy Classifiers: 0.278000 Memcpy Instances: 9.216000 Kernel 1: 0.024000 Kernel 2: 93.919998 Copyback: 0.017000 Sum: 0.024000 It 19,Best ac:0.005357 0.925926 fi:0.191961. Ave ac:0.008457,0.016271 Initialization: 6.702000 Memcpy Classifiers: 0.321000 Memcpy Instances: 9.676000 Kernel 1: 0.023000 Kernel 2: 91.625000 Copyback: 0.017000 Sum: 0.027000 It 20,Best ac:0.009214 0.955556 fi:0.161515. Ave ac:0.008924,0.011162 Initialization: 6.735000 Memcpy Classifiers: 0.265000 Memcpy Instances: 9.149000 Kernel 1: 0.023000 Kernel 2: 93.348000 Copyback: 0.017000 Sum: 0.026000 It 21,Best ac:0.008142 0.974359 fi:0.147806. Ave ac:0.008720,0.008619 Initialization: 6.677000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.143000 Kernel 1: 0.024000 Kernel 2: 90.845001 Copyback: 0.018000 Sum: 0.023000 It 22,Best ac:0.005358 0.961538 fi:0.175973. Ave ac:0.007920,0.010614 Initialization: 6.561000 Memcpy Classifiers: 0.366000 Memcpy Instances: 9.195000 Kernel 1: 0.023000 Kernel 2: 87.964996 Copyback: 0.016000 Sum: 0.021000 It 23,Best ac:0.006644 0.885714 fi:0.236942. Ave ac:0.008916,0.014916 Initialization: 6.651000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.640000 Kernel 1: 0.024000 Kernel 2: 89.793999 Copyback: 0.017000 Sum: 0.021000 It 24,Best ac:0.005358 0.925926 fi:0.194498. Ave ac:0.009525,0.015720 Initialization: 6.808000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.309000 Kernel 1: 0.023000 Kernel 2: 86.970001 Copyback: 0.017000 Sum: 0.025000 It 25,Best ac:0.007074 0.916667 fi:0.205099. Ave ac:0.009276,0.012301 MDL Theory Length Weight: 1.0385266763 (10) Initialization: 6.684000 Memcpy Classifiers: 0.322000 Memcpy Instances: 9.130000 Kernel 1: 0.024000 Kernel 2: 87.654999 Copyback: 0.018000 Sum: 0.022000 It 26,Best ac:0.006644 0.968750 fi:0.150247. Ave ac:0.010399,0.012530 Initialization: 6.623000 Memcpy Classifiers: 0.247000 Memcpy Instances: 9.246000 Kernel 1: 0.024000 Kernel 2: 91.529999 Copyback: 0.017000 Sum: 0.023000 It 27,Best ac:0.005358 1.000000 fi:0.119289. Ave ac:0.008208,0.012628 Initialization: 6.627000 Memcpy Classifiers: 0.302000 Memcpy Instances: 9.230000 Kernel 1: 0.023000 Kernel 2: 89.154999 Copyback: 0.018000 Sum: 0.026000 It 28,Best ac:0.006001 0.903226 fi:0.220001. Ave ac:0.008402,0.009725 Initialization: 6.755000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.166000 Kernel 1: 0.025000 Kernel 2: 89.494003 Copyback: 0.018000 Sum: 0.023000 It 29,Best ac:0.005359 0.925926 fi:0.193947. Ave ac:0.008553,0.010697 Initialization: 6.774000 Memcpy Classifiers: 0.264000 Memcpy Instances: 9.168000 Kernel 1: 0.024000 Kernel 2: 90.399002 Copyback: 0.017000 Sum: 0.023000 It 30,Best ac:0.006644 0.939394 fi:0.182155. Ave ac:0.007067,0.007665 Initialization: 6.702000 Memcpy Classifiers: 0.364000 Memcpy Instances: 9.190000 Kernel 1: 0.022000 Kernel 2: 86.469002 Copyback: 0.017000 Sum: 0.027000 It 31,Best ac:0.005144 0.960000 fi:0.157920. Ave ac:0.008214,0.009887 Initialization: 6.818000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.179000 Kernel 1: 0.023000 Kernel 2: 88.667999 Copyback: 0.020000 Sum: 0.022000 It 32,Best ac:0.004930 0.958333 fi:0.164622. Ave ac:0.009581,0.009618 Initialization: 6.695000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.226000 Kernel 1: 0.022000 Kernel 2: 87.889000 Copyback: 0.018000 Sum: 0.024000 It 33,Best ac:0.007072 0.970588 fi:0.146424. Ave ac:0.008155,0.007895 Initialization: 19.973000 Memcpy Instances: 469.822998 Memcpy Classifiers: 0.221000 Kernel 1: 0.025000 Kernel 2: 454.623993 Copyback: 0.020000 Sum: 0.005000 Memcpy Classifiers: 0.050000 Kernel 1: 0.017000 Kernel 2: 467.359985 Copyback: 0.014000 Sum: 0.000000 Memcpy Classifiers: 0.050000 Kernel 1: 0.012000 Kernel 2: 445.864014 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.014000 Kernel 2: 453.635010 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.012000 Kernel 2: 456.230011 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 475.770996 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.013000 Kernel 2: 455.029999 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.013000 Kernel 2: 448.895996 Copyback: 0.014000 Sum: 0.000000 Memcpy Classifiers: 0.050000 Kernel 1: 0.012000 Kernel 2: 469.259003 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.012000 Kernel 2: 454.184998 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 457.302002 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.012000 Kernel 2: 451.179993 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.012000 Kernel 2: 469.667999 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.048000 Kernel 1: 0.012000 Kernel 2: 453.036987 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 270.808014 Copyback: 0.018000 Sum: 0.001000 It 34,Best ac:0.005255 0.883922 fi:0.239561. Ave ac:0.007747,0.028337 Best acc 0.005255 0.883922 Rule:Att PSSM_-2_7 is [<6.532885]|Att PSSM_-1_4 is [<-1.731759]|Att PSSM_0_4 is [<0.477080]|Att PSSM_0_6 is [<-4.882360]|Att PSSM_1_6 is [<-3.872866]|Att PSSM_2_2 is [-6.377986,5.989193]|Att PSSM_2_3 is [<3.663352]|Att PSSM_2_12 is [-6.015090,-1.984910]|1 Accuracy : 0.708606 0 1 163820 260 68112 2446 Removed 1387 instances. 231932 Instances left. Acc of rule 0.005255-0.883922 Initialization: 6.672000 Memcpy Classifiers: 0.542000 Memcpy Instances: 9.147000 Kernel 1: 0.024000 Kernel 2: 111.985001 Copyback: 0.017000 Sum: 0.038000 Initial population average accuracy1:0.006163 accuracy2:0.288365 Initialization: 6.667000 Memcpy Classifiers: 0.514000 Memcpy Instances: 9.236000 Kernel 1: 0.026000 Kernel 2: 120.467003 Copyback: 0.018000 Sum: 0.038000 It 0,Best ac:0.004959 0.696970 fi:0.403004. Ave ac:0.012320,0.016600 Initialization: 6.627000 Memcpy Classifiers: 0.433000 Memcpy Instances: 9.111000 Kernel 1: 0.025000 Kernel 2: 121.567001 Copyback: 0.017000 Sum: 0.030000 It 1,Best ac:0.021341 0.722628 fi:0.371671. Ave ac:0.015762,0.017600 Initialization: 7.274000 Memcpy Classifiers: 0.418000 Memcpy Instances: 9.090000 Kernel 1: 0.026000 Kernel 2: 115.862999 Copyback: 0.018000 Sum: 0.030000 It 2,Best ac:0.004743 0.785714 fi:0.339975. Ave ac:0.016577,0.016406 Initialization: 6.704000 Memcpy Classifiers: 0.379000 Memcpy Instances: 9.312000 Kernel 1: 0.024000 Kernel 2: 112.435997 Copyback: 0.017000 Sum: 0.032000 It 3,Best ac:0.005175 0.727273 fi:0.372626. Ave ac:0.015734,0.016683 Initialization: 6.613000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.099000 Kernel 1: 0.026000 Kernel 2: 109.549004 Copyback: 0.017000 Sum: 0.033000 It 4,Best ac:0.007976 0.925000 fi:0.173928. Ave ac:0.015820,0.016064 Initialization: 7.463000 Memcpy Classifiers: 0.364000 Memcpy Instances: 9.084000 Kernel 1: 0.023000 Kernel 2: 103.320000 Copyback: 0.017000 Sum: 0.034000 It 5,Best ac:0.005821 1.000000 fi:0.099675. Ave ac:0.013683,0.013181 Initialization: 6.555000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.123000 Kernel 1: 0.025000 Kernel 2: 106.152000 Copyback: 0.018000 Sum: 0.033000 It 6,Best ac:0.007978 0.840909 fi:0.258019. Ave ac:0.011694,0.010343 Initialization: 6.586000 Memcpy Classifiers: 0.358000 Memcpy Instances: 9.141000 Kernel 1: 0.024000 Kernel 2: 108.637001 Copyback: 0.017000 Sum: 0.033000 It 7,Best ac:0.006251 0.852941 fi:0.246586. Ave ac:0.012802,0.010391 Initialization: 6.611000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.553000 Kernel 1: 0.024000 Kernel 2: 104.056999 Copyback: 0.044000 Sum: 0.036000 It 8,Best ac:0.005605 0.896552 fi:0.203199. Ave ac:0.013192,0.010980 Initialization: 6.741000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.085000 Kernel 1: 0.024000 Kernel 2: 102.120003 Copyback: 0.018000 Sum: 0.030000 It 9,Best ac:0.008409 0.906977 fi:0.191802. Ave ac:0.012380,0.010911 Iteration 10:MDL fitness activated Error 0.191802 TL 0.033930 MDL Theory Length Weight: 1.8843180924 (5) Initialization: 6.622000 Memcpy Classifiers: 0.379000 Memcpy Instances: 10.173000 Kernel 1: 0.025000 Kernel 2: 99.908997 Copyback: 0.022000 Sum: 0.028000 It 10,Best ac:0.004959 0.920000 fi:0.229772. Ave ac:0.012015,0.009927 Initialization: 7.093000 Memcpy Classifiers: 0.377000 Memcpy Instances: 9.088000 Kernel 1: 0.024000 Kernel 2: 100.403999 Copyback: 0.017000 Sum: 0.034000 It 11,Best ac:0.007760 0.878049 fi:0.269390. Ave ac:0.011358,0.010363 Initialization: 6.668000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.103000 Kernel 1: 0.025000 Kernel 2: 99.376999 Copyback: 0.017000 Sum: 0.032000 It 12,Best ac:0.007545 0.875000 fi:0.270033. Ave ac:0.011506,0.010269 Initialization: 6.672000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.105000 Kernel 1: 0.025000 Kernel 2: 99.442001 Copyback: 0.017000 Sum: 0.033000 It 13,Best ac:0.007329 0.918919 fi:0.236515. Ave ac:0.012068,0.010686 Initialization: 6.642000 Memcpy Classifiers: 0.367000 Memcpy Instances: 9.097000 Kernel 1: 0.024000 Kernel 2: 95.138000 Copyback: 0.018000 Sum: 0.035000 It 14,Best ac:0.005390 0.892857 fi:0.252740. Ave ac:0.012694,0.012278 Initialization: 6.674000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.093000 Kernel 1: 0.023000 Kernel 2: 90.264999 Copyback: 0.017000 Sum: 0.030000 It 15,Best ac:0.008193 0.904762 fi:0.248889. Ave ac:0.010805,0.009730 Initialization: 6.693000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.140000 Kernel 1: 0.022000 Kernel 2: 89.488998 Copyback: 0.017000 Sum: 0.031000 It 16,Best ac:0.004742 1.000000 fi:0.181019. Ave ac:0.010726,0.015063 Initialization: 6.720000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.558000 Kernel 1: 0.022000 Kernel 2: 88.655998 Copyback: 0.017000 Sum: 0.030000 It 17,Best ac:0.006036 0.933333 fi:0.215285. Ave ac:0.010114,0.008387 Initialization: 6.614000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.302000 Kernel 1: 0.023000 Kernel 2: 87.607002 Copyback: 0.017000 Sum: 0.029000 It 18,Best ac:0.005605 0.928571 fi:0.227581. Ave ac:0.009360,0.007263 Initialization: 6.690000 Memcpy Classifiers: 0.340000 Memcpy Instances: 9.108000 Kernel 1: 0.023000 Kernel 2: 84.706001 Copyback: 0.017000 Sum: 0.029000 It 19,Best ac:0.004959 0.958333 fi:0.204211. Ave ac:0.008505,0.006712 Initialization: 6.630000 Memcpy Classifiers: 0.351000 Memcpy Instances: 9.202000 Kernel 1: 0.024000 Kernel 2: 88.152000 Copyback: 0.017000 Sum: 0.029000 It 20,Best ac:0.005605 0.962963 fi:0.183233. Ave ac:0.010514,0.007620 Initialization: 6.719000 Memcpy Classifiers: 0.321000 Memcpy Instances: 10.354000 Kernel 1: 0.024000 Kernel 2: 86.713997 Copyback: 0.017000 Sum: 0.033000 It 21,Best ac:0.005389 1.000000 fi:0.158532. Ave ac:0.008521,0.005936 Initialization: 6.640000 Memcpy Classifiers: 0.324000 Memcpy Instances: 9.148000 Kernel 1: 0.025000 Kernel 2: 86.146004 Copyback: 0.016000 Sum: 0.031000 It 22,Best ac:0.005389 1.000000 fi:0.147326. Ave ac:0.009678,0.005536 Initialization: 6.613000 Memcpy Classifiers: 0.340000 Memcpy Instances: 9.079000 Kernel 1: 0.025000 Kernel 2: 85.096001 Copyback: 0.017000 Sum: 0.031000 It 23,Best ac:0.007329 0.971429 fi:0.171558. Ave ac:0.008073,0.005712 Initialization: 6.673000 Memcpy Classifiers: 0.345000 Memcpy Instances: 9.121000 Kernel 1: 0.025000 Kernel 2: 86.606003 Copyback: 0.020000 Sum: 0.032000 It 24,Best ac:0.006681 0.911765 fi:0.235308. Ave ac:0.007638,0.004625 Initialization: 6.617000 Memcpy Classifiers: 0.358000 Memcpy Instances: 9.787000 Kernel 1: 0.024000 Kernel 2: 86.012001 Copyback: 0.018000 Sum: 0.033000 It 25,Best ac:0.005174 0.923077 fi:0.237401. Ave ac:0.006523,0.004757 Initialization: 6.711000 Memcpy Classifiers: 0.343000 Memcpy Instances: 9.136000 Kernel 1: 0.026000 Kernel 2: 82.244003 Copyback: 0.017000 Sum: 0.032000 It 26,Best ac:0.005175 0.960000 fi:0.194524. Ave ac:0.009685,0.005692 Initialization: 6.677000 Memcpy Classifiers: 0.321000 Memcpy Instances: 12.088000 Kernel 1: 0.024000 Kernel 2: 82.169998 Copyback: 0.018000 Sum: 0.033000 It 27,Best ac:0.004743 0.956522 fi:0.208404. Ave ac:0.007968,0.004678 Initialization: 6.678000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.130000 Kernel 1: 0.026000 Kernel 2: 80.966003 Copyback: 0.017000 Sum: 0.031000 It 28,Best ac:0.005175 1.000000 fi:0.149382. Ave ac:0.008013,0.004048 Initialization: 6.868000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.252000 Kernel 1: 0.025000 Kernel 2: 81.693001 Copyback: 0.017000 Sum: 0.027000 It 29,Best ac:0.005174 0.960000 fi:0.187892. Ave ac:0.005867,0.003211 Initialization: 6.764000 Memcpy Classifiers: 0.353000 Memcpy Instances: 9.122000 Kernel 1: 0.024000 Kernel 2: 81.649002 Copyback: 0.372000 Sum: 0.032000 It 30,Best ac:0.007762 0.923077 fi:0.224502. Ave ac:0.005534,0.003298 Initialization: 6.561000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.141000 Kernel 1: 0.024000 Kernel 2: 83.010002 Copyback: 0.018000 Sum: 0.034000 It 31,Best ac:0.006034 0.965517 fi:0.183159. Ave ac:0.007963,0.005141 MDL Theory Length Weight: 1.6958862831 (10) Initialization: 6.662000 Memcpy Classifiers: 0.320000 Memcpy Instances: 9.153000 Kernel 1: 0.025000 Kernel 2: 83.544998 Copyback: 0.017000 Sum: 0.033000 It 32,Best ac:0.005389 0.925926 fi:0.208998. Ave ac:0.006880,0.005381 Initialization: 6.727000 Memcpy Classifiers: 0.413000 Memcpy Instances: 9.094000 Kernel 1: 0.025000 Kernel 2: 83.641998 Copyback: 0.018000 Sum: 0.028000 It 33,Best ac:0.005388 1.000000 fi:0.146645. Ave ac:0.008692,0.005901 Initialization: 21.358000 Memcpy Instances: 465.558990 Memcpy Classifiers: 0.063000 Kernel 1: 0.025000 Kernel 2: 443.824005 Copyback: 0.023000 Sum: 0.010000 Memcpy Classifiers: 0.059000 Kernel 1: 0.025000 Kernel 2: 446.798004 Copyback: 0.023000 Sum: 0.004000 Memcpy Classifiers: 0.063000 Kernel 1: 0.023000 Kernel 2: 444.821991 Copyback: 0.022000 Sum: 0.004000 Memcpy Classifiers: 0.063000 Kernel 1: 0.021000 Kernel 2: 452.417999 Copyback: 0.020000 Sum: 0.003000 Memcpy Classifiers: 0.062000 Kernel 1: 0.019000 Kernel 2: 438.921997 Copyback: 8.411000 Sum: 0.005000 Memcpy Classifiers: 0.064000 Kernel 1: 0.021000 Kernel 2: 437.602997 Copyback: 0.454000 Sum: 0.006000 Memcpy Classifiers: 0.067000 Kernel 1: 0.033000 Kernel 2: 452.053986 Copyback: 1.717000 Sum: 0.119000 Memcpy Classifiers: 1.558000 Kernel 1: 0.014000 Kernel 2: 439.776001 Copyback: 0.700000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 440.618011 Copyback: 0.018000 Sum: 0.002000 Memcpy Classifiers: 0.061000 Kernel 1: 0.016000 Kernel 2: 444.371002 Copyback: 0.018000 Sum: 0.002000 Memcpy Classifiers: 0.061000 Kernel 1: 0.015000 Kernel 2: 448.838013 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.055000 Kernel 1: 0.015000 Kernel 2: 446.389008 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.012000 Kernel 2: 438.722992 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.012000 Kernel 2: 442.265991 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.049000 Kernel 1: 0.013000 Kernel 2: 179.705002 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.004911 0.862879 fi:0.286274. Ave ac:0.008402,0.029821 Best acc 0.004911 0.862879 Initialization: 6.620000 Memcpy Classifiers: 0.558000 Memcpy Instances: 9.122000 Kernel 1: 0.026000 Kernel 2: 114.469002 Copyback: 0.018000 Sum: 0.033000 Initial population average accuracy1:0.006564 accuracy2:0.281827 Initialization: 7.153000 Memcpy Classifiers: 0.524000 Memcpy Instances: 9.105000 Kernel 1: 0.023000 Kernel 2: 119.807999 Copyback: 0.018000 Sum: 0.056000 It 0,Best ac:0.007329 0.680000 fi:0.419154. Ave ac:0.013574,0.018106 Initialization: 6.649000 Memcpy Classifiers: 0.452000 Memcpy Instances: 9.610000 Kernel 1: 0.024000 Kernel 2: 121.515999 Copyback: 0.018000 Sum: 0.033000 It 1,Best ac:0.004526 0.807692 fi:0.358350. Ave ac:0.017329,0.021699 Initialization: 6.646000 Memcpy Classifiers: 0.470000 Memcpy Instances: 9.100000 Kernel 1: 0.023000 Kernel 2: 117.653999 Copyback: 0.017000 Sum: 0.031000 It 2,Best ac:0.014877 0.704082 fi:0.392457. Ave ac:0.017813,0.022592 Initialization: 6.557000 Memcpy Classifiers: 0.470000 Memcpy Instances: 9.128000 Kernel 1: 0.024000 Kernel 2: 118.436996 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.017245 0.769231 fi:0.326491. Ave ac:0.018767,0.022753 Initialization: 6.727000 Memcpy Classifiers: 0.455000 Memcpy Instances: 9.174000 Kernel 1: 0.022000 Kernel 2: 113.320000 Copyback: 0.020000 Sum: 0.033000 It 4,Best ac:0.006682 0.775000 fi:0.324376. Ave ac:0.018190,0.017709 Initialization: 6.637000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.549000 Kernel 1: 0.024000 Kernel 2: 108.789001 Copyback: 0.018000 Sum: 0.032000 It 5,Best ac:0.007546 0.833333 fi:0.265744. Ave ac:0.019652,0.020697 Initialization: 6.648000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.138000 Kernel 1: 0.023000 Kernel 2: 108.449997 Copyback: 0.017000 Sum: 0.032000 It 6,Best ac:0.006467 0.857143 fi:0.242308. Ave ac:0.019008,0.018297 Initialization: 6.676000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.146000 Kernel 1: 0.022000 Kernel 2: 106.755997 Copyback: 0.017000 Sum: 0.030000 It 7,Best ac:0.006684 0.885714 fi:0.213662. Ave ac:0.015890,0.015257 Initialization: 6.673000 Memcpy Classifiers: 0.418000 Memcpy Instances: 9.108000 Kernel 1: 0.025000 Kernel 2: 107.695000 Copyback: 0.017000 Sum: 0.029000 It 8,Best ac:0.005389 0.961538 fi:0.138286. Ave ac:0.014648,0.016172 Initialization: 6.709000 Memcpy Classifiers: 0.417000 Memcpy Instances: 9.075000 Kernel 1: 0.025000 Kernel 2: 106.725998 Copyback: 0.018000 Sum: 0.027000 It 9,Best ac:0.005175 0.923077 fi:0.176822. Ave ac:0.012487,0.014077 Iteration 10:MDL fitness activated Error 0.176822 TL 0.037285 MDL Theory Length Weight: 1.5808083223 (2) Initialization: 6.576000 Memcpy Classifiers: 0.398000 Memcpy Instances: 9.142000 Kernel 1: 0.025000 Kernel 2: 109.495003 Copyback: 0.017000 Sum: 0.028000 It 10,Best ac:0.004958 0.884615 fi:0.263527. Ave ac:0.010833,0.011846 Initialization: 6.632000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.105000 Kernel 1: 0.023000 Kernel 2: 106.141998 Copyback: 0.017000 Sum: 0.031000 It 11,Best ac:0.004958 0.920000 fi:0.226342. Ave ac:0.010088,0.010438 Initialization: 6.589000 Memcpy Classifiers: 0.379000 Memcpy Instances: 9.132000 Kernel 1: 0.024000 Kernel 2: 104.343002 Copyback: 0.018000 Sum: 0.032000 It 12,Best ac:0.005389 0.961538 fi:0.189119. Ave ac:0.009822,0.009799 Initialization: 6.709000 Memcpy Classifiers: 0.382000 Memcpy Instances: 9.104000 Kernel 1: 0.025000 Kernel 2: 103.773003 Copyback: 0.017000 Sum: 0.031000 It 13,Best ac:0.004958 1.000000 fi:0.149632. Ave ac:0.011837,0.012835 Initialization: 6.589000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.166000 Kernel 1: 0.024000 Kernel 2: 99.431999 Copyback: 0.017000 Sum: 0.033000 It 14,Best ac:0.007760 0.923077 fi:0.222917. Ave ac:0.010336,0.012704 Initialization: 6.648000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.323000 Kernel 1: 0.023000 Kernel 2: 97.647003 Copyback: 0.017000 Sum: 0.030000 It 15,Best ac:0.009054 0.954545 fi:0.196025. Ave ac:0.009656,0.008917 Initialization: 6.609000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.558000 Kernel 1: 0.025000 Kernel 2: 103.089996 Copyback: 0.017000 Sum: 0.030000 It 16,Best ac:0.005174 0.857143 fi:0.287645. Ave ac:0.010625,0.008286 Initialization: 6.653000 Memcpy Classifiers: 0.373000 Memcpy Instances: 9.142000 Kernel 1: 0.026000 Kernel 2: 98.004997 Copyback: 0.018000 Sum: 0.029000 It 17,Best ac:0.005821 0.931034 fi:0.217348. Ave ac:0.008919,0.007869 Initialization: 7.071000 Memcpy Classifiers: 0.354000 Memcpy Instances: 9.085000 Kernel 1: 0.024000 Kernel 2: 96.064003 Copyback: 0.018000 Sum: 0.030000 It 18,Best ac:0.006900 0.888889 fi:0.259623. Ave ac:0.008934,0.007456 Initialization: 6.670000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.555000 Kernel 1: 0.025000 Kernel 2: 94.030998 Copyback: 0.018000 Sum: 0.030000 It 19,Best ac:0.006684 0.939394 fi:0.204822. Ave ac:0.010267,0.008065 Initialization: 7.123000 Memcpy Classifiers: 0.382000 Memcpy Instances: 9.127000 Kernel 1: 0.025000 Kernel 2: 94.430000 Copyback: 0.017000 Sum: 0.030000 It 20,Best ac:0.004959 0.958333 fi:0.186680. Ave ac:0.010210,0.010093 Initialization: 6.657000 Memcpy Classifiers: 0.341000 Memcpy Instances: 10.312000 Kernel 1: 0.023000 Kernel 2: 91.057999 Copyback: 0.017000 Sum: 0.029000 It 21,Best ac:0.005821 0.931034 fi:0.206200. Ave ac:0.008599,0.008181 Initialization: 6.633000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.578000 Kernel 1: 0.034000 Kernel 2: 89.624001 Copyback: 0.017000 Sum: 0.031000 It 22,Best ac:0.006468 0.937500 fi:0.210376. Ave ac:0.008516,0.007494 MDL Theory Length Weight: 1.4227274901 (10) Initialization: 6.657000 Memcpy Classifiers: 0.385000 Memcpy Instances: 9.975000 Kernel 1: 0.024000 Kernel 2: 92.203003 Copyback: 0.018000 Sum: 0.029000 It 23,Best ac:0.005603 0.962963 fi:0.191435. Ave ac:0.008397,0.006032 Initialization: 6.714000 Memcpy Classifiers: 0.382000 Memcpy Instances: 9.616000 Kernel 1: 0.023000 Kernel 2: 90.572998 Copyback: 0.019000 Sum: 0.030000 It 24,Best ac:0.006034 0.933333 fi:0.208194. Ave ac:0.009922,0.006854 Initialization: 7.156000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.101000 Kernel 1: 0.024000 Kernel 2: 90.813004 Copyback: 0.020000 Sum: 0.033000 It 25,Best ac:0.007114 1.000000 fi:0.141967. Ave ac:0.009446,0.006995 Initialization: 6.607000 Memcpy Classifiers: 0.340000 Memcpy Instances: 9.358000 Kernel 1: 0.024000 Kernel 2: 90.265999 Copyback: 0.018000 Sum: 0.030000 It 26,Best ac:0.004742 0.956522 fi:0.208216. Ave ac:0.008182,0.005296 Initialization: 7.123000 Memcpy Classifiers: 0.343000 Memcpy Instances: 9.458000 Kernel 1: 0.024000 Kernel 2: 89.621002 Copyback: 0.017000 Sum: 0.029000 It 27,Best ac:0.005605 0.962963 fi:0.178892. Ave ac:0.007891,0.005449 Initialization: 6.767000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.516000 Kernel 1: 0.023000 Kernel 2: 91.720001 Copyback: 0.017000 Sum: 0.029000 It 28,Best ac:0.006251 0.935484 fi:0.204714. Ave ac:0.007761,0.005385 Initialization: 6.695000 Memcpy Classifiers: 0.322000 Memcpy Instances: 9.229000 Kernel 1: 0.025000 Kernel 2: 92.915001 Copyback: 0.017000 Sum: 0.030000 It 29,Best ac:0.015952 0.973684 fi:0.154331. Ave ac:0.009125,0.006720 Initialization: 6.695000 Memcpy Classifiers: 0.342000 Memcpy Instances: 9.725000 Kernel 1: 0.025000 Kernel 2: 91.230003 Copyback: 0.017000 Sum: 0.029000 It 30,Best ac:0.006253 0.966667 fi:0.183365. Ave ac:0.008144,0.005614 Initialization: 6.670000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.112000 Kernel 1: 0.026000 Kernel 2: 94.417000 Copyback: 0.018000 Sum: 0.027000 It 31,Best ac:0.004957 0.958333 fi:0.182493. Ave ac:0.008982,0.005951 Initialization: 6.624000 Memcpy Classifiers: 0.340000 Memcpy Instances: 9.300000 Kernel 1: 0.025000 Kernel 2: 93.165001 Copyback: 0.018000 Sum: 0.027000 It 32,Best ac:0.004957 0.958333 fi:0.192529. Ave ac:0.007996,0.005656 Initialization: 7.263000 Memcpy Classifiers: 0.343000 Memcpy Instances: 9.353000 Kernel 1: 0.025000 Kernel 2: 92.907997 Copyback: 0.017000 Sum: 0.029000 It 33,Best ac:0.006253 0.966667 fi:0.170453. Ave ac:0.008221,0.005195 Initialization: 24.296000 Memcpy Instances: 456.881989 Memcpy Classifiers: 0.054000 Kernel 1: 0.027000 Kernel 2: 475.684998 Copyback: 0.016000 Sum: 0.013000 Memcpy Classifiers: 0.054000 Kernel 1: 0.016000 Kernel 2: 480.888000 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 482.688995 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.014000 Kernel 2: 474.901001 Copyback: 0.022000 Sum: 0.005000 Memcpy Classifiers: 0.055000 Kernel 1: 0.021000 Kernel 2: 474.924011 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.012000 Kernel 2: 478.917999 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 489.031006 Copyback: 0.016000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.014000 Kernel 2: 483.261993 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 466.695007 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.054000 Kernel 1: 0.016000 Kernel 2: 480.226013 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.075000 Kernel 1: 0.013000 Kernel 2: 482.417999 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.012000 Kernel 2: 476.381012 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 476.173004 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 471.122009 Copyback: 0.369000 Sum: 0.002000 Memcpy Classifiers: 0.049000 Kernel 1: 0.013000 Kernel 2: 189.302994 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.004799 0.870211 fi:0.286153. Ave ac:0.008461,0.029600 Best acc 0.004799 0.870211 Rule:Att PSSM_-3_6 is [<-1.835254]|Att PSSM_-2_13 is [-2.485299,3.796287]|Att PSSM_-1_2 is [<-2.626265]|Att PSSM_0_12 is [<-3.635495]|Att PSSM_1_2 is [-6.221931,-1.778069]|Att PSSM_1_5 is [<8.561982]|Att PSSM_1_15 is [<2.122687]|Att PSSM_3_12 is [-4.925890,-2.829913]|Att PSSM_3_20 is [<3.767250]|1 Accuracy : 0.712689 0 1 163639 441 66973 3585 Removed 1320 instances. 230612 Instances left. Acc of rule 0.004911-0.862879 Initialization: 6.660000 Memcpy Classifiers: 0.612000 Memcpy Instances: 9.588000 Kernel 1: 0.025000 Kernel 2: 110.610001 Copyback: 0.018000 Sum: 0.037000 Initial population average accuracy1:0.006508 accuracy2:0.287422 Initialization: 6.717000 Memcpy Classifiers: 0.470000 Memcpy Instances: 9.066000 Kernel 1: 0.026000 Kernel 2: 118.302002 Copyback: 0.017000 Sum: 0.061000 It 0,Best ac:0.004553 0.750000 fi:0.401095. Ave ac:0.013297,0.020069 Initialization: 7.328000 Memcpy Classifiers: 0.489000 Memcpy Instances: 9.098000 Kernel 1: 0.026000 Kernel 2: 122.763000 Copyback: 0.017000 Sum: 0.031000 It 1,Best ac:0.019514 0.652174 fi:0.442682. Ave ac:0.015538,0.019478 Initialization: 6.688000 Memcpy Classifiers: 0.452000 Memcpy Instances: 9.037000 Kernel 1: 0.026000 Kernel 2: 120.834000 Copyback: 0.018000 Sum: 0.033000 It 2,Best ac:0.005205 0.774194 fi:0.325675. Ave ac:0.015126,0.016378 Initialization: 6.606000 Memcpy Classifiers: 0.542000 Memcpy Instances: 9.063000 Kernel 1: 0.025000 Kernel 2: 117.708000 Copyback: 0.017000 Sum: 0.030000 It 3,Best ac:0.005853 0.710526 fi:0.389116. Ave ac:0.013797,0.013792 Initialization: 6.551000 Memcpy Classifiers: 0.469000 Memcpy Instances: 9.105000 Kernel 1: 0.027000 Kernel 2: 113.980003 Copyback: 0.018000 Sum: 0.029000 It 4,Best ac:0.005636 0.787879 fi:0.311839. Ave ac:0.013866,0.011945 Initialization: 6.674000 Memcpy Classifiers: 0.433000 Memcpy Instances: 9.040000 Kernel 1: 0.027000 Kernel 2: 115.264000 Copyback: 0.019000 Sum: 0.033000 It 5,Best ac:0.004770 0.956522 fi:0.154813. Ave ac:0.015294,0.013710 Initialization: 6.587000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.070000 Kernel 1: 0.026000 Kernel 2: 109.266998 Copyback: 0.018000 Sum: 0.031000 It 6,Best ac:0.005205 0.800000 fi:0.299868. Ave ac:0.011132,0.011128 Initialization: 6.556000 Memcpy Classifiers: 0.398000 Memcpy Instances: 9.517000 Kernel 1: 0.023000 Kernel 2: 109.310997 Copyback: 0.017000 Sum: 0.035000 It 7,Best ac:0.007372 0.894737 fi:0.204372. Ave ac:0.013920,0.013911 Initialization: 6.588000 Memcpy Classifiers: 0.397000 Memcpy Instances: 9.073000 Kernel 1: 0.025000 Kernel 2: 107.744003 Copyback: 0.017000 Sum: 0.031000 It 8,Best ac:0.005636 0.838710 fi:0.261008. Ave ac:0.012741,0.013111 Initialization: 6.648000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.055000 Kernel 1: 0.024000 Kernel 2: 105.735001 Copyback: 0.017000 Sum: 0.033000 It 9,Best ac:0.008456 0.812500 fi:0.286229. Ave ac:0.013188,0.015702 Iteration 10:MDL fitness activated Error 0.286229 TL 0.032380 MDL Theory Length Weight: 2.9465475504 (5) Initialization: 6.627000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.098000 Kernel 1: 0.023000 Kernel 2: 104.635002 Copyback: 0.017000 Sum: 0.294000 It 10,Best ac:0.006071 0.903226 fi:0.250961. Ave ac:0.013000,0.013193 Initialization: 6.642000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.107000 Kernel 1: 0.023000 Kernel 2: 102.880997 Copyback: 0.017000 Sum: 0.031000 It 11,Best ac:0.006505 0.857143 fi:0.293527. Ave ac:0.014147,0.016307 Initialization: 7.179000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.119000 Kernel 1: 0.025000 Kernel 2: 100.658997 Copyback: 0.017000 Sum: 0.034000 It 12,Best ac:0.008890 0.872340 fi:0.281696. Ave ac:0.013808,0.014147 Initialization: 6.614000 Memcpy Classifiers: 0.372000 Memcpy Instances: 9.017000 Kernel 1: 0.025000 Kernel 2: 100.456001 Copyback: 0.021000 Sum: 0.037000 It 13,Best ac:0.008021 0.840909 fi:0.323067. Ave ac:0.011563,0.012666 Initialization: 6.781000 Memcpy Classifiers: 0.353000 Memcpy Instances: 9.096000 Kernel 1: 0.023000 Kernel 2: 103.157997 Copyback: 0.018000 Sum: 0.030000 It 14,Best ac:0.006287 0.878788 fi:0.298415. Ave ac:0.011677,0.011469 Initialization: 6.733000 Memcpy Classifiers: 0.364000 Memcpy Instances: 9.059000 Kernel 1: 0.025000 Kernel 2: 98.388000 Copyback: 0.017000 Sum: 0.028000 It 15,Best ac:0.005203 0.888889 fi:0.292115. Ave ac:0.011827,0.013664 Initialization: 6.585000 Memcpy Classifiers: 0.322000 Memcpy Instances: 9.069000 Kernel 1: 0.025000 Kernel 2: 101.099998 Copyback: 0.017000 Sum: 0.031000 It 16,Best ac:0.005421 0.961538 fi:0.215809. Ave ac:0.010665,0.010698 Initialization: 6.622000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.081000 Kernel 1: 0.026000 Kernel 2: 98.928001 Copyback: 0.017000 Sum: 0.033000 It 17,Best ac:0.006287 0.935484 fi:0.250063. Ave ac:0.008004,0.006625 Initialization: 6.605000 Memcpy Classifiers: 0.374000 Memcpy Instances: 9.499000 Kernel 1: 0.025000 Kernel 2: 104.341003 Copyback: 0.017000 Sum: 0.032000 It 18,Best ac:0.005637 0.896552 fi:0.279162. Ave ac:0.006489,0.006447 Initialization: 6.740000 Memcpy Classifiers: 0.342000 Memcpy Instances: 9.037000 Kernel 1: 0.025000 Kernel 2: 99.264000 Copyback: 0.018000 Sum: 0.031000 It 19,Best ac:0.005637 0.928571 fi:0.246283. Ave ac:0.008798,0.009445 Initialization: 6.685000 Memcpy Classifiers: 0.342000 Memcpy Instances: 9.082000 Kernel 1: 0.024000 Kernel 2: 98.403000 Copyback: 0.021000 Sum: 0.033000 It 20,Best ac:0.007155 0.916667 fi:0.258513. Ave ac:0.008264,0.005932 Initialization: 6.697000 Memcpy Classifiers: 0.346000 Memcpy Instances: 9.031000 Kernel 1: 0.025000 Kernel 2: 97.362000 Copyback: 0.017000 Sum: 0.032000 It 21,Best ac:0.005422 0.862069 fi:0.306082. Ave ac:0.007399,0.007488 Initialization: 6.662000 Memcpy Classifiers: 0.321000 Memcpy Instances: 9.037000 Kernel 1: 0.028000 Kernel 2: 99.199997 Copyback: 0.018000 Sum: 0.030000 It 22,Best ac:0.006503 0.909091 fi:0.244813. Ave ac:0.009412,0.008517 Initialization: 7.114000 Memcpy Classifiers: 0.342000 Memcpy Instances: 9.050000 Kernel 1: 0.026000 Kernel 2: 96.832001 Copyback: 0.017000 Sum: 0.098000 It 23,Best ac:0.004986 0.920000 fi:0.259983. Ave ac:0.008046,0.008473 Initialization: 6.596000 Memcpy Classifiers: 0.351000 Memcpy Instances: 9.100000 Kernel 1: 0.025000 Kernel 2: 99.496002 Copyback: 0.017000 Sum: 0.032000 It 24,Best ac:0.006722 0.911765 fi:0.244157. Ave ac:0.006928,0.008546 Initialization: 6.648000 Memcpy Classifiers: 0.319000 Memcpy Instances: 9.058000 Kernel 1: 0.026000 Kernel 2: 98.115997 Copyback: 0.017000 Sum: 0.032000 It 25,Best ac:0.006720 0.885714 fi:0.268534. Ave ac:0.009013,0.006532 MDL Theory Length Weight: 2.6518927953 (10) Initialization: 6.711000 Memcpy Classifiers: 0.304000 Memcpy Instances: 9.023000 Kernel 1: 0.025000 Kernel 2: 97.011002 Copyback: 0.017000 Sum: 0.033000 It 26,Best ac:0.005205 1.000000 fi:0.166175. Ave ac:0.009473,0.007156 Initialization: 6.773000 Memcpy Classifiers: 0.321000 Memcpy Instances: 9.031000 Kernel 1: 0.026000 Kernel 2: 98.294998 Copyback: 0.017000 Sum: 0.034000 It 27,Best ac:0.012573 0.906250 fi:0.241151. Ave ac:0.006205,0.004993 Initialization: 7.049000 Memcpy Classifiers: 0.369000 Memcpy Instances: 9.054000 Kernel 1: 0.026000 Kernel 2: 98.689003 Copyback: 0.017000 Sum: 0.033000 It 28,Best ac:0.004987 0.920000 fi:0.233158. Ave ac:0.007888,0.006763 Initialization: 6.711000 Memcpy Classifiers: 0.321000 Memcpy Instances: 9.054000 Kernel 1: 0.026000 Kernel 2: 99.086998 Copyback: 0.017000 Sum: 0.030000 It 29,Best ac:0.005636 0.866667 fi:0.285041. Ave ac:0.007123,0.005267 Initialization: 6.587000 Memcpy Classifiers: 0.321000 Memcpy Instances: 9.508000 Kernel 1: 0.023000 Kernel 2: 96.424004 Copyback: 0.017000 Sum: 0.030000 It 30,Best ac:0.006071 0.933333 fi:0.225427. Ave ac:0.007377,0.005092 Initialization: 6.624000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.191000 Kernel 1: 0.026000 Kernel 2: 96.894997 Copyback: 0.017000 Sum: 0.033000 It 31,Best ac:0.009324 0.914894 fi:0.236867. Ave ac:0.007503,0.004536 Initialization: 6.481000 Memcpy Classifiers: 0.322000 Memcpy Instances: 9.050000 Kernel 1: 0.025000 Kernel 2: 96.684998 Copyback: 0.017000 Sum: 0.028000 It 32,Best ac:0.006938 0.914286 fi:0.263894. Ave ac:0.008309,0.004339 Initialization: 6.620000 Memcpy Classifiers: 0.321000 Memcpy Instances: 9.123000 Kernel 1: 0.024000 Kernel 2: 94.512001 Copyback: 0.017000 Sum: 0.029000 It 33,Best ac:0.004986 0.920000 fi:0.233973. Ave ac:0.007934,0.005217 Initialization: 20.297001 Memcpy Instances: 457.375000 Memcpy Classifiers: 0.061000 Kernel 1: 0.029000 Kernel 2: 482.915985 Copyback: 0.015000 Sum: 0.013000 Memcpy Classifiers: 0.053000 Kernel 1: 0.014000 Kernel 2: 471.903015 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.053000 Kernel 1: 0.015000 Kernel 2: 477.403015 Copyback: 0.017000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 479.813995 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.015000 Kernel 2: 477.153992 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.014000 Kernel 2: 478.356995 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 481.364990 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 471.545013 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 463.968994 Copyback: 0.018000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.014000 Kernel 2: 466.121002 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 490.329987 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.012000 Kernel 2: 491.684998 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.015000 Kernel 2: 491.365997 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 496.242004 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.048000 Kernel 1: 0.013000 Kernel 2: 190.729996 Copyback: 0.370000 Sum: 0.000000 It 34,Best ac:0.005520 0.819704 fi:0.339250. Ave ac:0.007354,0.025759 Best acc 0.005520 0.819704 Initialization: 6.636000 Memcpy Classifiers: 0.541000 Memcpy Instances: 9.824000 Kernel 1: 0.026000 Kernel 2: 112.051003 Copyback: 0.018000 Sum: 0.034000 Initial population average accuracy1:0.005379 accuracy2:0.285028 Initialization: 6.591000 Memcpy Classifiers: 0.542000 Memcpy Instances: 9.020000 Kernel 1: 0.027000 Kernel 2: 115.028999 Copyback: 0.018000 Sum: 0.058000 It 0,Best ac:0.009974 0.676471 fi:0.421727. Ave ac:0.008824,0.011755 Initialization: 6.587000 Memcpy Classifiers: 0.488000 Memcpy Instances: 9.055000 Kernel 1: 0.025000 Kernel 2: 122.266998 Copyback: 0.018000 Sum: 0.033000 It 1,Best ac:0.009540 0.758621 fi:0.339729. Ave ac:0.013044,0.015515 Initialization: 6.692000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.023000 Kernel 1: 0.026000 Kernel 2: 120.706001 Copyback: 0.017000 Sum: 0.031000 It 2,Best ac:0.009105 0.807692 fi:0.290811. Ave ac:0.012633,0.013847 Initialization: 6.642000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.038000 Kernel 1: 0.033000 Kernel 2: 119.262001 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.009757 0.849057 fi:0.249217. Ave ac:0.012462,0.010950 Initialization: 6.630000 Memcpy Classifiers: 0.426000 Memcpy Instances: 9.057000 Kernel 1: 0.025000 Kernel 2: 118.191002 Copyback: 0.018000 Sum: 0.032000 It 4,Best ac:0.007804 0.818182 fi:0.280777. Ave ac:0.012240,0.012303 Initialization: 6.624000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.809000 Kernel 1: 0.023000 Kernel 2: 118.568001 Copyback: 0.017000 Sum: 0.034000 It 5,Best ac:0.006505 0.810811 fi:0.288602. Ave ac:0.012624,0.011206 Initialization: 6.653000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.048000 Kernel 1: 0.023000 Kernel 2: 115.500999 Copyback: 0.020000 Sum: 0.033000 It 6,Best ac:0.006071 0.875000 fi:0.224564. Ave ac:0.013543,0.013903 Initialization: 6.605000 Memcpy Classifiers: 0.382000 Memcpy Instances: 9.067000 Kernel 1: 0.023000 Kernel 2: 113.325996 Copyback: 0.017000 Sum: 0.032000 It 7,Best ac:0.008241 0.826087 fi:0.272718. Ave ac:0.011552,0.011746 Initialization: 6.635000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.037000 Kernel 1: 0.025000 Kernel 2: 113.987999 Copyback: 0.017000 Sum: 0.037000 It 8,Best ac:0.004769 0.916667 fi:0.194668. Ave ac:0.010851,0.012607 Initialization: 6.639000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.045000 Kernel 1: 0.024000 Kernel 2: 120.596001 Copyback: 0.018000 Sum: 0.031000 It 9,Best ac:0.005203 0.857143 fi:0.242727. Ave ac:0.010465,0.009594 Iteration 10:MDL fitness activated Error 0.242727 TL 0.031636 MDL Theory Length Weight: 2.5575021399 (2) Initialization: 6.538000 Memcpy Classifiers: 0.371000 Memcpy Instances: 9.013000 Kernel 1: 0.025000 Kernel 2: 114.116997 Copyback: 0.018000 Sum: 0.036000 It 10,Best ac:0.005856 0.818182 fi:0.334931. Ave ac:0.012389,0.012363 Initialization: 6.633000 Memcpy Classifiers: 0.342000 Memcpy Instances: 9.220000 Kernel 1: 0.024000 Kernel 2: 112.926003 Copyback: 0.017000 Sum: 0.033000 It 11,Best ac:0.005421 0.892857 fi:0.240633. Ave ac:0.012494,0.012722 Initialization: 6.670000 Memcpy Classifiers: 0.340000 Memcpy Instances: 9.022000 Kernel 1: 0.023000 Kernel 2: 111.481003 Copyback: 0.017000 Sum: 0.034000 It 12,Best ac:0.004770 0.916667 fi:0.252533. Ave ac:0.011089,0.011529 Initialization: 6.638000 Memcpy Classifiers: 0.340000 Memcpy Instances: 9.071000 Kernel 1: 0.025000 Kernel 2: 110.014000 Copyback: 0.017000 Sum: 0.038000 It 13,Best ac:0.005854 0.931034 fi:0.228114. Ave ac:0.012595,0.013633 Initialization: 6.628000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.113000 Kernel 1: 0.024000 Kernel 2: 110.869003 Copyback: 0.017000 Sum: 0.030000 It 14,Best ac:0.006505 0.909091 fi:0.257800. Ave ac:0.010480,0.010325 Initialization: 6.721000 Memcpy Classifiers: 0.323000 Memcpy Instances: 9.056000 Kernel 1: 0.024000 Kernel 2: 112.476997 Copyback: 0.017000 Sum: 0.033000 It 15,Best ac:0.005421 0.781250 fi:0.378051. Ave ac:0.008449,0.009940 Initialization: 6.606000 Memcpy Classifiers: 0.322000 Memcpy Instances: 10.368000 Kernel 1: 0.024000 Kernel 2: 109.458000 Copyback: 0.017000 Sum: 0.028000 It 16,Best ac:0.009107 0.893617 fi:0.266305. Ave ac:0.009995,0.011749 Initialization: 6.619000 Memcpy Classifiers: 0.323000 Memcpy Instances: 9.030000 Kernel 1: 0.024000 Kernel 2: 107.464996 Copyback: 0.017000 Sum: 0.029000 It 17,Best ac:0.007155 0.891892 fi:0.264915. Ave ac:0.014941,0.016203 Initialization: 6.593000 Memcpy Classifiers: 0.321000 Memcpy Instances: 9.051000 Kernel 1: 0.023000 Kernel 2: 106.472000 Copyback: 0.017000 Sum: 0.029000 It 18,Best ac:0.006288 1.000000 fi:0.172723. Ave ac:0.015779,0.015923 Initialization: 6.784000 Memcpy Classifiers: 0.324000 Memcpy Instances: 9.095000 Kernel 1: 0.022000 Kernel 2: 104.130997 Copyback: 0.017000 Sum: 0.031000 It 19,Best ac:0.004986 0.851852 fi:0.312481. Ave ac:0.012631,0.012529 Initialization: 6.654000 Memcpy Classifiers: 0.304000 Memcpy Instances: 9.031000 Kernel 1: 0.023000 Kernel 2: 102.653000 Copyback: 0.017000 Sum: 0.031000 It 20,Best ac:0.006506 0.937500 fi:0.218943. Ave ac:0.014598,0.014510 Initialization: 7.381000 Memcpy Classifiers: 0.304000 Memcpy Instances: 9.058000 Kernel 1: 0.034000 Kernel 2: 100.583000 Copyback: 0.017000 Sum: 0.028000 It 21,Best ac:0.006288 0.828571 fi:0.316467. Ave ac:0.014302,0.017084 Initialization: 6.740000 Memcpy Classifiers: 0.303000 Memcpy Instances: 9.107000 Kernel 1: 0.025000 Kernel 2: 99.218002 Copyback: 0.017000 Sum: 0.028000 It 22,Best ac:0.004987 0.920000 fi:0.233940. Ave ac:0.014190,0.014792 Initialization: 6.670000 Memcpy Classifiers: 0.284000 Memcpy Instances: 9.047000 Kernel 1: 0.023000 Kernel 2: 100.036003 Copyback: 0.018000 Sum: 0.028000 It 23,Best ac:0.005421 0.961538 fi:0.204738. Ave ac:0.017620,0.021572 Initialization: 7.060000 Memcpy Classifiers: 0.285000 Memcpy Instances: 9.108000 Kernel 1: 0.024000 Kernel 2: 100.355003 Copyback: 0.017000 Sum: 0.029000 It 24,Best ac:0.005636 0.928571 fi:0.222225. Ave ac:0.015158,0.012855 Initialization: 6.745000 Memcpy Classifiers: 0.284000 Memcpy Instances: 9.017000 Kernel 1: 0.024000 Kernel 2: 98.642998 Copyback: 0.018000 Sum: 0.029000 It 25,Best ac:0.006287 0.906250 fi:0.234642. Ave ac:0.013462,0.011709 Initialization: 6.620000 Memcpy Classifiers: 0.322000 Memcpy Instances: 10.904000 Kernel 1: 0.025000 Kernel 2: 95.036003 Copyback: 0.017000 Sum: 0.030000 It 26,Best ac:0.005203 0.923077 fi:0.225562. Ave ac:0.012111,0.009924 Initialization: 6.613000 Memcpy Classifiers: 0.303000 Memcpy Instances: 9.168000 Kernel 1: 0.023000 Kernel 2: 92.984001 Copyback: 0.018000 Sum: 0.030000 It 27,Best ac:0.004770 0.916667 fi:0.245060. Ave ac:0.012264,0.007617 MDL Theory Length Weight: 2.3017519259 (10) Initialization: 6.642000 Memcpy Classifiers: 0.284000 Memcpy Instances: 9.038000 Kernel 1: 0.023000 Kernel 2: 94.289001 Copyback: 0.018000 Sum: 0.032000 It 28,Best ac:0.004987 0.958333 fi:0.184047. Ave ac:0.011173,0.010927 Initialization: 6.665000 Memcpy Classifiers: 0.265000 Memcpy Instances: 9.161000 Kernel 1: 0.023000 Kernel 2: 92.688004 Copyback: 0.017000 Sum: 0.026000 It 29,Best ac:0.007587 0.972222 fi:0.174185. Ave ac:0.009631,0.008563 Initialization: 6.628000 Memcpy Classifiers: 0.283000 Memcpy Instances: 9.089000 Kernel 1: 0.023000 Kernel 2: 92.894997 Copyback: 0.017000 Sum: 0.030000 It 30,Best ac:0.009107 0.913043 fi:0.233583. Ave ac:0.011644,0.009959 Initialization: 6.617000 Memcpy Classifiers: 0.320000 Memcpy Instances: 9.129000 Kernel 1: 0.023000 Kernel 2: 92.502998 Copyback: 0.018000 Sum: 0.029000 It 31,Best ac:0.008888 0.891304 fi:0.245138. Ave ac:0.010698,0.009554 Initialization: 6.639000 Memcpy Classifiers: 0.320000 Memcpy Instances: 9.693000 Kernel 1: 0.023000 Kernel 2: 92.647003 Copyback: 0.017000 Sum: 0.025000 It 32,Best ac:0.006071 0.965517 fi:0.168140. Ave ac:0.010191,0.009791 Initialization: 7.171000 Memcpy Classifiers: 0.266000 Memcpy Instances: 9.381000 Kernel 1: 0.021000 Kernel 2: 92.467003 Copyback: 0.018000 Sum: 0.027000 It 33,Best ac:0.007372 0.944444 fi:0.202198. Ave ac:0.011385,0.012256 Initialization: 20.337000 Memcpy Instances: 457.671997 Memcpy Classifiers: 0.052000 Kernel 1: 0.026000 Kernel 2: 458.884003 Copyback: 0.502000 Sum: 0.007000 Memcpy Classifiers: 0.052000 Kernel 1: 0.018000 Kernel 2: 482.636993 Copyback: 0.370000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 457.658997 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.012000 Kernel 2: 456.411987 Copyback: 0.022000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.021000 Kernel 2: 464.541992 Copyback: 0.022000 Sum: 0.002000 Memcpy Classifiers: 0.052000 Kernel 1: 0.021000 Kernel 2: 473.816986 Copyback: 0.014000 Sum: 0.000000 Memcpy Classifiers: 0.049000 Kernel 1: 0.013000 Kernel 2: 455.863007 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.013000 Kernel 2: 483.828003 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.013000 Kernel 2: 462.679993 Copyback: 0.014000 Sum: 0.000000 Memcpy Classifiers: 0.049000 Kernel 1: 0.012000 Kernel 2: 442.886993 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.013000 Kernel 2: 462.701996 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.013000 Kernel 2: 460.368988 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.013000 Kernel 2: 463.625000 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.012000 Kernel 2: 467.255005 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.047000 Kernel 1: 0.013000 Kernel 2: 184.559998 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.005069 0.815771 fi:0.326581. Ave ac:0.010037,0.036028 Best acc 0.005069 0.815771 Rule:Att PSSM_-4_18 is [<11.594730]|Att PSSM_-1_14 is [-3.271712,6.887614]|Att PSSM_0_7 is [<-4.677880]|Att PSSM_0_11 is [0.450721,6.692794]|Att PSSM_1_12 is [<-1.331628]|Att PSSM_1_15 is [<1.603235]|Att PSSM_3_3 is [<0.539621]|Att PSSM_3_12 is [<-0.602875]|1 Accuracy : 0.716921 0 1 163359 721 65700 4858 Removed 1553 instances. 229059 Instances left. Acc of rule 0.005520-0.819704 Initialization: 6.845000 Memcpy Classifiers: 0.577000 Memcpy Instances: 9.014000 Kernel 1: 0.025000 Kernel 2: 109.514000 Copyback: 0.017000 Sum: 0.033000 Initial population average accuracy1:0.007077 accuracy2:0.280417 Initialization: 6.682000 Memcpy Classifiers: 0.488000 Memcpy Instances: 9.157000 Kernel 1: 0.026000 Kernel 2: 120.718002 Copyback: 0.017000 Sum: 0.034000 It 0,Best ac:0.020301 0.699248 fi:0.395245. Ave ac:0.013835,0.018718 Initialization: 6.607000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.986000 Kernel 1: 0.025000 Kernel 2: 122.873001 Copyback: 0.017000 Sum: 0.033000 It 1,Best ac:0.006549 0.882353 fi:0.217016. Ave ac:0.018253,0.020695 Initialization: 6.694000 Memcpy Classifiers: 0.469000 Memcpy Instances: 9.020000 Kernel 1: 0.024000 Kernel 2: 116.264000 Copyback: 0.017000 Sum: 0.033000 It 2,Best ac:0.004147 0.863636 fi:0.353694. Ave ac:0.017780,0.018977 Initialization: 6.607000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.951000 Kernel 1: 0.024000 Kernel 2: 117.719002 Copyback: 0.017000 Sum: 0.029000 It 3,Best ac:0.018991 0.805556 fi:0.289402. Ave ac:0.018248,0.020171 Initialization: 6.604000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.220000 Kernel 1: 0.024000 Kernel 2: 121.500999 Copyback: 0.017000 Sum: 0.028000 It 4,Best ac:0.007202 0.804878 fi:0.294259. Ave ac:0.016409,0.017169 Initialization: 6.551000 Memcpy Classifiers: 0.451000 Memcpy Instances: 9.506000 Kernel 1: 0.024000 Kernel 2: 124.052002 Copyback: 0.017000 Sum: 0.029000 It 5,Best ac:0.008295 0.950000 fi:0.148750. Ave ac:0.014834,0.017114 Initialization: 6.625000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.076000 Kernel 1: 0.023000 Kernel 2: 120.944000 Copyback: 0.017000 Sum: 0.030000 It 6,Best ac:0.005020 0.884615 fi:0.215295. Ave ac:0.013039,0.014387 Initialization: 6.676000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.441000 Kernel 1: 0.025000 Kernel 2: 125.323997 Copyback: 0.017000 Sum: 0.027000 It 7,Best ac:0.008730 0.851064 fi:0.247531. Ave ac:0.012923,0.014129 Initialization: 6.574000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.992000 Kernel 1: 0.026000 Kernel 2: 126.977997 Copyback: 0.017000 Sum: 0.029000 It 8,Best ac:0.004148 1.000000 fi:0.217330. Ave ac:0.012164,0.012296 Initialization: 6.607000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.977000 Kernel 1: 0.026000 Kernel 2: 128.246002 Copyback: 0.017000 Sum: 0.028000 It 9,Best ac:0.004802 0.916667 fi:0.183322. Ave ac:0.010489,0.008902 Iteration 10:MDL fitness activated Error 0.183322 TL 0.036134 MDL Theory Length Weight: 1.6911095106 (5) Initialization: 6.632000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.967000 Kernel 1: 0.026000 Kernel 2: 124.833000 Copyback: 0.017000 Sum: 0.029000 It 10,Best ac:0.006767 0.861111 fi:0.289257. Ave ac:0.009433,0.008691 Initialization: 6.650000 Memcpy Classifiers: 0.435000 Memcpy Instances: 9.106000 Kernel 1: 0.025000 Kernel 2: 125.522003 Copyback: 0.017000 Sum: 0.029000 It 11,Best ac:0.004801 0.916667 fi:0.246807. Ave ac:0.008699,0.007835 Initialization: 7.121000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.008000 Kernel 1: 0.024000 Kernel 2: 122.647003 Copyback: 0.018000 Sum: 0.031000 It 12,Best ac:0.005676 0.896552 fi:0.259227. Ave ac:0.009336,0.008848 Initialization: 6.566000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.063000 Kernel 1: 0.024000 Kernel 2: 120.557999 Copyback: 0.017000 Sum: 0.032000 It 13,Best ac:0.006112 0.933333 fi:0.214671. Ave ac:0.009606,0.008099 Initialization: 6.615000 Memcpy Classifiers: 0.379000 Memcpy Instances: 9.177000 Kernel 1: 0.027000 Kernel 2: 119.961998 Copyback: 0.017000 Sum: 0.030000 It 14,Best ac:0.006330 0.906250 fi:0.234993. Ave ac:0.009985,0.010609 Initialization: 6.538000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.996000 Kernel 1: 0.026000 Kernel 2: 120.628998 Copyback: 0.017000 Sum: 0.031000 It 15,Best ac:0.005894 0.964286 fi:0.204421. Ave ac:0.010357,0.009730 Initialization: 6.801000 Memcpy Classifiers: 0.398000 Memcpy Instances: 9.053000 Kernel 1: 0.026000 Kernel 2: 119.511002 Copyback: 0.017000 Sum: 0.031000 It 16,Best ac:0.005239 0.960000 fi:0.186726. Ave ac:0.010067,0.008558 Initialization: 6.535000 Memcpy Classifiers: 0.398000 Memcpy Instances: 9.537000 Kernel 1: 0.025000 Kernel 2: 118.898003 Copyback: 0.017000 Sum: 0.032000 It 17,Best ac:0.004584 0.954545 fi:0.237840. Ave ac:0.008306,0.006973 Initialization: 6.592000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.030000 Kernel 1: 0.025000 Kernel 2: 113.946999 Copyback: 0.017000 Sum: 0.033000 It 18,Best ac:0.007202 0.970588 fi:0.179727. Ave ac:0.008535,0.007524 Initialization: 7.177000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.973000 Kernel 1: 0.025000 Kernel 2: 116.239998 Copyback: 0.018000 Sum: 0.032000 It 19,Best ac:0.004584 0.954545 fi:0.221857. Ave ac:0.009657,0.009228 Initialization: 6.635000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.015000 Kernel 1: 0.024000 Kernel 2: 115.249001 Copyback: 0.017000 Sum: 0.029000 It 20,Best ac:0.005457 1.000000 fi:0.153660. Ave ac:0.009118,0.008037 Initialization: 7.136000 Memcpy Classifiers: 0.353000 Memcpy Instances: 9.034000 Kernel 1: 0.024000 Kernel 2: 115.915001 Copyback: 0.017000 Sum: 0.031000 It 21,Best ac:0.005894 0.964286 fi:0.190653. Ave ac:0.010031,0.008592 Initialization: 6.564000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.983000 Kernel 1: 0.028000 Kernel 2: 109.450996 Copyback: 0.017000 Sum: 0.028000 It 22,Best ac:0.004584 1.000000 fi:0.184412. Ave ac:0.008156,0.006123 Initialization: 6.579000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.988000 Kernel 1: 0.025000 Kernel 2: 107.413002 Copyback: 0.018000 Sum: 0.033000 It 23,Best ac:0.005457 0.961538 fi:0.190856. Ave ac:0.007845,0.005829 Initialization: 6.651000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.084000 Kernel 1: 0.026000 Kernel 2: 106.938004 Copyback: 0.017000 Sum: 0.032000 It 24,Best ac:0.004802 0.956522 fi:0.198703. Ave ac:0.008851,0.008512 Initialization: 6.898000 Memcpy Classifiers: 0.495000 Memcpy Instances: 9.983000 Kernel 1: 0.024000 Kernel 2: 109.983002 Copyback: 0.017000 Sum: 0.030000 It 25,Best ac:0.005021 0.958333 fi:0.201453. Ave ac:0.008908,0.008665 Initialization: 6.710000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.950000 Kernel 1: 0.027000 Kernel 2: 108.933998 Copyback: 0.017000 Sum: 0.031000 It 26,Best ac:0.006112 0.933333 fi:0.210482. Ave ac:0.008909,0.006959 Initialization: 6.629000 Memcpy Classifiers: 0.340000 Memcpy Instances: 9.026000 Kernel 1: 0.024000 Kernel 2: 104.974998 Copyback: 0.022000 Sum: 0.035000 It 27,Best ac:0.005676 0.962963 fi:0.186072. Ave ac:0.008282,0.006657 Initialization: 6.632000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.955000 Kernel 1: 0.027000 Kernel 2: 103.285004 Copyback: 0.018000 Sum: 0.029000 It 28,Best ac:0.005894 0.964286 fi:0.196366. Ave ac:0.007930,0.007007 Initialization: 7.099000 Memcpy Classifiers: 0.377000 Memcpy Instances: 9.224000 Kernel 1: 0.020000 Kernel 2: 102.027000 Copyback: 0.018000 Sum: 0.032000 It 29,Best ac:0.005021 0.884615 fi:0.258898. Ave ac:0.006512,0.005329 MDL Theory Length Weight: 1.5219985595 (10) Initialization: 6.545000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.991000 Kernel 1: 0.024000 Kernel 2: 103.668999 Copyback: 0.017000 Sum: 0.035000 It 30,Best ac:0.006985 0.969697 fi:0.166473. Ave ac:0.009224,0.007274 Initialization: 6.698000 Memcpy Classifiers: 0.374000 Memcpy Instances: 9.449000 Kernel 1: 0.024000 Kernel 2: 102.662003 Copyback: 0.017000 Sum: 0.032000 It 31,Best ac:0.006549 0.909091 fi:0.226258. Ave ac:0.009184,0.007328 Initialization: 6.593000 Memcpy Classifiers: 0.353000 Memcpy Instances: 9.068000 Kernel 1: 0.024000 Kernel 2: 101.497002 Copyback: 0.017000 Sum: 0.032000 It 32,Best ac:0.005456 0.925926 fi:0.214873. Ave ac:0.009035,0.007496 Initialization: 6.669000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.979000 Kernel 1: 0.028000 Kernel 2: 101.098999 Copyback: 0.017000 Sum: 0.031000 It 33,Best ac:0.009166 0.954545 fi:0.181727. Ave ac:0.009362,0.007981 Initialization: 20.856001 Memcpy Instances: 453.040985 Memcpy Classifiers: 0.063000 Kernel 1: 0.026000 Kernel 2: 500.395996 Copyback: 0.451000 Sum: 0.013000 Memcpy Classifiers: 0.071000 Kernel 1: 0.014000 Kernel 2: 482.084991 Copyback: 0.020000 Sum: 0.004000 Memcpy Classifiers: 0.055000 Kernel 1: 0.021000 Kernel 2: 493.341003 Copyback: 0.013000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.014000 Kernel 2: 485.192993 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.059000 Kernel 1: 0.014000 Kernel 2: 487.126007 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.012000 Kernel 2: 484.457001 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.012000 Kernel 2: 475.645996 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.013000 Kernel 2: 484.162994 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.060000 Kernel 1: 0.014000 Kernel 2: 480.696991 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.012000 Kernel 2: 512.039978 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.012000 Kernel 2: 481.563995 Copyback: 0.017000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.015000 Kernel 2: 487.700012 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.013000 Kernel 2: 495.334991 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.058000 Kernel 1: 0.013000 Kernel 2: 451.256989 Copyback: 0.017000 Sum: 0.003000 It 34,Best ac:0.005082 0.836207 fi:0.302924. Ave ac:0.008398,0.029745 Best acc 0.005082 0.836207 Initialization: 6.764000 Memcpy Classifiers: 0.577000 Memcpy Instances: 9.445000 Kernel 1: 0.025000 Kernel 2: 110.230003 Copyback: 0.017000 Sum: 0.033000 Initial population average accuracy1:0.007305 accuracy2:0.269330 Initialization: 6.664000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.979000 Kernel 1: 0.024000 Kernel 2: 115.727997 Copyback: 0.017000 Sum: 0.060000 It 0,Best ac:0.008730 0.677966 fi:0.420629. Ave ac:0.015339,0.024296 Initialization: 7.114000 Memcpy Classifiers: 0.508000 Memcpy Instances: 9.954000 Kernel 1: 0.024000 Kernel 2: 117.135002 Copyback: 0.017000 Sum: 0.073000 It 1,Best ac:0.007640 0.686275 fi:0.412708. Ave ac:0.018086,0.023685 Initialization: 6.635000 Memcpy Classifiers: 0.433000 Memcpy Instances: 9.014000 Kernel 1: 0.025000 Kernel 2: 119.399002 Copyback: 0.021000 Sum: 0.038000 It 2,Best ac:0.010260 0.723077 fi:0.374977. Ave ac:0.015401,0.015735 Initialization: 6.588000 Memcpy Classifiers: 0.503000 Memcpy Instances: 9.035000 Kernel 1: 0.022000 Kernel 2: 116.714996 Copyback: 0.019000 Sum: 0.032000 It 3,Best ac:0.006330 0.805556 fi:0.293891. Ave ac:0.014490,0.015594 Initialization: 6.616000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.170000 Kernel 1: 0.024000 Kernel 2: 114.295998 Copyback: 0.018000 Sum: 0.031000 It 4,Best ac:0.005674 0.742857 fi:0.356822. Ave ac:0.014284,0.014300 Initialization: 6.626000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.012000 Kernel 1: 0.026000 Kernel 2: 113.102997 Copyback: 0.018000 Sum: 0.029000 It 5,Best ac:0.005021 0.821429 fi:0.278482. Ave ac:0.014405,0.016159 Initialization: 6.608000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.472000 Kernel 1: 0.024000 Kernel 2: 112.212997 Copyback: 0.017000 Sum: 0.029000 It 6,Best ac:0.008077 0.840909 fi:0.257918. Ave ac:0.013412,0.014157 Initialization: 6.641000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.979000 Kernel 1: 0.023000 Kernel 2: 110.091003 Copyback: 0.018000 Sum: 0.030000 It 7,Best ac:0.005457 0.862069 fi:0.237687. Ave ac:0.011752,0.011911 Initialization: 6.592000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.017000 Kernel 1: 0.024000 Kernel 2: 112.261002 Copyback: 0.017000 Sum: 0.028000 It 8,Best ac:0.008513 0.847826 fi:0.250847. Ave ac:0.013357,0.013831 Initialization: 6.557000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.991000 Kernel 1: 0.024000 Kernel 2: 110.181999 Copyback: 0.017000 Sum: 0.030000 It 9,Best ac:0.006330 0.906250 fi:0.193197. Ave ac:0.011299,0.011965 Iteration 10:MDL fitness activated Error 0.193197 TL 0.040517 MDL Theory Length Weight: 1.5894226355 (1) Initialization: 6.594000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.985000 Kernel 1: 0.024000 Kernel 2: 107.775002 Copyback: 0.017000 Sum: 0.031000 It 10,Best ac:0.006767 0.911765 fi:0.230697. Ave ac:0.010836,0.012498 Initialization: 6.609000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.050000 Kernel 1: 0.023000 Kernel 2: 102.926003 Copyback: 0.017000 Sum: 0.031000 It 11,Best ac:0.005676 0.866667 fi:0.284180. Ave ac:0.011064,0.010424 Initialization: 6.660000 Memcpy Classifiers: 0.398000 Memcpy Instances: 9.439000 Kernel 1: 0.024000 Kernel 2: 101.486000 Copyback: 0.017000 Sum: 0.027000 It 12,Best ac:0.005457 0.892857 fi:0.252889. Ave ac:0.011659,0.014740 Initialization: 6.891000 Memcpy Classifiers: 0.401000 Memcpy Instances: 9.267000 Kernel 1: 0.024000 Kernel 2: 98.002998 Copyback: 0.018000 Sum: 0.032000 It 13,Best ac:0.008513 0.886364 fi:0.254779. Ave ac:0.011539,0.012997 Initialization: 6.711000 Memcpy Classifiers: 0.400000 Memcpy Instances: 9.020000 Kernel 1: 0.025000 Kernel 2: 95.985001 Copyback: 0.017000 Sum: 0.029000 It 14,Best ac:0.004802 0.846154 fi:0.302374. Ave ac:0.009220,0.010317 Initialization: 6.625000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.417000 Kernel 1: 0.024000 Kernel 2: 99.584999 Copyback: 0.017000 Sum: 0.030000 It 15,Best ac:0.004801 0.956522 fi:0.191167. Ave ac:0.013371,0.014274 Initialization: 6.609000 Memcpy Classifiers: 0.400000 Memcpy Instances: 8.962000 Kernel 1: 0.026000 Kernel 2: 101.008003 Copyback: 0.017000 Sum: 0.027000 It 16,Best ac:0.005457 0.925926 fi:0.229823. Ave ac:0.009572,0.008967 Initialization: 6.676000 Memcpy Classifiers: 0.453000 Memcpy Instances: 8.984000 Kernel 1: 0.025000 Kernel 2: 101.099998 Copyback: 0.017000 Sum: 0.028000 It 17,Best ac:0.005239 0.923077 fi:0.218032. Ave ac:0.010906,0.009799 Initialization: 6.518000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.982000 Kernel 1: 0.023000 Kernel 2: 101.486000 Copyback: 0.017000 Sum: 0.036000 It 18,Best ac:0.005894 0.931034 fi:0.210269. Ave ac:0.010609,0.009998 Initialization: 6.616000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.951000 Kernel 1: 0.025000 Kernel 2: 105.014999 Copyback: 0.017000 Sum: 0.037000 It 19,Best ac:0.007422 0.944444 fi:0.180404. Ave ac:0.011706,0.011191 Initialization: 6.609000 Memcpy Classifiers: 0.361000 Memcpy Instances: 9.522000 Kernel 1: 0.023000 Kernel 2: 106.524002 Copyback: 0.017000 Sum: 0.034000 It 20,Best ac:0.005239 0.960000 fi:0.180396. Ave ac:0.009666,0.008536 Initialization: 6.571000 Memcpy Classifiers: 0.375000 Memcpy Instances: 9.079000 Kernel 1: 0.025000 Kernel 2: 110.128998 Copyback: 0.018000 Sum: 0.033000 It 21,Best ac:0.009385 0.895833 fi:0.227604. Ave ac:0.009261,0.007073 Initialization: 6.663000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.011000 Kernel 1: 0.025000 Kernel 2: 106.762001 Copyback: 0.017000 Sum: 0.034000 It 22,Best ac:0.006767 1.000000 fi:0.131794. Ave ac:0.009457,0.007454 Initialization: 6.720000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.996000 Kernel 1: 0.026000 Kernel 2: 110.388000 Copyback: 0.018000 Sum: 0.035000 It 23,Best ac:0.005021 0.920000 fi:0.215408. Ave ac:0.010050,0.006596 Initialization: 6.585000 Memcpy Classifiers: 0.322000 Memcpy Instances: 9.059000 Kernel 1: 0.025000 Kernel 2: 109.371002 Copyback: 0.017000 Sum: 0.033000 It 24,Best ac:0.004801 0.916667 fi:0.223655. Ave ac:0.006866,0.005154 Initialization: 6.620000 Memcpy Classifiers: 0.361000 Memcpy Instances: 9.051000 Kernel 1: 0.024000 Kernel 2: 109.109001 Copyback: 0.017000 Sum: 0.030000 It 25,Best ac:0.005239 0.888889 fi:0.250101. Ave ac:0.007603,0.006928 Initialization: 6.602000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.094000 Kernel 1: 0.025000 Kernel 2: 108.421997 Copyback: 0.017000 Sum: 0.032000 It 26,Best ac:0.007204 1.000000 fi:0.128189. Ave ac:0.010140,0.008563 Initialization: 6.608000 Memcpy Classifiers: 0.321000 Memcpy Instances: 9.139000 Kernel 1: 0.024000 Kernel 2: 104.446999 Copyback: 0.018000 Sum: 0.035000 It 27,Best ac:0.006111 0.933333 fi:0.191265. Ave ac:0.008024,0.005286 Initialization: 6.558000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.967000 Kernel 1: 0.025000 Kernel 2: 104.478996 Copyback: 0.018000 Sum: 0.037000 It 28,Best ac:0.005021 0.958333 fi:0.182853. Ave ac:0.009734,0.007854 Initialization: 7.115000 Memcpy Classifiers: 0.360000 Memcpy Instances: 9.022000 Kernel 1: 0.026000 Kernel 2: 107.751999 Copyback: 0.018000 Sum: 0.029000 It 29,Best ac:0.006112 0.875000 fi:0.264731. Ave ac:0.007773,0.005210 Initialization: 6.627000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.990000 Kernel 1: 0.027000 Kernel 2: 104.912003 Copyback: 0.019000 Sum: 0.033000 It 30,Best ac:0.005239 0.960000 fi:0.178099. Ave ac:0.009100,0.006569 Initialization: 6.718000 Memcpy Classifiers: 0.321000 Memcpy Instances: 9.559000 Kernel 1: 0.025000 Kernel 2: 102.656998 Copyback: 0.018000 Sum: 0.030000 It 31,Best ac:0.005457 0.925926 fi:0.218124. Ave ac:0.008193,0.005735 Initialization: 6.592000 Memcpy Classifiers: 0.336000 Memcpy Instances: 8.968000 Kernel 1: 0.026000 Kernel 2: 100.657997 Copyback: 0.017000 Sum: 0.029000 It 32,Best ac:0.005238 0.888889 fi:0.251152. Ave ac:0.007524,0.004943 Initialization: 6.997000 Memcpy Classifiers: 0.321000 Memcpy Instances: 9.135000 Kernel 1: 0.026000 Kernel 2: 103.212997 Copyback: 0.017000 Sum: 0.030000 It 33,Best ac:0.006549 0.937500 fi:0.205611. Ave ac:0.009615,0.006190 Initialization: 21.323000 Memcpy Instances: 451.527008 Memcpy Classifiers: 0.065000 Kernel 1: 0.028000 Kernel 2: 506.018005 Copyback: 0.016000 Sum: 0.011000 Memcpy Classifiers: 0.058000 Kernel 1: 0.015000 Kernel 2: 511.739014 Copyback: 0.368000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.014000 Kernel 2: 519.484985 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 518.793030 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 511.846985 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.015000 Kernel 2: 539.797974 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.016000 Kernel 2: 519.835022 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.057000 Kernel 1: 0.013000 Kernel 2: 520.567993 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.012000 Kernel 2: 507.410004 Copyback: 0.022000 Sum: 0.005000 Memcpy Classifiers: 0.067000 Kernel 1: 0.022000 Kernel 2: 501.345001 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.015000 Kernel 2: 513.377991 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 515.619019 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.012000 Kernel 2: 510.510986 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 468.921997 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.006562 0.843434 fi:0.299672. Ave ac:0.008387,0.029287 Best acc 0.006562 0.843434 Rule:Att PSSM_-2_11 is [<6.661081]|Att PSSM_0_6 is [<6.152811]|Att PSSM_0_7 is [-6.937820,-3.062179]|Att PSSM_0_10 is [>-1.346907]|Att PSSM_0_12 is [<-3.861552]|Att PSSM_0_17 is [<6.510939]|Att PSSM_1_12 is [<-3.706382]|Att PSSM_2_12 is [-6.662563,-2.973192]|Att PSSM_3_7 is [-6.524696,1.655182]|Att PSSM_4_12 is [<4.250958]|Att PSSM_4_15 is [<1.050679]|1 Accuracy : 0.722138 0 1 163080 1000 64197 6361 Removed 1782 instances. 227277 Instances left. Acc of rule 0.006562-0.843434 Initialization: 6.736000 Memcpy Classifiers: 0.541000 Memcpy Instances: 8.983000 Kernel 1: 0.025000 Kernel 2: 114.352997 Copyback: 0.017000 Sum: 0.031000 Initial population average accuracy1:0.006422 accuracy2:0.256805 Initialization: 6.593000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.867000 Kernel 1: 0.027000 Kernel 2: 122.247002 Copyback: 0.018000 Sum: 0.054000 It 0,Best ac:0.008359 0.666667 fi:0.432015. Ave ac:0.013112,0.019692 Initialization: 6.546000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.912000 Kernel 1: 0.024000 Kernel 2: 129.292999 Copyback: 0.017000 Sum: 0.032000 It 1,Best ac:0.007039 0.653061 fi:0.446095. Ave ac:0.018134,0.023543 Initialization: 6.485000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.906000 Kernel 1: 0.026000 Kernel 2: 125.748001 Copyback: 0.017000 Sum: 0.030000 It 2,Best ac:0.020682 0.648276 fi:0.445970. Ave ac:0.015725,0.017694 Initialization: 6.605000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.905000 Kernel 1: 0.024000 Kernel 2: 124.406998 Copyback: 0.017000 Sum: 0.027000 It 3,Best ac:0.006821 0.738095 fi:0.361140. Ave ac:0.014729,0.014603 Initialization: 6.635000 Memcpy Classifiers: 0.473000 Memcpy Instances: 9.366000 Kernel 1: 0.026000 Kernel 2: 128.591995 Copyback: 0.018000 Sum: 0.026000 It 4,Best ac:0.005059 0.851852 fi:0.248017. Ave ac:0.014153,0.013433 Initialization: 6.600000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.898000 Kernel 1: 0.026000 Kernel 2: 126.987000 Copyback: 0.018000 Sum: 0.029000 It 5,Best ac:0.008579 0.812500 fi:0.286102. Ave ac:0.014297,0.012995 Initialization: 6.570000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.944000 Kernel 1: 0.025000 Kernel 2: 128.651993 Copyback: 0.017000 Sum: 0.027000 It 6,Best ac:0.005279 0.800000 fi:0.299790. Ave ac:0.014013,0.015162 Initialization: 6.529000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.944000 Kernel 1: 0.025000 Kernel 2: 127.136002 Copyback: 0.018000 Sum: 0.029000 It 7,Best ac:0.005061 0.851852 fi:0.248017. Ave ac:0.013315,0.012568 Initialization: 6.570000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.996000 Kernel 1: 0.024000 Kernel 2: 124.588997 Copyback: 0.018000 Sum: 0.029000 It 8,Best ac:0.008581 0.829787 fi:0.268815. Ave ac:0.012432,0.011839 Initialization: 7.059000 Memcpy Classifiers: 0.526000 Memcpy Instances: 8.949000 Kernel 1: 0.026000 Kernel 2: 117.304001 Copyback: 0.017000 Sum: 0.028000 It 9,Best ac:0.005501 0.961538 fi:0.138172. Ave ac:0.011381,0.010832 Iteration 10:MDL fitness activated Error 0.138172 TL 0.038791 MDL Theory Length Weight: 1.1873205447 (1) Initialization: 6.571000 Memcpy Classifiers: 0.531000 Memcpy Instances: 8.896000 Kernel 1: 0.026000 Kernel 2: 117.662003 Copyback: 0.017000 Sum: 0.028000 It 10,Best ac:0.005281 0.888889 fi:0.266531. Ave ac:0.009583,0.009118 Initialization: 6.605000 Memcpy Classifiers: 0.453000 Memcpy Instances: 9.250000 Kernel 1: 0.025000 Kernel 2: 115.723000 Copyback: 0.018000 Sum: 0.029000 It 11,Best ac:0.008361 0.883721 fi:0.259043. Ave ac:0.010451,0.009850 Initialization: 6.490000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.934000 Kernel 1: 0.026000 Kernel 2: 126.272003 Copyback: 0.017000 Sum: 0.027000 It 12,Best ac:0.007042 0.864865 fi:0.276739. Ave ac:0.008945,0.007547 Initialization: 6.549000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.897000 Kernel 1: 0.026000 Kernel 2: 110.348000 Copyback: 0.017000 Sum: 0.030000 It 13,Best ac:0.012541 0.876923 fi:0.258234. Ave ac:0.009860,0.008869 Initialization: 6.668000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.891000 Kernel 1: 0.025000 Kernel 2: 112.700996 Copyback: 0.017000 Sum: 0.032000 It 14,Best ac:0.004839 0.956522 fi:0.184342. Ave ac:0.009360,0.008559 Initialization: 6.602000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.873000 Kernel 1: 0.027000 Kernel 2: 108.806999 Copyback: 0.017000 Sum: 0.031000 It 15,Best ac:0.004400 0.952381 fi:0.252819. Ave ac:0.008915,0.006487 Initialization: 6.575000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.879000 Kernel 1: 0.025000 Kernel 2: 108.379997 Copyback: 0.018000 Sum: 0.033000 It 16,Best ac:0.007479 0.894737 fi:0.244530. Ave ac:0.008311,0.006121 Initialization: 6.536000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.989000 Kernel 1: 0.026000 Kernel 2: 107.785004 Copyback: 0.017000 Sum: 0.033000 It 17,Best ac:0.004839 0.880000 fi:0.247619. Ave ac:0.007452,0.005969 Initialization: 6.599000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.870000 Kernel 1: 0.026000 Kernel 2: 104.819000 Copyback: 0.017000 Sum: 0.032000 It 18,Best ac:0.007261 0.970588 fi:0.168770. Ave ac:0.009123,0.007566 Initialization: 6.572000 Memcpy Classifiers: 0.436000 Memcpy Instances: 9.086000 Kernel 1: 0.025000 Kernel 2: 106.293999 Copyback: 0.018000 Sum: 0.034000 It 19,Best ac:0.005499 0.961538 fi:0.184280. Ave ac:0.008032,0.005528 Initialization: 6.501000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.873000 Kernel 1: 0.027000 Kernel 2: 102.491997 Copyback: 0.018000 Sum: 0.028000 It 20,Best ac:0.008799 0.888889 fi:0.247728. Ave ac:0.007526,0.005232 Initialization: 6.501000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.929000 Kernel 1: 0.026000 Kernel 2: 102.921997 Copyback: 0.017000 Sum: 0.029000 It 21,Best ac:0.005059 0.958333 fi:0.179608. Ave ac:0.009503,0.005648 Initialization: 7.059000 Memcpy Classifiers: 0.401000 Memcpy Instances: 8.939000 Kernel 1: 0.024000 Kernel 2: 99.499001 Copyback: 0.017000 Sum: 0.030000 It 22,Best ac:0.004839 0.956522 fi:0.181933. Ave ac:0.006447,0.004567 Initialization: 6.581000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.895000 Kernel 1: 0.026000 Kernel 2: 100.433998 Copyback: 0.019000 Sum: 0.030000 It 23,Best ac:0.005059 1.000000 fi:0.134736. Ave ac:0.008289,0.006206 Initialization: 6.542000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.405000 Kernel 1: 0.025000 Kernel 2: 98.047997 Copyback: 0.017000 Sum: 0.030000 It 24,Best ac:0.008361 0.950000 fi:0.191338. Ave ac:0.007179,0.005473 Initialization: 6.766000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.962000 Kernel 1: 0.026000 Kernel 2: 98.891998 Copyback: 0.018000 Sum: 0.034000 It 25,Best ac:0.006379 0.966667 fi:0.175384. Ave ac:0.008529,0.006525 Initialization: 6.561000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.871000 Kernel 1: 0.025000 Kernel 2: 98.112999 Copyback: 0.017000 Sum: 0.034000 It 26,Best ac:0.005059 0.920000 fi:0.212506. Ave ac:0.008805,0.005653 Initialization: 6.614000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.925000 Kernel 1: 0.025000 Kernel 2: 97.917000 Copyback: 0.017000 Sum: 0.033000 It 27,Best ac:0.005499 0.925926 fi:0.207943. Ave ac:0.007210,0.005784 Initialization: 6.605000 Memcpy Classifiers: 0.387000 Memcpy Instances: 8.924000 Kernel 1: 0.026000 Kernel 2: 96.484001 Copyback: 0.018000 Sum: 0.032000 It 28,Best ac:0.007701 0.875000 fi:0.262865. Ave ac:0.009547,0.007216 Initialization: 6.581000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.865000 Kernel 1: 0.027000 Kernel 2: 94.019997 Copyback: 0.017000 Sum: 0.033000 It 29,Best ac:0.005281 0.960000 fi:0.172430. Ave ac:0.008487,0.007642 Initialization: 6.621000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.376000 Kernel 1: 0.024000 Kernel 2: 92.635002 Copyback: 0.018000 Sum: 0.032000 It 30,Best ac:0.005941 0.931034 fi:0.205914. Ave ac:0.007972,0.007085 Initialization: 6.604000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.925000 Kernel 1: 0.025000 Kernel 2: 94.758003 Copyback: 0.017000 Sum: 0.032000 It 31,Best ac:0.004839 0.916667 fi:0.212356. Ave ac:0.010206,0.008547 Initialization: 7.014000 Memcpy Classifiers: 0.365000 Memcpy Instances: 9.177000 Kernel 1: 0.024000 Kernel 2: 92.014999 Copyback: 0.017000 Sum: 0.027000 It 32,Best ac:0.005721 0.896552 fi:0.236695. Ave ac:0.007638,0.006033 MDL Theory Length Weight: 1.0685884903 (10) Initialization: 6.600000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.899000 Kernel 1: 0.027000 Kernel 2: 97.023003 Copyback: 0.017000 Sum: 0.030000 It 33,Best ac:0.005059 0.958333 fi:0.175875. Ave ac:0.008332,0.006466 Initialization: 21.629999 Memcpy Instances: 448.558014 Memcpy Classifiers: 0.064000 Kernel 1: 0.030000 Kernel 2: 489.610992 Copyback: 0.367000 Sum: 0.013000 Memcpy Classifiers: 0.059000 Kernel 1: 0.014000 Kernel 2: 481.364990 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 495.759003 Copyback: 0.020000 Sum: 0.004000 Memcpy Classifiers: 0.065000 Kernel 1: 0.020000 Kernel 2: 500.355988 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 492.856995 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 490.914001 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.014000 Kernel 2: 482.437012 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 492.977997 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.057000 Kernel 1: 0.013000 Kernel 2: 499.037994 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.057000 Kernel 1: 0.012000 Kernel 2: 495.113007 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 500.757996 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.012000 Kernel 2: 506.477997 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 482.903015 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 245.552002 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.005007 0.834923 fi:0.294341. Ave ac:0.007968,0.027560 Best acc 0.005007 0.834923 Initialization: 6.724000 Memcpy Classifiers: 0.595000 Memcpy Instances: 9.069000 Kernel 1: 0.026000 Kernel 2: 111.132004 Copyback: 0.017000 Sum: 0.035000 Initial population average accuracy1:0.004828 accuracy2:0.261371 Initialization: 6.605000 Memcpy Classifiers: 0.506000 Memcpy Instances: 8.895000 Kernel 1: 0.025000 Kernel 2: 115.940002 Copyback: 0.017000 Sum: 0.059000 It 0,Best ac:0.010561 0.545455 fi:0.552435. Ave ac:0.009922,0.013467 Initialization: 6.980000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.931000 Kernel 1: 0.023000 Kernel 2: 129.912003 Copyback: 0.017000 Sum: 0.030000 It 1,Best ac:0.014525 0.673469 fi:0.422990. Ave ac:0.015467,0.019617 Initialization: 6.732000 Memcpy Classifiers: 0.418000 Memcpy Instances: 8.915000 Kernel 1: 0.024000 Kernel 2: 113.552002 Copyback: 0.017000 Sum: 0.036000 It 2,Best ac:0.010999 0.735294 fi:0.362437. Ave ac:0.017475,0.023715 Initialization: 6.620000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.876000 Kernel 1: 0.023000 Kernel 2: 110.707001 Copyback: 0.018000 Sum: 0.031000 It 3,Best ac:0.008361 0.808511 fi:0.290171. Ave ac:0.017028,0.021565 Initialization: 6.530000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.912000 Kernel 1: 0.026000 Kernel 2: 109.352997 Copyback: 0.017000 Sum: 0.026000 It 4,Best ac:0.006821 0.861111 fi:0.238125. Ave ac:0.013954,0.015708 Initialization: 6.644000 Memcpy Classifiers: 0.418000 Memcpy Instances: 9.269000 Kernel 1: 0.026000 Kernel 2: 110.382004 Copyback: 0.017000 Sum: 0.027000 It 5,Best ac:0.005501 0.862069 fi:0.237642. Ave ac:0.013372,0.013271 Initialization: 6.479000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.937000 Kernel 1: 0.025000 Kernel 2: 114.408997 Copyback: 0.017000 Sum: 0.026000 It 6,Best ac:0.004840 0.846154 fi:0.253795. Ave ac:0.012052,0.014650 Initialization: 8.709000 Memcpy Classifiers: 0.418000 Memcpy Instances: 9.413000 Kernel 1: 0.024000 Kernel 2: 115.140999 Copyback: 0.017000 Sum: 0.026000 It 7,Best ac:0.009681 0.800000 fi:0.298206. Ave ac:0.010394,0.013672 Initialization: 6.533000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.976000 Kernel 1: 0.023000 Kernel 2: 112.669998 Copyback: 0.017000 Sum: 0.029000 It 8,Best ac:0.004840 0.956522 fi:0.143427. Ave ac:0.012907,0.016017 Initialization: 6.696000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.601000 Kernel 1: 0.024000 Kernel 2: 106.931000 Copyback: 0.018000 Sum: 0.032000 It 9,Best ac:0.005281 0.923077 fi:0.176713. Ave ac:0.010191,0.012335 Iteration 10:MDL fitness activated Error 0.176713 TL 0.026453 MDL Theory Length Weight: 2.2267281461 (2) Initialization: 6.754000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.894000 Kernel 1: 0.024000 Kernel 2: 109.723000 Copyback: 0.017000 Sum: 0.033000 It 10,Best ac:0.006819 0.885714 fi:0.259698. Ave ac:0.010529,0.012343 Initialization: 6.542000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.880000 Kernel 1: 0.027000 Kernel 2: 96.557999 Copyback: 0.017000 Sum: 0.031000 It 11,Best ac:0.004840 0.916667 fi:0.239092. Ave ac:0.009197,0.012100 Initialization: 6.661000 Memcpy Classifiers: 0.400000 Memcpy Instances: 9.337000 Kernel 1: 0.023000 Kernel 2: 96.336998 Copyback: 0.017000 Sum: 0.034000 It 12,Best ac:0.004840 0.916667 fi:0.220707. Ave ac:0.008995,0.010313 Initialization: 6.542000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.875000 Kernel 1: 0.026000 Kernel 2: 95.144997 Copyback: 0.017000 Sum: 0.033000 It 13,Best ac:0.006819 0.939394 fi:0.211481. Ave ac:0.010883,0.012698 Initialization: 6.556000 Memcpy Classifiers: 0.373000 Memcpy Instances: 9.000000 Kernel 1: 0.023000 Kernel 2: 87.572998 Copyback: 0.017000 Sum: 0.033000 It 14,Best ac:0.005721 0.962963 fi:0.187886. Ave ac:0.010305,0.010689 Initialization: 6.613000 Memcpy Classifiers: 0.340000 Memcpy Instances: 9.347000 Kernel 1: 0.025000 Kernel 2: 84.467003 Copyback: 0.016000 Sum: 0.031000 It 15,Best ac:0.004619 1.000000 fi:0.185083. Ave ac:0.008798,0.011392 Initialization: 6.560000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.930000 Kernel 1: 0.024000 Kernel 2: 80.674004 Copyback: 0.017000 Sum: 0.031000 It 16,Best ac:0.006599 0.937500 fi:0.194905. Ave ac:0.006835,0.008454 Initialization: 6.567000 Memcpy Classifiers: 0.358000 Memcpy Instances: 8.903000 Kernel 1: 0.025000 Kernel 2: 78.752998 Copyback: 0.020000 Sum: 0.029000 It 17,Best ac:0.005719 0.866667 fi:0.295018. Ave ac:0.006743,0.009860 Initialization: 6.582000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.871000 Kernel 1: 0.024000 Kernel 2: 78.068001 Copyback: 0.017000 Sum: 0.028000 It 18,Best ac:0.004619 0.954545 fi:0.214291. Ave ac:0.009443,0.013435 Initialization: 6.751000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.973000 Kernel 1: 0.023000 Kernel 2: 76.677002 Copyback: 0.017000 Sum: 0.024000 It 19,Best ac:0.006599 0.909091 fi:0.224433. Ave ac:0.009846,0.013687 Initialization: 6.518000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.921000 Kernel 1: 0.023000 Kernel 2: 75.682999 Copyback: 0.018000 Sum: 0.024000 It 20,Best ac:0.009239 0.875000 fi:0.256174. Ave ac:0.007733,0.009187 Initialization: 7.707000 Memcpy Classifiers: 0.265000 Memcpy Instances: 8.968000 Kernel 1: 0.021000 Kernel 2: 76.394997 Copyback: 0.017000 Sum: 0.025000 It 21,Best ac:0.006379 0.966667 fi:0.181581. Ave ac:0.009256,0.009697 Initialization: 6.704000 Memcpy Classifiers: 0.284000 Memcpy Instances: 9.324000 Kernel 1: 0.024000 Kernel 2: 74.598999 Copyback: 0.017000 Sum: 0.024000 It 22,Best ac:0.007921 1.000000 fi:0.128979. Ave ac:0.009538,0.011051 Initialization: 6.778000 Memcpy Classifiers: 0.285000 Memcpy Instances: 8.876000 Kernel 1: 0.023000 Kernel 2: 73.696999 Copyback: 0.018000 Sum: 0.024000 It 23,Best ac:0.005281 1.000000 fi:0.140985. Ave ac:0.008491,0.007251 Initialization: 6.534000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.938000 Kernel 1: 0.023000 Kernel 2: 72.884003 Copyback: 0.017000 Sum: 0.026000 It 24,Best ac:0.006821 0.968750 fi:0.159634. Ave ac:0.006560,0.007157 Initialization: 6.579000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.915000 Kernel 1: 0.023000 Kernel 2: 75.933998 Copyback: 0.018000 Sum: 0.027000 It 25,Best ac:0.005059 0.958333 fi:0.178638. Ave ac:0.007513,0.011123 Initialization: 6.580000 Memcpy Classifiers: 0.293000 Memcpy Instances: 8.904000 Kernel 1: 0.023000 Kernel 2: 73.376999 Copyback: 0.017000 Sum: 0.022000 It 26,Best ac:0.005061 0.851852 fi:0.287554. Ave ac:0.007961,0.008182 Initialization: 6.584000 Memcpy Classifiers: 0.265000 Memcpy Instances: 8.985000 Kernel 1: 0.021000 Kernel 2: 74.651001 Copyback: 0.017000 Sum: 0.025000 It 27,Best ac:0.005059 0.851852 fi:0.282130. Ave ac:0.006073,0.009730 Initialization: 6.588000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.861000 Kernel 1: 0.025000 Kernel 2: 75.577003 Copyback: 0.017000 Sum: 0.022000 It 28,Best ac:0.009459 0.955556 fi:0.176251. Ave ac:0.010910,0.015069 Initialization: 6.682000 Memcpy Classifiers: 0.227000 Memcpy Instances: 8.871000 Kernel 1: 0.023000 Kernel 2: 73.810997 Copyback: 0.017000 Sum: 0.020000 It 29,Best ac:0.005061 0.920000 fi:0.213893. Ave ac:0.010042,0.015268 Initialization: 6.544000 Memcpy Classifiers: 0.283000 Memcpy Instances: 9.403000 Kernel 1: 0.023000 Kernel 2: 76.164001 Copyback: 0.017000 Sum: 0.023000 It 30,Best ac:0.005939 1.000000 fi:0.140748. Ave ac:0.010824,0.011458 Initialization: 6.642000 Memcpy Classifiers: 0.265000 Memcpy Instances: 8.885000 Kernel 1: 0.024000 Kernel 2: 73.389000 Copyback: 0.017000 Sum: 0.024000 It 31,Best ac:0.006161 0.965517 fi:0.182871. Ave ac:0.008214,0.010075 MDL Theory Length Weight: 2.0040553315 (10) Initialization: 6.620000 Memcpy Classifiers: 0.266000 Memcpy Instances: 8.919000 Kernel 1: 0.022000 Kernel 2: 75.296997 Copyback: 0.017000 Sum: 0.025000 It 32,Best ac:0.004399 0.952381 fi:0.235952. Ave ac:0.007133,0.009383 Initialization: 6.585000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.884000 Kernel 1: 0.024000 Kernel 2: 76.212997 Copyback: 0.017000 Sum: 0.023000 It 33,Best ac:0.008139 0.902439 fi:0.223309. Ave ac:0.010399,0.014068 Initialization: 21.278999 Memcpy Instances: 450.628998 Memcpy Classifiers: 0.052000 Kernel 1: 0.028000 Kernel 2: 401.712006 Copyback: 0.015000 Sum: 0.009000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 397.799011 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.013000 Kernel 2: 396.347992 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.012000 Kernel 2: 404.821014 Copyback: 0.370000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.012000 Kernel 2: 397.101990 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.012000 Kernel 2: 396.989014 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.013000 Kernel 2: 394.329987 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.013000 Kernel 2: 402.514008 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.012000 Kernel 2: 405.406006 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.012000 Kernel 2: 398.572998 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.012000 Kernel 2: 403.450012 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.013000 Kernel 2: 409.217010 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.013000 Kernel 2: 387.453003 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.014000 Kernel 2: 207.990997 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.004822 0.846332 fi:0.287306. Ave ac:0.008232,0.029727 Best acc 0.004822 0.846332 Rule:Att PSSM_0_1 is [>3.103159]|Att PSSM_0_2 is [<-3.282827]|Att PSSM_0_12 is [-5.511263,-3.989405]|Att PSSM_4_12 is [-5.442222,-0.557778]|1 Accuracy : 0.725961 0 1 162881 1199 63101 7457 Removed 1295 instances. 225982 Instances left. Acc of rule 0.004822-0.846332 Initialization: 6.650000 Memcpy Classifiers: 0.509000 Memcpy Instances: 8.921000 Kernel 1: 0.026000 Kernel 2: 108.022003 Copyback: 0.018000 Sum: 0.042000 Initial population average accuracy1:0.005444 accuracy2:0.259404 Initialization: 6.513000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.863000 Kernel 1: 0.026000 Kernel 2: 112.541000 Copyback: 0.017000 Sum: 0.033000 It 0,Best ac:0.005752 0.722222 fi:0.377374. Ave ac:0.011241,0.016817 Initialization: 6.489000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.884000 Kernel 1: 0.025000 Kernel 2: 119.397003 Copyback: 0.017000 Sum: 0.032000 It 1,Best ac:0.006417 0.644444 fi:0.454910. Ave ac:0.014872,0.018491 Initialization: 6.527000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.886000 Kernel 1: 0.027000 Kernel 2: 116.070000 Copyback: 0.017000 Sum: 0.031000 It 2,Best ac:0.009071 0.683333 fi:0.415054. Ave ac:0.014874,0.016843 Initialization: 6.521000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.909000 Kernel 1: 0.024000 Kernel 2: 114.375000 Copyback: 0.026000 Sum: 0.038000 It 3,Best ac:0.009071 0.672131 fi:0.426256. Ave ac:0.015521,0.016696 Initialization: 6.478000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.897000 Kernel 1: 0.023000 Kernel 2: 114.168999 Copyback: 0.017000 Sum: 0.031000 It 4,Best ac:0.008852 0.816327 fi:0.282141. Ave ac:0.017724,0.019358 Initialization: 6.607000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.927000 Kernel 1: 0.024000 Kernel 2: 109.164001 Copyback: 0.017000 Sum: 0.029000 It 5,Best ac:0.006195 0.756757 fi:0.342678. Ave ac:0.014534,0.016207 Initialization: 6.931000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.863000 Kernel 1: 0.024000 Kernel 2: 111.205002 Copyback: 0.017000 Sum: 0.029000 It 6,Best ac:0.006417 0.805556 fi:0.293798. Ave ac:0.014752,0.015992 Initialization: 6.600000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.969000 Kernel 1: 0.023000 Kernel 2: 108.785004 Copyback: 0.017000 Sum: 0.027000 It 7,Best ac:0.006860 0.837838 fi:0.261355. Ave ac:0.013096,0.014341 Initialization: 6.507000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.851000 Kernel 1: 0.026000 Kernel 2: 106.220001 Copyback: 0.017000 Sum: 0.027000 It 8,Best ac:0.004867 0.814815 fi:0.285103. Ave ac:0.013507,0.014756 Initialization: 6.596000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.095000 Kernel 1: 0.027000 Kernel 2: 108.917000 Copyback: 0.017000 Sum: 0.027000 It 9,Best ac:0.004647 0.954545 fi:0.145453. Ave ac:0.013414,0.014981 Iteration 10:MDL fitness activated Error 0.145453 TL 0.031963 MDL Theory Length Weight: 1.5169011103 (1) Initialization: 6.622000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.872000 Kernel 1: 0.024000 Kernel 2: 108.747002 Copyback: 0.018000 Sum: 0.029000 It 10,Best ac:0.005973 0.900000 fi:0.247894. Ave ac:0.011141,0.009976 Initialization: 6.536000 Memcpy Classifiers: 0.380000 Memcpy Instances: 10.018000 Kernel 1: 0.025000 Kernel 2: 107.884003 Copyback: 0.018000 Sum: 0.027000 It 11,Best ac:0.004646 0.840000 fi:0.324374. Ave ac:0.010606,0.011261 Initialization: 6.538000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.870000 Kernel 1: 0.025000 Kernel 2: 106.380997 Copyback: 0.371000 Sum: 0.029000 It 12,Best ac:0.004646 0.875000 fi:0.274955. Ave ac:0.009853,0.011346 Initialization: 7.012000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.923000 Kernel 1: 0.026000 Kernel 2: 104.959999 Copyback: 0.017000 Sum: 0.029000 It 13,Best ac:0.005310 0.923077 fi:0.224149. Ave ac:0.010232,0.010068 Initialization: 6.615000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.858000 Kernel 1: 0.027000 Kernel 2: 106.393997 Copyback: 0.017000 Sum: 0.027000 It 14,Best ac:0.005532 0.925926 fi:0.223676. Ave ac:0.007029,0.009644 Initialization: 6.547000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.027000 Kernel 1: 0.026000 Kernel 2: 104.389000 Copyback: 0.017000 Sum: 0.028000 It 15,Best ac:0.005310 0.888889 fi:0.266325. Ave ac:0.009763,0.009604 Initialization: 7.473000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.834000 Kernel 1: 0.026000 Kernel 2: 102.660004 Copyback: 0.018000 Sum: 0.030000 It 16,Best ac:0.005752 0.928571 fi:0.221720. Ave ac:0.009101,0.007788 Initialization: 7.012000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.928000 Kernel 1: 0.026000 Kernel 2: 104.402000 Copyback: 0.018000 Sum: 0.031000 It 17,Best ac:0.005310 0.960000 fi:0.188729. Ave ac:0.008193,0.007213 Initialization: 6.524000 Memcpy Classifiers: 0.403000 Memcpy Instances: 8.851000 Kernel 1: 0.026000 Kernel 2: 104.466003 Copyback: 0.017000 Sum: 0.028000 It 18,Best ac:0.008850 0.909091 fi:0.223598. Ave ac:0.007745,0.005449 Initialization: 6.543000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.871000 Kernel 1: 0.026000 Kernel 2: 104.320000 Copyback: 0.018000 Sum: 0.028000 It 19,Best ac:0.005752 0.787879 fi:0.356436. Ave ac:0.005536,0.003267 Initialization: 6.901000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.870000 Kernel 1: 0.026000 Kernel 2: 102.481003 Copyback: 0.017000 Sum: 0.030000 It 20,Best ac:0.006858 0.837838 fi:0.308714. Ave ac:0.007382,0.004790 Initialization: 6.570000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.924000 Kernel 1: 0.026000 Kernel 2: 103.162003 Copyback: 0.017000 Sum: 0.030000 It 21,Best ac:0.006416 0.906250 fi:0.248002. Ave ac:0.006296,0.003313 Initialization: 6.581000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.896000 Kernel 1: 0.026000 Kernel 2: 101.237000 Copyback: 0.018000 Sum: 0.029000 It 22,Best ac:0.005310 0.960000 fi:0.200081. Ave ac:0.006497,0.003357 Initialization: 6.540000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.952000 Kernel 1: 0.025000 Kernel 2: 104.032997 Copyback: 0.017000 Sum: 0.033000 It 23,Best ac:0.005090 0.884615 fi:0.267284. Ave ac:0.006985,0.004489 Initialization: 7.064000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.831000 Kernel 1: 0.024000 Kernel 2: 103.987999 Copyback: 0.018000 Sum: 0.028000 It 24,Best ac:0.007303 0.891892 fi:0.255517. Ave ac:0.004791,0.002761 Initialization: 6.532000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.116000 Kernel 1: 0.024000 Kernel 2: 102.591003 Copyback: 0.017000 Sum: 0.031000 It 25,Best ac:0.004647 0.954545 fi:0.201561. Ave ac:0.007126,0.004779 Initialization: 6.561000 Memcpy Classifiers: 0.362000 Memcpy Instances: 10.223000 Kernel 1: 0.025000 Kernel 2: 99.607002 Copyback: 0.018000 Sum: 0.032000 It 26,Best ac:0.005973 0.931034 fi:0.216880. Ave ac:0.007249,0.004230 MDL Theory Length Weight: 1.3652109993 (10) Initialization: 6.990000 Memcpy Classifiers: 0.556000 Memcpy Instances: 8.863000 Kernel 1: 0.027000 Kernel 2: 100.959999 Copyback: 0.018000 Sum: 0.029000 It 27,Best ac:0.005310 0.857143 fi:0.277160. Ave ac:0.005904,0.003325 Initialization: 6.622000 Memcpy Classifiers: 0.430000 Memcpy Instances: 8.914000 Kernel 1: 0.024000 Kernel 2: 101.862999 Copyback: 0.017000 Sum: 0.031000 It 28,Best ac:0.005090 0.851852 fi:0.291063. Ave ac:0.007156,0.004434 Initialization: 6.592000 Memcpy Classifiers: 0.361000 Memcpy Instances: 9.869000 Kernel 1: 0.025000 Kernel 2: 100.622002 Copyback: 0.018000 Sum: 0.033000 It 29,Best ac:0.005532 0.892857 fi:0.250577. Ave ac:0.006797,0.003659 Initialization: 6.471000 Memcpy Classifiers: 0.372000 Memcpy Instances: 8.973000 Kernel 1: 0.026000 Kernel 2: 100.608002 Copyback: 0.017000 Sum: 0.030000 It 30,Best ac:0.004868 0.916667 fi:0.230765. Ave ac:0.008147,0.004597 Initialization: 6.632000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.865000 Kernel 1: 0.027000 Kernel 2: 101.073997 Copyback: 0.018000 Sum: 0.032000 It 31,Best ac:0.005090 0.920000 fi:0.216240. Ave ac:0.005850,0.003017 Initialization: 6.480000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.909000 Kernel 1: 0.026000 Kernel 2: 101.180000 Copyback: 0.017000 Sum: 0.028000 It 32,Best ac:0.007522 0.971429 fi:0.166374. Ave ac:0.006243,0.002938 Initialization: 6.579000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.902000 Kernel 1: 0.026000 Kernel 2: 102.365997 Copyback: 0.017000 Sum: 0.030000 It 33,Best ac:0.005311 0.923077 fi:0.219724. Ave ac:0.007218,0.004468 Initialization: 21.225000 Memcpy Instances: 446.976013 Memcpy Classifiers: 0.065000 Kernel 1: 0.028000 Kernel 2: 527.297974 Copyback: 0.015000 Sum: 0.011000 Memcpy Classifiers: 0.059000 Kernel 1: 0.015000 Kernel 2: 507.351013 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.014000 Kernel 2: 528.653015 Copyback: 0.021000 Sum: 0.004000 Memcpy Classifiers: 0.067000 Kernel 1: 0.022000 Kernel 2: 519.041016 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.014000 Kernel 2: 511.709015 Copyback: 0.020000 Sum: 0.004000 Memcpy Classifiers: 0.066000 Kernel 1: 0.020000 Kernel 2: 524.255005 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.015000 Kernel 2: 519.098022 Copyback: 0.368000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 517.671997 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 529.828979 Copyback: 0.017000 Sum: 0.003000 Memcpy Classifiers: 0.065000 Kernel 1: 0.017000 Kernel 2: 510.053009 Copyback: 0.279000 Sum: 0.004000 Memcpy Classifiers: 0.066000 Kernel 1: 0.021000 Kernel 2: 529.888000 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 521.088013 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 526.085022 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.057000 Kernel 1: 0.016000 Kernel 2: 278.239990 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.006527 0.789192 fi:0.348973. Ave ac:0.007125,0.024175 Best acc 0.006527 0.789192 Initialization: 6.535000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.965000 Kernel 1: 0.026000 Kernel 2: 110.727997 Copyback: 0.017000 Sum: 0.034000 Initial population average accuracy1:0.006951 accuracy2:0.269744 Initialization: 6.532000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.969000 Kernel 1: 0.025000 Kernel 2: 115.627998 Copyback: 0.017000 Sum: 0.059000 It 0,Best ac:0.008407 0.678571 fi:0.420057. Ave ac:0.013263,0.019224 Initialization: 7.071000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.885000 Kernel 1: 0.024000 Kernel 2: 118.170998 Copyback: 0.017000 Sum: 0.031000 It 1,Best ac:0.004425 0.714286 fi:0.427904. Ave ac:0.015227,0.020541 Initialization: 6.595000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.898000 Kernel 1: 0.026000 Kernel 2: 118.032997 Copyback: 0.018000 Sum: 0.029000 It 2,Best ac:0.009956 0.703125 fi:0.394940. Ave ac:0.014447,0.015789 Initialization: 6.677000 Memcpy Classifiers: 0.462000 Memcpy Instances: 8.872000 Kernel 1: 0.024000 Kernel 2: 114.870003 Copyback: 0.017000 Sum: 0.029000 It 3,Best ac:0.005973 0.729730 fi:0.369785. Ave ac:0.012676,0.014196 Initialization: 6.613000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.382000 Kernel 1: 0.024000 Kernel 2: 115.416000 Copyback: 0.017000 Sum: 0.030000 It 4,Best ac:0.004646 0.840000 fi:0.259999. Ave ac:0.012625,0.013066 Initialization: 6.502000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.861000 Kernel 1: 0.024000 Kernel 2: 114.285004 Copyback: 0.017000 Sum: 0.027000 It 5,Best ac:0.009073 0.759259 fi:0.339128. Ave ac:0.012288,0.014840 Initialization: 6.466000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.867000 Kernel 1: 0.026000 Kernel 2: 118.251999 Copyback: 0.017000 Sum: 0.028000 It 6,Best ac:0.004426 0.869565 fi:0.272625. Ave ac:0.012183,0.013042 Initialization: 6.546000 Memcpy Classifiers: 0.452000 Memcpy Instances: 9.074000 Kernel 1: 0.026000 Kernel 2: 116.168999 Copyback: 0.018000 Sum: 0.029000 It 7,Best ac:0.005311 0.857143 fi:0.242614. Ave ac:0.012024,0.011916 Initialization: 6.513000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.868000 Kernel 1: 0.025000 Kernel 2: 111.727997 Copyback: 0.017000 Sum: 0.031000 It 8,Best ac:0.006858 0.794872 fi:0.304321. Ave ac:0.011851,0.011091 Initialization: 6.500000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.896000 Kernel 1: 0.025000 Kernel 2: 113.237999 Copyback: 0.018000 Sum: 0.029000 It 9,Best ac:0.005090 0.766667 fi:0.333171. Ave ac:0.012910,0.011304 Iteration 10:MDL fitness activated Error 0.333171 TL 0.039349 MDL Theory Length Weight: 2.8223580317 (3) Initialization: 6.772000 Memcpy Classifiers: 0.401000 Memcpy Instances: 8.883000 Kernel 1: 0.025000 Kernel 2: 111.528999 Copyback: 0.017000 Sum: 0.027000 It 10,Best ac:0.005088 0.884615 fi:0.305255. Ave ac:0.011432,0.009662 Initialization: 6.634000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.850000 Kernel 1: 0.025000 Kernel 2: 108.023003 Copyback: 0.375000 Sum: 0.027000 It 11,Best ac:0.008407 0.863636 fi:0.316381. Ave ac:0.012219,0.011691 Initialization: 6.491000 Memcpy Classifiers: 0.434000 Memcpy Instances: 10.654000 Kernel 1: 0.023000 Kernel 2: 110.617996 Copyback: 0.017000 Sum: 0.037000 It 12,Best ac:0.004647 0.913043 fi:0.290334. Ave ac:0.011857,0.010893 Initialization: 6.542000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.926000 Kernel 1: 0.025000 Kernel 2: 102.446999 Copyback: 0.019000 Sum: 0.039000 It 13,Best ac:0.009071 0.820000 fi:0.347526. Ave ac:0.011402,0.010229 Initialization: 6.501000 Memcpy Classifiers: 0.351000 Memcpy Instances: 9.082000 Kernel 1: 0.025000 Kernel 2: 103.864998 Copyback: 0.017000 Sum: 0.029000 It 14,Best ac:0.004868 0.916667 fi:0.283954. Ave ac:0.013379,0.011970 Initialization: 6.529000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.325000 Kernel 1: 0.024000 Kernel 2: 97.436996 Copyback: 0.017000 Sum: 0.031000 It 15,Best ac:0.005090 0.920000 fi:0.279458. Ave ac:0.012448,0.011248 Initialization: 6.710000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.883000 Kernel 1: 0.024000 Kernel 2: 94.500000 Copyback: 0.019000 Sum: 0.036000 It 16,Best ac:0.005310 0.923077 fi:0.267295. Ave ac:0.013229,0.011209 Initialization: 6.494000 Memcpy Classifiers: 0.364000 Memcpy Instances: 8.890000 Kernel 1: 0.025000 Kernel 2: 94.566002 Copyback: 0.018000 Sum: 0.034000 It 17,Best ac:0.006639 0.882353 fi:0.275252. Ave ac:0.011879,0.009765 Initialization: 6.698000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.045000 Kernel 1: 0.027000 Kernel 2: 92.346001 Copyback: 0.017000 Sum: 0.033000 It 18,Best ac:0.012835 0.828571 fi:0.344997. Ave ac:0.010692,0.008836 Initialization: 6.525000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.946000 Kernel 1: 0.025000 Kernel 2: 95.152000 Copyback: 0.017000 Sum: 0.034000 It 19,Best ac:0.006417 0.935484 fi:0.225206. Ave ac:0.011724,0.009679 Initialization: 6.475000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.917000 Kernel 1: 0.026000 Kernel 2: 92.708000 Copyback: 0.018000 Sum: 0.033000 It 20,Best ac:0.007524 0.850000 fi:0.330416. Ave ac:0.009598,0.007966 Initialization: 6.485000 Memcpy Classifiers: 0.339000 Memcpy Instances: 8.911000 Kernel 1: 0.025000 Kernel 2: 92.439003 Copyback: 0.018000 Sum: 0.032000 It 21,Best ac:0.007081 0.864865 fi:0.304186. Ave ac:0.010217,0.008244 Initialization: 6.600000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.853000 Kernel 1: 0.026000 Kernel 2: 92.292999 Copyback: 0.017000 Sum: 0.032000 It 22,Best ac:0.004646 0.913043 fi:0.259929. Ave ac:0.009272,0.008689 Initialization: 6.714000 Memcpy Classifiers: 0.352000 Memcpy Instances: 10.002000 Kernel 1: 0.026000 Kernel 2: 92.509003 Copyback: 0.018000 Sum: 0.036000 It 23,Best ac:0.005752 0.896552 fi:0.289364. Ave ac:0.010302,0.009751 Initialization: 6.621000 Memcpy Classifiers: 0.364000 Memcpy Instances: 8.892000 Kernel 1: 0.025000 Kernel 2: 90.303001 Copyback: 0.018000 Sum: 0.032000 It 24,Best ac:0.006416 0.878788 fi:0.276031. Ave ac:0.008632,0.007304 Initialization: 6.754000 Memcpy Classifiers: 0.342000 Memcpy Instances: 9.071000 Kernel 1: 0.025000 Kernel 2: 93.328003 Copyback: 0.017000 Sum: 0.031000 It 25,Best ac:0.005311 0.923077 fi:0.238784. Ave ac:0.010378,0.008676 Initialization: 6.485000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.941000 Kernel 1: 0.025000 Kernel 2: 93.458000 Copyback: 0.017000 Sum: 0.034000 It 26,Best ac:0.004646 0.954545 fi:0.214731. Ave ac:0.010515,0.008942 Initialization: 6.710000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.856000 Kernel 1: 0.026000 Kernel 2: 93.808998 Copyback: 0.017000 Sum: 0.031000 It 27,Best ac:0.007522 0.918919 fi:0.280735. Ave ac:0.011371,0.010008 Initialization: 6.605000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.920000 Kernel 1: 0.025000 Kernel 2: 96.244003 Copyback: 0.018000 Sum: 0.029000 It 28,Best ac:0.004646 0.913043 fi:0.242978. Ave ac:0.011439,0.009394 Initialization: 6.583000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.889000 Kernel 1: 0.025000 Kernel 2: 96.442001 Copyback: 0.017000 Sum: 0.031000 It 29,Best ac:0.006637 0.909091 fi:0.249248. Ave ac:0.011635,0.009685 Initialization: 6.524000 Memcpy Classifiers: 0.351000 Memcpy Instances: 10.988000 Kernel 1: 0.025000 Kernel 2: 98.382004 Copyback: 0.018000 Sum: 0.031000 It 30,Best ac:0.006858 0.885714 fi:0.281716. Ave ac:0.011539,0.010114 Initialization: 6.516000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.847000 Kernel 1: 0.026000 Kernel 2: 94.738998 Copyback: 0.020000 Sum: 0.033000 It 31,Best ac:0.005088 0.920000 fi:0.226659. Ave ac:0.011265,0.009407 Initialization: 6.574000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.869000 Kernel 1: 0.024000 Kernel 2: 95.558998 Copyback: 0.017000 Sum: 0.032000 It 32,Best ac:0.005310 0.960000 fi:0.214925. Ave ac:0.010352,0.009669 Initialization: 6.512000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.855000 Kernel 1: 0.058000 Kernel 2: 93.726997 Copyback: 0.018000 Sum: 0.032000 It 33,Best ac:0.007522 0.871795 fi:0.280125. Ave ac:0.008577,0.007617 Initialization: 21.259001 Memcpy Instances: 445.001007 Memcpy Classifiers: 0.063000 Kernel 1: 0.027000 Kernel 2: 485.828003 Copyback: 0.015000 Sum: 0.012000 Memcpy Classifiers: 0.055000 Kernel 1: 0.015000 Kernel 2: 476.126007 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.061000 Kernel 1: 0.016000 Kernel 2: 480.302002 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.056000 Kernel 1: 0.012000 Kernel 2: 491.378998 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 481.169006 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 468.981995 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.012000 Kernel 2: 483.786987 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 478.500000 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.014000 Kernel 2: 476.609009 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.062000 Kernel 1: 0.014000 Kernel 2: 473.089996 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.060000 Kernel 1: 0.012000 Kernel 2: 471.794006 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.012000 Kernel 2: 483.408997 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.062000 Kernel 1: 0.015000 Kernel 2: 474.014008 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.057000 Kernel 1: 0.012000 Kernel 2: 240.158005 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.005275 0.758752 fi:0.387839. Ave ac:0.009391,0.032879 Best acc 0.005275 0.758752 Rule:Att PSSM_-4_16 is [<-0.178833]|Att PSSM_-3_10 is [>-2.081575]|Att PSSM_-3_14 is [<5.302576]|Att PSSM_-2_7 is [-6.184042,-1.815958]|Att PSSM_-2_18 is [<7.126171]|Att PSSM_-1_12 is [<7.430901]|Att PSSM_-1_20 is [>-0.900178]|Att PSSM_0_12 is [<-2.081368]|Att PSSM_1_15 is [<4.896387]|Att PSSM_2_12 is [<-0.841203]|Att PSSM_2_15 is [<1.868467]|Att PSSM_4_12 is [<-0.780508]|1 Accuracy : 0.730568 0 1 162487 1593 61626 8932 Removed 1869 instances. 224113 Instances left. Acc of rule 0.006527-0.789192 Initialization: 6.726000 Memcpy Classifiers: 0.559000 Memcpy Instances: 8.885000 Kernel 1: 0.027000 Kernel 2: 112.554001 Copyback: 0.017000 Sum: 0.033000 Initial population average accuracy1:0.006049 accuracy2:0.251498 Initialization: 7.603000 Memcpy Classifiers: 0.471000 Memcpy Instances: 8.863000 Kernel 1: 0.025000 Kernel 2: 116.013000 Copyback: 0.018000 Sum: 0.048000 It 0,Best ac:0.006918 0.553571 fi:0.545561. Ave ac:0.011900,0.019007 Initialization: 6.554000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.904000 Kernel 1: 0.024000 Kernel 2: 119.542000 Copyback: 0.017000 Sum: 0.031000 It 1,Best ac:0.003793 0.850000 fi:0.403712. Ave ac:0.016684,0.021072 Initialization: 6.962000 Memcpy Classifiers: 0.427000 Memcpy Instances: 8.852000 Kernel 1: 0.025000 Kernel 2: 113.287003 Copyback: 0.017000 Sum: 0.029000 It 2,Best ac:0.009592 0.811321 fi:0.286824. Ave ac:0.015277,0.017840 Initialization: 6.567000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.850000 Kernel 1: 0.023000 Kernel 2: 114.491997 Copyback: 0.017000 Sum: 0.030000 It 3,Best ac:0.005355 0.774194 fi:0.325516. Ave ac:0.017973,0.021447 Initialization: 6.592000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.965000 Kernel 1: 0.023000 Kernel 2: 108.166000 Copyback: 0.017000 Sum: 0.032000 It 4,Best ac:0.005578 0.735294 fi:0.364333. Ave ac:0.018072,0.024537 Initialization: 6.909000 Memcpy Classifiers: 0.403000 Memcpy Instances: 8.888000 Kernel 1: 0.022000 Kernel 2: 102.169998 Copyback: 0.018000 Sum: 0.029000 It 5,Best ac:0.004684 0.807692 fi:0.292267. Ave ac:0.015507,0.019828 Initialization: 6.536000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.876000 Kernel 1: 0.024000 Kernel 2: 105.915001 Copyback: 0.017000 Sum: 0.027000 It 6,Best ac:0.005130 0.920000 fi:0.179794. Ave ac:0.013075,0.016496 Initialization: 6.558000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.884000 Kernel 1: 0.024000 Kernel 2: 103.166000 Copyback: 0.017000 Sum: 0.026000 It 7,Best ac:0.013387 0.750000 fi:0.346738. Ave ac:0.013979,0.019787 Initialization: 6.541000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.944000 Kernel 1: 0.023000 Kernel 2: 101.917000 Copyback: 0.017000 Sum: 0.028000 It 8,Best ac:0.005801 0.866667 fi:0.232878. Ave ac:0.017249,0.020331 Initialization: 6.503000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.868000 Kernel 1: 0.023000 Kernel 2: 96.103996 Copyback: 0.017000 Sum: 0.028000 It 9,Best ac:0.005577 0.833333 fi:0.266296. Ave ac:0.016495,0.020801 Iteration 10:MDL fitness activated Error 0.266296 TL 0.027574 MDL Theory Length Weight: 3.2191838122 (4) Initialization: 6.538000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.862000 Kernel 1: 0.025000 Kernel 2: 98.459000 Copyback: 0.017000 Sum: 0.028000 It 10,Best ac:0.006472 0.878788 fi:0.296749. Ave ac:0.011534,0.011844 Initialization: 6.621000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.891000 Kernel 1: 0.025000 Kernel 2: 99.098000 Copyback: 0.017000 Sum: 0.033000 It 11,Best ac:0.005801 0.866667 fi:0.303702. Ave ac:0.014187,0.015306 Initialization: 6.542000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.837000 Kernel 1: 0.024000 Kernel 2: 95.373001 Copyback: 0.017000 Sum: 0.032000 It 12,Best ac:0.004461 0.869565 fi:0.345173. Ave ac:0.011971,0.013523 Initialization: 6.515000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.933000 Kernel 1: 0.024000 Kernel 2: 94.212997 Copyback: 0.017000 Sum: 0.032000 It 13,Best ac:0.004461 0.952381 fi:0.243308. Ave ac:0.012837,0.016930 Initialization: 6.802000 Memcpy Classifiers: 0.382000 Memcpy Instances: 8.886000 Kernel 1: 0.024000 Kernel 2: 93.865997 Copyback: 0.017000 Sum: 0.032000 It 14,Best ac:0.006246 0.848485 fi:0.331795. Ave ac:0.012189,0.014138 Initialization: 6.571000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.919000 Kernel 1: 0.023000 Kernel 2: 96.679001 Copyback: 0.017000 Sum: 0.032000 It 15,Best ac:0.006247 0.933333 fi:0.248157. Ave ac:0.013523,0.017447 Initialization: 6.631000 Memcpy Classifiers: 0.364000 Memcpy Instances: 9.172000 Kernel 1: 0.024000 Kernel 2: 92.792999 Copyback: 0.370000 Sum: 0.032000 It 16,Best ac:0.004686 0.913043 fi:0.242839. Ave ac:0.011532,0.013683 Initialization: 6.680000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.884000 Kernel 1: 0.024000 Kernel 2: 95.198997 Copyback: 0.018000 Sum: 0.032000 It 17,Best ac:0.004909 0.846154 fi:0.328618. Ave ac:0.014054,0.015939 Initialization: 6.515000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.877000 Kernel 1: 0.024000 Kernel 2: 96.226997 Copyback: 0.018000 Sum: 0.032000 It 18,Best ac:0.006917 0.885714 fi:0.287295. Ave ac:0.012859,0.014805 Initialization: 6.478000 Memcpy Classifiers: 0.320000 Memcpy Instances: 9.453000 Kernel 1: 0.022000 Kernel 2: 93.627998 Copyback: 0.017000 Sum: 0.031000 It 19,Best ac:0.005800 0.838710 fi:0.311848. Ave ac:0.009093,0.010186 Initialization: 6.573000 Memcpy Classifiers: 0.312000 Memcpy Instances: 9.140000 Kernel 1: 0.024000 Kernel 2: 98.334000 Copyback: 0.017000 Sum: 0.031000 It 20,Best ac:0.004462 0.909091 fi:0.292213. Ave ac:0.011442,0.016533 Initialization: 6.685000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.866000 Kernel 1: 0.023000 Kernel 2: 92.540001 Copyback: 0.017000 Sum: 0.032000 It 21,Best ac:0.006692 0.909091 fi:0.250116. Ave ac:0.011466,0.013954 Initialization: 6.703000 Memcpy Classifiers: 0.285000 Memcpy Instances: 8.946000 Kernel 1: 0.024000 Kernel 2: 96.833000 Copyback: 0.017000 Sum: 0.028000 It 22,Best ac:0.005578 0.892857 fi:0.239997. Ave ac:0.011846,0.012910 Initialization: 6.559000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.850000 Kernel 1: 0.026000 Kernel 2: 97.069000 Copyback: 0.018000 Sum: 0.030000 It 23,Best ac:0.005578 0.892857 fi:0.275899. Ave ac:0.010813,0.014215 Initialization: 6.502000 Memcpy Classifiers: 0.284000 Memcpy Instances: 9.036000 Kernel 1: 0.025000 Kernel 2: 97.505997 Copyback: 0.018000 Sum: 0.032000 It 24,Best ac:0.006247 0.875000 fi:0.291368. Ave ac:0.010619,0.013002 Initialization: 6.566000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.882000 Kernel 1: 0.024000 Kernel 2: 98.429001 Copyback: 0.017000 Sum: 0.031000 It 25,Best ac:0.005578 0.892857 fi:0.258578. Ave ac:0.013588,0.016409 Initialization: 6.577000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.881000 Kernel 1: 0.025000 Kernel 2: 92.249001 Copyback: 0.018000 Sum: 0.028000 It 26,Best ac:0.006469 0.935484 fi:0.231812. Ave ac:0.011045,0.011909 Initialization: 6.513000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.903000 Kernel 1: 0.024000 Kernel 2: 90.788002 Copyback: 0.018000 Sum: 0.032000 It 27,Best ac:0.006246 0.965517 fi:0.191833. Ave ac:0.009010,0.008163 Initialization: 7.035000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.880000 Kernel 1: 0.025000 Kernel 2: 89.930000 Copyback: 0.017000 Sum: 0.029000 It 28,Best ac:0.004461 0.952381 fi:0.239526. Ave ac:0.009189,0.012837 Initialization: 6.718000 Memcpy Classifiers: 0.283000 Memcpy Instances: 9.010000 Kernel 1: 0.025000 Kernel 2: 92.852997 Copyback: 0.018000 Sum: 0.029000 It 29,Best ac:0.006025 0.931034 fi:0.273351. Ave ac:0.009075,0.012482 Initialization: 6.496000 Memcpy Classifiers: 0.320000 Memcpy Instances: 9.841000 Kernel 1: 0.024000 Kernel 2: 93.033997 Copyback: 0.017000 Sum: 0.027000 It 30,Best ac:0.005355 0.888889 fi:0.262880. Ave ac:0.008455,0.010295 Initialization: 6.665000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.557000 Kernel 1: 0.025000 Kernel 2: 89.151001 Copyback: 0.017000 Sum: 0.028000 It 31,Best ac:0.005130 0.958333 fi:0.210396. Ave ac:0.009108,0.008874 Initialization: 6.590000 Memcpy Classifiers: 0.285000 Memcpy Instances: 8.924000 Kernel 1: 0.026000 Kernel 2: 95.028999 Copyback: 0.017000 Sum: 0.029000 It 32,Best ac:0.007140 0.941176 fi:0.206675. Ave ac:0.011047,0.014132 Initialization: 6.374000 Memcpy Classifiers: 0.293000 Memcpy Instances: 8.839000 Kernel 1: 0.025000 Kernel 2: 96.055000 Copyback: 0.018000 Sum: 0.027000 It 33,Best ac:0.006246 0.965517 fi:0.193508. Ave ac:0.009209,0.008889 Initialization: 23.466000 Memcpy Instances: 442.971985 Memcpy Classifiers: 0.054000 Kernel 1: 0.027000 Kernel 2: 514.604004 Copyback: 0.016000 Sum: 0.010000 Memcpy Classifiers: 0.052000 Kernel 1: 0.016000 Kernel 2: 506.337006 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 495.238007 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.013000 Kernel 2: 502.596985 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.051000 Kernel 1: 0.013000 Kernel 2: 517.656006 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.051000 Kernel 1: 0.014000 Kernel 2: 503.699005 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.012000 Kernel 2: 502.740997 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 522.797974 Copyback: 0.368000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 506.184998 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.012000 Kernel 2: 493.328003 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.013000 Kernel 2: 502.473999 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.013000 Kernel 2: 500.362000 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.013000 Kernel 2: 489.264008 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.046000 Kernel 1: 0.013000 Kernel 2: 161.404007 Copyback: 0.015000 Sum: 0.000000 It 34,Best ac:0.004542 0.778287 fi:0.379383. Ave ac:0.007553,0.026382 Best acc 0.004542 0.778287 Initialization: 6.435000 Memcpy Classifiers: 0.558000 Memcpy Instances: 8.907000 Kernel 1: 0.025000 Kernel 2: 114.234001 Copyback: 0.018000 Sum: 0.032000 Initial population average accuracy1:0.005473 accuracy2:0.252690 Initialization: 6.510000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.857000 Kernel 1: 0.024000 Kernel 2: 115.421997 Copyback: 0.018000 Sum: 0.039000 It 0,Best ac:0.006692 0.625000 fi:0.474217. Ave ac:0.010272,0.014422 Initialization: 6.585000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.867000 Kernel 1: 0.026000 Kernel 2: 116.624001 Copyback: 0.017000 Sum: 0.028000 It 1,Best ac:0.009592 0.693548 fi:0.404596. Ave ac:0.012805,0.014026 Initialization: 6.571000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.881000 Kernel 1: 0.025000 Kernel 2: 118.072998 Copyback: 0.018000 Sum: 0.028000 It 2,Best ac:0.005578 0.675676 fi:0.423952. Ave ac:0.011506,0.012462 Initialization: 6.470000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.861000 Kernel 1: 0.026000 Kernel 2: 119.046997 Copyback: 0.018000 Sum: 0.027000 It 3,Best ac:0.006024 0.750000 fi:0.349462. Ave ac:0.012327,0.012233 Initialization: 6.431000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.871000 Kernel 1: 0.025000 Kernel 2: 117.916000 Copyback: 0.018000 Sum: 0.031000 It 4,Best ac:0.008255 0.755102 fi:0.343535. Ave ac:0.013041,0.013544 Initialization: 6.507000 Memcpy Classifiers: 0.436000 Memcpy Instances: 8.987000 Kernel 1: 0.025000 Kernel 2: 118.237999 Copyback: 0.017000 Sum: 0.031000 It 5,Best ac:0.006917 0.775000 fi:0.324132. Ave ac:0.014450,0.015597 Initialization: 6.464000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.958000 Kernel 1: 0.024000 Kernel 2: 116.123001 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.005355 0.857143 fi:0.242567. Ave ac:0.012758,0.014654 Initialization: 6.492000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.066000 Kernel 1: 0.024000 Kernel 2: 114.132004 Copyback: 0.017000 Sum: 0.029000 It 7,Best ac:0.005579 0.806452 fi:0.293176. Ave ac:0.012543,0.016174 Initialization: 6.415000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.937000 Kernel 1: 0.024000 Kernel 2: 110.418999 Copyback: 0.017000 Sum: 0.036000 It 8,Best ac:0.004910 0.956522 fi:0.143353. Ave ac:0.011544,0.012131 Initialization: 6.526000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.930000 Kernel 1: 0.024000 Kernel 2: 103.105003 Copyback: 0.017000 Sum: 0.031000 It 9,Best ac:0.004685 0.913043 fi:0.186915. Ave ac:0.010520,0.013333 Iteration 10:MDL fitness activated Error 0.186915 TL 0.030732 MDL Theory Length Weight: 2.0273893895 (2) Initialization: 6.573000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.917000 Kernel 1: 0.024000 Kernel 2: 98.238998 Copyback: 0.017000 Sum: 0.030000 It 10,Best ac:0.006246 0.848485 fi:0.322866. Ave ac:0.008866,0.010202 Initialization: 6.700000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.958000 Kernel 1: 0.025000 Kernel 2: 94.224998 Copyback: 0.017000 Sum: 0.033000 It 11,Best ac:0.004907 0.846154 fi:0.312805. Ave ac:0.008045,0.008012 Initialization: 6.441000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.918000 Kernel 1: 0.025000 Kernel 2: 95.436996 Copyback: 0.017000 Sum: 0.034000 It 12,Best ac:0.008255 0.860465 fi:0.284243. Ave ac:0.010849,0.012383 Initialization: 6.495000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.950000 Kernel 1: 0.024000 Kernel 2: 94.410004 Copyback: 0.017000 Sum: 0.031000 It 13,Best ac:0.004239 0.950000 fi:0.284376. Ave ac:0.009120,0.010703 Initialization: 6.467000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.859000 Kernel 1: 0.024000 Kernel 2: 91.835999 Copyback: 0.017000 Sum: 0.030000 It 14,Best ac:0.005354 0.857143 fi:0.295868. Ave ac:0.009899,0.011507 Initialization: 6.533000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.345000 Kernel 1: 0.023000 Kernel 2: 92.568001 Copyback: 0.017000 Sum: 0.035000 It 15,Best ac:0.004907 0.846154 fi:0.325691. Ave ac:0.009880,0.012717 Initialization: 6.600000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.915000 Kernel 1: 0.025000 Kernel 2: 95.806999 Copyback: 0.017000 Sum: 0.033000 It 16,Best ac:0.005132 0.884615 fi:0.268909. Ave ac:0.010617,0.013001 Initialization: 6.487000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.903000 Kernel 1: 0.025000 Kernel 2: 92.549004 Copyback: 0.018000 Sum: 0.031000 It 17,Best ac:0.005356 0.857143 fi:0.302779. Ave ac:0.008951,0.011037 Initialization: 6.502000 Memcpy Classifiers: 0.351000 Memcpy Instances: 9.368000 Kernel 1: 0.024000 Kernel 2: 90.744003 Copyback: 0.017000 Sum: 0.034000 It 18,Best ac:0.005130 0.821429 fi:0.321752. Ave ac:0.010087,0.014172 Initialization: 6.402000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.875000 Kernel 1: 0.024000 Kernel 2: 91.851997 Copyback: 0.017000 Sum: 0.032000 It 19,Best ac:0.004685 0.913043 fi:0.254043. Ave ac:0.011002,0.012544 Initialization: 6.534000 Memcpy Classifiers: 0.343000 Memcpy Instances: 8.992000 Kernel 1: 0.025000 Kernel 2: 89.406998 Copyback: 0.018000 Sum: 0.030000 It 20,Best ac:0.006025 0.931034 fi:0.222723. Ave ac:0.010140,0.010710 Initialization: 6.499000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.995000 Kernel 1: 0.024000 Kernel 2: 88.851997 Copyback: 0.369000 Sum: 0.032000 It 21,Best ac:0.007588 0.829268 fi:0.316689. Ave ac:0.009143,0.008425 Initialization: 6.429000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.923000 Kernel 1: 0.025000 Kernel 2: 90.678001 Copyback: 0.018000 Sum: 0.030000 It 22,Best ac:0.006023 0.870968 fi:0.273690. Ave ac:0.010797,0.019264 Initialization: 6.480000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.904000 Kernel 1: 0.025000 Kernel 2: 90.973999 Copyback: 0.017000 Sum: 0.030000 It 23,Best ac:0.004462 0.909091 fi:0.251797. Ave ac:0.008558,0.012908 Initialization: 6.560000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.906000 Kernel 1: 0.026000 Kernel 2: 92.841003 Copyback: 0.017000 Sum: 0.031000 It 24,Best ac:0.007586 0.871795 fi:0.261973. Ave ac:0.007589,0.008311 Initialization: 6.402000 Memcpy Classifiers: 0.351000 Memcpy Instances: 9.392000 Kernel 1: 0.025000 Kernel 2: 91.139999 Copyback: 0.018000 Sum: 0.029000 It 25,Best ac:0.005355 0.923077 fi:0.220149. Ave ac:0.009528,0.013814 Initialization: 6.497000 Memcpy Classifiers: 0.353000 Memcpy Instances: 9.306000 Kernel 1: 0.023000 Kernel 2: 92.204002 Copyback: 0.018000 Sum: 0.031000 It 26,Best ac:0.008478 0.883721 fi:0.251638. Ave ac:0.011251,0.013955 Initialization: 6.520000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.892000 Kernel 1: 0.026000 Kernel 2: 88.943001 Copyback: 0.017000 Sum: 0.027000 It 27,Best ac:0.004462 0.909091 fi:0.253137. Ave ac:0.010106,0.010667 Initialization: 6.576000 Memcpy Classifiers: 0.400000 Memcpy Instances: 8.910000 Kernel 1: 0.025000 Kernel 2: 84.190002 Copyback: 0.020000 Sum: 0.031000 It 28,Best ac:0.005577 0.892857 fi:0.246357. Ave ac:0.009509,0.012999 Initialization: 6.764000 Memcpy Classifiers: 0.354000 Memcpy Instances: 8.891000 Kernel 1: 0.026000 Kernel 2: 90.414001 Copyback: 0.017000 Sum: 0.031000 It 29,Best ac:0.004016 0.947368 fi:0.303430. Ave ac:0.009497,0.013902 Initialization: 6.435000 Memcpy Classifiers: 0.321000 Memcpy Instances: 9.018000 Kernel 1: 0.024000 Kernel 2: 87.953003 Copyback: 0.017000 Sum: 0.030000 It 30,Best ac:0.004685 0.840000 fi:0.301950. Ave ac:0.008609,0.011215 Initialization: 6.450000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.955000 Kernel 1: 0.025000 Kernel 2: 84.758003 Copyback: 0.017000 Sum: 0.029000 It 31,Best ac:0.006915 0.837838 fi:0.309997. Ave ac:0.009983,0.016398 Initialization: 6.511000 Memcpy Classifiers: 0.303000 Memcpy Instances: 9.935000 Kernel 1: 0.025000 Kernel 2: 87.464996 Copyback: 0.017000 Sum: 0.028000 It 32,Best ac:0.007140 0.941176 fi:0.204911. Ave ac:0.012296,0.017836 Initialization: 6.469000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.870000 Kernel 1: 0.026000 Kernel 2: 88.220001 Copyback: 0.018000 Sum: 0.029000 It 33,Best ac:0.005578 0.925926 fi:0.218783. Ave ac:0.009826,0.011687 Initialization: 24.225000 Memcpy Instances: 461.627991 Memcpy Classifiers: 0.053000 Kernel 1: 0.028000 Kernel 2: 461.773010 Copyback: 0.016000 Sum: 0.012000 Memcpy Classifiers: 0.051000 Kernel 1: 0.015000 Kernel 2: 461.407990 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 451.779999 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.050000 Kernel 1: 0.014000 Kernel 2: 463.954010 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 479.497986 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.050000 Kernel 1: 0.014000 Kernel 2: 469.278992 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.012000 Kernel 2: 460.247986 Copyback: 0.017000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 459.196991 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 461.420013 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.013000 Kernel 2: 484.040985 Copyback: 0.370000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.012000 Kernel 2: 457.757996 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 460.127014 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 451.131989 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.046000 Kernel 1: 0.013000 Kernel 2: 159.266998 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.005988 0.764672 fi:0.379998. Ave ac:0.009012,0.032067 Best acc 0.005988 0.764672 Rule:Att PSSM_0_1 is [-2.058571,5.262638]|Att PSSM_0_7 is [<-4.948514]|Att PSSM_3_2 is [<-1.472274]|Att PSSM_3_5 is [-1.183944,8.531801]|Att PSSM_4_7 is [-6.925094,0.925094]|1 Accuracy : 0.733671 0 1 162197 1883 60608 9950 Removed 1308 instances. 222805 Instances left. Acc of rule 0.004542-0.778287 Initialization: 6.544000 Memcpy Classifiers: 0.524000 Memcpy Instances: 8.872000 Kernel 1: 0.025000 Kernel 2: 107.078003 Copyback: 0.018000 Sum: 0.032000 Initial population average accuracy1:0.004858 accuracy2:0.279704 Initialization: 7.393000 Memcpy Classifiers: 0.490000 Memcpy Instances: 8.851000 Kernel 1: 0.024000 Kernel 2: 113.259003 Copyback: 0.017000 Sum: 0.043000 It 0,Best ac:0.014587 0.448276 fi:0.647961. Ave ac:0.010772,0.016919 Initialization: 6.338000 Memcpy Classifiers: 0.456000 Memcpy Instances: 9.053000 Kernel 1: 0.025000 Kernel 2: 114.175003 Copyback: 0.017000 Sum: 0.033000 It 1,Best ac:0.004937 0.611111 fi:0.488734. Ave ac:0.015354,0.017757 Initialization: 6.436000 Memcpy Classifiers: 0.476000 Memcpy Instances: 8.911000 Kernel 1: 0.025000 Kernel 2: 113.204002 Copyback: 0.017000 Sum: 0.033000 It 2,Best ac:0.006507 0.604167 fi:0.495093. Ave ac:0.016344,0.019815 Initialization: 6.458000 Memcpy Classifiers: 0.487000 Memcpy Instances: 9.055000 Kernel 1: 0.023000 Kernel 2: 111.440002 Copyback: 0.017000 Sum: 0.028000 It 3,Best ac:0.004488 0.740741 fi:0.366061. Ave ac:0.015772,0.019462 Initialization: 6.518000 Memcpy Classifiers: 0.488000 Memcpy Instances: 9.012000 Kernel 1: 0.024000 Kernel 2: 107.012001 Copyback: 0.017000 Sum: 0.038000 It 4,Best ac:0.005162 0.718750 fi:0.381011. Ave ac:0.015083,0.019302 Initialization: 6.669000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.916000 Kernel 1: 0.025000 Kernel 2: 105.011002 Copyback: 0.017000 Sum: 0.027000 It 5,Best ac:0.005386 0.888889 fi:0.210788. Ave ac:0.017825,0.020622 Initialization: 6.833000 Memcpy Classifiers: 0.452000 Memcpy Instances: 9.194000 Kernel 1: 0.024000 Kernel 2: 104.658997 Copyback: 0.017000 Sum: 0.028000 It 6,Best ac:0.006507 0.674419 fi:0.424841. Ave ac:0.017436,0.018931 Initialization: 6.374000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.867000 Kernel 1: 0.027000 Kernel 2: 102.248001 Copyback: 0.018000 Sum: 0.030000 It 7,Best ac:0.005160 0.793103 fi:0.306659. Ave ac:0.015197,0.016438 Initialization: 6.506000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.830000 Kernel 1: 0.026000 Kernel 2: 101.035004 Copyback: 0.017000 Sum: 0.029000 It 8,Best ac:0.007181 0.800000 fi:0.299006. Ave ac:0.014315,0.012926 Initialization: 6.535000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.893000 Kernel 1: 0.026000 Kernel 2: 98.335999 Copyback: 0.017000 Sum: 0.028000 It 9,Best ac:0.004713 0.875000 fi:0.224929. Ave ac:0.012207,0.011606 Iteration 10:MDL fitness activated Error 0.224929 TL 0.037674 MDL Theory Length Weight: 1.9901593929 (5) Initialization: 6.545000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.908000 Kernel 1: 0.024000 Kernel 2: 96.216003 Copyback: 0.017000 Sum: 0.027000 It 10,Best ac:0.007630 0.894737 fi:0.274940. Ave ac:0.010669,0.009503 Initialization: 6.463000 Memcpy Classifiers: 0.443000 Memcpy Instances: 8.941000 Kernel 1: 0.025000 Kernel 2: 94.250999 Copyback: 0.017000 Sum: 0.029000 It 11,Best ac:0.006732 0.909091 fi:0.245341. Ave ac:0.009719,0.008119 Initialization: 6.523000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.886000 Kernel 1: 0.025000 Kernel 2: 93.664001 Copyback: 0.017000 Sum: 0.029000 It 12,Best ac:0.009201 0.836735 fi:0.333299. Ave ac:0.009989,0.008578 Initialization: 6.553000 Memcpy Classifiers: 0.488000 Memcpy Instances: 9.049000 Kernel 1: 0.024000 Kernel 2: 93.941002 Copyback: 0.017000 Sum: 0.034000 It 13,Best ac:0.004937 0.916667 fi:0.240325. Ave ac:0.010580,0.010730 Initialization: 6.579000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.907000 Kernel 1: 0.025000 Kernel 2: 92.307999 Copyback: 0.017000 Sum: 0.032000 It 14,Best ac:0.006059 0.843750 fi:0.310934. Ave ac:0.009714,0.009020 Initialization: 6.577000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.852000 Kernel 1: 0.023000 Kernel 2: 92.031998 Copyback: 0.020000 Sum: 0.032000 It 15,Best ac:0.006957 0.911765 fi:0.255282. Ave ac:0.011168,0.010771 Initialization: 6.537000 Memcpy Classifiers: 0.398000 Memcpy Instances: 9.347000 Kernel 1: 0.025000 Kernel 2: 90.672997 Copyback: 0.017000 Sum: 0.027000 It 16,Best ac:0.004488 0.869565 fi:0.291319. Ave ac:0.009513,0.009797 Initialization: 6.355000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.898000 Kernel 1: 0.026000 Kernel 2: 90.456001 Copyback: 0.017000 Sum: 0.031000 It 17,Best ac:0.006732 0.882353 fi:0.279866. Ave ac:0.012195,0.010317 Initialization: 6.505000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.869000 Kernel 1: 0.025000 Kernel 2: 91.745003 Copyback: 0.017000 Sum: 0.032000 It 18,Best ac:0.009201 0.953488 fi:0.218903. Ave ac:0.012587,0.012975 Initialization: 6.511000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.374000 Kernel 1: 0.026000 Kernel 2: 92.198997 Copyback: 0.018000 Sum: 0.028000 It 19,Best ac:0.004713 0.777778 fi:0.374118. Ave ac:0.008852,0.007603 Initialization: 6.427000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.932000 Kernel 1: 0.026000 Kernel 2: 91.066002 Copyback: 0.018000 Sum: 0.030000 It 20,Best ac:0.006059 0.843750 fi:0.321787. Ave ac:0.010690,0.008806 Initialization: 6.512000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.883000 Kernel 1: 0.024000 Kernel 2: 90.052002 Copyback: 0.018000 Sum: 0.032000 It 21,Best ac:0.008977 0.869565 fi:0.287881. Ave ac:0.011019,0.008720 Initialization: 6.486000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.904000 Kernel 1: 0.026000 Kernel 2: 91.945999 Copyback: 0.017000 Sum: 0.032000 It 22,Best ac:0.005386 0.923077 fi:0.239254. Ave ac:0.010991,0.009021 Initialization: 6.577000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.921000 Kernel 1: 0.024000 Kernel 2: 90.086998 Copyback: 0.017000 Sum: 0.027000 It 23,Best ac:0.005162 0.884615 fi:0.289729. Ave ac:0.008911,0.008462 Initialization: 6.559000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.933000 Kernel 1: 0.025000 Kernel 2: 90.722000 Copyback: 0.017000 Sum: 0.029000 It 24,Best ac:0.005610 0.833333 fi:0.331306. Ave ac:0.011153,0.009639 Initialization: 6.597000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.840000 Kernel 1: 0.025000 Kernel 2: 89.669998 Copyback: 0.018000 Sum: 0.069000 It 25,Best ac:0.006284 0.848485 fi:0.304229. Ave ac:0.009749,0.008033 Initialization: 6.521000 Memcpy Classifiers: 0.847000 Memcpy Instances: 8.925000 Kernel 1: 0.026000 Kernel 2: 91.598000 Copyback: 0.018000 Sum: 0.030000 It 26,Best ac:0.008077 0.878049 fi:0.282002. Ave ac:0.011058,0.010164 Initialization: 6.527000 Memcpy Classifiers: 0.812000 Memcpy Instances: 9.058000 Kernel 1: 0.026000 Kernel 2: 90.748001 Copyback: 0.017000 Sum: 0.031000 It 27,Best ac:0.005386 0.857143 fi:0.293412. Ave ac:0.009681,0.008691 MDL Theory Length Weight: 1.7911434536 (10) Initialization: 6.527000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.834000 Kernel 1: 0.025000 Kernel 2: 88.848000 Copyback: 0.017000 Sum: 0.031000 It 28,Best ac:0.004488 0.909091 fi:0.238458. Ave ac:0.008454,0.006883 Initialization: 6.475000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.930000 Kernel 1: 0.026000 Kernel 2: 87.397003 Copyback: 0.018000 Sum: 0.038000 It 29,Best ac:0.005609 0.862069 fi:0.285561. Ave ac:0.010177,0.010035 Initialization: 6.599000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.910000 Kernel 1: 0.026000 Kernel 2: 91.945999 Copyback: 0.371000 Sum: 0.036000 It 30,Best ac:0.006955 0.885714 fi:0.259428. Ave ac:0.011698,0.011588 Initialization: 6.554000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.915000 Kernel 1: 0.026000 Kernel 2: 90.261002 Copyback: 0.017000 Sum: 0.030000 It 31,Best ac:0.007406 0.891892 fi:0.253782. Ave ac:0.009456,0.008727 Initialization: 6.534000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.875000 Kernel 1: 0.025000 Kernel 2: 88.572998 Copyback: 0.017000 Sum: 0.032000 It 32,Best ac:0.005610 0.961538 fi:0.184825. Ave ac:0.010383,0.008710 Initialization: 7.008000 Memcpy Classifiers: 0.323000 Memcpy Instances: 9.001000 Kernel 1: 0.026000 Kernel 2: 89.250000 Copyback: 0.017000 Sum: 0.029000 It 33,Best ac:0.005162 0.958333 fi:0.193752. Ave ac:0.009542,0.007654 Initialization: 22.395000 Memcpy Instances: 440.522003 Memcpy Classifiers: 0.065000 Kernel 1: 0.025000 Kernel 2: 470.666992 Copyback: 0.015000 Sum: 0.013000 Memcpy Classifiers: 0.057000 Kernel 1: 0.015000 Kernel 2: 477.582001 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 483.013000 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 496.221008 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 478.712006 Copyback: 0.021000 Sum: 0.006000 Memcpy Classifiers: 0.067000 Kernel 1: 0.023000 Kernel 2: 477.542999 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.015000 Kernel 2: 490.317993 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.012000 Kernel 2: 463.321014 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 490.540009 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.012000 Kernel 2: 500.752991 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 463.945007 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 463.135010 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.059000 Kernel 1: 0.012000 Kernel 2: 423.779999 Copyback: 0.370000 Sum: 0.001000 It 34,Best ac:0.006158 0.758430 fi:0.386749. Ave ac:0.008836,0.030124 Best acc 0.006158 0.758430 Initialization: 6.432000 Memcpy Classifiers: 0.562000 Memcpy Instances: 8.929000 Kernel 1: 0.026000 Kernel 2: 110.384003 Copyback: 0.017000 Sum: 0.030000 Initial population average accuracy1:0.006933 accuracy2:0.260940 Initialization: 6.629000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.881000 Kernel 1: 0.025000 Kernel 2: 117.027000 Copyback: 0.017000 Sum: 0.053000 It 0,Best ac:0.007628 0.539683 fi:0.559158. Ave ac:0.013685,0.020634 Initialization: 6.477000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.884000 Kernel 1: 0.024000 Kernel 2: 115.681000 Copyback: 0.017000 Sum: 0.035000 It 1,Best ac:0.009201 0.661290 fi:0.436960. Ave ac:0.016280,0.019826 Initialization: 6.460000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.828000 Kernel 1: 0.024000 Kernel 2: 111.351997 Copyback: 0.017000 Sum: 0.035000 It 2,Best ac:0.007406 0.634615 fi:0.464307. Ave ac:0.016204,0.019315 Initialization: 6.398000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.916000 Kernel 1: 0.023000 Kernel 2: 109.362999 Copyback: 0.018000 Sum: 0.031000 It 3,Best ac:0.005386 0.727273 fi:0.372404. Ave ac:0.016362,0.019194 Initialization: 6.443000 Memcpy Classifiers: 0.544000 Memcpy Instances: 8.834000 Kernel 1: 0.024000 Kernel 2: 108.931000 Copyback: 0.017000 Sum: 0.034000 It 4,Best ac:0.006059 0.729730 fi:0.369696. Ave ac:0.014929,0.018474 Initialization: 6.441000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.832000 Kernel 1: 0.024000 Kernel 2: 103.538002 Copyback: 0.017000 Sum: 0.033000 It 5,Best ac:0.005610 0.714286 fi:0.385308. Ave ac:0.014018,0.018051 Initialization: 6.483000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.943000 Kernel 1: 0.024000 Kernel 2: 102.356003 Copyback: 0.018000 Sum: 0.033000 It 6,Best ac:0.003815 0.894737 fi:0.346045. Ave ac:0.012159,0.017026 Initialization: 6.591000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.579000 Kernel 1: 0.023000 Kernel 2: 101.260002 Copyback: 0.017000 Sum: 0.030000 It 7,Best ac:0.005835 0.787879 fi:0.311631. Ave ac:0.012646,0.013241 Initialization: 6.377000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.849000 Kernel 1: 0.025000 Kernel 2: 103.428001 Copyback: 0.018000 Sum: 0.032000 It 8,Best ac:0.004487 0.800000 fi:0.307538. Ave ac:0.011580,0.012300 Initialization: 6.836000 Memcpy Classifiers: 0.364000 Memcpy Instances: 8.853000 Kernel 1: 0.025000 Kernel 2: 101.051003 Copyback: 0.018000 Sum: 0.029000 It 9,Best ac:0.006059 0.794118 fi:0.305308. Ave ac:0.010548,0.010355 Iteration 10:MDL fitness activated Error 0.305308 TL 0.017812 MDL Theory Length Weight: 5.7135941070 (1) Initialization: 6.623000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.915000 Kernel 1: 0.025000 Kernel 2: 100.527000 Copyback: 0.017000 Sum: 0.032000 It 10,Best ac:0.006284 0.875000 fi:0.388757. Ave ac:0.011065,0.012261 Initialization: 6.492000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.827000 Kernel 1: 0.025000 Kernel 2: 101.317001 Copyback: 0.017000 Sum: 0.036000 It 11,Best ac:0.004712 0.875000 fi:0.386325. Ave ac:0.011866,0.012233 Initialization: 6.937000 Memcpy Classifiers: 0.354000 Memcpy Instances: 8.870000 Kernel 1: 0.024000 Kernel 2: 100.539001 Copyback: 0.017000 Sum: 0.035000 It 12,Best ac:0.005386 0.960000 fi:0.248313. Ave ac:0.015162,0.020727 Initialization: 6.429000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.983000 Kernel 1: 0.022000 Kernel 2: 97.502998 Copyback: 0.017000 Sum: 0.033000 It 13,Best ac:0.005610 0.892857 fi:0.303065. Ave ac:0.015819,0.024875 Initialization: 6.452000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.830000 Kernel 1: 0.024000 Kernel 2: 97.224998 Copyback: 0.017000 Sum: 0.034000 It 14,Best ac:0.004712 1.000000 fi:0.212176. Ave ac:0.012597,0.021473 Initialization: 7.205000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.838000 Kernel 1: 0.025000 Kernel 2: 92.625000 Copyback: 0.017000 Sum: 0.033000 It 15,Best ac:0.004713 0.875000 fi:0.331658. Ave ac:0.010349,0.016865 Initialization: 6.468000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.900000 Kernel 1: 0.023000 Kernel 2: 92.224998 Copyback: 0.017000 Sum: 0.036000 It 16,Best ac:0.004713 0.913043 fi:0.283521. Ave ac:0.009565,0.016655 Initialization: 6.573000 Memcpy Classifiers: 0.265000 Memcpy Instances: 8.875000 Kernel 1: 0.022000 Kernel 2: 90.817001 Copyback: 0.017000 Sum: 0.034000 It 17,Best ac:0.006284 0.848485 fi:0.352224. Ave ac:0.007649,0.008473 Initialization: 6.486000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.920000 Kernel 1: 0.023000 Kernel 2: 90.476997 Copyback: 0.017000 Sum: 0.031000 It 18,Best ac:0.007855 0.875000 fi:0.365703. Ave ac:0.007882,0.008247 Initialization: 6.434000 Memcpy Classifiers: 0.247000 Memcpy Instances: 8.837000 Kernel 1: 0.025000 Kernel 2: 88.242996 Copyback: 0.017000 Sum: 0.025000 It 19,Best ac:0.005610 0.806452 fi:0.409747. Ave ac:0.007853,0.007678 Initialization: 6.442000 Memcpy Classifiers: 0.246000 Memcpy Instances: 8.924000 Kernel 1: 0.022000 Kernel 2: 84.898003 Copyback: 0.017000 Sum: 0.028000 It 20,Best ac:0.015485 0.718750 fi:0.441360. Ave ac:0.009043,0.012890 Initialization: 6.474000 Memcpy Classifiers: 0.263000 Memcpy Instances: 8.914000 Kernel 1: 0.024000 Kernel 2: 82.592003 Copyback: 0.017000 Sum: 0.025000 It 21,Best ac:0.004937 0.916667 fi:0.265332. Ave ac:0.015128,0.022805 Initialization: 6.508000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.834000 Kernel 1: 0.023000 Kernel 2: 80.459000 Copyback: 0.017000 Sum: 0.038000 It 22,Best ac:0.004264 0.904762 fi:0.334590. Ave ac:0.011407,0.014469 Initialization: 6.552000 Memcpy Classifiers: 0.247000 Memcpy Instances: 8.945000 Kernel 1: 0.024000 Kernel 2: 81.049004 Copyback: 0.017000 Sum: 0.022000 It 23,Best ac:0.005385 0.827586 fi:0.335056. Ave ac:0.011724,0.013106 MDL Theory Length Weight: 5.1422346963 (10) Initialization: 6.413000 Memcpy Classifiers: 0.247000 Memcpy Instances: 9.321000 Kernel 1: 0.023000 Kernel 2: 79.279999 Copyback: 0.017000 Sum: 0.022000 It 24,Best ac:0.006059 0.771429 fi:0.401451. Ave ac:0.010035,0.012543 Initialization: 6.402000 Memcpy Classifiers: 0.227000 Memcpy Instances: 8.853000 Kernel 1: 0.024000 Kernel 2: 77.193001 Copyback: 0.017000 Sum: 0.023000 It 25,Best ac:0.004488 0.833333 fi:0.325365. Ave ac:0.011649,0.016709 Initialization: 6.453000 Memcpy Classifiers: 0.227000 Memcpy Instances: 8.877000 Kernel 1: 0.024000 Kernel 2: 76.988998 Copyback: 0.017000 Sum: 0.024000 It 26,Best ac:0.004936 0.846154 fi:0.315037. Ave ac:0.008837,0.015005 Initialization: 6.413000 Memcpy Classifiers: 0.205000 Memcpy Instances: 8.828000 Kernel 1: 0.024000 Kernel 2: 78.126999 Copyback: 0.018000 Sum: 0.023000 It 27,Best ac:0.005162 0.821429 fi:0.363232. Ave ac:0.013374,0.023738 Initialization: 6.382000 Memcpy Classifiers: 0.227000 Memcpy Instances: 8.943000 Kernel 1: 0.024000 Kernel 2: 74.831001 Copyback: 0.017000 Sum: 0.024000 It 28,Best ac:0.006508 0.805556 fi:0.367421. Ave ac:0.010370,0.012198 Initialization: 6.477000 Memcpy Classifiers: 0.227000 Memcpy Instances: 9.173000 Kernel 1: 0.022000 Kernel 2: 72.813004 Copyback: 0.016000 Sum: 0.023000 It 29,Best ac:0.004039 1.000000 fi:0.239413. Ave ac:0.016342,0.013170 Initialization: 7.018000 Memcpy Classifiers: 0.228000 Memcpy Instances: 8.876000 Kernel 1: 0.023000 Kernel 2: 71.666000 Copyback: 0.016000 Sum: 0.025000 It 30,Best ac:0.004488 0.952381 fi:0.239657. Ave ac:0.014701,0.017068 Initialization: 6.329000 Memcpy Classifiers: 0.244000 Memcpy Instances: 8.827000 Kernel 1: 0.024000 Kernel 2: 73.172997 Copyback: 0.016000 Sum: 0.023000 It 31,Best ac:0.007183 0.820513 fi:0.337607. Ave ac:0.011202,0.018055 Initialization: 6.394000 Memcpy Classifiers: 0.227000 Memcpy Instances: 8.923000 Kernel 1: 0.024000 Kernel 2: 70.990997 Copyback: 0.017000 Sum: 0.024000 It 32,Best ac:0.006732 0.882353 fi:0.283159. Ave ac:0.013847,0.018044 Initialization: 6.462000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.870000 Kernel 1: 0.023000 Kernel 2: 70.135002 Copyback: 0.016000 Sum: 0.022000 It 33,Best ac:0.004488 0.869565 fi:0.293569. Ave ac:0.012364,0.017320 Initialization: 22.136999 Memcpy Instances: 439.479004 Memcpy Classifiers: 0.047000 Kernel 1: 0.025000 Kernel 2: 434.109009 Copyback: 0.015000 Sum: 0.014000 Memcpy Classifiers: 0.047000 Kernel 1: 0.014000 Kernel 2: 424.888000 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.045000 Kernel 1: 0.014000 Kernel 2: 414.808014 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.045000 Kernel 1: 0.013000 Kernel 2: 419.256012 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.045000 Kernel 1: 0.013000 Kernel 2: 425.378998 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.045000 Kernel 1: 0.014000 Kernel 2: 431.252014 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.045000 Kernel 1: 0.013000 Kernel 2: 431.338989 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.045000 Kernel 1: 0.012000 Kernel 2: 440.356995 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.045000 Kernel 1: 0.013000 Kernel 2: 422.348999 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.045000 Kernel 1: 0.013000 Kernel 2: 417.923004 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.045000 Kernel 1: 0.013000 Kernel 2: 426.149994 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.045000 Kernel 1: 0.013000 Kernel 2: 427.589996 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.046000 Kernel 1: 0.013000 Kernel 2: 392.882996 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.005435 0.776282 fi:0.397096. Ave ac:0.011668,0.041086 Best acc 0.005435 0.776282 Rule:Att PSSM_-4_9 is [-5.977474,6.022691]|Att PSSM_-1_5 is [-3.870410,4.829948]|Att PSSM_0_1 is [>2.024785]|Att PSSM_0_2 is [<-3.650681]|Att PSSM_0_5 is [-3.653365,9.436440]|1 Accuracy : 0.737344 0 1 161848 2232 59397 11161 Removed 1560 instances. 221245 Instances left. Acc of rule 0.005435-0.776282 Initialization: 6.501000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.892000 Kernel 1: 0.026000 Kernel 2: 107.531998 Copyback: 0.017000 Sum: 0.052000 Initial population average accuracy1:0.005443 accuracy2:0.250122 Initialization: 6.573000 Memcpy Classifiers: 0.489000 Memcpy Instances: 8.843000 Kernel 1: 0.024000 Kernel 2: 116.492996 Copyback: 0.018000 Sum: 0.032000 It 0,Best ac:0.006554 0.617021 fi:0.482187. Ave ac:0.011283,0.013672 Initialization: 6.462000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.872000 Kernel 1: 0.024000 Kernel 2: 116.183998 Copyback: 0.017000 Sum: 0.030000 It 1,Best ac:0.005198 0.657143 fi:0.442579. Ave ac:0.015257,0.017123 Initialization: 6.525000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.903000 Kernel 1: 0.024000 Kernel 2: 113.911003 Copyback: 0.016000 Sum: 0.034000 It 2,Best ac:0.019435 0.693548 fi:0.400781. Ave ac:0.015708,0.017356 Initialization: 6.982000 Memcpy Classifiers: 0.453000 Memcpy Instances: 9.682000 Kernel 1: 0.022000 Kernel 2: 112.540001 Copyback: 0.371000 Sum: 0.037000 It 3,Best ac:0.004973 0.666667 fi:0.433139. Ave ac:0.016481,0.017561 Initialization: 6.499000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.820000 Kernel 1: 0.025000 Kernel 2: 112.136002 Copyback: 0.017000 Sum: 0.033000 It 4,Best ac:0.008136 0.692308 fi:0.406302. Ave ac:0.016316,0.016596 Initialization: 6.617000 Memcpy Classifiers: 0.452000 Memcpy Instances: 9.146000 Kernel 1: 0.023000 Kernel 2: 111.171997 Copyback: 0.017000 Sum: 0.033000 It 5,Best ac:0.006328 0.777778 fi:0.321516. Ave ac:0.015276,0.013706 Initialization: 6.477000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.834000 Kernel 1: 0.025000 Kernel 2: 112.237999 Copyback: 0.017000 Sum: 0.032000 It 6,Best ac:0.004520 0.740741 fi:0.359238. Ave ac:0.013474,0.013463 Initialization: 6.541000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.892000 Kernel 1: 0.023000 Kernel 2: 108.535004 Copyback: 0.017000 Sum: 0.038000 It 7,Best ac:0.010621 0.796610 fi:0.301058. Ave ac:0.015205,0.014239 Initialization: 6.493000 Memcpy Classifiers: 1.452000 Memcpy Instances: 8.836000 Kernel 1: 0.022000 Kernel 2: 107.378998 Copyback: 0.017000 Sum: 0.031000 It 8,Best ac:0.005650 0.806452 fi:0.293099. Ave ac:0.014177,0.014104 Initialization: 6.467000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.836000 Kernel 1: 0.024000 Kernel 2: 106.511002 Copyback: 0.017000 Sum: 0.033000 It 9,Best ac:0.004746 0.840000 fi:0.259893. Ave ac:0.013124,0.012079 Iteration 10:MDL fitness activated Error 0.259893 TL 0.040038 MDL Theory Length Weight: 2.1637152869 (1) Initialization: 6.472000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.832000 Kernel 1: 0.024000 Kernel 2: 104.980003 Copyback: 0.017000 Sum: 0.029000 It 10,Best ac:0.009720 0.811321 fi:0.359469. Ave ac:0.012530,0.011701 Initialization: 6.476000 Memcpy Classifiers: 0.371000 Memcpy Instances: 8.835000 Kernel 1: 0.025000 Kernel 2: 103.837997 Copyback: 0.017000 Sum: 0.035000 It 11,Best ac:0.004520 0.909091 fi:0.238101. Ave ac:0.016975,0.016857 Initialization: 7.013000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.867000 Kernel 1: 0.023000 Kernel 2: 103.160004 Copyback: 0.017000 Sum: 0.041000 It 12,Best ac:0.009718 0.877551 fi:0.285771. Ave ac:0.016632,0.015536 Initialization: 6.494000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.834000 Kernel 1: 0.024000 Kernel 2: 107.186996 Copyback: 0.017000 Sum: 0.031000 It 13,Best ac:0.004520 0.952381 fi:0.211405. Ave ac:0.013332,0.013847 Initialization: 6.382000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.918000 Kernel 1: 0.024000 Kernel 2: 104.051003 Copyback: 0.017000 Sum: 0.031000 It 14,Best ac:0.005650 0.892857 fi:0.265370. Ave ac:0.010558,0.011877 Initialization: 6.444000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.874000 Kernel 1: 0.024000 Kernel 2: 103.060997 Copyback: 0.017000 Sum: 0.033000 It 15,Best ac:0.004520 0.833333 fi:0.330008. Ave ac:0.013297,0.011390 Initialization: 6.498000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.837000 Kernel 1: 0.023000 Kernel 2: 102.274002 Copyback: 0.017000 Sum: 0.031000 It 16,Best ac:0.007458 0.825000 fi:0.345068. Ave ac:0.013144,0.013229 Initialization: 6.514000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.839000 Kernel 1: 0.024000 Kernel 2: 103.207001 Copyback: 0.017000 Sum: 0.032000 It 17,Best ac:0.005198 0.958333 fi:0.190945. Ave ac:0.009965,0.010322 Initialization: 6.450000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.865000 Kernel 1: 0.024000 Kernel 2: 103.132004 Copyback: 0.017000 Sum: 0.038000 It 18,Best ac:0.007684 0.871795 fi:0.285117. Ave ac:0.009807,0.012864 Initialization: 6.445000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.838000 Kernel 1: 0.024000 Kernel 2: 101.844002 Copyback: 0.018000 Sum: 0.033000 It 19,Best ac:0.005198 0.851852 fi:0.307810. Ave ac:0.008827,0.006179 Initialization: 6.431000 Memcpy Classifiers: 0.358000 Memcpy Instances: 8.866000 Kernel 1: 0.024000 Kernel 2: 104.435997 Copyback: 0.017000 Sum: 0.034000 It 20,Best ac:0.008814 0.906977 fi:0.255894. Ave ac:0.009905,0.007612 Initialization: 6.414000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.895000 Kernel 1: 0.024000 Kernel 2: 102.459999 Copyback: 0.017000 Sum: 0.035000 It 21,Best ac:0.012655 0.823529 fi:0.316842. Ave ac:0.007501,0.005215 Initialization: 7.062000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.880000 Kernel 1: 0.023000 Kernel 2: 103.023003 Copyback: 0.017000 Sum: 0.034000 It 22,Best ac:0.004747 0.954545 fi:0.218291. Ave ac:0.008665,0.006208 Initialization: 6.483000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.874000 Kernel 1: 0.024000 Kernel 2: 104.753998 Copyback: 0.017000 Sum: 0.033000 It 23,Best ac:0.004973 0.846154 fi:0.313009. Ave ac:0.006946,0.006004 Initialization: 6.503000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.823000 Kernel 1: 0.024000 Kernel 2: 105.175003 Copyback: 0.017000 Sum: 0.030000 It 24,Best ac:0.011073 0.830508 fi:0.323112. Ave ac:0.007513,0.006332 Initialization: 6.471000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.856000 Kernel 1: 0.024000 Kernel 2: 105.599998 Copyback: 0.017000 Sum: 0.030000 It 25,Best ac:0.010621 0.886792 fi:0.271428. Ave ac:0.008731,0.006051 Initialization: 6.537000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.852000 Kernel 1: 0.024000 Kernel 2: 104.542000 Copyback: 0.017000 Sum: 0.033000 It 26,Best ac:0.004294 0.904762 fi:0.310978. Ave ac:0.007888,0.007153 MDL Theory Length Weight: 1.9473437582 (10) Initialization: 6.463000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.839000 Kernel 1: 0.025000 Kernel 2: 103.168999 Copyback: 0.017000 Sum: 0.033000 It 27,Best ac:0.005424 0.923077 fi:0.229222. Ave ac:0.008800,0.009118 Initialization: 6.562000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.871000 Kernel 1: 0.024000 Kernel 2: 100.739998 Copyback: 0.017000 Sum: 0.037000 It 28,Best ac:0.006554 0.828571 fi:0.324541. Ave ac:0.008713,0.007792 Initialization: 6.954000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.901000 Kernel 1: 0.024000 Kernel 2: 102.888000 Copyback: 0.017000 Sum: 0.037000 It 29,Best ac:0.004746 0.913043 fi:0.235693. Ave ac:0.010862,0.010397 Initialization: 6.466000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.911000 Kernel 1: 0.023000 Kernel 2: 103.051003 Copyback: 0.017000 Sum: 0.037000 It 30,Best ac:0.009492 0.913043 fi:0.239544. Ave ac:0.008313,0.006172 Initialization: 6.580000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.871000 Kernel 1: 0.024000 Kernel 2: 100.429001 Copyback: 0.017000 Sum: 0.033000 It 31,Best ac:0.004972 0.916667 fi:0.251523. Ave ac:0.008738,0.007294 Initialization: 6.454000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.821000 Kernel 1: 0.057000 Kernel 2: 98.487999 Copyback: 0.017000 Sum: 0.037000 It 32,Best ac:0.007232 0.914286 fi:0.225168. Ave ac:0.009809,0.007920 Initialization: 6.470000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.508000 Kernel 1: 0.023000 Kernel 2: 95.651001 Copyback: 0.017000 Sum: 0.032000 It 33,Best ac:0.004972 0.916667 fi:0.249705. Ave ac:0.009424,0.007159 Initialization: 22.386999 Memcpy Instances: 486.028992 Memcpy Classifiers: 0.064000 Kernel 1: 0.024000 Kernel 2: 505.860992 Copyback: 0.016000 Sum: 0.014000 Memcpy Classifiers: 0.057000 Kernel 1: 0.015000 Kernel 2: 491.644989 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 508.398010 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 495.786987 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 490.859985 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 486.811005 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 509.359985 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 497.427002 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 491.691986 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.014000 Kernel 2: 496.819000 Copyback: 0.018000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.014000 Kernel 2: 497.644989 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.014000 Kernel 2: 487.173004 Copyback: 0.058000 Sum: 0.001000 Memcpy Classifiers: 0.060000 Kernel 1: 0.013000 Kernel 2: 446.674011 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.005406 0.733292 fi:0.406853. Ave ac:0.008532,0.028675 Best acc 0.005406 0.733292 Initialization: 6.466000 Memcpy Classifiers: 0.577000 Memcpy Instances: 8.825000 Kernel 1: 0.026000 Kernel 2: 105.808998 Copyback: 0.025000 Sum: 0.056000 Initial population average accuracy1:0.005370 accuracy2:0.239418 Initialization: 6.458000 Memcpy Classifiers: 0.982000 Memcpy Instances: 8.848000 Kernel 1: 0.023000 Kernel 2: 110.315002 Copyback: 0.017000 Sum: 0.043000 It 0,Best ac:0.012881 0.575758 fi:0.521054. Ave ac:0.010254,0.014242 Initialization: 6.631000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.860000 Kernel 1: 0.024000 Kernel 2: 116.494003 Copyback: 0.017000 Sum: 0.032000 It 1,Best ac:0.008588 0.644068 fi:0.454370. Ave ac:0.013298,0.014517 Initialization: 6.466000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.850000 Kernel 1: 0.024000 Kernel 2: 114.931000 Copyback: 0.017000 Sum: 0.033000 It 2,Best ac:0.009040 0.727273 fi:0.370994. Ave ac:0.014589,0.015635 Initialization: 6.423000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.827000 Kernel 1: 0.024000 Kernel 2: 114.558998 Copyback: 0.018000 Sum: 0.030000 It 3,Best ac:0.018079 0.655738 fi:0.439105. Ave ac:0.014026,0.015266 Initialization: 6.396000 Memcpy Classifiers: 0.412000 Memcpy Instances: 8.854000 Kernel 1: 0.024000 Kernel 2: 111.998001 Copyback: 0.018000 Sum: 0.031000 It 4,Best ac:0.007910 0.729167 fi:0.369528. Ave ac:0.014543,0.015163 Initialization: 6.424000 Memcpy Classifiers: 0.397000 Memcpy Instances: 9.338000 Kernel 1: 0.023000 Kernel 2: 105.709999 Copyback: 0.017000 Sum: 0.035000 It 5,Best ac:0.009718 0.754386 fi:0.343624. Ave ac:0.012566,0.014231 Initialization: 6.506000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.983000 Kernel 1: 0.022000 Kernel 2: 106.431999 Copyback: 0.017000 Sum: 0.036000 It 6,Best ac:0.007232 0.842105 fi:0.256846. Ave ac:0.013393,0.012803 Initialization: 6.841000 Memcpy Classifiers: 0.418000 Memcpy Instances: 9.306000 Kernel 1: 0.023000 Kernel 2: 104.464996 Copyback: 0.017000 Sum: 0.032000 It 7,Best ac:0.003842 1.000000 fi:0.225444. Ave ac:0.013524,0.012224 Initialization: 6.633000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.841000 Kernel 1: 0.025000 Kernel 2: 103.569000 Copyback: 0.371000 Sum: 0.032000 It 8,Best ac:0.004746 0.840000 fi:0.259893. Ave ac:0.011413,0.010080 Initialization: 6.416000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.899000 Kernel 1: 0.023000 Kernel 2: 103.482002 Copyback: 0.017000 Sum: 0.036000 It 9,Best ac:0.004520 0.952381 fi:0.147598. Ave ac:0.010164,0.009258 Iteration 10:MDL fitness activated Error 0.147598 TL 0.041326 MDL Theory Length Weight: 1.1905219618 (1) Initialization: 6.358000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.926000 Kernel 1: 0.022000 Kernel 2: 104.556000 Copyback: 0.017000 Sum: 0.036000 It 10,Best ac:0.004520 0.869565 fi:0.275561. Ave ac:0.009389,0.007996 Initialization: 6.468000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.828000 Kernel 1: 0.024000 Kernel 2: 104.773003 Copyback: 0.017000 Sum: 0.035000 It 11,Best ac:0.005650 0.961538 fi:0.184203. Ave ac:0.010005,0.010069 Initialization: 6.486000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.826000 Kernel 1: 0.024000 Kernel 2: 107.124001 Copyback: 0.017000 Sum: 0.032000 It 12,Best ac:0.004520 0.952381 fi:0.186950. Ave ac:0.009858,0.009465 Initialization: 6.372000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.933000 Kernel 1: 0.023000 Kernel 2: 106.721001 Copyback: 0.018000 Sum: 0.038000 It 13,Best ac:0.004068 1.000000 fi:0.224113. Ave ac:0.007638,0.005858 Initialization: 6.447000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.894000 Kernel 1: 0.024000 Kernel 2: 107.737999 Copyback: 0.017000 Sum: 0.031000 It 14,Best ac:0.005650 0.925926 fi:0.219335. Ave ac:0.007553,0.005475 Initialization: 6.419000 Memcpy Classifiers: 0.364000 Memcpy Instances: 8.964000 Kernel 1: 0.022000 Kernel 2: 106.440002 Copyback: 0.016000 Sum: 0.036000 It 15,Best ac:0.005424 0.888889 fi:0.250810. Ave ac:0.005519,0.005099 Initialization: 6.476000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.903000 Kernel 1: 0.023000 Kernel 2: 107.105003 Copyback: 0.016000 Sum: 0.031000 It 16,Best ac:0.004746 0.807692 fi:0.331176. Ave ac:0.006552,0.006406 Initialization: 6.435000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.328000 Kernel 1: 0.023000 Kernel 2: 106.224998 Copyback: 0.017000 Sum: 0.031000 It 17,Best ac:0.004746 0.913043 fi:0.233451. Ave ac:0.010807,0.007799 Initialization: 6.641000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.871000 Kernel 1: 0.024000 Kernel 2: 106.321999 Copyback: 0.017000 Sum: 0.029000 It 18,Best ac:0.005424 0.827586 fi:0.314923. Ave ac:0.007808,0.005855 Initialization: 6.386000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.853000 Kernel 1: 0.025000 Kernel 2: 103.850998 Copyback: 0.017000 Sum: 0.035000 It 19,Best ac:0.005199 0.958333 fi:0.181760. Ave ac:0.010038,0.006425 Initialization: 6.510000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.835000 Kernel 1: 0.023000 Kernel 2: 104.760002 Copyback: 0.017000 Sum: 0.034000 It 20,Best ac:0.004972 0.956522 fi:0.180343. Ave ac:0.008268,0.006605 Initialization: 6.434000 Memcpy Classifiers: 0.361000 Memcpy Instances: 9.293000 Kernel 1: 0.023000 Kernel 2: 104.155998 Copyback: 0.016000 Sum: 0.033000 It 21,Best ac:0.012655 0.800000 fi:0.336814. Ave ac:0.005262,0.004777 Initialization: 6.471000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.823000 Kernel 1: 0.024000 Kernel 2: 102.816002 Copyback: 0.016000 Sum: 0.033000 It 22,Best ac:0.004973 0.880000 fi:0.255295. Ave ac:0.006980,0.005689 Initialization: 6.448000 Memcpy Classifiers: 0.354000 Memcpy Instances: 8.947000 Kernel 1: 0.024000 Kernel 2: 108.363998 Copyback: 0.017000 Sum: 0.037000 It 23,Best ac:0.004520 0.909091 fi:0.231292. Ave ac:0.007545,0.004987 Initialization: 6.523000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.981000 Kernel 1: 0.023000 Kernel 2: 107.287003 Copyback: 0.016000 Sum: 0.042000 It 24,Best ac:0.004520 0.869565 fi:0.264440. Ave ac:0.007332,0.005038 Initialization: 6.422000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.959000 Kernel 1: 0.023000 Kernel 2: 106.425003 Copyback: 0.017000 Sum: 0.035000 It 25,Best ac:0.005876 0.838710 fi:0.297184. Ave ac:0.006353,0.005149 Initialization: 6.423000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.869000 Kernel 1: 0.024000 Kernel 2: 105.236000 Copyback: 0.017000 Sum: 0.034000 It 26,Best ac:0.005198 0.884615 fi:0.251455. Ave ac:0.007357,0.005195 Initialization: 6.518000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.856000 Kernel 1: 0.024000 Kernel 2: 107.396004 Copyback: 0.017000 Sum: 0.044000 It 27,Best ac:0.006328 0.848485 fi:0.289377. Ave ac:0.008099,0.005477 Initialization: 6.444000 Memcpy Classifiers: 0.796000 Memcpy Instances: 8.858000 Kernel 1: 0.024000 Kernel 2: 105.769997 Copyback: 0.017000 Sum: 0.036000 It 28,Best ac:0.004972 0.916667 fi:0.211922. Ave ac:0.008381,0.006315 Initialization: 6.414000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.916000 Kernel 1: 0.023000 Kernel 2: 100.282997 Copyback: 0.017000 Sum: 0.036000 It 29,Best ac:0.004521 0.909091 fi:0.237487. Ave ac:0.007556,0.004428 MDL Theory Length Weight: 1.0714697656 (10) Initialization: 6.450000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.941000 Kernel 1: 0.023000 Kernel 2: 105.220001 Copyback: 0.017000 Sum: 0.029000 It 30,Best ac:0.004746 0.913043 fi:0.227647. Ave ac:0.006396,0.004762 Initialization: 6.447000 Memcpy Classifiers: 0.364000 Memcpy Instances: 8.874000 Kernel 1: 0.024000 Kernel 2: 100.745003 Copyback: 0.017000 Sum: 0.037000 It 31,Best ac:0.006329 0.875000 fi:0.256249. Ave ac:0.005212,0.004035 Initialization: 6.392000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.878000 Kernel 1: 0.023000 Kernel 2: 105.343002 Copyback: 0.017000 Sum: 0.041000 It 32,Best ac:0.006328 0.848485 fi:0.283612. Ave ac:0.007965,0.004665 Initialization: 6.400000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.910000 Kernel 1: 0.023000 Kernel 2: 106.383003 Copyback: 0.017000 Sum: 0.034000 It 33,Best ac:0.005199 0.821429 fi:0.304161. Ave ac:0.007112,0.004010 Initialization: 21.993000 Memcpy Instances: 436.221985 Memcpy Classifiers: 0.066000 Kernel 1: 0.025000 Kernel 2: 530.474976 Copyback: 0.015000 Sum: 0.014000 Memcpy Classifiers: 0.060000 Kernel 1: 0.014000 Kernel 2: 532.192017 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 523.948975 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 522.158997 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 523.322021 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 515.432007 Copyback: 0.370000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 533.924988 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 528.507019 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 520.237976 Copyback: 0.019000 Sum: 0.004000 Memcpy Classifiers: 0.067000 Kernel 1: 0.018000 Kernel 2: 531.273010 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 533.309998 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 534.362976 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 472.319000 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.004710 0.769004 fi:0.369489. Ave ac:0.007392,0.024824 Best acc 0.004710 0.769004 Rule:Att PSSM_-4_2 is [<-0.751381]|Att PSSM_-4_6 is [-6.452816,2.902024]|Att PSSM_-3_6 is [<1.543438]|Att PSSM_-3_12 is [<1.840570]|Att PSSM_0_2 is [<-4.461746]|Att PSSM_0_4 is [<-3.187218]|Att PSSM_0_7 is [-6.524395,-4.560315]|Att PSSM_1_4 is [<-0.706039]|Att PSSM_1_12 is [-6.077274,2.077274]|Att PSSM_1_19 is [-6.242236,6.242236]|Att PSSM_1_20 is [>-1.759924]|Att PSSM_2_11 is [<5.391342]|Att PSSM_3_14 is [<8.854880]|Att PSSM_4_10 is [-5.164253,3.186360]|1 Accuracy : 0.740451 0 1 161535 2545 58355 12203 Removed 1355 instances. 219890 Instances left. Acc of rule 0.004710-0.769004 Initialization: 6.484000 Memcpy Classifiers: 0.541000 Memcpy Instances: 8.884000 Kernel 1: 0.025000 Kernel 2: 107.191002 Copyback: 0.017000 Sum: 0.047000 Initial population average accuracy1:0.006435 accuracy2:0.258198 Initialization: 6.421000 Memcpy Classifiers: 0.488000 Memcpy Instances: 9.954000 Kernel 1: 0.023000 Kernel 2: 114.698997 Copyback: 0.017000 Sum: 0.051000 It 0,Best ac:0.004546 0.625000 fi:0.474950. Ave ac:0.012055,0.015468 Initialization: 6.370000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.921000 Kernel 1: 0.025000 Kernel 2: 112.164001 Copyback: 0.017000 Sum: 0.033000 It 1,Best ac:0.005912 0.684211 fi:0.415215. Ave ac:0.014049,0.017747 Initialization: 6.428000 Memcpy Classifiers: 0.451000 Memcpy Instances: 9.647000 Kernel 1: 0.023000 Kernel 2: 108.848000 Copyback: 0.017000 Sum: 0.036000 It 2,Best ac:0.006823 0.714286 fi:0.384791. Ave ac:0.013436,0.015798 Initialization: 6.474000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.827000 Kernel 1: 0.025000 Kernel 2: 107.885002 Copyback: 0.017000 Sum: 0.032000 It 3,Best ac:0.004320 0.730769 fi:0.387973. Ave ac:0.012991,0.016276 Initialization: 6.510000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.840000 Kernel 1: 0.024000 Kernel 2: 110.084999 Copyback: 0.017000 Sum: 0.033000 It 4,Best ac:0.010914 0.774194 fi:0.323315. Ave ac:0.012268,0.013240 Initialization: 6.369000 Memcpy Classifiers: 0.397000 Memcpy Instances: 10.008000 Kernel 1: 0.023000 Kernel 2: 109.005997 Copyback: 0.017000 Sum: 0.036000 It 5,Best ac:0.015462 0.772727 fi:0.323038. Ave ac:0.013798,0.013644 Initialization: 6.528000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.994000 Kernel 1: 0.023000 Kernel 2: 109.768997 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.005228 0.793103 fi:0.306585. Ave ac:0.013080,0.013545 Initialization: 6.379000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.851000 Kernel 1: 0.024000 Kernel 2: 107.891998 Copyback: 0.018000 Sum: 0.035000 It 7,Best ac:0.004548 0.833333 fi:0.266615. Ave ac:0.013507,0.013510 Initialization: 6.446000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.822000 Kernel 1: 0.025000 Kernel 2: 110.495003 Copyback: 0.017000 Sum: 0.032000 It 8,Best ac:0.005457 0.888889 fi:0.210711. Ave ac:0.014322,0.012149 Initialization: 6.455000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.853000 Kernel 1: 0.023000 Kernel 2: 108.161003 Copyback: 0.371000 Sum: 0.034000 It 9,Best ac:0.004548 0.800000 fi:0.299948. Ave ac:0.010489,0.011532 Iteration 10:MDL fitness activated Error 0.299948 TL 0.032814 MDL Theory Length Weight: 3.0469338276 (2) Initialization: 6.488000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.918000 Kernel 1: 0.022000 Kernel 2: 110.214996 Copyback: 0.017000 Sum: 0.032000 It 10,Best ac:0.004776 0.875000 fi:0.312922. Ave ac:0.011205,0.011226 Initialization: 6.430000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.930000 Kernel 1: 0.023000 Kernel 2: 107.745003 Copyback: 0.017000 Sum: 0.034000 It 11,Best ac:0.004548 0.909091 fi:0.294767. Ave ac:0.011596,0.010515 Initialization: 6.519000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.818000 Kernel 1: 0.024000 Kernel 2: 106.628998 Copyback: 0.017000 Sum: 0.030000 It 12,Best ac:0.005913 0.928571 fi:0.265010. Ave ac:0.011553,0.013963 Initialization: 6.425000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.942000 Kernel 1: 0.023000 Kernel 2: 100.827003 Copyback: 0.017000 Sum: 0.029000 It 13,Best ac:0.005231 0.884615 fi:0.280544. Ave ac:0.010455,0.010121 Initialization: 6.406000 Memcpy Classifiers: 0.351000 Memcpy Instances: 9.052000 Kernel 1: 0.023000 Kernel 2: 100.546997 Copyback: 0.017000 Sum: 0.036000 It 14,Best ac:0.005002 0.880000 fi:0.316325. Ave ac:0.010682,0.009843 Initialization: 6.458000 Memcpy Classifiers: 0.303000 Memcpy Instances: 9.321000 Kernel 1: 0.022000 Kernel 2: 95.233002 Copyback: 0.016000 Sum: 0.038000 It 15,Best ac:0.004320 0.950000 fi:0.248891. Ave ac:0.012025,0.011362 Initialization: 6.440000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.851000 Kernel 1: 0.024000 Kernel 2: 96.246002 Copyback: 0.018000 Sum: 0.035000 It 16,Best ac:0.005912 0.928571 fi:0.216007. Ave ac:0.008804,0.008557 Initialization: 6.417000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.838000 Kernel 1: 0.024000 Kernel 2: 93.431999 Copyback: 0.018000 Sum: 0.034000 It 17,Best ac:0.005231 0.920000 fi:0.269095. Ave ac:0.009575,0.009997 Initialization: 6.500000 Memcpy Classifiers: 0.322000 Memcpy Instances: 9.970000 Kernel 1: 0.023000 Kernel 2: 92.028000 Copyback: 0.017000 Sum: 0.032000 It 18,Best ac:0.004548 0.952381 fi:0.211269. Ave ac:0.012298,0.013943 Initialization: 6.436000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.842000 Kernel 1: 0.022000 Kernel 2: 92.338997 Copyback: 0.017000 Sum: 0.038000 It 19,Best ac:0.004548 0.869565 fi:0.291308. Ave ac:0.010465,0.011443 Initialization: 6.515000 Memcpy Classifiers: 0.304000 Memcpy Instances: 8.869000 Kernel 1: 0.023000 Kernel 2: 91.516998 Copyback: 0.017000 Sum: 0.032000 It 20,Best ac:0.006595 0.935484 fi:0.243711. Ave ac:0.011508,0.010672 Initialization: 6.405000 Memcpy Classifiers: 0.320000 Memcpy Instances: 9.317000 Kernel 1: 0.023000 Kernel 2: 93.046997 Copyback: 0.017000 Sum: 0.030000 It 21,Best ac:0.005231 0.821429 fi:0.330708. Ave ac:0.009757,0.012085 Initialization: 6.480000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.821000 Kernel 1: 0.024000 Kernel 2: 92.383003 Copyback: 0.017000 Sum: 0.029000 It 22,Best ac:0.005002 0.814815 fi:0.357746. Ave ac:0.010520,0.010920 Initialization: 7.605000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.864000 Kernel 1: 0.023000 Kernel 2: 92.249001 Copyback: 0.017000 Sum: 0.029000 It 23,Best ac:0.006141 0.870968 fi:0.305686. Ave ac:0.015450,0.015904 Initialization: 6.562000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.831000 Kernel 1: 0.023000 Kernel 2: 94.112999 Copyback: 0.017000 Sum: 0.029000 It 24,Best ac:0.005003 0.846154 fi:0.303689. Ave ac:0.014452,0.015427 Initialization: 6.910000 Memcpy Classifiers: 0.304000 Memcpy Instances: 8.867000 Kernel 1: 0.024000 Kernel 2: 94.109001 Copyback: 0.017000 Sum: 0.028000 It 25,Best ac:0.004548 0.952381 fi:0.200732. Ave ac:0.012525,0.010906 Initialization: 6.517000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.878000 Kernel 1: 0.023000 Kernel 2: 91.775002 Copyback: 0.017000 Sum: 0.032000 It 26,Best ac:0.004320 1.000000 fi:0.183874. Ave ac:0.010259,0.008774 Initialization: 6.438000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.970000 Kernel 1: 0.022000 Kernel 2: 92.169998 Copyback: 0.017000 Sum: 0.029000 It 27,Best ac:0.004774 0.840000 fi:0.301168. Ave ac:0.008011,0.007291 Initialization: 6.444000 Memcpy Classifiers: 0.284000 Memcpy Instances: 9.286000 Kernel 1: 0.023000 Kernel 2: 92.053001 Copyback: 0.017000 Sum: 0.032000 It 28,Best ac:0.005230 0.920000 fi:0.260590. Ave ac:0.009628,0.009437 Initialization: 7.603000 Memcpy Classifiers: 2.718000 Memcpy Instances: 8.906000 Kernel 1: 0.022000 Kernel 2: 92.036003 Copyback: 0.008000 Sum: 0.037000 It 29,Best ac:0.007276 0.914286 fi:0.255926. Ave ac:0.010547,0.010365 Initialization: 6.736000 Memcpy Classifiers: 0.302000 Memcpy Instances: 9.292000 Kernel 1: 0.024000 Kernel 2: 89.681999 Copyback: 0.017000 Sum: 0.031000 It 30,Best ac:0.004775 0.913043 fi:0.242543. Ave ac:0.009039,0.010341 Initialization: 6.711000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.288000 Kernel 1: 0.023000 Kernel 2: 87.454002 Copyback: 0.017000 Sum: 0.033000 It 31,Best ac:0.006595 0.935484 fi:0.228812. Ave ac:0.011492,0.010249 Initialization: 6.849000 Memcpy Classifiers: 0.353000 Memcpy Instances: 9.317000 Kernel 1: 0.023000 Kernel 2: 87.997002 Copyback: 0.019000 Sum: 0.031000 It 32,Best ac:0.005230 0.884615 fi:0.259024. Ave ac:0.007709,0.007679 Initialization: 6.455000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.830000 Kernel 1: 0.024000 Kernel 2: 85.960999 Copyback: 0.017000 Sum: 0.031000 It 33,Best ac:0.006821 0.882353 fi:0.257049. Ave ac:0.008507,0.006911 Initialization: 22.379999 Memcpy Instances: 432.993011 Memcpy Classifiers: 0.063000 Kernel 1: 0.026000 Kernel 2: 467.434998 Copyback: 0.016000 Sum: 0.012000 Memcpy Classifiers: 0.055000 Kernel 1: 0.015000 Kernel 2: 459.397003 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.056000 Kernel 1: 0.015000 Kernel 2: 465.490997 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.013000 Kernel 2: 463.325989 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.013000 Kernel 2: 473.195007 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.013000 Kernel 2: 461.618988 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 473.373993 Copyback: 0.368000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 459.416992 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 468.578003 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.054000 Kernel 1: 0.013000 Kernel 2: 477.936005 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.013000 Kernel 2: 462.235992 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 476.872986 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 225.576004 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.005821 0.760999 fi:0.383615. Ave ac:0.007701,0.025866 Best acc 0.005821 0.760999 Initialization: 6.423000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.842000 Kernel 1: 0.025000 Kernel 2: 109.269997 Copyback: 0.017000 Sum: 0.048000 Initial population average accuracy1:0.006667 accuracy2:0.246326 Initialization: 6.862000 Memcpy Classifiers: 0.456000 Memcpy Instances: 8.833000 Kernel 1: 0.025000 Kernel 2: 115.228996 Copyback: 0.017000 Sum: 0.033000 It 0,Best ac:0.006595 0.659091 fi:0.440073. Ave ac:0.013132,0.017547 Initialization: 6.463000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.820000 Kernel 1: 0.025000 Kernel 2: 115.272003 Copyback: 0.017000 Sum: 0.029000 It 1,Best ac:0.004321 0.703704 fi:0.415038. Ave ac:0.016360,0.019745 Initialization: 6.386000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.210000 Kernel 1: 0.022000 Kernel 2: 110.384003 Copyback: 0.017000 Sum: 0.035000 It 2,Best ac:0.006823 0.769231 fi:0.329846. Ave ac:0.017682,0.022201 Initialization: 6.452000 Memcpy Classifiers: 0.421000 Memcpy Instances: 8.840000 Kernel 1: 0.023000 Kernel 2: 109.800003 Copyback: 0.017000 Sum: 0.032000 It 3,Best ac:0.004775 0.777778 fi:0.322083. Ave ac:0.018868,0.022720 Initialization: 6.354000 Memcpy Classifiers: 0.417000 Memcpy Instances: 9.567000 Kernel 1: 0.023000 Kernel 2: 105.906998 Copyback: 0.017000 Sum: 0.030000 It 4,Best ac:0.005912 0.787879 fi:0.311546. Ave ac:0.013998,0.015709 Initialization: 6.901000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.875000 Kernel 1: 0.024000 Kernel 2: 106.792999 Copyback: 0.018000 Sum: 0.033000 It 5,Best ac:0.005002 0.880000 fi:0.219774. Ave ac:0.011729,0.012950 Initialization: 6.455000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.859000 Kernel 1: 0.024000 Kernel 2: 105.782997 Copyback: 0.017000 Sum: 0.034000 It 6,Best ac:0.005003 0.916667 fi:0.183107. Ave ac:0.010196,0.010046 Initialization: 6.406000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.946000 Kernel 1: 0.023000 Kernel 2: 106.848000 Copyback: 0.017000 Sum: 0.037000 It 7,Best ac:0.004775 0.840000 fi:0.259861. Ave ac:0.009148,0.009080 Initialization: 6.410000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.863000 Kernel 1: 0.024000 Kernel 2: 106.503998 Copyback: 0.017000 Sum: 0.030000 It 8,Best ac:0.004321 0.826087 fi:0.292655. Ave ac:0.008810,0.007133 Initialization: 6.446000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.288000 Kernel 1: 0.023000 Kernel 2: 105.788002 Copyback: 0.017000 Sum: 0.036000 It 9,Best ac:0.005686 0.833333 fi:0.266179. Ave ac:0.008484,0.008173 Iteration 10:MDL fitness activated Error 0.266179 TL 0.030877 MDL Theory Length Weight: 2.8735009479 (4) Initialization: 6.400000 Memcpy Classifiers: 0.398000 Memcpy Instances: 9.310000 Kernel 1: 0.024000 Kernel 2: 106.358002 Copyback: 0.017000 Sum: 0.032000 It 10,Best ac:0.005003 0.814815 fi:0.357804. Ave ac:0.007985,0.009513 Initialization: 6.932000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.862000 Kernel 1: 0.024000 Kernel 2: 102.512001 Copyback: 0.017000 Sum: 0.033000 It 11,Best ac:0.004319 0.904762 fi:0.295200. Ave ac:0.008594,0.007865 Initialization: 6.389000 Memcpy Classifiers: 0.339000 Memcpy Instances: 8.890000 Kernel 1: 0.024000 Kernel 2: 105.641998 Copyback: 0.017000 Sum: 0.031000 It 12,Best ac:0.005003 0.846154 fi:0.313595. Ave ac:0.009268,0.010859 Initialization: 6.432000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.974000 Kernel 1: 0.024000 Kernel 2: 107.276001 Copyback: 0.017000 Sum: 0.030000 It 13,Best ac:0.005457 0.857143 fi:0.302431. Ave ac:0.007927,0.006738 Initialization: 6.492000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.904000 Kernel 1: 0.023000 Kernel 2: 103.491997 Copyback: 0.017000 Sum: 0.036000 It 14,Best ac:0.004775 0.840000 fi:0.336925. Ave ac:0.007061,0.005954 Initialization: 6.374000 Memcpy Classifiers: 0.341000 Memcpy Instances: 10.137000 Kernel 1: 0.023000 Kernel 2: 102.225998 Copyback: 0.017000 Sum: 0.035000 It 15,Best ac:0.006821 0.833333 fi:0.349423. Ave ac:0.009332,0.007645 Initialization: 6.480000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.866000 Kernel 1: 0.024000 Kernel 2: 105.028000 Copyback: 0.018000 Sum: 0.032000 It 16,Best ac:0.005684 0.892857 fi:0.283188. Ave ac:0.006722,0.006867 Initialization: 6.456000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.818000 Kernel 1: 0.024000 Kernel 2: 108.195000 Copyback: 0.018000 Sum: 0.034000 It 17,Best ac:0.004320 0.950000 fi:0.256465. Ave ac:0.009251,0.008883 Initialization: 6.365000 Memcpy Classifiers: 0.304000 Memcpy Instances: 8.860000 Kernel 1: 0.024000 Kernel 2: 102.921997 Copyback: 0.017000 Sum: 0.036000 It 18,Best ac:0.004320 0.863636 fi:0.330233. Ave ac:0.009947,0.007921 Initialization: 6.369000 Memcpy Classifiers: 0.339000 Memcpy Instances: 9.308000 Kernel 1: 0.023000 Kernel 2: 100.490997 Copyback: 0.017000 Sum: 0.038000 It 19,Best ac:0.004320 0.950000 fi:0.231319. Ave ac:0.008774,0.008103 Initialization: 6.500000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.836000 Kernel 1: 0.022000 Kernel 2: 99.695000 Copyback: 0.017000 Sum: 0.034000 It 20,Best ac:0.005910 0.866667 fi:0.305005. Ave ac:0.010214,0.007958 Initialization: 6.348000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.857000 Kernel 1: 0.024000 Kernel 2: 99.900002 Copyback: 0.017000 Sum: 0.036000 It 21,Best ac:0.004775 0.777778 fi:0.390100. Ave ac:0.006904,0.005861 Initialization: 6.467000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.926000 Kernel 1: 0.024000 Kernel 2: 101.764999 Copyback: 0.017000 Sum: 0.035000 It 22,Best ac:0.004548 0.833333 fi:0.326180. Ave ac:0.008471,0.007217 Initialization: 6.440000 Memcpy Classifiers: 0.304000 Memcpy Instances: 8.844000 Kernel 1: 0.023000 Kernel 2: 97.365997 Copyback: 0.017000 Sum: 0.033000 It 23,Best ac:0.004548 0.909091 fi:0.253680. Ave ac:0.010801,0.010040 Initialization: 6.418000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.828000 Kernel 1: 0.024000 Kernel 2: 97.009003 Copyback: 0.017000 Sum: 0.030000 It 24,Best ac:0.005457 0.888889 fi:0.266465. Ave ac:0.009832,0.007586 Initialization: 6.433000 Memcpy Classifiers: 0.302000 Memcpy Instances: 9.293000 Kernel 1: 0.024000 Kernel 2: 92.378998 Copyback: 0.017000 Sum: 0.038000 It 25,Best ac:0.005458 0.800000 fi:0.358417. Ave ac:0.008376,0.008603 Initialization: 6.513000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.902000 Kernel 1: 0.023000 Kernel 2: 91.834999 Copyback: 0.017000 Sum: 0.036000 It 26,Best ac:0.004548 0.869565 fi:0.294158. Ave ac:0.010760,0.008491 Initialization: 6.471000 Memcpy Classifiers: 0.322000 Memcpy Instances: 15.627000 Kernel 1: 0.025000 Kernel 2: 92.164001 Copyback: 0.020000 Sum: 0.037000 It 27,Best ac:0.006139 0.870968 fi:0.292999. Ave ac:0.010451,0.008543 Initialization: 6.417000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.894000 Kernel 1: 0.023000 Kernel 2: 93.156998 Copyback: 0.017000 Sum: 0.034000 It 28,Best ac:0.007050 0.939394 fi:0.228534. Ave ac:0.009569,0.008475 Initialization: 6.467000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.869000 Kernel 1: 0.023000 Kernel 2: 91.460999 Copyback: 0.017000 Sum: 0.036000 It 29,Best ac:0.004548 0.952381 fi:0.208945. Ave ac:0.008417,0.008289 Initialization: 6.471000 Memcpy Classifiers: 0.301000 Memcpy Instances: 8.811000 Kernel 1: 0.024000 Kernel 2: 93.910004 Copyback: 0.017000 Sum: 0.034000 It 30,Best ac:0.005684 0.806452 fi:0.357226. Ave ac:0.008424,0.008438 Initialization: 6.676000 Memcpy Classifiers: 0.333000 Memcpy Instances: 8.934000 Kernel 1: 0.024000 Kernel 2: 91.969002 Copyback: 0.017000 Sum: 0.035000 It 31,Best ac:0.005457 0.888889 fi:0.273203. Ave ac:0.009146,0.009868 Initialization: 6.410000 Memcpy Classifiers: 0.498000 Memcpy Instances: 8.837000 Kernel 1: 0.024000 Kernel 2: 93.629997 Copyback: 0.017000 Sum: 0.035000 It 32,Best ac:0.006821 0.857143 fi:0.300888. Ave ac:0.007922,0.006964 Initialization: 6.457000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.858000 Kernel 1: 0.022000 Kernel 2: 92.167999 Copyback: 0.024000 Sum: 0.033000 It 33,Best ac:0.008640 0.883721 fi:0.259563. Ave ac:0.010459,0.009112 Initialization: 22.656000 Memcpy Instances: 435.257996 Memcpy Classifiers: 0.063000 Kernel 1: 0.023000 Kernel 2: 488.274994 Copyback: 0.015000 Sum: 0.015000 Memcpy Classifiers: 0.056000 Kernel 1: 0.013000 Kernel 2: 512.752991 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 512.697998 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 494.513000 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 498.677002 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.061000 Kernel 1: 0.014000 Kernel 2: 506.045990 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.061000 Kernel 1: 0.014000 Kernel 2: 511.501007 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 511.436005 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.014000 Kernel 2: 494.463989 Copyback: 0.370000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 506.858002 Copyback: 0.018000 Sum: 0.002000 Memcpy Classifiers: 0.061000 Kernel 1: 0.015000 Kernel 2: 495.863007 Copyback: 0.022000 Sum: 0.006000 Memcpy Classifiers: 0.225000 Kernel 1: 0.022000 Kernel 2: 503.687988 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.055000 Kernel 1: 0.014000 Kernel 2: 265.899994 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.005084 0.737954 fi:0.425954. Ave ac:0.007892,0.026546 Best acc 0.005084 0.737954 Rule:Att PSSM_-2_2 is [<-3.355983]|Att PSSM_0_12 is [-6.939590,-3.060410]|Att PSSM_1_5 is [-3.257991,9.176090]|Att PSSM_1_19 is [>-6.308949]|Att PSSM_2_12 is [-5.440054,-2.182217]|1 Accuracy : 0.744193 0 1 161133 2947 57075 13483 Removed 1682 instances. 218208 Instances left. Acc of rule 0.005821-0.760999 Initialization: 6.452000 Memcpy Classifiers: 0.559000 Memcpy Instances: 9.296000 Kernel 1: 0.026000 Kernel 2: 107.321999 Copyback: 0.017000 Sum: 0.049000 Initial population average accuracy1:0.005381 accuracy2:0.248122 Initialization: 6.495000 Memcpy Classifiers: 0.524000 Memcpy Instances: 8.801000 Kernel 1: 0.025000 Kernel 2: 109.507004 Copyback: 0.017000 Sum: 0.050000 It 0,Best ac:0.004583 0.571429 fi:0.528481. Ave ac:0.010722,0.015463 Initialization: 6.447000 Memcpy Classifiers: 0.471000 Memcpy Instances: 8.895000 Kernel 1: 0.025000 Kernel 2: 113.473000 Copyback: 0.017000 Sum: 0.033000 It 1,Best ac:0.004583 0.689655 fi:0.410253. Ave ac:0.013604,0.016919 Initialization: 7.819000 Memcpy Classifiers: 0.454000 Memcpy Instances: 9.132000 Kernel 1: 0.023000 Kernel 2: 115.415001 Copyback: 0.017000 Sum: 0.039000 It 2,Best ac:0.004812 0.677419 fi:0.422400. Ave ac:0.014084,0.015811 Initialization: 6.612000 Memcpy Classifiers: 1.248000 Memcpy Instances: 8.938000 Kernel 1: 0.023000 Kernel 2: 118.696999 Copyback: 0.017000 Sum: 0.035000 It 3,Best ac:0.005958 0.812500 fi:0.286874. Ave ac:0.014866,0.017591 Initialization: 6.495000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.881000 Kernel 1: 0.023000 Kernel 2: 121.777000 Copyback: 0.017000 Sum: 0.034000 It 4,Best ac:0.004353 0.730769 fi:0.369230. Ave ac:0.011226,0.015042 Initialization: 6.483000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.797000 Kernel 1: 0.025000 Kernel 2: 127.723000 Copyback: 0.017000 Sum: 0.035000 It 5,Best ac:0.016266 0.689320 fi:0.406048. Ave ac:0.009771,0.010672 Initialization: 6.337000 Memcpy Classifiers: 0.471000 Memcpy Instances: 8.813000 Kernel 1: 0.025000 Kernel 2: 126.414001 Copyback: 0.017000 Sum: 0.040000 It 6,Best ac:0.004353 0.863636 fi:0.236363. Ave ac:0.009186,0.010704 Initialization: 6.385000 Memcpy Classifiers: 0.453000 Memcpy Instances: 8.801000 Kernel 1: 0.024000 Kernel 2: 131.009003 Copyback: 0.017000 Sum: 0.039000 It 7,Best ac:0.005270 0.766667 fi:0.332974. Ave ac:0.007816,0.006417 Initialization: 6.409000 Memcpy Classifiers: 0.471000 Memcpy Instances: 8.800000 Kernel 1: 0.024000 Kernel 2: 127.445999 Copyback: 0.018000 Sum: 0.035000 It 8,Best ac:0.004582 0.740741 fi:0.359169. Ave ac:0.006799,0.007314 Initialization: 6.283000 Memcpy Classifiers: 0.467000 Memcpy Instances: 9.281000 Kernel 1: 0.023000 Kernel 2: 127.689003 Copyback: 0.018000 Sum: 0.038000 It 9,Best ac:0.006418 0.777778 fi:0.321418. Ave ac:0.008752,0.006844 Iteration 10:MDL fitness activated Error 0.321418 TL 0.031845 MDL Theory Length Weight: 3.3644198366 (4) Initialization: 6.454000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.916000 Kernel 1: 0.024000 Kernel 2: 125.847000 Copyback: 0.018000 Sum: 0.040000 It 10,Best ac:0.004354 0.826087 fi:0.407495. Ave ac:0.008719,0.007576 Initialization: 6.458000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.882000 Kernel 1: 0.023000 Kernel 2: 122.540001 Copyback: 0.023000 Sum: 0.043000 It 11,Best ac:0.011002 0.842105 fi:0.372896. Ave ac:0.012352,0.009915 Initialization: 6.455000 Memcpy Classifiers: 0.434000 Memcpy Instances: 10.020000 Kernel 1: 0.023000 Kernel 2: 116.773003 Copyback: 0.022000 Sum: 0.037000 It 12,Best ac:0.005042 0.846154 fi:0.394618. Ave ac:0.010297,0.007800 Initialization: 6.629000 Memcpy Classifiers: 0.436000 Memcpy Instances: 9.003000 Kernel 1: 0.024000 Kernel 2: 114.728996 Copyback: 0.017000 Sum: 0.035000 It 13,Best ac:0.004582 0.869565 fi:0.341013. Ave ac:0.009886,0.009630 Initialization: 6.479000 Memcpy Classifiers: 0.416000 Memcpy Instances: 10.110000 Kernel 1: 0.023000 Kernel 2: 108.921997 Copyback: 0.017000 Sum: 0.036000 It 14,Best ac:0.005041 0.846154 fi:0.338874. Ave ac:0.009484,0.009201 Initialization: 6.297000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.127000 Kernel 1: 0.023000 Kernel 2: 108.997002 Copyback: 0.017000 Sum: 0.040000 It 15,Best ac:0.005729 0.806452 fi:0.416405. Ave ac:0.010050,0.009794 Initialization: 6.465000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.797000 Kernel 1: 0.025000 Kernel 2: 103.450996 Copyback: 0.017000 Sum: 0.048000 It 16,Best ac:0.004582 0.800000 fi:0.404344. Ave ac:0.010833,0.009880 Initialization: 6.424000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.803000 Kernel 1: 0.024000 Kernel 2: 99.675003 Copyback: 0.018000 Sum: 0.036000 It 17,Best ac:0.005041 0.814815 fi:0.369534. Ave ac:0.011906,0.018292 Initialization: 6.513000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.800000 Kernel 1: 0.025000 Kernel 2: 99.836998 Copyback: 0.017000 Sum: 0.037000 It 18,Best ac:0.004582 0.909091 fi:0.281589. Ave ac:0.010911,0.009952 Initialization: 6.457000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.051000 Kernel 1: 0.024000 Kernel 2: 96.058998 Copyback: 0.017000 Sum: 0.039000 It 19,Best ac:0.010999 0.842105 fi:0.328337. Ave ac:0.011479,0.009918 Initialization: 6.425000 Memcpy Classifiers: 0.352000 Memcpy Instances: 10.069000 Kernel 1: 0.023000 Kernel 2: 96.105003 Copyback: 0.017000 Sum: 0.037000 It 20,Best ac:0.006645 0.828571 fi:0.356807. Ave ac:0.012198,0.011132 Initialization: 6.416000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.868000 Kernel 1: 0.024000 Kernel 2: 97.137001 Copyback: 0.017000 Sum: 0.040000 It 21,Best ac:0.006188 0.964286 fi:0.230445. Ave ac:0.012928,0.011511 Initialization: 6.389000 Memcpy Classifiers: 0.415000 Memcpy Instances: 9.249000 Kernel 1: 0.024000 Kernel 2: 92.122002 Copyback: 0.017000 Sum: 0.037000 It 22,Best ac:0.004355 0.791667 fi:0.388186. Ave ac:0.008906,0.008918 Initialization: 6.481000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.792000 Kernel 1: 0.025000 Kernel 2: 92.564003 Copyback: 0.371000 Sum: 0.036000 It 23,Best ac:0.004582 0.833333 fi:0.348495. Ave ac:0.009924,0.008823 Initialization: 6.434000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.825000 Kernel 1: 0.025000 Kernel 2: 90.119003 Copyback: 0.017000 Sum: 0.038000 It 24,Best ac:0.003895 0.944444 fi:0.328401. Ave ac:0.009709,0.009097 Initialization: 6.345000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.837000 Kernel 1: 0.024000 Kernel 2: 91.389999 Copyback: 0.018000 Sum: 0.040000 It 25,Best ac:0.005272 0.884615 fi:0.284136. Ave ac:0.010294,0.010486 Initialization: 6.388000 Memcpy Classifiers: 0.350000 Memcpy Instances: 8.831000 Kernel 1: 0.024000 Kernel 2: 90.827003 Copyback: 0.017000 Sum: 0.039000 It 26,Best ac:0.004582 0.909091 fi:0.266292. Ave ac:0.011053,0.008814 Initialization: 6.389000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.813000 Kernel 1: 0.024000 Kernel 2: 86.811996 Copyback: 0.017000 Sum: 0.033000 It 27,Best ac:0.004812 0.840000 fi:0.318248. Ave ac:0.008487,0.010011 Initialization: 6.377000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.910000 Kernel 1: 0.023000 Kernel 2: 85.295998 Copyback: 0.017000 Sum: 0.035000 It 28,Best ac:0.006874 0.882353 fi:0.284370. Ave ac:0.010738,0.011048 Initialization: 6.314000 Memcpy Classifiers: 0.340000 Memcpy Instances: 9.277000 Kernel 1: 0.023000 Kernel 2: 85.903000 Copyback: 0.017000 Sum: 0.034000 It 29,Best ac:0.005041 0.880000 fi:0.301651. Ave ac:0.009522,0.008285 Initialization: 6.408000 Memcpy Classifiers: 0.304000 Memcpy Instances: 9.753000 Kernel 1: 0.024000 Kernel 2: 83.146004 Copyback: 0.017000 Sum: 0.034000 It 30,Best ac:0.007104 0.861111 fi:0.307960. Ave ac:0.008103,0.007086 MDL Theory Length Weight: 3.0279778529 (10) Initialization: 6.661000 Memcpy Classifiers: 0.287000 Memcpy Instances: 9.094000 Kernel 1: 0.023000 Kernel 2: 84.661003 Copyback: 0.019000 Sum: 0.036000 It 31,Best ac:0.004125 0.900000 fi:0.302622. Ave ac:0.008356,0.008171 Initialization: 6.503000 Memcpy Classifiers: 0.321000 Memcpy Instances: 9.328000 Kernel 1: 0.024000 Kernel 2: 83.647003 Copyback: 0.016000 Sum: 0.032000 It 32,Best ac:0.005498 0.923077 fi:0.248868. Ave ac:0.009663,0.008348 Initialization: 6.380000 Memcpy Classifiers: 0.322000 Memcpy Instances: 9.291000 Kernel 1: 0.024000 Kernel 2: 80.452003 Copyback: 0.018000 Sum: 0.038000 It 33,Best ac:0.004354 0.863636 fi:0.305429. Ave ac:0.008892,0.007738 Initialization: 23.417999 Memcpy Instances: 435.770996 Memcpy Classifiers: 0.062000 Kernel 1: 0.024000 Kernel 2: 461.908997 Copyback: 0.015000 Sum: 0.014000 Memcpy Classifiers: 0.055000 Kernel 1: 0.014000 Kernel 2: 457.610992 Copyback: 0.017000 Sum: 0.003000 Memcpy Classifiers: 0.062000 Kernel 1: 0.017000 Kernel 2: 464.045013 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.014000 Kernel 2: 463.447998 Copyback: 0.019000 Sum: 0.004000 Memcpy Classifiers: 0.061000 Kernel 1: 0.018000 Kernel 2: 450.026001 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.014000 Kernel 2: 483.536987 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 462.330994 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.014000 Kernel 2: 450.619995 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 454.821014 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.014000 Kernel 2: 456.480011 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.054000 Kernel 1: 0.014000 Kernel 2: 458.779999 Copyback: 0.368000 Sum: 0.002000 Memcpy Classifiers: 0.055000 Kernel 1: 0.016000 Kernel 2: 450.653015 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.047000 Kernel 1: 0.014000 Kernel 2: 158.227005 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.004601 0.759455 fi:0.412838. Ave ac:0.009235,0.030779 Best acc 0.004601 0.759455 Initialization: 6.313000 Memcpy Classifiers: 0.540000 Memcpy Instances: 9.631000 Kernel 1: 0.026000 Kernel 2: 104.330002 Copyback: 0.018000 Sum: 0.048000 Initial population average accuracy1:0.006027 accuracy2:0.252994 Initialization: 6.201000 Memcpy Classifiers: 0.728000 Memcpy Instances: 8.835000 Kernel 1: 0.024000 Kernel 2: 106.996002 Copyback: 0.017000 Sum: 0.035000 It 0,Best ac:0.019248 0.556291 fi:0.537913. Ave ac:0.011923,0.016821 Initialization: 6.281000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.810000 Kernel 1: 0.024000 Kernel 2: 110.183998 Copyback: 0.017000 Sum: 0.034000 It 1,Best ac:0.014898 0.565217 fi:0.530680. Ave ac:0.014386,0.017493 Initialization: 6.420000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.790000 Kernel 1: 0.023000 Kernel 2: 106.731003 Copyback: 0.017000 Sum: 0.035000 It 2,Best ac:0.004354 0.760000 fi:0.339997. Ave ac:0.014831,0.016833 Initialization: 6.369000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.836000 Kernel 1: 0.024000 Kernel 2: 104.758003 Copyback: 0.017000 Sum: 0.030000 It 3,Best ac:0.005956 0.722222 fi:0.377153. Ave ac:0.014632,0.018625 Initialization: 6.577000 Memcpy Classifiers: 0.450000 Memcpy Instances: 9.254000 Kernel 1: 0.022000 Kernel 2: 102.561996 Copyback: 0.017000 Sum: 0.030000 It 4,Best ac:0.006647 0.828571 fi:0.270535. Ave ac:0.012843,0.011893 Initialization: 6.286000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.806000 Kernel 1: 0.025000 Kernel 2: 102.834999 Copyback: 0.017000 Sum: 0.197000 It 5,Best ac:0.005729 0.757576 fi:0.341887. Ave ac:0.011832,0.011742 Initialization: 6.337000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.833000 Kernel 1: 0.024000 Kernel 2: 107.056000 Copyback: 0.017000 Sum: 0.029000 It 6,Best ac:0.006186 0.900000 fi:0.199287. Ave ac:0.012169,0.014247 Initialization: 6.504000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.831000 Kernel 1: 0.024000 Kernel 2: 105.496002 Copyback: 0.017000 Sum: 0.029000 It 7,Best ac:0.009166 0.784314 fi:0.313815. Ave ac:0.010612,0.011643 Initialization: 6.318000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.995000 Kernel 1: 0.023000 Kernel 2: 104.973000 Copyback: 0.017000 Sum: 0.032000 It 8,Best ac:0.005727 0.862069 fi:0.237396. Ave ac:0.010040,0.010216 Initialization: 6.320000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.877000 Kernel 1: 0.024000 Kernel 2: 102.725998 Copyback: 0.017000 Sum: 0.031000 It 9,Best ac:0.005269 0.821429 fi:0.278214. Ave ac:0.009385,0.008016 Iteration 10:MDL fitness activated Error 0.278214 TL 0.042985 MDL Theory Length Weight: 2.1574529370 (4) Initialization: 6.362000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.804000 Kernel 1: 0.024000 Kernel 2: 100.272003 Copyback: 0.017000 Sum: 0.030000 It 10,Best ac:0.004583 0.833333 fi:0.347479. Ave ac:0.008273,0.007838 Initialization: 6.407000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.837000 Kernel 1: 0.023000 Kernel 2: 96.857002 Copyback: 0.017000 Sum: 0.032000 It 11,Best ac:0.004354 0.863636 fi:0.330072. Ave ac:0.009282,0.009408 Initialization: 6.425000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.869000 Kernel 1: 0.024000 Kernel 2: 95.615997 Copyback: 0.018000 Sum: 0.033000 It 12,Best ac:0.006416 0.875000 fi:0.310137. Ave ac:0.008456,0.008204 Initialization: 6.350000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.808000 Kernel 1: 0.024000 Kernel 2: 96.582001 Copyback: 0.017000 Sum: 0.033000 It 13,Best ac:0.006187 0.931034 fi:0.222650. Ave ac:0.008556,0.007223 Initialization: 6.488000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.959000 Kernel 1: 0.024000 Kernel 2: 94.556000 Copyback: 0.017000 Sum: 0.032000 It 14,Best ac:0.007105 0.861111 fi:0.318721. Ave ac:0.009451,0.008309 Initialization: 6.279000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.802000 Kernel 1: 0.024000 Kernel 2: 91.892998 Copyback: 0.017000 Sum: 0.034000 It 15,Best ac:0.005269 0.958333 fi:0.205274. Ave ac:0.008822,0.006815 Initialization: 6.353000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.469000 Kernel 1: 0.023000 Kernel 2: 90.481003 Copyback: 0.017000 Sum: 0.034000 It 16,Best ac:0.005729 0.833333 fi:0.321217. Ave ac:0.009436,0.008398 Initialization: 6.414000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.103000 Kernel 1: 0.023000 Kernel 2: 89.661003 Copyback: 0.017000 Sum: 0.040000 It 17,Best ac:0.005269 0.851852 fi:0.307250. Ave ac:0.009329,0.008179 Initialization: 6.379000 Memcpy Classifiers: 0.405000 Memcpy Instances: 8.843000 Kernel 1: 0.024000 Kernel 2: 90.301003 Copyback: 0.018000 Sum: 0.033000 It 18,Best ac:0.004811 0.913043 fi:0.241238. Ave ac:0.009178,0.007835 Initialization: 6.423000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.816000 Kernel 1: 0.025000 Kernel 2: 89.761002 Copyback: 0.017000 Sum: 0.038000 It 19,Best ac:0.005959 0.896552 fi:0.270160. Ave ac:0.009351,0.008167 Initialization: 6.367000 Memcpy Classifiers: 0.401000 Memcpy Instances: 8.827000 Kernel 1: 0.023000 Kernel 2: 90.745003 Copyback: 0.017000 Sum: 0.033000 It 20,Best ac:0.005042 0.880000 fi:0.288599. Ave ac:0.008916,0.008201 Initialization: 6.475000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.786000 Kernel 1: 0.024000 Kernel 2: 87.788002 Copyback: 0.017000 Sum: 0.032000 It 21,Best ac:0.007104 0.885714 fi:0.270476. Ave ac:0.010264,0.011840 Initialization: 6.386000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.895000 Kernel 1: 0.024000 Kernel 2: 89.773003 Copyback: 0.017000 Sum: 0.030000 It 22,Best ac:0.004813 0.875000 fi:0.305652. Ave ac:0.008998,0.008084 Initialization: 6.487000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.852000 Kernel 1: 0.024000 Kernel 2: 91.212997 Copyback: 0.017000 Sum: 0.032000 It 23,Best ac:0.004353 0.904762 fi:0.268339. Ave ac:0.009765,0.007707 Initialization: 6.812000 Memcpy Classifiers: 0.400000 Memcpy Instances: 8.875000 Kernel 1: 0.024000 Kernel 2: 89.841003 Copyback: 0.017000 Sum: 0.031000 It 24,Best ac:0.004582 0.869565 fi:0.302490. Ave ac:0.008466,0.007932 MDL Theory Length Weight: 1.9417076433 (10) Initialization: 6.783000 Memcpy Classifiers: 0.364000 Memcpy Instances: 8.841000 Kernel 1: 0.023000 Kernel 2: 87.741997 Copyback: 0.017000 Sum: 0.031000 It 25,Best ac:0.004355 0.950000 fi:0.200095. Ave ac:0.009092,0.007282 Initialization: 6.411000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.846000 Kernel 1: 0.024000 Kernel 2: 88.122002 Copyback: 0.017000 Sum: 0.029000 It 26,Best ac:0.005956 0.896552 fi:0.258016. Ave ac:0.008135,0.007687 Initialization: 6.413000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.285000 Kernel 1: 0.024000 Kernel 2: 88.723999 Copyback: 0.017000 Sum: 0.030000 It 27,Best ac:0.004811 1.000000 fi:0.162164. Ave ac:0.008551,0.007127 Initialization: 6.699000 Memcpy Classifiers: 0.401000 Memcpy Instances: 8.817000 Kernel 1: 0.024000 Kernel 2: 88.084000 Copyback: 0.017000 Sum: 0.029000 It 28,Best ac:0.006873 0.882353 fi:0.262051. Ave ac:0.007770,0.006818 Initialization: 6.362000 Memcpy Classifiers: 0.417000 Memcpy Instances: 9.010000 Kernel 1: 0.024000 Kernel 2: 88.860001 Copyback: 0.017000 Sum: 0.030000 It 29,Best ac:0.005040 0.916667 fi:0.244690. Ave ac:0.008678,0.007251 Initialization: 6.377000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.789000 Kernel 1: 0.025000 Kernel 2: 87.002998 Copyback: 0.017000 Sum: 0.029000 It 30,Best ac:0.004354 0.950000 fi:0.213477. Ave ac:0.007879,0.007431 Initialization: 6.355000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.940000 Kernel 1: 0.023000 Kernel 2: 88.233002 Copyback: 0.017000 Sum: 0.027000 It 31,Best ac:0.005041 1.000000 fi:0.163208. Ave ac:0.007995,0.008045 Initialization: 6.429000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.844000 Kernel 1: 0.025000 Kernel 2: 86.879997 Copyback: 0.017000 Sum: 0.033000 It 32,Best ac:0.004583 0.869565 fi:0.271253. Ave ac:0.007590,0.006251 Initialization: 6.334000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.819000 Kernel 1: 0.025000 Kernel 2: 88.007004 Copyback: 0.018000 Sum: 0.029000 It 33,Best ac:0.006647 0.852941 fi:0.304235. Ave ac:0.007290,0.006062 Initialization: 24.110001 Memcpy Instances: 431.312012 Memcpy Classifiers: 0.070000 Kernel 1: 0.024000 Kernel 2: 491.532990 Copyback: 0.015000 Sum: 0.014000 Memcpy Classifiers: 0.063000 Kernel 1: 0.014000 Kernel 2: 471.253998 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.069000 Kernel 1: 0.014000 Kernel 2: 480.131989 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 484.819000 Copyback: 0.018000 Sum: 0.004000 Memcpy Classifiers: 0.069000 Kernel 1: 0.017000 Kernel 2: 480.789001 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.014000 Kernel 2: 497.251007 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.014000 Kernel 2: 479.888000 Copyback: 0.022000 Sum: 0.006000 Memcpy Classifiers: 0.072000 Kernel 1: 0.022000 Kernel 2: 500.045013 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.070000 Kernel 1: 0.016000 Kernel 2: 478.618988 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.016000 Kernel 2: 475.455994 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 481.808990 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.014000 Kernel 2: 484.420990 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.014000 Kernel 2: 156.860992 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.004665 0.758004 fi:0.403498. Ave ac:0.009305,0.030696 Best acc 0.004665 0.758004 Rule:Att PSSM_-2_12 is [<-3.810479]|Att PSSM_-1_4 is [<-1.154636]|Att PSSM_-1_15 is [<-0.955199]|Att PSSM_0_7 is [<-3.608016]|Att PSSM_0_10 is [>-2.375538]|Att PSSM_0_12 is [<-3.056354]|Att PSSM_1_4 is [<-0.037672]|1 Accuracy : 0.747117 0 1 160815 3265 56071 14487 Removed 1322 instances. 216886 Instances left. Acc of rule 0.004601-0.759455 Initialization: 6.603000 Memcpy Classifiers: 0.577000 Memcpy Instances: 8.795000 Kernel 1: 0.027000 Kernel 2: 104.435997 Copyback: 0.018000 Sum: 0.046000 Initial population average accuracy1:0.005258 accuracy2:0.237971 Initialization: 6.420000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.741000 Kernel 1: 0.024000 Kernel 2: 109.257004 Copyback: 0.017000 Sum: 0.047000 It 0,Best ac:0.003689 0.727273 fi:0.500163. Ave ac:0.010611,0.014048 Initialization: 6.214000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.842000 Kernel 1: 0.023000 Kernel 2: 113.278999 Copyback: 0.018000 Sum: 0.035000 It 1,Best ac:0.007378 0.640000 fi:0.458788. Ave ac:0.013215,0.015096 Initialization: 6.425000 Memcpy Classifiers: 0.470000 Memcpy Instances: 9.116000 Kernel 1: 0.024000 Kernel 2: 111.637001 Copyback: 0.018000 Sum: 0.034000 It 2,Best ac:0.008068 0.603448 fi:0.495068. Ave ac:0.015083,0.016454 Initialization: 6.869000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.937000 Kernel 1: 0.023000 Kernel 2: 112.844002 Copyback: 0.019000 Sum: 0.033000 It 3,Best ac:0.006226 0.692308 fi:0.406934. Ave ac:0.015661,0.017649 Initialization: 6.172000 Memcpy Classifiers: 0.453000 Memcpy Instances: 8.825000 Kernel 1: 0.024000 Kernel 2: 112.849998 Copyback: 0.017000 Sum: 0.028000 It 4,Best ac:0.008068 0.614035 fi:0.484481. Ave ac:0.014976,0.018744 Initialization: 6.322000 Memcpy Classifiers: 0.487000 Memcpy Instances: 9.481000 Kernel 1: 0.023000 Kernel 2: 114.461998 Copyback: 0.017000 Sum: 0.028000 It 5,Best ac:0.004840 0.777778 fi:0.322010. Ave ac:0.012926,0.015128 Initialization: 6.880000 Memcpy Classifiers: 0.488000 Memcpy Instances: 9.659000 Kernel 1: 0.023000 Kernel 2: 110.683998 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.007607 0.750000 fi:0.348697. Ave ac:0.012151,0.013234 Initialization: 6.426000 Memcpy Classifiers: 0.488000 Memcpy Instances: 9.020000 Kernel 1: 0.024000 Kernel 2: 114.223999 Copyback: 0.017000 Sum: 0.031000 It 7,Best ac:0.003920 0.894737 fi:0.284413. Ave ac:0.013027,0.012875 Initialization: 6.622000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.975000 Kernel 1: 0.023000 Kernel 2: 106.889999 Copyback: 0.017000 Sum: 0.032000 It 8,Best ac:0.004148 0.857143 fi:0.274497. Ave ac:0.011104,0.012635 Initialization: 6.510000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.743000 Kernel 1: 0.024000 Kernel 2: 105.635002 Copyback: 0.018000 Sum: 0.029000 It 9,Best ac:0.004380 0.826087 fi:0.273882. Ave ac:0.011260,0.013826 Iteration 10:MDL fitness activated Error 0.273882 TL 0.036731 MDL Theory Length Weight: 2.4854462800 (1) Initialization: 6.563000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.876000 Kernel 1: 0.023000 Kernel 2: 105.778999 Copyback: 0.017000 Sum: 0.032000 It 10,Best ac:0.007145 0.837838 fi:0.331457. Ave ac:0.010753,0.009059 Initialization: 6.565000 Memcpy Classifiers: 0.470000 Memcpy Instances: 9.790000 Kernel 1: 0.024000 Kernel 2: 102.336998 Copyback: 0.017000 Sum: 0.030000 It 11,Best ac:0.006917 0.857143 fi:0.324522. Ave ac:0.010039,0.010584 Initialization: 6.700000 Memcpy Classifiers: 0.453000 Memcpy Instances: 9.684000 Kernel 1: 0.022000 Kernel 2: 101.572998 Copyback: 0.017000 Sum: 0.037000 It 12,Best ac:0.004150 0.818182 fi:0.383397. Ave ac:0.010542,0.011311 Initialization: 6.998000 Memcpy Classifiers: 0.401000 Memcpy Instances: 8.915000 Kernel 1: 0.024000 Kernel 2: 97.194000 Copyback: 0.018000 Sum: 0.039000 It 13,Best ac:0.005303 0.884615 fi:0.292037. Ave ac:0.009433,0.011064 Initialization: 6.393000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.759000 Kernel 1: 0.025000 Kernel 2: 95.436996 Copyback: 0.017000 Sum: 0.039000 It 14,Best ac:0.005763 0.757576 fi:0.403263. Ave ac:0.009792,0.009776 Initialization: 6.604000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.299000 Kernel 1: 0.024000 Kernel 2: 96.175003 Copyback: 0.017000 Sum: 0.038000 It 15,Best ac:0.004610 0.909091 fi:0.282081. Ave ac:0.012134,0.016049 Initialization: 6.595000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.772000 Kernel 1: 0.024000 Kernel 2: 96.012001 Copyback: 0.018000 Sum: 0.031000 It 16,Best ac:0.005764 0.862069 fi:0.320124. Ave ac:0.009118,0.008998 Initialization: 6.337000 Memcpy Classifiers: 0.360000 Memcpy Instances: 8.870000 Kernel 1: 0.022000 Kernel 2: 90.948997 Copyback: 0.017000 Sum: 0.031000 It 17,Best ac:0.007146 0.861111 fi:0.312267. Ave ac:0.009499,0.009902 Initialization: 6.418000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.740000 Kernel 1: 0.024000 Kernel 2: 92.892998 Copyback: 0.017000 Sum: 0.039000 It 18,Best ac:0.005071 0.846154 fi:0.325509. Ave ac:0.011361,0.014517 Initialization: 6.355000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.738000 Kernel 1: 0.024000 Kernel 2: 89.304001 Copyback: 0.017000 Sum: 0.039000 It 19,Best ac:0.007375 0.820513 fi:0.333682. Ave ac:0.009676,0.009713 Initialization: 6.325000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.913000 Kernel 1: 0.028000 Kernel 2: 91.130997 Copyback: 0.017000 Sum: 0.033000 It 20,Best ac:0.005995 0.896552 fi:0.259658. Ave ac:0.010478,0.010983 Initialization: 6.397000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.733000 Kernel 1: 0.023000 Kernel 2: 89.416000 Copyback: 0.017000 Sum: 0.036000 It 21,Best ac:0.005071 0.846154 fi:0.299978. Ave ac:0.009466,0.010489 Initialization: 7.235000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.217000 Kernel 1: 0.023000 Kernel 2: 89.783997 Copyback: 0.017000 Sum: 0.035000 It 22,Best ac:0.009219 0.800000 fi:0.353416. Ave ac:0.007764,0.008095 Initialization: 6.439000 Memcpy Classifiers: 0.400000 Memcpy Instances: 8.730000 Kernel 1: 0.023000 Kernel 2: 88.138000 Copyback: 0.017000 Sum: 0.034000 It 23,Best ac:0.005764 0.862069 fi:0.297257. Ave ac:0.008603,0.008858 Initialization: 6.771000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.754000 Kernel 1: 0.024000 Kernel 2: 90.296997 Copyback: 0.017000 Sum: 0.031000 It 24,Best ac:0.009915 0.843137 fi:0.312412. Ave ac:0.009964,0.008642 Initialization: 6.323000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.736000 Kernel 1: 0.025000 Kernel 2: 90.749001 Copyback: 0.017000 Sum: 0.035000 It 25,Best ac:0.005534 0.888889 fi:0.267682. Ave ac:0.009184,0.007298 Initialization: 6.965000 Memcpy Classifiers: 0.323000 Memcpy Instances: 8.745000 Kernel 1: 0.025000 Kernel 2: 87.410004 Copyback: 0.017000 Sum: 0.033000 It 26,Best ac:0.005071 0.916667 fi:0.242128. Ave ac:0.008748,0.008349 Initialization: 6.371000 Memcpy Classifiers: 0.320000 Memcpy Instances: 10.128000 Kernel 1: 0.023000 Kernel 2: 90.686996 Copyback: 0.017000 Sum: 0.062000 It 27,Best ac:0.009454 0.891304 fi:0.258917. Ave ac:0.009276,0.006754 Initialization: 6.437000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.746000 Kernel 1: 0.024000 Kernel 2: 88.902000 Copyback: 0.017000 Sum: 0.035000 It 28,Best ac:0.005764 0.833333 fi:0.322527. Ave ac:0.007323,0.005924 Initialization: 6.216000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.749000 Kernel 1: 0.026000 Kernel 2: 88.010002 Copyback: 0.017000 Sum: 0.037000 It 29,Best ac:0.005071 0.814815 fi:0.335814. Ave ac:0.009101,0.009801 Initialization: 6.321000 Memcpy Classifiers: 0.306000 Memcpy Instances: 8.743000 Kernel 1: 0.025000 Kernel 2: 85.797997 Copyback: 0.016000 Sum: 0.034000 It 30,Best ac:0.004610 0.833333 fi:0.324195. Ave ac:0.007880,0.006433 Initialization: 6.360000 Memcpy Classifiers: 0.323000 Memcpy Instances: 8.958000 Kernel 1: 0.023000 Kernel 2: 85.527000 Copyback: 0.017000 Sum: 0.034000 It 31,Best ac:0.004841 0.875000 fi:0.274943. Ave ac:0.008337,0.009269 Initialization: 6.539000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.757000 Kernel 1: 0.024000 Kernel 2: 87.789001 Copyback: 0.017000 Sum: 0.035000 It 32,Best ac:0.004381 0.863636 fi:0.306745. Ave ac:0.008136,0.007909 Initialization: 6.410000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.817000 Kernel 1: 0.024000 Kernel 2: 89.278000 Copyback: 0.017000 Sum: 0.032000 It 33,Best ac:0.006226 0.900000 fi:0.267977. Ave ac:0.009366,0.007838 Initialization: 22.886000 Memcpy Instances: 429.593994 Memcpy Classifiers: 0.062000 Kernel 1: 0.025000 Kernel 2: 479.187012 Copyback: 0.019000 Sum: 0.012000 Memcpy Classifiers: 0.056000 Kernel 1: 0.019000 Kernel 2: 495.576996 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.054000 Kernel 1: 0.014000 Kernel 2: 474.980988 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.014000 Kernel 2: 500.665985 Copyback: 0.019000 Sum: 0.003000 Memcpy Classifiers: 0.055000 Kernel 1: 0.017000 Kernel 2: 487.936005 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 483.046997 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.014000 Kernel 2: 493.399994 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.014000 Kernel 2: 473.720001 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 474.867004 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.014000 Kernel 2: 486.005005 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.014000 Kernel 2: 470.395996 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 497.088013 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.048000 Kernel 1: 0.014000 Kernel 2: 164.960999 Copyback: 0.015000 Sum: 0.000000 It 34,Best ac:0.005201 0.725402 fi:0.425175. Ave ac:0.008647,0.029001 Best acc 0.005201 0.725402 Initialization: 6.521000 Memcpy Classifiers: 0.542000 Memcpy Instances: 9.010000 Kernel 1: 0.027000 Kernel 2: 104.635002 Copyback: 0.018000 Sum: 0.046000 Initial population average accuracy1:0.005833 accuracy2:0.257214 Initialization: 6.816000 Memcpy Classifiers: 0.542000 Memcpy Instances: 8.916000 Kernel 1: 0.024000 Kernel 2: 110.194000 Copyback: 0.017000 Sum: 0.049000 It 0,Best ac:0.009682 0.500000 fi:0.597881. Ave ac:0.012037,0.015659 Initialization: 6.302000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.774000 Kernel 1: 0.024000 Kernel 2: 113.330002 Copyback: 0.017000 Sum: 0.035000 It 1,Best ac:0.004381 0.513514 fi:0.586454. Ave ac:0.014917,0.016847 Initialization: 6.390000 Memcpy Classifiers: 0.918000 Memcpy Instances: 8.841000 Kernel 1: 0.023000 Kernel 2: 112.514999 Copyback: 0.018000 Sum: 0.033000 It 2,Best ac:0.008760 0.678571 fi:0.419675. Ave ac:0.015247,0.016486 Initialization: 6.533000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.744000 Kernel 1: 0.026000 Kernel 2: 111.453003 Copyback: 0.017000 Sum: 0.033000 It 3,Best ac:0.005534 0.705882 fi:0.393631. Ave ac:0.013572,0.013813 Initialization: 6.271000 Memcpy Classifiers: 0.453000 Memcpy Instances: 8.983000 Kernel 1: 0.026000 Kernel 2: 110.676003 Copyback: 0.017000 Sum: 0.031000 It 4,Best ac:0.004611 0.689655 fi:0.410221. Ave ac:0.013300,0.013763 Initialization: 6.388000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.735000 Kernel 1: 0.023000 Kernel 2: 109.362999 Copyback: 0.017000 Sum: 0.031000 It 5,Best ac:0.005302 0.718750 fi:0.380854. Ave ac:0.012139,0.015737 Initialization: 6.317000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.897000 Kernel 1: 0.023000 Kernel 2: 112.300003 Copyback: 0.370000 Sum: 0.033000 It 6,Best ac:0.004611 0.769231 fi:0.330646. Ave ac:0.012546,0.014129 Initialization: 6.413000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.730000 Kernel 1: 0.026000 Kernel 2: 111.754997 Copyback: 0.019000 Sum: 0.036000 It 7,Best ac:0.004150 0.818182 fi:0.312683. Ave ac:0.011656,0.010845 Initialization: 6.427000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.825000 Kernel 1: 0.024000 Kernel 2: 110.085999 Copyback: 0.017000 Sum: 0.034000 It 8,Best ac:0.004150 0.857143 fi:0.273722. Ave ac:0.010572,0.011330 Initialization: 6.811000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.795000 Kernel 1: 0.025000 Kernel 2: 109.483002 Copyback: 0.017000 Sum: 0.032000 It 9,Best ac:0.009910 0.811321 fi:0.286473. Ave ac:0.009877,0.008567 Iteration 10:MDL fitness activated Error 0.286473 TL 0.024024 MDL Theory Length Weight: 3.9747970296 (2) Initialization: 6.345000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.741000 Kernel 1: 0.025000 Kernel 2: 106.912003 Copyback: 0.018000 Sum: 0.031000 It 10,Best ac:0.014059 0.782051 fi:0.412153. Ave ac:0.011022,0.010500 Initialization: 6.359000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.756000 Kernel 1: 0.025000 Kernel 2: 107.947998 Copyback: 0.017000 Sum: 0.039000 It 11,Best ac:0.004610 0.869565 fi:0.343802. Ave ac:0.011505,0.009325 Initialization: 6.349000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.777000 Kernel 1: 0.025000 Kernel 2: 107.429001 Copyback: 0.017000 Sum: 0.034000 It 12,Best ac:0.004610 0.869565 fi:0.343325. Ave ac:0.009032,0.008309 Initialization: 6.416000 Memcpy Classifiers: 0.360000 Memcpy Instances: 8.834000 Kernel 1: 0.024000 Kernel 2: 104.363998 Copyback: 0.017000 Sum: 0.034000 It 13,Best ac:0.007146 0.837838 fi:0.373855. Ave ac:0.009370,0.007680 Initialization: 6.404000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.761000 Kernel 1: 0.024000 Kernel 2: 103.800003 Copyback: 0.017000 Sum: 0.036000 It 14,Best ac:0.006226 0.818182 fi:0.367864. Ave ac:0.011665,0.010194 Initialization: 6.285000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.838000 Kernel 1: 0.023000 Kernel 2: 102.467003 Copyback: 0.017000 Sum: 0.036000 It 15,Best ac:0.004842 0.875000 fi:0.334208. Ave ac:0.010456,0.008919 Initialization: 6.337000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.724000 Kernel 1: 0.025000 Kernel 2: 101.459999 Copyback: 0.017000 Sum: 0.033000 It 16,Best ac:0.010837 0.746032 fi:0.434988. Ave ac:0.009945,0.008510 Initialization: 6.362000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.732000 Kernel 1: 0.024000 Kernel 2: 99.973000 Copyback: 0.017000 Sum: 0.039000 It 17,Best ac:0.005071 0.846154 fi:0.358396. Ave ac:0.009057,0.007246 Initialization: 6.336000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.860000 Kernel 1: 0.024000 Kernel 2: 98.681999 Copyback: 0.017000 Sum: 0.034000 It 18,Best ac:0.005071 0.846154 fi:0.365262. Ave ac:0.010503,0.008490 Initialization: 6.377000 Memcpy Classifiers: 0.320000 Memcpy Instances: 9.287000 Kernel 1: 0.025000 Kernel 2: 98.042000 Copyback: 0.017000 Sum: 0.033000 It 19,Best ac:0.004610 0.909091 fi:0.308295. Ave ac:0.012416,0.009557 Initialization: 6.277000 Memcpy Classifiers: 0.321000 Memcpy Instances: 10.096000 Kernel 1: 0.023000 Kernel 2: 99.500000 Copyback: 0.016000 Sum: 0.032000 It 20,Best ac:0.004381 0.950000 fi:0.220390. Ave ac:0.009910,0.008004 Initialization: 6.340000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.811000 Kernel 1: 0.024000 Kernel 2: 97.838997 Copyback: 0.017000 Sum: 0.035000 It 21,Best ac:0.007145 0.939394 fi:0.244081. Ave ac:0.010290,0.009279 Initialization: 6.807000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.853000 Kernel 1: 0.025000 Kernel 2: 99.362000 Copyback: 0.017000 Sum: 0.035000 It 22,Best ac:0.004841 0.875000 fi:0.295302. Ave ac:0.010660,0.011233 Initialization: 6.331000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.968000 Kernel 1: 0.025000 Kernel 2: 100.051003 Copyback: 0.018000 Sum: 0.033000 It 23,Best ac:0.005303 0.958333 fi:0.251890. Ave ac:0.008743,0.008046 Initialization: 6.507000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.730000 Kernel 1: 0.024000 Kernel 2: 97.327003 Copyback: 0.017000 Sum: 0.033000 It 24,Best ac:0.008068 0.875000 fi:0.319010. Ave ac:0.008018,0.007425 Initialization: 6.349000 Memcpy Classifiers: 0.370000 Memcpy Instances: 8.734000 Kernel 1: 0.025000 Kernel 2: 100.036003 Copyback: 0.017000 Sum: 0.029000 It 25,Best ac:0.005764 0.892857 fi:0.320400. Ave ac:0.009019,0.007079 Initialization: 6.307000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.767000 Kernel 1: 0.024000 Kernel 2: 98.234001 Copyback: 0.017000 Sum: 0.034000 It 26,Best ac:0.004610 0.833333 fi:0.360854. Ave ac:0.006207,0.005937 Initialization: 6.538000 Memcpy Classifiers: 0.323000 Memcpy Instances: 8.858000 Kernel 1: 0.025000 Kernel 2: 98.028000 Copyback: 0.017000 Sum: 0.036000 It 27,Best ac:0.005071 0.880000 fi:0.312397. Ave ac:0.009252,0.009830 Initialization: 6.426000 Memcpy Classifiers: 0.322000 Memcpy Instances: 9.179000 Kernel 1: 0.025000 Kernel 2: 98.412003 Copyback: 0.017000 Sum: 0.033000 It 28,Best ac:0.004611 0.909091 fi:0.291995. Ave ac:0.009430,0.006984 Initialization: 6.467000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.913000 Kernel 1: 0.039000 Kernel 2: 96.698997 Copyback: 0.017000 Sum: 0.035000 It 29,Best ac:0.004611 0.833333 fi:0.378548. Ave ac:0.007967,0.005889 MDL Theory Length Weight: 3.5773173266 (10) Initialization: 6.803000 Memcpy Classifiers: 0.323000 Memcpy Instances: 9.024000 Kernel 1: 0.027000 Kernel 2: 94.248001 Copyback: 0.017000 Sum: 0.037000 It 30,Best ac:0.007146 0.885714 fi:0.287609. Ave ac:0.009688,0.007729 Initialization: 6.327000 Memcpy Classifiers: 0.665000 Memcpy Instances: 8.788000 Kernel 1: 0.024000 Kernel 2: 93.357002 Copyback: 0.017000 Sum: 0.035000 It 31,Best ac:0.004381 0.904762 fi:0.263689. Ave ac:0.008589,0.007296 Initialization: 6.375000 Memcpy Classifiers: 0.328000 Memcpy Instances: 8.762000 Kernel 1: 0.024000 Kernel 2: 95.486000 Copyback: 0.017000 Sum: 0.035000 It 32,Best ac:0.005070 0.880000 fi:0.299921. Ave ac:0.008634,0.006734 Initialization: 6.844000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.787000 Kernel 1: 0.025000 Kernel 2: 92.980003 Copyback: 0.017000 Sum: 0.033000 It 33,Best ac:0.004610 0.769231 fi:0.388372. Ave ac:0.006533,0.005676 Initialization: 23.000999 Memcpy Instances: 428.821014 Memcpy Classifiers: 0.059000 Kernel 1: 0.024000 Kernel 2: 520.023987 Copyback: 0.015000 Sum: 0.014000 Memcpy Classifiers: 0.053000 Kernel 1: 0.015000 Kernel 2: 508.020996 Copyback: 0.016000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.014000 Kernel 2: 511.347992 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.014000 Kernel 2: 494.083008 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.052000 Kernel 1: 0.014000 Kernel 2: 518.073975 Copyback: 0.368000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.015000 Kernel 2: 519.637024 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.014000 Kernel 2: 515.848999 Copyback: 0.017000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.014000 Kernel 2: 504.527008 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.053000 Kernel 1: 0.017000 Kernel 2: 520.966980 Copyback: 0.017000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.014000 Kernel 2: 513.393982 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.014000 Kernel 2: 514.588013 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.014000 Kernel 2: 498.540985 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.043000 Kernel 1: 0.014000 Kernel 2: 169.483002 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.004998 0.734417 fi:0.423032. Ave ac:0.009368,0.032776 Best acc 0.004998 0.734417 Rule:Att PSSM_0_5 is [-1.915652,8.570300]|Att PSSM_0_12 is [<-3.754208]|Att PSSM_1_14 is [-1.376727,7.554168]|Att PSSM_2_1 is [-4.277718,5.754161]|Att PSSM_3_8 is [>-5.125432]|Att PSSM_4_7 is [<-1.514377]|Att PSSM_4_10 is [-5.712477,5.636227]|1 Accuracy : 0.750066 0 1 160423 3657 54987 15571 Removed 1476 instances. 215410 Instances left. Acc of rule 0.004998-0.734417 Initialization: 6.298000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.756000 Kernel 1: 0.026000 Kernel 2: 104.021004 Copyback: 0.017000 Sum: 0.047000 Initial population average accuracy1:0.005825 accuracy2:0.232668 Initialization: 6.281000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.712000 Kernel 1: 0.025000 Kernel 2: 109.559998 Copyback: 0.017000 Sum: 0.043000 It 0,Best ac:0.005571 0.571429 fi:0.528044. Ave ac:0.012688,0.018217 Initialization: 6.480000 Memcpy Classifiers: 0.489000 Memcpy Instances: 8.683000 Kernel 1: 0.025000 Kernel 2: 115.563004 Copyback: 0.025000 Sum: 0.041000 It 1,Best ac:0.005107 0.647059 fi:0.452598. Ave ac:0.016331,0.020622 Initialization: 6.326000 Memcpy Classifiers: 0.506000 Memcpy Instances: 8.749000 Kernel 1: 0.025000 Kernel 2: 111.714996 Copyback: 0.017000 Sum: 0.036000 It 2,Best ac:0.007426 0.727273 fi:0.371460. Ave ac:0.014720,0.018400 Initialization: 7.228000 Memcpy Classifiers: 0.506000 Memcpy Instances: 8.711000 Kernel 1: 0.026000 Kernel 2: 113.124001 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.006035 0.666667 fi:0.432621. Ave ac:0.017011,0.023507 Initialization: 6.419000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.667000 Kernel 1: 0.025000 Kernel 2: 115.992996 Copyback: 0.017000 Sum: 0.031000 It 4,Best ac:0.007892 0.708333 fi:0.390211. Ave ac:0.016399,0.020660 Initialization: 6.308000 Memcpy Classifiers: 0.441000 Memcpy Instances: 8.697000 Kernel 1: 0.026000 Kernel 2: 116.456001 Copyback: 0.017000 Sum: 0.061000 It 5,Best ac:0.004409 0.730769 fi:0.369165. Ave ac:0.015591,0.017837 Initialization: 6.460000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.686000 Kernel 1: 0.025000 Kernel 2: 113.984001 Copyback: 0.017000 Sum: 0.033000 It 6,Best ac:0.006034 0.838710 fi:0.260578. Ave ac:0.014591,0.018268 Initialization: 6.330000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.686000 Kernel 1: 0.025000 Kernel 2: 113.176003 Copyback: 0.017000 Sum: 0.030000 It 7,Best ac:0.004641 0.769231 fi:0.330611. Ave ac:0.012568,0.017617 Initialization: 6.343000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.677000 Kernel 1: 0.026000 Kernel 2: 112.136002 Copyback: 0.016000 Sum: 0.031000 It 8,Best ac:0.005107 0.814815 fi:0.284842. Ave ac:0.011007,0.012922 Initialization: 6.348000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.699000 Kernel 1: 0.025000 Kernel 2: 108.876999 Copyback: 0.017000 Sum: 0.031000 It 9,Best ac:0.004643 0.869565 fi:0.230275. Ave ac:0.010272,0.013295 Iteration 10:MDL fitness activated Error 0.230275 TL 0.034460 MDL Theory Length Weight: 2.2274303555 (1) Initialization: 6.306000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.806000 Kernel 1: 0.025000 Kernel 2: 110.989998 Copyback: 0.371000 Sum: 0.030000 It 10,Best ac:0.004178 0.857143 fi:0.344030. Ave ac:0.010034,0.011611 Initialization: 6.351000 Memcpy Classifiers: 0.504000 Memcpy Instances: 8.671000 Kernel 1: 0.025000 Kernel 2: 112.477997 Copyback: 0.017000 Sum: 0.033000 It 11,Best ac:0.004409 0.791667 fi:0.388664. Ave ac:0.008419,0.010497 Initialization: 6.242000 Memcpy Classifiers: 0.426000 Memcpy Instances: 8.756000 Kernel 1: 0.024000 Kernel 2: 105.343002 Copyback: 0.018000 Sum: 0.037000 It 12,Best ac:0.004411 0.826087 fi:0.351150. Ave ac:0.008599,0.012112 Initialization: 6.226000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.671000 Kernel 1: 0.025000 Kernel 2: 102.320999 Copyback: 0.017000 Sum: 0.031000 It 13,Best ac:0.004409 1.000000 fi:0.167115. Ave ac:0.009651,0.012390 Initialization: 6.366000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.719000 Kernel 1: 0.025000 Kernel 2: 101.010002 Copyback: 0.017000 Sum: 0.033000 It 14,Best ac:0.004643 0.833333 fi:0.331327. Ave ac:0.007818,0.011152 Initialization: 6.423000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.371000 Kernel 1: 0.023000 Kernel 2: 102.512001 Copyback: 0.017000 Sum: 0.036000 It 15,Best ac:0.005106 0.785714 fi:0.379053. Ave ac:0.010848,0.015971 Initialization: 6.306000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.708000 Kernel 1: 0.025000 Kernel 2: 101.704002 Copyback: 0.018000 Sum: 0.033000 It 16,Best ac:0.004178 0.750000 fi:0.399984. Ave ac:0.008954,0.011858 Initialization: 6.269000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.700000 Kernel 1: 0.025000 Kernel 2: 100.833000 Copyback: 0.017000 Sum: 0.029000 It 17,Best ac:0.006732 0.783784 fi:0.392530. Ave ac:0.011127,0.016729 Initialization: 6.377000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.865000 Kernel 1: 0.025000 Kernel 2: 98.501999 Copyback: 0.018000 Sum: 0.035000 It 18,Best ac:0.004178 0.818182 fi:0.355314. Ave ac:0.012240,0.016022 Initialization: 6.414000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.729000 Kernel 1: 0.024000 Kernel 2: 100.468002 Copyback: 0.017000 Sum: 0.033000 It 19,Best ac:0.005803 0.833333 fi:0.313568. Ave ac:0.011407,0.017183 Initialization: 6.347000 Memcpy Classifiers: 0.354000 Memcpy Instances: 9.786000 Kernel 1: 0.024000 Kernel 2: 103.622002 Copyback: 0.017000 Sum: 0.032000 It 20,Best ac:0.005571 0.888889 fi:0.254603. Ave ac:0.010900,0.016047 Initialization: 6.292000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.167000 Kernel 1: 0.024000 Kernel 2: 100.218002 Copyback: 0.042000 Sum: 0.032000 It 21,Best ac:0.007196 0.815789 fi:0.330039. Ave ac:0.009582,0.015646 Initialization: 6.289000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.698000 Kernel 1: 0.025000 Kernel 2: 98.401001 Copyback: 0.017000 Sum: 0.034000 It 22,Best ac:0.004409 0.826087 fi:0.330720. Ave ac:0.009581,0.012485 MDL Theory Length Weight: 2.0046873199 (10) Initialization: 6.498000 Memcpy Classifiers: 0.351000 Memcpy Instances: 9.293000 Kernel 1: 0.025000 Kernel 2: 101.563004 Copyback: 0.017000 Sum: 0.034000 It 23,Best ac:0.005108 0.814815 fi:0.339220. Ave ac:0.009838,0.015373 Initialization: 6.367000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.674000 Kernel 1: 0.024000 Kernel 2: 97.226997 Copyback: 0.017000 Sum: 0.035000 It 24,Best ac:0.008587 0.822222 fi:0.326522. Ave ac:0.013093,0.018073 Initialization: 6.340000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.665000 Kernel 1: 0.024000 Kernel 2: 97.430000 Copyback: 0.017000 Sum: 0.035000 It 25,Best ac:0.004875 0.913043 fi:0.228321. Ave ac:0.011087,0.012591 Initialization: 6.418000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.794000 Kernel 1: 0.023000 Kernel 2: 94.377998 Copyback: 0.017000 Sum: 0.032000 It 26,Best ac:0.004875 0.840000 fi:0.299386. Ave ac:0.012864,0.019509 Initialization: 6.385000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.707000 Kernel 1: 0.023000 Kernel 2: 96.505997 Copyback: 0.018000 Sum: 0.029000 It 27,Best ac:0.004178 0.947368 fi:0.211785. Ave ac:0.010774,0.015926 Initialization: 6.431000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.676000 Kernel 1: 0.025000 Kernel 2: 93.623001 Copyback: 0.017000 Sum: 0.035000 It 28,Best ac:0.004641 0.869565 fi:0.270129. Ave ac:0.010849,0.016445 Initialization: 6.857000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.692000 Kernel 1: 0.026000 Kernel 2: 93.363998 Copyback: 0.017000 Sum: 0.033000 It 29,Best ac:0.003946 0.944444 fi:0.258938. Ave ac:0.010696,0.012287 Initialization: 6.301000 Memcpy Classifiers: 1.361000 Memcpy Instances: 8.708000 Kernel 1: 0.024000 Kernel 2: 91.476997 Copyback: 0.017000 Sum: 0.031000 It 30,Best ac:0.005106 0.846154 fi:0.297226. Ave ac:0.008495,0.014626 Initialization: 6.287000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.677000 Kernel 1: 0.025000 Kernel 2: 91.107002 Copyback: 0.017000 Sum: 0.030000 It 31,Best ac:0.005339 0.884615 fi:0.255002. Ave ac:0.009536,0.011398 Initialization: 6.317000 Memcpy Classifiers: 0.331000 Memcpy Instances: 9.151000 Kernel 1: 0.024000 Kernel 2: 88.821999 Copyback: 0.017000 Sum: 0.037000 It 32,Best ac:0.004409 1.000000 fi:0.147560. Ave ac:0.009799,0.012565 Initialization: 6.528000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.733000 Kernel 1: 0.024000 Kernel 2: 88.079002 Copyback: 0.017000 Sum: 0.034000 It 33,Best ac:0.004177 0.900000 fi:0.261134. Ave ac:0.009891,0.015079 Initialization: 23.694000 Memcpy Instances: 425.583008 Memcpy Classifiers: 0.064000 Kernel 1: 0.025000 Kernel 2: 488.062988 Copyback: 0.015000 Sum: 0.015000 Memcpy Classifiers: 0.058000 Kernel 1: 0.014000 Kernel 2: 514.960999 Copyback: 0.016000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.016000 Kernel 2: 476.046997 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.075000 Kernel 1: 0.015000 Kernel 2: 499.079010 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.015000 Kernel 2: 472.014008 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.014000 Kernel 2: 500.920990 Copyback: 0.018000 Sum: 0.004000 Memcpy Classifiers: 0.063000 Kernel 1: 0.018000 Kernel 2: 499.765015 Copyback: 0.365000 Sum: 0.004000 Memcpy Classifiers: 0.065000 Kernel 1: 0.018000 Kernel 2: 477.601990 Copyback: 0.018000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.015000 Kernel 2: 482.688995 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.014000 Kernel 2: 475.473999 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.014000 Kernel 2: 489.500000 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.015000 Kernel 2: 472.524994 Copyback: 0.016000 Sum: 0.002000 It 34,Best ac:0.004531 0.717647 fi:0.423854. Ave ac:0.009158,0.032213 Best acc 0.004531 0.717647 Initialization: 6.375000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.701000 Kernel 1: 0.026000 Kernel 2: 106.601997 Copyback: 0.017000 Sum: 0.047000 Initial population average accuracy1:0.006646 accuracy2:0.243763 Initialization: 6.405000 Memcpy Classifiers: 0.489000 Memcpy Instances: 8.756000 Kernel 1: 0.025000 Kernel 2: 114.863998 Copyback: 0.017000 Sum: 0.047000 It 0,Best ac:0.006034 0.684211 fi:0.415077. Ave ac:0.013405,0.018670 Initialization: 6.339000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.667000 Kernel 1: 0.025000 Kernel 2: 111.455002 Copyback: 0.017000 Sum: 0.037000 It 1,Best ac:0.008126 0.636364 fi:0.462089. Ave ac:0.016279,0.019473 Initialization: 6.365000 Memcpy Classifiers: 0.419000 Memcpy Instances: 8.737000 Kernel 1: 0.025000 Kernel 2: 105.685997 Copyback: 0.017000 Sum: 0.034000 It 2,Best ac:0.005571 0.685714 fi:0.413756. Ave ac:0.017619,0.019309 Initialization: 6.846000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.715000 Kernel 1: 0.025000 Kernel 2: 103.603996 Copyback: 0.017000 Sum: 0.035000 It 3,Best ac:0.007196 0.673913 fi:0.424909. Ave ac:0.018756,0.022525 Initialization: 6.270000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.683000 Kernel 1: 0.025000 Kernel 2: 97.568001 Copyback: 0.017000 Sum: 0.032000 It 4,Best ac:0.006034 0.742857 fi:0.356430. Ave ac:0.017236,0.020821 Initialization: 6.316000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.681000 Kernel 1: 0.025000 Kernel 2: 96.614998 Copyback: 0.017000 Sum: 0.035000 It 5,Best ac:0.003946 0.809524 fi:0.353956. Ave ac:0.016238,0.018763 Initialization: 6.349000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.678000 Kernel 1: 0.025000 Kernel 2: 93.670998 Copyback: 0.017000 Sum: 0.032000 It 6,Best ac:0.006267 0.818182 fi:0.281013. Ave ac:0.013870,0.016854 Initialization: 6.324000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.716000 Kernel 1: 0.025000 Kernel 2: 93.615997 Copyback: 0.017000 Sum: 0.033000 It 7,Best ac:0.005106 0.814815 fi:0.284842. Ave ac:0.014839,0.017307 Initialization: 6.396000 Memcpy Classifiers: 0.359000 Memcpy Instances: 8.669000 Kernel 1: 0.025000 Kernel 2: 94.575996 Copyback: 0.017000 Sum: 0.033000 It 8,Best ac:0.006034 0.787879 fi:0.311408. Ave ac:0.014447,0.015092 Initialization: 6.313000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.725000 Kernel 1: 0.024000 Kernel 2: 96.636002 Copyback: 0.017000 Sum: 0.030000 It 9,Best ac:0.004643 0.869565 fi:0.230277. Ave ac:0.013536,0.016253 Iteration 10:MDL fitness activated Error 0.230277 TL 0.033376 MDL Theory Length Weight: 2.2998475877 (1) Initialization: 6.266000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.690000 Kernel 1: 0.024000 Kernel 2: 93.015999 Copyback: 0.017000 Sum: 0.034000 It 10,Best ac:0.007196 0.861111 fi:0.293581. Ave ac:0.015115,0.016254 Initialization: 6.327000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.685000 Kernel 1: 0.025000 Kernel 2: 91.516998 Copyback: 0.017000 Sum: 0.032000 It 11,Best ac:0.004874 0.840000 fi:0.318146. Ave ac:0.014716,0.017506 Initialization: 6.402000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.670000 Kernel 1: 0.026000 Kernel 2: 90.197998 Copyback: 0.017000 Sum: 0.035000 It 12,Best ac:0.013695 0.756410 fi:0.383206. Ave ac:0.013841,0.015951 Initialization: 6.403000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.743000 Kernel 1: 0.024000 Kernel 2: 91.484001 Copyback: 0.017000 Sum: 0.033000 It 13,Best ac:0.005106 0.814815 fi:0.314339. Ave ac:0.015496,0.016449 Initialization: 6.460000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.713000 Kernel 1: 0.025000 Kernel 2: 87.916000 Copyback: 0.017000 Sum: 0.028000 It 14,Best ac:0.006267 0.900000 fi:0.250972. Ave ac:0.013476,0.019939 Initialization: 6.923000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.701000 Kernel 1: 0.024000 Kernel 2: 87.560997 Copyback: 0.017000 Sum: 0.032000 It 15,Best ac:0.005571 0.774194 fi:0.370618. Ave ac:0.014521,0.017281 Initialization: 6.291000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.691000 Kernel 1: 0.026000 Kernel 2: 87.291000 Copyback: 0.018000 Sum: 0.027000 It 16,Best ac:0.004409 0.950000 fi:0.206348. Ave ac:0.013105,0.015082 Initialization: 6.306000 Memcpy Classifiers: 0.301000 Memcpy Instances: 9.193000 Kernel 1: 0.024000 Kernel 2: 89.928001 Copyback: 0.017000 Sum: 0.032000 It 17,Best ac:0.006732 0.852941 fi:0.311860. Ave ac:0.011484,0.011163 Initialization: 6.447000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.667000 Kernel 1: 0.032000 Kernel 2: 88.338997 Copyback: 0.020000 Sum: 0.031000 It 18,Best ac:0.004177 0.857143 fi:0.322246. Ave ac:0.008502,0.010338 Initialization: 6.391000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.874000 Kernel 1: 0.025000 Kernel 2: 85.620003 Copyback: 0.016000 Sum: 0.023000 It 19,Best ac:0.006267 0.900000 fi:0.247570. Ave ac:0.012594,0.015641 Initialization: 6.291000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.706000 Kernel 1: 0.024000 Kernel 2: 85.605003 Copyback: 0.018000 Sum: 0.030000 It 20,Best ac:0.005571 0.800000 fi:0.351225. Ave ac:0.011011,0.012801 Initialization: 7.743000 Memcpy Classifiers: 0.303000 Memcpy Instances: 9.449000 Kernel 1: 0.024000 Kernel 2: 84.009003 Copyback: 0.017000 Sum: 0.026000 It 21,Best ac:0.004876 0.954545 fi:0.206999. Ave ac:0.010819,0.012022 Initialization: 6.480000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.718000 Kernel 1: 0.025000 Kernel 2: 85.862000 Copyback: 0.034000 Sum: 0.026000 It 22,Best ac:0.005106 0.880000 fi:0.276365. Ave ac:0.010937,0.009179 Initialization: 6.620000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.698000 Kernel 1: 0.025000 Kernel 2: 84.483002 Copyback: 0.371000 Sum: 0.027000 It 23,Best ac:0.007890 0.809524 fi:0.344891. Ave ac:0.009133,0.008764 Initialization: 6.926000 Memcpy Classifiers: 0.266000 Memcpy Instances: 8.701000 Kernel 1: 0.024000 Kernel 2: 82.172997 Copyback: 0.017000 Sum: 0.026000 It 24,Best ac:0.004410 0.904762 fi:0.247652. Ave ac:0.009901,0.010476 Initialization: 6.222000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.717000 Kernel 1: 0.025000 Kernel 2: 83.531998 Copyback: 0.016000 Sum: 0.023000 It 25,Best ac:0.007430 0.888889 fi:0.245952. Ave ac:0.009141,0.008108 MDL Theory Length Weight: 2.0698628289 (10) Initialization: 6.828000 Memcpy Classifiers: 0.266000 Memcpy Instances: 8.842000 Kernel 1: 0.023000 Kernel 2: 81.510002 Copyback: 0.017000 Sum: 0.028000 It 26,Best ac:0.005107 0.916667 fi:0.234216. Ave ac:0.008276,0.006665 Initialization: 6.829000 Memcpy Classifiers: 0.342000 Memcpy Instances: 9.169000 Kernel 1: 0.024000 Kernel 2: 80.098000 Copyback: 0.017000 Sum: 0.026000 It 27,Best ac:0.005571 0.827586 fi:0.307110. Ave ac:0.006471,0.004691 Initialization: 6.365000 Memcpy Classifiers: 0.265000 Memcpy Instances: 8.892000 Kernel 1: 0.025000 Kernel 2: 82.069000 Copyback: 0.018000 Sum: 0.024000 It 28,Best ac:0.004643 0.833333 fi:0.318936. Ave ac:0.007629,0.006767 Initialization: 6.312000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.701000 Kernel 1: 0.025000 Kernel 2: 82.584000 Copyback: 0.017000 Sum: 0.029000 It 29,Best ac:0.005107 0.880000 fi:0.270162. Ave ac:0.009403,0.007698 Initialization: 6.436000 Memcpy Classifiers: 0.265000 Memcpy Instances: 8.672000 Kernel 1: 0.030000 Kernel 2: 81.452003 Copyback: 0.017000 Sum: 0.026000 It 30,Best ac:0.004178 0.900000 fi:0.254618. Ave ac:0.008771,0.010808 Initialization: 6.385000 Memcpy Classifiers: 0.724000 Memcpy Instances: 8.942000 Kernel 1: 0.025000 Kernel 2: 82.143997 Copyback: 0.016000 Sum: 0.025000 It 31,Best ac:0.006732 0.935484 fi:0.208733. Ave ac:0.009336,0.006985 Initialization: 6.434000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.686000 Kernel 1: 0.026000 Kernel 2: 83.540001 Copyback: 0.017000 Sum: 0.028000 It 32,Best ac:0.004875 0.913043 fi:0.235055. Ave ac:0.007460,0.006701 Initialization: 6.818000 Memcpy Classifiers: 0.285000 Memcpy Instances: 8.768000 Kernel 1: 0.024000 Kernel 2: 85.470001 Copyback: 0.017000 Sum: 0.031000 It 33,Best ac:0.004644 0.869565 fi:0.273661. Ave ac:0.007266,0.006206 Initialization: 24.759001 Memcpy Instances: 428.635986 Memcpy Classifiers: 0.061000 Kernel 1: 0.026000 Kernel 2: 467.019989 Copyback: 0.014000 Sum: 0.015000 Memcpy Classifiers: 0.052000 Kernel 1: 0.015000 Kernel 2: 461.229004 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.014000 Kernel 2: 454.813995 Copyback: 0.018000 Sum: 0.004000 Memcpy Classifiers: 0.053000 Kernel 1: 0.017000 Kernel 2: 476.920990 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.052000 Kernel 1: 0.016000 Kernel 2: 468.820007 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.014000 Kernel 2: 494.500000 Copyback: 0.017000 Sum: 0.005000 Memcpy Classifiers: 0.053000 Kernel 1: 0.018000 Kernel 2: 465.553009 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.015000 Kernel 2: 459.634003 Copyback: 0.017000 Sum: 0.003000 Memcpy Classifiers: 0.052000 Kernel 1: 0.017000 Kernel 2: 479.487000 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.053000 Kernel 1: 0.015000 Kernel 2: 467.226013 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.015000 Kernel 2: 480.307007 Copyback: 0.370000 Sum: 0.001000 Memcpy Classifiers: 0.060000 Kernel 1: 0.014000 Kernel 2: 454.709015 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.004624 0.731278 fi:0.411957. Ave ac:0.007616,0.024873 Best acc 0.004624 0.731278 Rule:Att PSSM_-1_6 is [<-1.803023]|Att PSSM_0_4 is [-5.357171,-3.343075]|Att PSSM_0_12 is [<-3.251352]|Att PSSM_1_4 is [<-2.726668]|Att PSSM_4_12 is [-4.685585,-1.732006]|1 Accuracy : 0.752751 0 1 160057 4023 53991 16567 Removed 1362 instances. 214048 Instances left. Acc of rule 0.004624-0.731278 Initialization: 6.380000 Memcpy Classifiers: 0.577000 Memcpy Instances: 8.606000 Kernel 1: 0.026000 Kernel 2: 103.809998 Copyback: 0.017000 Sum: 0.048000 Initial population average accuracy1:0.006501 accuracy2:0.248989 Initialization: 6.343000 Memcpy Classifiers: 0.916000 Memcpy Instances: 8.674000 Kernel 1: 0.024000 Kernel 2: 112.231003 Copyback: 0.017000 Sum: 0.041000 It 0,Best ac:0.005606 0.600000 fi:0.499431. Ave ac:0.013152,0.019175 Initialization: 6.307000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.881000 Kernel 1: 0.025000 Kernel 2: 110.936996 Copyback: 0.017000 Sum: 0.034000 It 1,Best ac:0.004438 0.678571 fi:0.421330. Ave ac:0.016440,0.019562 Initialization: 6.370000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.613000 Kernel 1: 0.024000 Kernel 2: 105.135002 Copyback: 0.017000 Sum: 0.036000 It 2,Best ac:0.005606 0.727273 fi:0.372158. Ave ac:0.014687,0.017772 Initialization: 6.345000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.713000 Kernel 1: 0.024000 Kernel 2: 103.872002 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.005138 0.709677 fi:0.389942. Ave ac:0.013728,0.015668 Initialization: 6.348000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.612000 Kernel 1: 0.026000 Kernel 2: 98.574997 Copyback: 0.017000 Sum: 0.033000 It 4,Best ac:0.005374 0.851852 fi:0.247671. Ave ac:0.015170,0.019273 Initialization: 6.289000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.319000 Kernel 1: 0.023000 Kernel 2: 97.757004 Copyback: 0.017000 Sum: 0.032000 It 5,Best ac:0.004905 0.700000 fi:0.399714. Ave ac:0.010867,0.013258 Initialization: 6.821000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.689000 Kernel 1: 0.024000 Kernel 2: 94.132004 Copyback: 0.017000 Sum: 0.035000 It 6,Best ac:0.006072 0.787879 fi:0.311364. Ave ac:0.010470,0.013041 Initialization: 6.847000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.839000 Kernel 1: 0.024000 Kernel 2: 92.396004 Copyback: 0.017000 Sum: 0.031000 It 7,Best ac:0.006541 0.848485 fi:0.250570. Ave ac:0.009788,0.010456 Initialization: 6.337000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.647000 Kernel 1: 0.025000 Kernel 2: 96.070000 Copyback: 0.016000 Sum: 0.032000 It 8,Best ac:0.004206 0.818182 fi:0.281813. Ave ac:0.010462,0.011251 Initialization: 6.275000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.113000 Kernel 1: 0.024000 Kernel 2: 94.953003 Copyback: 0.017000 Sum: 0.032000 It 9,Best ac:0.003971 0.850000 fi:0.297988. Ave ac:0.009646,0.010130 Iteration 10:MDL fitness activated Error 0.297988 TL 0.038377 MDL Theory Length Weight: 2.5882233706 (6) Initialization: 6.327000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.616000 Kernel 1: 0.025000 Kernel 2: 90.154999 Copyback: 0.017000 Sum: 0.049000 It 10,Best ac:0.004204 0.818182 fi:0.376303. Ave ac:0.009746,0.011812 Initialization: 6.111000 Memcpy Classifiers: 0.437000 Memcpy Instances: 8.624000 Kernel 1: 0.024000 Kernel 2: 91.474998 Copyback: 0.017000 Sum: 0.029000 It 11,Best ac:0.004905 0.807692 fi:0.390478. Ave ac:0.007886,0.007940 Initialization: 6.299000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.645000 Kernel 1: 0.026000 Kernel 2: 89.702003 Copyback: 0.017000 Sum: 0.032000 It 12,Best ac:0.006073 0.812500 fi:0.360913. Ave ac:0.009442,0.013275 Initialization: 6.553000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.606000 Kernel 1: 0.024000 Kernel 2: 86.988998 Copyback: 0.017000 Sum: 0.035000 It 13,Best ac:0.007708 0.868421 fi:0.316006. Ave ac:0.009644,0.010928 Initialization: 6.318000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.653000 Kernel 1: 0.024000 Kernel 2: 85.491997 Copyback: 0.017000 Sum: 0.035000 It 14,Best ac:0.008178 0.813953 fi:0.380191. Ave ac:0.011576,0.015885 Initialization: 6.310000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.615000 Kernel 1: 0.026000 Kernel 2: 85.843002 Copyback: 0.017000 Sum: 0.030000 It 15,Best ac:0.004205 0.900000 fi:0.256231. Ave ac:0.010923,0.012456 Initialization: 6.352000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.614000 Kernel 1: 0.031000 Kernel 2: 85.845001 Copyback: 0.018000 Sum: 0.031000 It 16,Best ac:0.005606 0.800000 fi:0.356080. Ave ac:0.010801,0.011602 Initialization: 6.392000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.637000 Kernel 1: 0.024000 Kernel 2: 85.230003 Copyback: 0.018000 Sum: 0.033000 It 17,Best ac:0.006073 0.838710 fi:0.355531. Ave ac:0.011384,0.014304 Initialization: 6.401000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.658000 Kernel 1: 0.025000 Kernel 2: 85.538002 Copyback: 0.017000 Sum: 0.032000 It 18,Best ac:0.004438 0.904762 fi:0.293597. Ave ac:0.010409,0.012057 Initialization: 6.417000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.615000 Kernel 1: 0.029000 Kernel 2: 85.785004 Copyback: 0.017000 Sum: 0.032000 It 19,Best ac:0.004672 0.869565 fi:0.292425. Ave ac:0.010270,0.012527 Initialization: 6.373000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.613000 Kernel 1: 0.026000 Kernel 2: 87.945999 Copyback: 0.017000 Sum: 0.036000 It 20,Best ac:0.004438 0.863636 fi:0.317227. Ave ac:0.009070,0.008795 Initialization: 6.427000 Memcpy Classifiers: 0.320000 Memcpy Instances: 9.352000 Kernel 1: 0.025000 Kernel 2: 86.415001 Copyback: 0.018000 Sum: 0.033000 It 21,Best ac:0.004672 0.800000 fi:0.341913. Ave ac:0.011494,0.012308 Initialization: 6.310000 Memcpy Classifiers: 0.340000 Memcpy Instances: 9.130000 Kernel 1: 0.024000 Kernel 2: 83.834000 Copyback: 0.017000 Sum: 0.031000 It 22,Best ac:0.005374 0.793103 fi:0.344317. Ave ac:0.010161,0.012149 Initialization: 6.324000 Memcpy Classifiers: 0.340000 Memcpy Instances: 9.082000 Kernel 1: 0.025000 Kernel 2: 85.473999 Copyback: 0.017000 Sum: 0.031000 It 23,Best ac:0.006541 0.777778 fi:0.367714. Ave ac:0.009937,0.010375 Initialization: 6.421000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.698000 Kernel 1: 0.025000 Kernel 2: 87.488998 Copyback: 0.017000 Sum: 0.035000 It 24,Best ac:0.007241 0.911765 fi:0.240959. Ave ac:0.011510,0.010633 Initialization: 6.325000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.797000 Kernel 1: 0.025000 Kernel 2: 88.809998 Copyback: 0.017000 Sum: 0.031000 It 25,Best ac:0.004438 0.904762 fi:0.244897. Ave ac:0.007430,0.007686 Initialization: 6.316000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.613000 Kernel 1: 0.029000 Kernel 2: 86.823997 Copyback: 0.017000 Sum: 0.035000 It 26,Best ac:0.004672 1.000000 fi:0.156755. Ave ac:0.009489,0.010184 Initialization: 6.270000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.615000 Kernel 1: 0.026000 Kernel 2: 86.865997 Copyback: 0.017000 Sum: 0.035000 It 27,Best ac:0.006305 0.818182 fi:0.329028. Ave ac:0.009299,0.009217 Initialization: 6.352000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.664000 Kernel 1: 0.025000 Kernel 2: 87.434998 Copyback: 0.017000 Sum: 0.033000 It 28,Best ac:0.004439 0.904762 fi:0.256915. Ave ac:0.008416,0.008360 Initialization: 6.380000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.613000 Kernel 1: 0.027000 Kernel 2: 86.850998 Copyback: 0.018000 Sum: 0.032000 It 29,Best ac:0.004672 0.952381 fi:0.205315. Ave ac:0.009151,0.010744 Initialization: 6.373000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.640000 Kernel 1: 0.023000 Kernel 2: 88.875000 Copyback: 0.016000 Sum: 0.030000 It 30,Best ac:0.004905 0.807692 fi:0.364779. Ave ac:0.008483,0.008352 Initialization: 6.322000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.605000 Kernel 1: 0.024000 Kernel 2: 85.700996 Copyback: 0.017000 Sum: 0.031000 It 31,Best ac:0.004206 0.857143 fi:0.303942. Ave ac:0.009466,0.013404 Initialization: 6.802000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.618000 Kernel 1: 0.023000 Kernel 2: 87.175003 Copyback: 0.020000 Sum: 0.033000 It 32,Best ac:0.004439 0.863636 fi:0.322819. Ave ac:0.009597,0.016379 Initialization: 6.301000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.643000 Kernel 1: 0.023000 Kernel 2: 90.181999 Copyback: 0.017000 Sum: 0.032000 It 33,Best ac:0.004438 0.826087 fi:0.334580. Ave ac:0.009314,0.012497 Initialization: 23.767000 Memcpy Instances: 423.428986 Memcpy Classifiers: 0.067000 Kernel 1: 0.025000 Kernel 2: 480.996002 Copyback: 0.369000 Sum: 0.014000 Memcpy Classifiers: 0.061000 Kernel 1: 0.014000 Kernel 2: 488.251007 Copyback: 0.021000 Sum: 0.006000 Memcpy Classifiers: 0.069000 Kernel 1: 0.023000 Kernel 2: 489.221008 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 483.455994 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.014000 Kernel 2: 489.299011 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 474.207001 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 479.710999 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 494.247009 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 496.240997 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 486.460999 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 491.579010 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.059000 Kernel 1: 0.013000 Kernel 2: 282.955994 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.004247 0.690205 fi:0.466008. Ave ac:0.009349,0.031012 Best acc 0.004247 0.690205 Initialization: 6.298000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.715000 Kernel 1: 0.025000 Kernel 2: 104.822998 Copyback: 0.018000 Sum: 0.046000 Initial population average accuracy1:0.006633 accuracy2:0.255897 Initialization: 6.337000 Memcpy Classifiers: 0.508000 Memcpy Instances: 8.746000 Kernel 1: 0.023000 Kernel 2: 108.688004 Copyback: 0.017000 Sum: 0.040000 It 0,Best ac:0.004672 0.588235 fi:0.511572. Ave ac:0.012594,0.016907 Initialization: 6.302000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.660000 Kernel 1: 0.023000 Kernel 2: 108.382004 Copyback: 0.371000 Sum: 0.032000 It 1,Best ac:0.008874 0.666667 fi:0.431446. Ave ac:0.016516,0.018776 Initialization: 6.341000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.633000 Kernel 1: 0.023000 Kernel 2: 109.012001 Copyback: 0.017000 Sum: 0.029000 It 2,Best ac:0.017286 0.632479 fi:0.462245. Ave ac:0.016073,0.019970 Initialization: 6.439000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.634000 Kernel 1: 0.024000 Kernel 2: 111.000999 Copyback: 0.017000 Sum: 0.032000 It 3,Best ac:0.008643 0.711538 fi:0.386669. Ave ac:0.016449,0.016369 Initialization: 6.300000 Memcpy Classifiers: 0.450000 Memcpy Instances: 9.602000 Kernel 1: 0.023000 Kernel 2: 110.482002 Copyback: 0.018000 Sum: 0.032000 It 4,Best ac:0.003972 0.772727 fi:0.374471. Ave ac:0.016752,0.016609 Initialization: 6.407000 Memcpy Classifiers: 0.453000 Memcpy Instances: 8.620000 Kernel 1: 0.024000 Kernel 2: 110.865997 Copyback: 0.017000 Sum: 0.034000 It 5,Best ac:0.004438 0.703704 fi:0.396198. Ave ac:0.016631,0.015205 Initialization: 6.794000 Memcpy Classifiers: 0.484000 Memcpy Instances: 8.628000 Kernel 1: 0.025000 Kernel 2: 112.644997 Copyback: 0.017000 Sum: 0.033000 It 6,Best ac:0.012844 0.763889 fi:0.332623. Ave ac:0.015413,0.014387 Initialization: 6.360000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.614000 Kernel 1: 0.024000 Kernel 2: 114.912003 Copyback: 0.017000 Sum: 0.031000 It 7,Best ac:0.004438 0.863636 fi:0.236265. Ave ac:0.012936,0.017881 Initialization: 6.292000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.619000 Kernel 1: 0.024000 Kernel 2: 118.702003 Copyback: 0.017000 Sum: 0.029000 It 8,Best ac:0.006307 0.771429 fi:0.327720. Ave ac:0.011708,0.011680 Initialization: 6.241000 Memcpy Classifiers: 0.473000 Memcpy Instances: 8.624000 Kernel 1: 0.023000 Kernel 2: 120.550003 Copyback: 0.017000 Sum: 0.031000 It 9,Best ac:0.004205 0.857143 fi:0.242853. Ave ac:0.009203,0.008721 Iteration 10:MDL fitness activated Error 0.242853 TL 0.036485 MDL Theory Length Weight: 2.2187185966 (3) Initialization: 6.282000 Memcpy Classifiers: 0.470000 Memcpy Instances: 9.162000 Kernel 1: 0.023000 Kernel 2: 116.886002 Copyback: 0.017000 Sum: 0.030000 It 10,Best ac:0.005606 0.888889 fi:0.290267. Ave ac:0.011093,0.011454 Initialization: 6.304000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.656000 Kernel 1: 0.023000 Kernel 2: 118.382004 Copyback: 0.017000 Sum: 0.029000 It 11,Best ac:0.007008 0.789474 fi:0.381577. Ave ac:0.010346,0.012981 Initialization: 6.294000 Memcpy Classifiers: 0.503000 Memcpy Instances: 8.610000 Kernel 1: 0.023000 Kernel 2: 114.969002 Copyback: 0.017000 Sum: 0.031000 It 12,Best ac:0.006307 0.870968 fi:0.280850. Ave ac:0.010600,0.011776 Initialization: 6.435000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.616000 Kernel 1: 0.023000 Kernel 2: 112.964996 Copyback: 0.017000 Sum: 0.035000 It 13,Best ac:0.005371 0.920000 fi:0.254272. Ave ac:0.010724,0.011608 Initialization: 6.279000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.680000 Kernel 1: 0.025000 Kernel 2: 111.769997 Copyback: 0.016000 Sum: 0.031000 It 14,Best ac:0.004438 0.904762 fi:0.256709. Ave ac:0.009467,0.010793 Initialization: 6.333000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.617000 Kernel 1: 0.024000 Kernel 2: 101.883003 Copyback: 0.017000 Sum: 0.036000 It 15,Best ac:0.005841 0.833333 fi:0.307214. Ave ac:0.008467,0.008497 Initialization: 6.297000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.678000 Kernel 1: 0.023000 Kernel 2: 101.115997 Copyback: 0.017000 Sum: 0.034000 It 16,Best ac:0.004673 0.952381 fi:0.207546. Ave ac:0.009750,0.011056 Initialization: 6.301000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.687000 Kernel 1: 0.024000 Kernel 2: 102.158997 Copyback: 0.017000 Sum: 0.030000 It 17,Best ac:0.005606 0.857143 fi:0.291349. Ave ac:0.007551,0.008449 Initialization: 6.324000 Memcpy Classifiers: 0.366000 Memcpy Instances: 8.608000 Kernel 1: 0.024000 Kernel 2: 104.616997 Copyback: 0.018000 Sum: 0.031000 It 18,Best ac:0.004438 0.863636 fi:0.298162. Ave ac:0.007057,0.006424 Initialization: 7.632000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.617000 Kernel 1: 0.024000 Kernel 2: 101.579002 Copyback: 0.017000 Sum: 0.033000 It 19,Best ac:0.006075 0.838710 fi:0.308861. Ave ac:0.007419,0.007326 Initialization: 6.349000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.607000 Kernel 1: 0.096000 Kernel 2: 102.528000 Copyback: 0.018000 Sum: 0.034000 It 20,Best ac:0.004438 0.904762 fi:0.252317. Ave ac:0.008459,0.007592 Initialization: 6.309000 Memcpy Classifiers: 0.441000 Memcpy Instances: 8.610000 Kernel 1: 0.024000 Kernel 2: 100.632004 Copyback: 0.022000 Sum: 0.039000 It 21,Best ac:0.004205 0.900000 fi:0.265721. Ave ac:0.009338,0.008130 Initialization: 6.247000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.624000 Kernel 1: 0.024000 Kernel 2: 94.065002 Copyback: 0.017000 Sum: 0.035000 It 22,Best ac:0.004204 0.818182 fi:0.338991. Ave ac:0.008745,0.008916 Initialization: 6.314000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.686000 Kernel 1: 0.024000 Kernel 2: 95.274002 Copyback: 0.017000 Sum: 0.029000 It 23,Best ac:0.005840 0.862069 fi:0.286329. Ave ac:0.006894,0.005624 Initialization: 6.308000 Memcpy Classifiers: 0.382000 Memcpy Instances: 9.627000 Kernel 1: 0.027000 Kernel 2: 96.706001 Copyback: 0.017000 Sum: 0.030000 It 24,Best ac:0.004205 0.900000 fi:0.261893. Ave ac:0.009551,0.009163 Initialization: 6.202000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.831000 Kernel 1: 0.023000 Kernel 2: 98.093002 Copyback: 0.018000 Sum: 0.033000 It 25,Best ac:0.005373 0.851852 fi:0.300630. Ave ac:0.007162,0.007563 MDL Theory Length Weight: 1.9968467369 (10) Initialization: 6.225000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.701000 Kernel 1: 0.024000 Kernel 2: 98.470001 Copyback: 0.017000 Sum: 0.031000 It 26,Best ac:0.004438 0.863636 fi:0.279805. Ave ac:0.008364,0.011220 Initialization: 6.337000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.107000 Kernel 1: 0.023000 Kernel 2: 94.280998 Copyback: 0.018000 Sum: 0.031000 It 27,Best ac:0.004205 0.900000 fi:0.244151. Ave ac:0.008177,0.007412 Initialization: 6.305000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.642000 Kernel 1: 0.024000 Kernel 2: 89.237000 Copyback: 0.017000 Sum: 0.033000 It 28,Best ac:0.004204 0.818182 fi:0.319772. Ave ac:0.007688,0.009503 Initialization: 6.340000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.681000 Kernel 1: 0.026000 Kernel 2: 87.292000 Copyback: 0.017000 Sum: 0.037000 It 29,Best ac:0.004672 0.800000 fi:0.344791. Ave ac:0.008561,0.009949 Initialization: 6.330000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.657000 Kernel 1: 0.023000 Kernel 2: 86.621002 Copyback: 0.017000 Sum: 0.033000 It 30,Best ac:0.004437 0.826087 fi:0.324954. Ave ac:0.007283,0.006722 Initialization: 6.335000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.641000 Kernel 1: 0.023000 Kernel 2: 83.628998 Copyback: 0.017000 Sum: 0.032000 It 31,Best ac:0.004205 1.000000 fi:0.132213. Ave ac:0.006675,0.006957 Initialization: 6.277000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.651000 Kernel 1: 0.024000 Kernel 2: 84.540001 Copyback: 0.017000 Sum: 0.033000 It 32,Best ac:0.006541 0.933333 fi:0.205056. Ave ac:0.008026,0.008401 Initialization: 6.300000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.627000 Kernel 1: 0.025000 Kernel 2: 86.386002 Copyback: 0.018000 Sum: 0.037000 It 33,Best ac:0.005139 0.880000 fi:0.256594. Ave ac:0.007519,0.006340 Initialization: 24.611000 Memcpy Instances: 423.175995 Memcpy Classifiers: 0.065000 Kernel 1: 0.028000 Kernel 2: 481.852997 Copyback: 0.016000 Sum: 0.015000 Memcpy Classifiers: 0.056000 Kernel 1: 0.015000 Kernel 2: 484.381012 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.059000 Kernel 1: 0.013000 Kernel 2: 471.582001 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 488.132996 Copyback: 0.370000 Sum: 0.002000 Memcpy Classifiers: 0.061000 Kernel 1: 0.014000 Kernel 2: 477.321014 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 488.458008 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.014000 Kernel 2: 479.987000 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 469.467010 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.014000 Kernel 2: 492.263000 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.061000 Kernel 1: 0.014000 Kernel 2: 489.868988 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.061000 Kernel 1: 0.014000 Kernel 2: 491.997009 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.057000 Kernel 1: 0.013000 Kernel 2: 281.015991 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.005363 0.734955 fi:0.412234. Ave ac:0.008010,0.026821 Best acc 0.005363 0.734955 Rule:Att PSSM_-4_7 is [-5.298900,-0.701101]|Att PSSM_-3_7 is [-6.968637,0.118042]|Att PSSM_0_1 is [-0.636598,6.126909]|Att PSSM_0_2 is [<3.146673]|Att PSSM_0_7 is [-6.977565,-3.022435]|Att PSSM_1_12 is [-6.388963,-1.611037]|Att PSSM_2_15 is [<-0.112798]|Att PSSM_3_16 is [<3.300707]|1 Accuracy : 0.755879 0 1 159643 4437 52843 17715 Removed 1562 instances. 212486 Instances left. Acc of rule 0.005363-0.734955 Initialization: 6.328000 Memcpy Classifiers: 0.558000 Memcpy Instances: 8.597000 Kernel 1: 0.026000 Kernel 2: 104.573997 Copyback: 0.017000 Sum: 0.046000 Initial population average accuracy1:0.006373 accuracy2:0.237965 Initialization: 6.306000 Memcpy Classifiers: 0.504000 Memcpy Instances: 8.791000 Kernel 1: 0.022000 Kernel 2: 109.565002 Copyback: 0.019000 Sum: 0.041000 It 0,Best ac:0.003765 0.761905 fi:0.418753. Ave ac:0.011252,0.014820 Initialization: 6.782000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.590000 Kernel 1: 0.025000 Kernel 2: 110.094002 Copyback: 0.017000 Sum: 0.030000 It 1,Best ac:0.017176 0.521429 fi:0.573239. Ave ac:0.013506,0.016264 Initialization: 6.474000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.575000 Kernel 1: 0.023000 Kernel 2: 110.670998 Copyback: 0.017000 Sum: 0.033000 It 2,Best ac:0.006824 0.644444 fi:0.454456. Ave ac:0.016568,0.017939 Initialization: 6.219000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.763000 Kernel 1: 0.023000 Kernel 2: 108.627998 Copyback: 0.017000 Sum: 0.032000 It 3,Best ac:0.009414 0.579710 fi:0.518129. Ave ac:0.013720,0.015539 Initialization: 6.346000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.544000 Kernel 1: 0.032000 Kernel 2: 110.928001 Copyback: 0.018000 Sum: 0.033000 It 4,Best ac:0.004706 0.689655 fi:0.410112. Ave ac:0.011552,0.011511 Initialization: 6.171000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.608000 Kernel 1: 0.023000 Kernel 2: 111.914001 Copyback: 0.017000 Sum: 0.031000 It 5,Best ac:0.007059 0.731707 fi:0.367097. Ave ac:0.013956,0.013290 Initialization: 6.298000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.535000 Kernel 1: 0.024000 Kernel 2: 115.085999 Copyback: 0.017000 Sum: 0.033000 It 6,Best ac:0.005884 0.781250 fi:0.318033. Ave ac:0.011632,0.009313 Initialization: 6.339000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.548000 Kernel 1: 0.023000 Kernel 2: 114.125000 Copyback: 0.017000 Sum: 0.030000 It 7,Best ac:0.004000 0.772727 fi:0.356721. Ave ac:0.011937,0.010708 Initialization: 6.714000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.599000 Kernel 1: 0.023000 Kernel 2: 110.928001 Copyback: 0.017000 Sum: 0.033000 It 8,Best ac:0.005176 0.846154 fi:0.253420. Ave ac:0.010757,0.008703 Initialization: 6.484000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.546000 Kernel 1: 0.024000 Kernel 2: 113.638000 Copyback: 0.018000 Sum: 0.033000 It 9,Best ac:0.005412 0.821429 fi:0.278050. Ave ac:0.010100,0.008587 Iteration 10:MDL fitness activated Error 0.278050 TL 0.036588 MDL Theory Length Weight: 2.5331405432 (2) Initialization: 6.471000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.677000 Kernel 1: 0.022000 Kernel 2: 112.377998 Copyback: 0.017000 Sum: 0.030000 It 10,Best ac:0.010355 0.785714 fi:0.389152. Ave ac:0.008500,0.008135 Initialization: 6.265000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.573000 Kernel 1: 0.023000 Kernel 2: 113.649002 Copyback: 0.017000 Sum: 0.033000 It 11,Best ac:0.004001 0.809524 fi:0.400386. Ave ac:0.009024,0.008521 Initialization: 6.255000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.640000 Kernel 1: 0.023000 Kernel 2: 111.862999 Copyback: 0.371000 Sum: 0.039000 It 12,Best ac:0.009882 0.857143 fi:0.329544. Ave ac:0.008549,0.007187 Initialization: 6.338000 Memcpy Classifiers: 0.845000 Memcpy Instances: 8.545000 Kernel 1: 0.023000 Kernel 2: 111.002998 Copyback: 0.017000 Sum: 0.032000 It 13,Best ac:0.004236 0.857143 fi:0.333866. Ave ac:0.007495,0.006324 Initialization: 6.175000 Memcpy Classifiers: 0.404000 Memcpy Instances: 8.644000 Kernel 1: 0.024000 Kernel 2: 107.776001 Copyback: 0.017000 Sum: 0.033000 It 14,Best ac:0.004235 0.818182 fi:0.354771. Ave ac:0.007416,0.006222 Initialization: 6.326000 Memcpy Classifiers: 0.384000 Memcpy Instances: 8.915000 Kernel 1: 0.023000 Kernel 2: 106.694000 Copyback: 0.016000 Sum: 0.032000 It 15,Best ac:0.004471 0.826087 fi:0.380670. Ave ac:0.008579,0.006731 Initialization: 6.250000 Memcpy Classifiers: 0.361000 Memcpy Instances: 9.551000 Kernel 1: 0.023000 Kernel 2: 106.012001 Copyback: 0.017000 Sum: 0.039000 It 16,Best ac:0.004235 0.857143 fi:0.317481. Ave ac:0.007319,0.005520 Initialization: 6.712000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.555000 Kernel 1: 0.024000 Kernel 2: 103.977997 Copyback: 0.017000 Sum: 0.038000 It 17,Best ac:0.005882 0.833333 fi:0.345603. Ave ac:0.007286,0.005430 Initialization: 6.228000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.032000 Kernel 1: 0.024000 Kernel 2: 105.640999 Copyback: 0.017000 Sum: 0.031000 It 18,Best ac:0.005648 0.800000 fi:0.394237. Ave ac:0.008411,0.005798 Initialization: 6.325000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.585000 Kernel 1: 0.023000 Kernel 2: 103.127998 Copyback: 0.017000 Sum: 0.035000 It 19,Best ac:0.009412 0.833333 fi:0.337466. Ave ac:0.008963,0.007917 Initialization: 6.353000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.539000 Kernel 1: 0.024000 Kernel 2: 100.237999 Copyback: 0.017000 Sum: 0.032000 It 20,Best ac:0.005176 0.814815 fi:0.380912. Ave ac:0.007127,0.004525 Initialization: 6.293000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.894000 Kernel 1: 0.024000 Kernel 2: 103.862000 Copyback: 0.017000 Sum: 0.034000 It 21,Best ac:0.005178 0.880000 fi:0.326468. Ave ac:0.008468,0.005995 Initialization: 6.253000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.037000 Kernel 1: 0.022000 Kernel 2: 100.502998 Copyback: 0.017000 Sum: 0.031000 It 22,Best ac:0.005413 0.851852 fi:0.323933. Ave ac:0.007452,0.005469 Initialization: 6.228000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.637000 Kernel 1: 0.022000 Kernel 2: 99.821999 Copyback: 0.017000 Sum: 0.039000 It 23,Best ac:0.004235 0.900000 fi:0.294689. Ave ac:0.006466,0.004701 Initialization: 6.153000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.558000 Kernel 1: 0.024000 Kernel 2: 101.079002 Copyback: 0.017000 Sum: 0.033000 It 24,Best ac:0.004235 0.900000 fi:0.287628. Ave ac:0.006716,0.004660 Initialization: 6.813000 Memcpy Classifiers: 0.364000 Memcpy Instances: 8.560000 Kernel 1: 0.024000 Kernel 2: 101.121002 Copyback: 0.017000 Sum: 0.035000 It 25,Best ac:0.004001 0.894737 fi:0.314545. Ave ac:0.006336,0.004281 Initialization: 6.314000 Memcpy Classifiers: 0.539000 Memcpy Instances: 8.567000 Kernel 1: 0.023000 Kernel 2: 99.436996 Copyback: 0.016000 Sum: 0.039000 It 26,Best ac:0.004706 0.869565 fi:0.328395. Ave ac:0.006384,0.005628 Initialization: 6.264000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.646000 Kernel 1: 0.023000 Kernel 2: 99.866997 Copyback: 0.017000 Sum: 0.035000 It 27,Best ac:0.005176 0.880000 fi:0.286615. Ave ac:0.006736,0.007018 Initialization: 6.378000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.595000 Kernel 1: 0.024000 Kernel 2: 99.091003 Copyback: 0.017000 Sum: 0.039000 It 28,Best ac:0.004941 0.875000 fi:0.307969. Ave ac:0.007545,0.007209 Initialization: 6.285000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.601000 Kernel 1: 0.024000 Kernel 2: 97.554001 Copyback: 0.017000 Sum: 0.034000 It 29,Best ac:0.003765 1.000000 fi:0.253295. Ave ac:0.007944,0.005702 Initialization: 6.201000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.581000 Kernel 1: 0.024000 Kernel 2: 96.452003 Copyback: 0.017000 Sum: 0.035000 It 30,Best ac:0.005647 0.923077 fi:0.246727. Ave ac:0.007140,0.004721 Initialization: 6.352000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.542000 Kernel 1: 0.025000 Kernel 2: 101.549004 Copyback: 0.018000 Sum: 0.036000 It 31,Best ac:0.004235 0.782609 fi:0.383453. Ave ac:0.006112,0.004350 Initialization: 7.209000 Memcpy Classifiers: 0.364000 Memcpy Instances: 9.918000 Kernel 1: 0.023000 Kernel 2: 96.559998 Copyback: 0.017000 Sum: 0.033000 It 32,Best ac:0.004000 0.850000 fi:0.341132. Ave ac:0.006935,0.006057 Initialization: 6.807000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.616000 Kernel 1: 0.022000 Kernel 2: 93.931000 Copyback: 0.017000 Sum: 0.038000 It 33,Best ac:0.008235 0.813953 fi:0.343052. Ave ac:0.007527,0.006402 Initialization: 23.646000 Memcpy Instances: 473.097992 Memcpy Classifiers: 0.070000 Kernel 1: 0.026000 Kernel 2: 493.467987 Copyback: 0.015000 Sum: 0.015000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 501.117004 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 520.919006 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 519.692017 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.068000 Kernel 1: 0.016000 Kernel 2: 515.090027 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.014000 Kernel 2: 527.531982 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 510.955994 Copyback: 0.369000 Sum: 0.002000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 518.786987 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 527.153992 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 518.005981 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 514.453979 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 296.355011 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.004217 0.701095 fi:0.475178. Ave ac:0.007240,0.023020 Best acc 0.004217 0.701095 Initialization: 6.316000 Memcpy Classifiers: 0.542000 Memcpy Instances: 8.721000 Kernel 1: 0.024000 Kernel 2: 103.763000 Copyback: 0.018000 Sum: 0.050000 Initial population average accuracy1:0.005927 accuracy2:0.227809 Initialization: 6.325000 Memcpy Classifiers: 0.470000 Memcpy Instances: 9.280000 Kernel 1: 0.025000 Kernel 2: 109.214996 Copyback: 0.018000 Sum: 0.059000 It 0,Best ac:0.004000 0.653846 fi:0.475603. Ave ac:0.011769,0.017184 Initialization: 6.237000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.878000 Kernel 1: 0.022000 Kernel 2: 112.036003 Copyback: 0.018000 Sum: 0.036000 It 1,Best ac:0.008235 0.648148 fi:0.450175. Ave ac:0.014399,0.018973 Initialization: 6.321000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.862000 Kernel 1: 0.024000 Kernel 2: 110.179001 Copyback: 0.017000 Sum: 0.031000 It 2,Best ac:0.006353 0.675000 fi:0.424093. Ave ac:0.013560,0.015496 Initialization: 6.327000 Memcpy Classifiers: 0.436000 Memcpy Instances: 8.574000 Kernel 1: 0.024000 Kernel 2: 110.786003 Copyback: 0.017000 Sum: 0.034000 It 3,Best ac:0.005647 0.600000 fi:0.499382. Ave ac:0.014084,0.015448 Initialization: 6.291000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.584000 Kernel 1: 0.024000 Kernel 2: 109.491997 Copyback: 0.017000 Sum: 0.033000 It 4,Best ac:0.005179 0.785714 fi:0.313858. Ave ac:0.015833,0.017214 Initialization: 6.433000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.551000 Kernel 1: 0.030000 Kernel 2: 105.712997 Copyback: 0.017000 Sum: 0.032000 It 5,Best ac:0.005882 0.675676 fi:0.423610. Ave ac:0.014013,0.016821 Initialization: 6.479000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.550000 Kernel 1: 0.023000 Kernel 2: 108.907997 Copyback: 0.017000 Sum: 0.034000 It 6,Best ac:0.004706 0.869565 fi:0.230201. Ave ac:0.015047,0.017177 Initialization: 6.342000 Memcpy Classifiers: 0.450000 Memcpy Instances: 9.104000 Kernel 1: 0.023000 Kernel 2: 108.900002 Copyback: 0.017000 Sum: 0.031000 It 7,Best ac:0.004000 0.772727 fi:0.356721. Ave ac:0.011817,0.013133 Initialization: 7.878000 Memcpy Classifiers: 0.437000 Memcpy Instances: 8.731000 Kernel 1: 0.021000 Kernel 2: 108.550003 Copyback: 0.016000 Sum: 0.030000 It 8,Best ac:0.003765 0.888889 fi:0.291769. Ave ac:0.011966,0.013183 Initialization: 6.281000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.576000 Kernel 1: 0.023000 Kernel 2: 107.971001 Copyback: 0.018000 Sum: 0.032000 It 9,Best ac:0.004235 0.818182 fi:0.281777. Ave ac:0.010339,0.011221 Iteration 10:MDL fitness activated Error 0.281777 TL 0.046111 MDL Theory Length Weight: 2.0369364618 (4) Initialization: 6.325000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.543000 Kernel 1: 0.024000 Kernel 2: 108.916000 Copyback: 0.017000 Sum: 0.034000 It 10,Best ac:0.004941 0.954545 fi:0.228374. Ave ac:0.008746,0.010792 Initialization: 6.195000 Memcpy Classifiers: 0.478000 Memcpy Instances: 8.642000 Kernel 1: 0.023000 Kernel 2: 110.597000 Copyback: 0.016000 Sum: 0.039000 It 11,Best ac:0.003294 0.933333 fi:0.415972. Ave ac:0.007093,0.007021 Initialization: 6.314000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.605000 Kernel 1: 0.023000 Kernel 2: 112.942001 Copyback: 0.017000 Sum: 0.031000 It 12,Best ac:0.004236 0.782609 fi:0.372073. Ave ac:0.007403,0.006952 Initialization: 6.334000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.550000 Kernel 1: 0.024000 Kernel 2: 114.000000 Copyback: 0.017000 Sum: 0.036000 It 13,Best ac:0.006588 0.777778 fi:0.394429. Ave ac:0.006078,0.005960 Initialization: 6.724000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.582000 Kernel 1: 0.025000 Kernel 2: 114.556000 Copyback: 0.018000 Sum: 0.033000 It 14,Best ac:0.004942 0.807692 fi:0.390002. Ave ac:0.005726,0.006201 Initialization: 6.216000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.639000 Kernel 1: 0.024000 Kernel 2: 114.960999 Copyback: 0.017000 Sum: 0.035000 It 15,Best ac:0.004236 0.900000 fi:0.294476. Ave ac:0.006316,0.005079 Initialization: 6.301000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.621000 Kernel 1: 0.023000 Kernel 2: 115.257004 Copyback: 0.017000 Sum: 0.037000 It 16,Best ac:0.005176 0.880000 fi:0.318909. Ave ac:0.007358,0.005188 Initialization: 6.213000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.630000 Kernel 1: 0.024000 Kernel 2: 109.820999 Copyback: 0.018000 Sum: 0.037000 It 17,Best ac:0.004941 0.913043 fi:0.286484. Ave ac:0.006898,0.004919 Initialization: 6.579000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.848000 Kernel 1: 0.024000 Kernel 2: 111.838997 Copyback: 0.017000 Sum: 0.035000 It 18,Best ac:0.004000 0.850000 fi:0.318353. Ave ac:0.006687,0.004556 Initialization: 6.283000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.726000 Kernel 1: 0.022000 Kernel 2: 109.331001 Copyback: 0.017000 Sum: 0.040000 It 19,Best ac:0.005178 0.814815 fi:0.338982. Ave ac:0.006165,0.004453 MDL Theory Length Weight: 1.8332428156 (14) Initialization: 6.371000 Memcpy Classifiers: 0.448000 Memcpy Instances: 8.604000 Kernel 1: 0.024000 Kernel 2: 110.564003 Copyback: 0.372000 Sum: 0.035000 It 20,Best ac:0.007765 0.846154 fi:0.330208. Ave ac:0.007321,0.004928 Initialization: 6.229000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.718000 Kernel 1: 0.024000 Kernel 2: 113.904999 Copyback: 0.017000 Sum: 0.036000 It 21,Best ac:0.004472 0.950000 fi:0.209843. Ave ac:0.006061,0.004952 Initialization: 6.246000 Memcpy Classifiers: 0.397000 Memcpy Instances: 9.666000 Kernel 1: 0.022000 Kernel 2: 109.557999 Copyback: 0.017000 Sum: 0.039000 It 22,Best ac:0.011529 0.803279 fi:0.349513. Ave ac:0.007055,0.005460 Initialization: 6.181000 Memcpy Classifiers: 0.415000 Memcpy Instances: 9.096000 Kernel 1: 0.023000 Kernel 2: 107.789001 Copyback: 0.016000 Sum: 0.037000 It 23,Best ac:0.004000 0.894737 fi:0.306820. Ave ac:0.008047,0.006578 Initialization: 6.305000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.597000 Kernel 1: 0.025000 Kernel 2: 110.068001 Copyback: 0.017000 Sum: 0.036000 It 24,Best ac:0.005647 1.000000 fi:0.171481. Ave ac:0.007500,0.006657 Initialization: 6.358000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.541000 Kernel 1: 0.022000 Kernel 2: 106.672997 Copyback: 0.018000 Sum: 0.036000 It 25,Best ac:0.005176 0.956522 fi:0.211781. Ave ac:0.005829,0.005164 Initialization: 6.244000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.576000 Kernel 1: 0.023000 Kernel 2: 106.874001 Copyback: 0.017000 Sum: 0.039000 It 26,Best ac:0.004471 0.904762 fi:0.255081. Ave ac:0.009861,0.006887 Initialization: 6.458000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.550000 Kernel 1: 0.024000 Kernel 2: 106.227997 Copyback: 0.017000 Sum: 0.035000 It 27,Best ac:0.005176 0.880000 fi:0.279689. Ave ac:0.008566,0.005634 Initialization: 6.363000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.579000 Kernel 1: 0.024000 Kernel 2: 104.275002 Copyback: 0.016000 Sum: 0.040000 It 28,Best ac:0.005176 0.846154 fi:0.288434. Ave ac:0.007723,0.005508 Initialization: 6.237000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.637000 Kernel 1: 0.023000 Kernel 2: 104.699997 Copyback: 0.017000 Sum: 0.032000 It 29,Best ac:0.004472 0.863636 fi:0.271239. Ave ac:0.006394,0.004832 Initialization: 6.755000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.555000 Kernel 1: 0.023000 Kernel 2: 103.676003 Copyback: 0.017000 Sum: 0.035000 It 30,Best ac:0.004471 0.863636 fi:0.306809. Ave ac:0.007030,0.006026 Initialization: 6.274000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.696000 Kernel 1: 0.023000 Kernel 2: 104.473999 Copyback: 0.017000 Sum: 0.032000 It 31,Best ac:0.007059 0.810811 fi:0.344706. Ave ac:0.006724,0.005024 Initialization: 6.376000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.571000 Kernel 1: 0.024000 Kernel 2: 102.100998 Copyback: 0.017000 Sum: 0.035000 It 32,Best ac:0.006118 0.962963 fi:0.199895. Ave ac:0.007338,0.004623 Initialization: 6.292000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.539000 Kernel 1: 0.024000 Kernel 2: 102.196999 Copyback: 0.017000 Sum: 0.035000 It 33,Best ac:0.004000 1.000000 fi:0.190718. Ave ac:0.006493,0.003977 MDL Theory Length Weight: 1.6499185340 (10) Initialization: 23.804001 Memcpy Instances: 420.864990 Memcpy Classifiers: 0.072000 Kernel 1: 0.025000 Kernel 2: 528.273987 Copyback: 0.015000 Sum: 0.015000 Memcpy Classifiers: 0.067000 Kernel 1: 0.012000 Kernel 2: 510.121002 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.013000 Kernel 2: 515.333008 Copyback: 0.018000 Sum: 0.004000 Memcpy Classifiers: 0.071000 Kernel 1: 0.018000 Kernel 2: 535.317017 Copyback: 0.018000 Sum: 0.004000 Memcpy Classifiers: 0.071000 Kernel 1: 0.016000 Kernel 2: 513.036987 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.013000 Kernel 2: 520.208984 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.013000 Kernel 2: 523.877991 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.013000 Kernel 2: 532.679016 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.016000 Kernel 2: 536.310974 Copyback: 0.368000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.014000 Kernel 2: 517.046021 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.013000 Kernel 2: 531.250000 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.014000 Kernel 2: 308.247009 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.049806 0.709887 fi:0.429816. Ave ac:0.006225,0.019793 Best acc 0.049806 0.709887 Rule:Att PSSM_-4_6 is [-6.446638,-1.324937]|Att PSSM_-3_7 is [<-2.136460]|Att PSSM_-2_12 is [<0.697807]|Att PSSM_-1_11 is [<6.299087]|Att PSSM_-1_12 is [-6.603687,-1.396313]|Att PSSM_0_7 is [-5.774570,3.667493]|Att PSSM_0_12 is [-6.847648,-2.976197]|Att PSSM_1_12 is [<-2.368563]|1 Accuracy : 0.760367 0 1 158958 5122 51105 19453 Removed 2423 instances. 210063 Instances left. Acc of rule 0.049806-0.709887 Initialization: 6.289000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.813000 Kernel 1: 0.025000 Kernel 2: 104.170998 Copyback: 0.018000 Sum: 0.045000 Initial population average accuracy1:0.005880 accuracy2:0.235359 Initialization: 6.235000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.495000 Kernel 1: 0.024000 Kernel 2: 106.726997 Copyback: 0.017000 Sum: 0.058000 It 0,Best ac:0.005951 0.609756 fi:0.489447. Ave ac:0.011310,0.017345 Initialization: 6.237000 Memcpy Classifiers: 0.489000 Memcpy Instances: 8.922000 Kernel 1: 0.024000 Kernel 2: 109.058998 Copyback: 0.019000 Sum: 0.037000 It 1,Best ac:0.011902 0.632911 fi:0.463804. Ave ac:0.013898,0.019197 Initialization: 6.712000 Memcpy Classifiers: 0.454000 Memcpy Instances: 8.665000 Kernel 1: 0.020000 Kernel 2: 106.200996 Copyback: 0.017000 Sum: 0.031000 It 2,Best ac:0.005236 0.733333 fi:0.366171. Ave ac:0.014018,0.017601 Initialization: 6.271000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.433000 Kernel 1: 0.025000 Kernel 2: 104.939003 Copyback: 0.017000 Sum: 0.032000 It 3,Best ac:0.003809 0.727273 fi:0.425325. Ave ac:0.014124,0.014144 Initialization: 6.200000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.438000 Kernel 1: 0.025000 Kernel 2: 103.380997 Copyback: 0.020000 Sum: 0.032000 It 4,Best ac:0.006903 0.725000 fi:0.373805. Ave ac:0.012911,0.013836 Initialization: 6.090000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.485000 Kernel 1: 0.023000 Kernel 2: 99.234001 Copyback: 0.017000 Sum: 0.033000 It 5,Best ac:0.006663 0.717949 fi:0.380959. Ave ac:0.013765,0.014351 Initialization: 6.210000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.477000 Kernel 1: 0.024000 Kernel 2: 98.570000 Copyback: 0.017000 Sum: 0.034000 It 6,Best ac:0.004999 0.750000 fi:0.349601. Ave ac:0.013422,0.014308 Initialization: 6.100000 Memcpy Classifiers: 0.404000 Memcpy Instances: 8.537000 Kernel 1: 0.024000 Kernel 2: 95.728996 Copyback: 0.016000 Sum: 0.035000 It 7,Best ac:0.006427 0.843750 fi:0.255254. Ave ac:0.012881,0.012808 Initialization: 6.645000 Memcpy Classifiers: 0.400000 Memcpy Instances: 8.610000 Kernel 1: 0.022000 Kernel 2: 95.171997 Copyback: 0.017000 Sum: 0.039000 It 8,Best ac:0.008331 0.760870 fi:0.337339. Ave ac:0.013614,0.014635 Initialization: 6.219000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.574000 Kernel 1: 0.023000 Kernel 2: 93.065002 Copyback: 0.017000 Sum: 0.029000 It 9,Best ac:0.008091 0.850000 fi:0.248308. Ave ac:0.012086,0.012848 Iteration 10:MDL fitness activated Error 0.248308 TL 0.033165 MDL Theory Length Weight: 2.4956608190 (1) Initialization: 6.131000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.495000 Kernel 1: 0.024000 Kernel 2: 94.026001 Copyback: 0.017000 Sum: 0.034000 It 10,Best ac:0.006188 0.764706 fi:0.401757. Ave ac:0.009316,0.009295 Initialization: 6.248000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.480000 Kernel 1: 0.023000 Kernel 2: 94.334000 Copyback: 0.017000 Sum: 0.033000 It 11,Best ac:0.008331 0.714286 fi:0.428510. Ave ac:0.012450,0.014668 Initialization: 6.757000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.477000 Kernel 1: 0.024000 Kernel 2: 93.241997 Copyback: 0.017000 Sum: 0.035000 It 12,Best ac:0.004285 0.818182 fi:0.352656. Ave ac:0.012709,0.012415 Initialization: 6.230000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.514000 Kernel 1: 0.023000 Kernel 2: 88.516998 Copyback: 0.017000 Sum: 0.030000 It 13,Best ac:0.003809 1.000000 fi:0.199356. Ave ac:0.011900,0.013166 Initialization: 6.190000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.431000 Kernel 1: 0.024000 Kernel 2: 90.561996 Copyback: 0.017000 Sum: 0.034000 It 14,Best ac:0.004999 0.777778 fi:0.361573. Ave ac:0.010142,0.011168 Initialization: 6.145000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.485000 Kernel 1: 0.023000 Kernel 2: 89.724998 Copyback: 0.017000 Sum: 0.035000 It 15,Best ac:0.007141 0.857143 fi:0.294997. Ave ac:0.012570,0.013077 Initialization: 6.291000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.949000 Kernel 1: 0.023000 Kernel 2: 87.119003 Copyback: 0.017000 Sum: 0.030000 It 16,Best ac:0.005713 0.857143 fi:0.314457. Ave ac:0.010981,0.009913 Initialization: 6.221000 Memcpy Classifiers: 0.347000 Memcpy Instances: 8.480000 Kernel 1: 0.024000 Kernel 2: 84.589996 Copyback: 0.017000 Sum: 0.032000 It 17,Best ac:0.004999 0.840000 fi:0.347359. Ave ac:0.009665,0.011258 Initialization: 6.246000 Memcpy Classifiers: 0.354000 Memcpy Instances: 8.629000 Kernel 1: 0.024000 Kernel 2: 86.869003 Copyback: 0.017000 Sum: 0.032000 It 18,Best ac:0.006665 0.823529 fi:0.336035. Ave ac:0.008362,0.008820 Initialization: 6.140000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.511000 Kernel 1: 0.023000 Kernel 2: 84.028999 Copyback: 0.016000 Sum: 0.030000 It 19,Best ac:0.004998 0.840000 fi:0.322121. Ave ac:0.009391,0.009624 Initialization: 6.187000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.467000 Kernel 1: 0.024000 Kernel 2: 83.905998 Copyback: 0.017000 Sum: 0.036000 It 20,Best ac:0.004047 0.894737 fi:0.283656. Ave ac:0.008698,0.009247 Initialization: 6.182000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.945000 Kernel 1: 0.023000 Kernel 2: 81.646004 Copyback: 0.017000 Sum: 0.038000 It 21,Best ac:0.003809 0.941176 fi:0.260874. Ave ac:0.007593,0.007162 Initialization: 6.287000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.577000 Kernel 1: 0.023000 Kernel 2: 81.245003 Copyback: 0.017000 Sum: 0.033000 It 22,Best ac:0.004284 0.947368 fi:0.208793. Ave ac:0.008072,0.005592 MDL Theory Length Weight: 2.2460947371 (10) Initialization: 6.186000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.530000 Kernel 1: 0.023000 Kernel 2: 81.161003 Copyback: 0.016000 Sum: 0.029000 It 23,Best ac:0.004046 0.809524 fi:0.344318. Ave ac:0.006996,0.005034 Initialization: 6.209000 Memcpy Classifiers: 0.334000 Memcpy Instances: 8.541000 Kernel 1: 0.023000 Kernel 2: 80.514999 Copyback: 0.016000 Sum: 0.031000 It 24,Best ac:0.007379 0.861111 fi:0.286593. Ave ac:0.006704,0.005601 Initialization: 6.304000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.464000 Kernel 1: 0.023000 Kernel 2: 79.921997 Copyback: 0.018000 Sum: 0.030000 It 25,Best ac:0.004998 0.807692 fi:0.331248. Ave ac:0.007604,0.005954 Initialization: 6.259000 Memcpy Classifiers: 0.339000 Memcpy Instances: 8.486000 Kernel 1: 0.024000 Kernel 2: 78.750999 Copyback: 0.017000 Sum: 0.029000 It 26,Best ac:0.004046 0.739130 fi:0.397044. Ave ac:0.006157,0.005715 Initialization: 6.137000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.475000 Kernel 1: 0.023000 Kernel 2: 78.507004 Copyback: 0.016000 Sum: 0.034000 It 27,Best ac:0.005713 0.923077 fi:0.230069. Ave ac:0.008878,0.006303 Initialization: 6.640000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.543000 Kernel 1: 0.022000 Kernel 2: 79.613998 Copyback: 0.017000 Sum: 0.031000 It 28,Best ac:0.006427 0.843750 fi:0.293157. Ave ac:0.009310,0.007356 Initialization: 6.183000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.686000 Kernel 1: 0.024000 Kernel 2: 77.570999 Copyback: 0.017000 Sum: 0.033000 It 29,Best ac:0.004523 0.760000 fi:0.386800. Ave ac:0.008098,0.006680 Initialization: 6.259000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.481000 Kernel 1: 0.023000 Kernel 2: 77.912003 Copyback: 0.017000 Sum: 0.033000 It 30,Best ac:0.005712 0.774194 fi:0.376695. Ave ac:0.008830,0.007396 Initialization: 7.609000 Memcpy Classifiers: 0.324000 Memcpy Instances: 8.447000 Kernel 1: 0.023000 Kernel 2: 78.578003 Copyback: 0.017000 Sum: 0.028000 It 31,Best ac:0.004047 0.894737 fi:0.273688. Ave ac:0.009772,0.010116 Initialization: 6.279000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.470000 Kernel 1: 0.024000 Kernel 2: 78.735001 Copyback: 0.017000 Sum: 0.029000 It 32,Best ac:0.004523 0.826087 fi:0.319237. Ave ac:0.009540,0.009793 Initialization: 6.246000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.507000 Kernel 1: 0.023000 Kernel 2: 77.358002 Copyback: 0.017000 Sum: 0.028000 It 33,Best ac:0.004523 0.863636 fi:0.290098. Ave ac:0.009718,0.012218 Initialization: 24.615000 Memcpy Instances: 411.355011 Memcpy Classifiers: 0.066000 Kernel 1: 0.024000 Kernel 2: 464.764008 Copyback: 0.018000 Sum: 0.015000 Memcpy Classifiers: 0.057000 Kernel 1: 0.013000 Kernel 2: 446.088989 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 442.898987 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 451.927002 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 445.841003 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 459.255005 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 454.354004 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.012000 Kernel 2: 450.716003 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.012000 Kernel 2: 448.312012 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.015000 Kernel 2: 449.641998 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 444.967010 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.047000 Kernel 1: 0.013000 Kernel 2: 135.839005 Copyback: 0.015000 Sum: 0.000000 It 34,Best ac:0.004437 0.697083 fi:0.440656. Ave ac:0.009491,0.031466 Best acc 0.004437 0.697083 Initialization: 6.381000 Memcpy Classifiers: 0.577000 Memcpy Instances: 8.524000 Kernel 1: 0.026000 Kernel 2: 103.386002 Copyback: 0.017000 Sum: 0.046000 Initial population average accuracy1:0.006805 accuracy2:0.239014 Initialization: 6.267000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.435000 Kernel 1: 0.023000 Kernel 2: 111.071999 Copyback: 0.025000 Sum: 0.036000 It 0,Best ac:0.004285 0.562500 fi:0.537400. Ave ac:0.012697,0.018816 Initialization: 6.162000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.479000 Kernel 1: 0.025000 Kernel 2: 110.149002 Copyback: 0.017000 Sum: 0.033000 It 1,Best ac:0.005237 0.578947 fi:0.520554. Ave ac:0.014827,0.018736 Initialization: 6.439000 Memcpy Classifiers: 0.471000 Memcpy Instances: 8.467000 Kernel 1: 0.024000 Kernel 2: 107.164001 Copyback: 0.017000 Sum: 0.030000 It 2,Best ac:0.003809 0.800000 fi:0.352598. Ave ac:0.012252,0.015815 Initialization: 6.289000 Memcpy Classifiers: 0.607000 Memcpy Instances: 8.470000 Kernel 1: 0.023000 Kernel 2: 108.407997 Copyback: 0.018000 Sum: 0.031000 It 3,Best ac:0.003809 0.727273 fi:0.425325. Ave ac:0.010438,0.011698 Initialization: 6.271000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.491000 Kernel 1: 0.024000 Kernel 2: 109.694000 Copyback: 0.017000 Sum: 0.032000 It 4,Best ac:0.004047 0.708333 fi:0.391666. Ave ac:0.010457,0.010600 Initialization: 6.189000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.526000 Kernel 1: 0.024000 Kernel 2: 109.794998 Copyback: 0.017000 Sum: 0.038000 It 5,Best ac:0.004523 0.760000 fi:0.339800. Ave ac:0.009922,0.011239 Initialization: 6.307000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.488000 Kernel 1: 0.023000 Kernel 2: 113.074997 Copyback: 0.017000 Sum: 0.038000 It 6,Best ac:0.004047 0.809524 fi:0.290476. Ave ac:0.010106,0.012254 Initialization: 6.205000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.520000 Kernel 1: 0.023000 Kernel 2: 113.364998 Copyback: 0.017000 Sum: 0.035000 It 7,Best ac:0.004523 0.950000 fi:0.149800. Ave ac:0.008227,0.009615 Initialization: 6.226000 Memcpy Classifiers: 0.859000 Memcpy Instances: 8.488000 Kernel 1: 0.022000 Kernel 2: 112.269997 Copyback: 0.018000 Sum: 0.036000 It 8,Best ac:0.005236 0.880000 fi:0.219502. Ave ac:0.009263,0.012042 Initialization: 6.658000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.761000 Kernel 1: 0.024000 Kernel 2: 113.742996 Copyback: 0.017000 Sum: 0.031000 It 9,Best ac:0.004761 0.769231 fi:0.330470. Ave ac:0.009792,0.008709 Iteration 10:MDL fitness activated Error 0.330470 TL 0.032359 MDL Theory Length Weight: 3.4042282065 (3) Initialization: 6.361000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.438000 Kernel 1: 0.024000 Kernel 2: 115.617996 Copyback: 0.017000 Sum: 0.037000 It 10,Best ac:0.004285 0.857143 fi:0.363599. Ave ac:0.008011,0.007861 Initialization: 6.187000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.985000 Kernel 1: 0.023000 Kernel 2: 111.573997 Copyback: 0.017000 Sum: 0.035000 It 11,Best ac:0.009522 0.833333 fi:0.368620. Ave ac:0.008052,0.008229 Initialization: 6.123000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.749000 Kernel 1: 0.023000 Kernel 2: 112.572998 Copyback: 0.017000 Sum: 0.040000 It 12,Best ac:0.004761 0.833333 fi:0.350569. Ave ac:0.007512,0.007113 Initialization: 6.224000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.448000 Kernel 1: 0.022000 Kernel 2: 110.960999 Copyback: 0.017000 Sum: 0.039000 It 13,Best ac:0.004523 0.791667 fi:0.423699. Ave ac:0.009197,0.008549 Initialization: 6.207000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.486000 Kernel 1: 0.023000 Kernel 2: 108.195000 Copyback: 0.017000 Sum: 0.033000 It 14,Best ac:0.004996 0.777778 fi:0.418120. Ave ac:0.010355,0.010054 Initialization: 6.201000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.441000 Kernel 1: 0.024000 Kernel 2: 107.192001 Copyback: 0.017000 Sum: 0.033000 It 15,Best ac:0.006426 0.818182 fi:0.384289. Ave ac:0.009124,0.009177 Initialization: 6.163000 Memcpy Classifiers: 0.427000 Memcpy Instances: 8.442000 Kernel 1: 0.024000 Kernel 2: 106.790001 Copyback: 0.017000 Sum: 0.034000 It 16,Best ac:0.004522 0.826087 fi:0.368238. Ave ac:0.008738,0.008187 Initialization: 6.144000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.441000 Kernel 1: 0.024000 Kernel 2: 110.476997 Copyback: 0.017000 Sum: 0.030000 It 17,Best ac:0.004761 0.800000 fi:0.420543. Ave ac:0.008429,0.008254 Initialization: 6.717000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.477000 Kernel 1: 0.023000 Kernel 2: 105.988998 Copyback: 0.017000 Sum: 0.034000 It 18,Best ac:0.004522 0.904762 fi:0.297960. Ave ac:0.008523,0.007932 Initialization: 6.156000 Memcpy Classifiers: 0.409000 Memcpy Instances: 8.463000 Kernel 1: 0.023000 Kernel 2: 104.990997 Copyback: 0.017000 Sum: 0.030000 It 19,Best ac:0.006188 0.838710 fi:0.330692. Ave ac:0.007465,0.008479 Initialization: 6.166000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.487000 Kernel 1: 0.024000 Kernel 2: 107.862999 Copyback: 0.017000 Sum: 0.033000 It 20,Best ac:0.004285 0.900000 fi:0.303207. Ave ac:0.006630,0.007398 Initialization: 6.149000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.518000 Kernel 1: 0.023000 Kernel 2: 102.203003 Copyback: 0.017000 Sum: 0.041000 It 21,Best ac:0.004761 0.800000 fi:0.386243. Ave ac:0.008215,0.006922 Initialization: 6.237000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.513000 Kernel 1: 0.024000 Kernel 2: 100.706001 Copyback: 0.018000 Sum: 0.042000 It 22,Best ac:0.004046 0.850000 fi:0.320297. Ave ac:0.007968,0.006904 Initialization: 6.257000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.476000 Kernel 1: 0.023000 Kernel 2: 99.421997 Copyback: 0.017000 Sum: 0.036000 It 23,Best ac:0.004047 0.944444 fi:0.248110. Ave ac:0.009800,0.007805 Initialization: 6.205000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.667000 Kernel 1: 0.024000 Kernel 2: 97.301003 Copyback: 0.017000 Sum: 0.083000 It 24,Best ac:0.005237 0.846154 fi:0.341873. Ave ac:0.008575,0.007866 Initialization: 6.218000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.499000 Kernel 1: 0.023000 Kernel 2: 94.533997 Copyback: 0.017000 Sum: 0.034000 It 25,Best ac:0.004047 0.850000 fi:0.324680. Ave ac:0.007922,0.009137 Initialization: 6.219000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.564000 Kernel 1: 0.023000 Kernel 2: 90.913002 Copyback: 0.017000 Sum: 0.039000 It 26,Best ac:0.006189 0.866667 fi:0.300412. Ave ac:0.007437,0.005459 Initialization: 6.197000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.846000 Kernel 1: 0.023000 Kernel 2: 89.741997 Copyback: 0.017000 Sum: 0.038000 It 27,Best ac:0.004285 0.818182 fi:0.361261. Ave ac:0.006968,0.005761 Initialization: 6.237000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.457000 Kernel 1: 0.023000 Kernel 2: 90.192001 Copyback: 0.017000 Sum: 0.037000 It 28,Best ac:0.004761 0.769231 fi:0.394740. Ave ac:0.007329,0.009167 Initialization: 6.183000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.499000 Kernel 1: 0.024000 Kernel 2: 90.575996 Copyback: 0.017000 Sum: 0.052000 It 29,Best ac:0.003809 0.800000 fi:0.431838. Ave ac:0.006629,0.005198 Initialization: 6.243000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.525000 Kernel 1: 0.024000 Kernel 2: 91.846001 Copyback: 0.016000 Sum: 0.036000 It 30,Best ac:0.004523 0.950000 fi:0.242313. Ave ac:0.007108,0.006888 Initialization: 6.250000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.475000 Kernel 1: 0.024000 Kernel 2: 92.467003 Copyback: 0.017000 Sum: 0.034000 It 31,Best ac:0.006188 0.764706 fi:0.395999. Ave ac:0.009070,0.006638 Initialization: 6.200000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.414000 Kernel 1: 0.023000 Kernel 2: 88.626999 Copyback: 0.017000 Sum: 0.035000 It 32,Best ac:0.003571 0.937500 fi:0.360616. Ave ac:0.008711,0.010845 Initialization: 6.962000 Memcpy Classifiers: 0.354000 Memcpy Instances: 8.462000 Kernel 1: 0.024000 Kernel 2: 89.430000 Copyback: 0.017000 Sum: 0.035000 It 33,Best ac:0.004284 0.818182 fi:0.354532. Ave ac:0.008521,0.007512 Initialization: 24.593000 Memcpy Instances: 417.980988 Memcpy Classifiers: 0.066000 Kernel 1: 0.025000 Kernel 2: 495.375000 Copyback: 0.015000 Sum: 0.015000 Memcpy Classifiers: 0.059000 Kernel 1: 0.015000 Kernel 2: 495.795013 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 482.230011 Copyback: 0.370000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 494.897003 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 490.427002 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 491.325012 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 510.053986 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 499.631012 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.058000 Kernel 1: 0.013000 Kernel 2: 498.485992 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.012000 Kernel 2: 497.540009 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 476.122009 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.047000 Kernel 1: 0.013000 Kernel 2: 145.847000 Copyback: 0.015000 Sum: 0.000000 It 34,Best ac:0.004146 0.681001 fi:0.489255. Ave ac:0.010211,0.032742 Best acc 0.004146 0.681001 Rule:Att PSSM_-3_7 is [-5.192369,-0.633820]|Att PSSM_0_6 is [<-3.773907]|Att PSSM_0_13 is [-0.797994,6.929386]|Att PSSM_3_14 is [>-1.449087]|Att PSSM_4_12 is [<-1.380286]|1 Accuracy : 0.762613 0 1 158553 5527 50173 20385 Removed 1337 instances. 208726 Instances left. Acc of rule 0.004437-0.697083 Initialization: 6.357000 Memcpy Classifiers: 0.626000 Memcpy Instances: 8.451000 Kernel 1: 0.025000 Kernel 2: 101.181000 Copyback: 0.018000 Sum: 0.048000 Initial population average accuracy1:0.005393 accuracy2:0.233438 Initialization: 6.160000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.452000 Kernel 1: 0.023000 Kernel 2: 103.191002 Copyback: 0.017000 Sum: 0.036000 It 0,Best ac:0.004312 0.620690 fi:0.479176. Ave ac:0.010084,0.015445 Initialization: 6.151000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.464000 Kernel 1: 0.024000 Kernel 2: 105.624001 Copyback: 0.020000 Sum: 0.033000 It 1,Best ac:0.004551 0.593750 fi:0.506016. Ave ac:0.013701,0.019806 Initialization: 6.238000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.433000 Kernel 1: 0.023000 Kernel 2: 104.260002 Copyback: 0.017000 Sum: 0.032000 It 2,Best ac:0.014611 0.648936 fi:0.446576. Ave ac:0.016983,0.022780 Initialization: 6.203000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.430000 Kernel 1: 0.024000 Kernel 2: 101.053001 Copyback: 0.017000 Sum: 0.032000 It 3,Best ac:0.017481 0.688679 fi:0.405618. Ave ac:0.016316,0.019798 Initialization: 6.194000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.406000 Kernel 1: 0.023000 Kernel 2: 97.116997 Copyback: 0.017000 Sum: 0.031000 It 4,Best ac:0.004312 0.642857 fi:0.457009. Ave ac:0.015239,0.016217 Initialization: 6.259000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.528000 Kernel 1: 0.023000 Kernel 2: 97.052002 Copyback: 0.017000 Sum: 0.034000 It 5,Best ac:0.014854 0.620000 fi:0.475405. Ave ac:0.015135,0.018101 Initialization: 6.170000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.385000 Kernel 1: 0.024000 Kernel 2: 91.695000 Copyback: 0.017000 Sum: 0.029000 It 6,Best ac:0.006948 0.725000 fi:0.373751. Ave ac:0.016685,0.019083 Initialization: 6.150000 Memcpy Classifiers: 0.431000 Memcpy Instances: 8.382000 Kernel 1: 0.024000 Kernel 2: 86.075996 Copyback: 0.372000 Sum: 0.030000 It 7,Best ac:0.008625 0.679245 fi:0.418796. Ave ac:0.018269,0.019778 Initialization: 6.148000 Memcpy Classifiers: 0.806000 Memcpy Instances: 8.384000 Kernel 1: 0.024000 Kernel 2: 84.876999 Copyback: 0.017000 Sum: 0.029000 It 8,Best ac:0.011979 0.684932 fi:0.411690. Ave ac:0.016023,0.018225 Initialization: 6.084000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.455000 Kernel 1: 0.023000 Kernel 2: 86.262001 Copyback: 0.017000 Sum: 0.032000 It 9,Best ac:0.005031 0.777778 fi:0.321784. Ave ac:0.015131,0.015931 Iteration 10:MDL fitness activated Error 0.321784 TL 0.015190 MDL Theory Length Weight: 7.0613756870 (1) Initialization: 6.264000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.431000 Kernel 1: 0.022000 Kernel 2: 87.903999 Copyback: 0.017000 Sum: 0.029000 It 10,Best ac:0.005268 0.880000 fi:0.385888. Ave ac:0.012315,0.011827 Initialization: 6.246000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.376000 Kernel 1: 0.025000 Kernel 2: 82.141998 Copyback: 0.018000 Sum: 0.030000 It 11,Best ac:0.009102 0.690909 fi:0.508446. Ave ac:0.013843,0.015476 Initialization: 6.154000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.416000 Kernel 1: 0.024000 Kernel 2: 78.122002 Copyback: 0.017000 Sum: 0.025000 It 12,Best ac:0.007186 0.789474 fi:0.482654. Ave ac:0.013249,0.016432 Initialization: 6.206000 Memcpy Classifiers: 0.282000 Memcpy Instances: 8.418000 Kernel 1: 0.023000 Kernel 2: 76.181000 Copyback: 0.017000 Sum: 0.025000 It 13,Best ac:0.004312 0.750000 fi:0.474549. Ave ac:0.016535,0.021497 Initialization: 6.211000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.416000 Kernel 1: 0.023000 Kernel 2: 72.939003 Copyback: 0.017000 Sum: 0.022000 It 14,Best ac:0.004073 0.809524 fi:0.422054. Ave ac:0.015281,0.019545 Initialization: 6.173000 Memcpy Classifiers: 0.246000 Memcpy Instances: 8.692000 Kernel 1: 0.023000 Kernel 2: 73.553001 Copyback: 0.017000 Sum: 0.024000 It 15,Best ac:0.008864 0.860465 fi:0.337026. Ave ac:0.019578,0.023632 Initialization: 6.852000 Memcpy Classifiers: 0.266000 Memcpy Instances: 8.608000 Kernel 1: 0.023000 Kernel 2: 72.681000 Copyback: 0.017000 Sum: 0.020000 It 16,Best ac:0.005510 0.741935 fi:0.475762. Ave ac:0.015412,0.021396 Initialization: 6.252000 Memcpy Classifiers: 0.227000 Memcpy Instances: 8.566000 Kernel 1: 0.024000 Kernel 2: 74.671997 Copyback: 0.017000 Sum: 0.022000 It 17,Best ac:0.003832 0.842105 fi:0.377545. Ave ac:0.017033,0.023182 Initialization: 6.218000 Memcpy Classifiers: 0.246000 Memcpy Instances: 8.961000 Kernel 1: 0.024000 Kernel 2: 75.543999 Copyback: 0.017000 Sum: 0.021000 It 18,Best ac:0.009820 0.803922 fi:0.379721. Ave ac:0.017970,0.025682 Initialization: 6.222000 Memcpy Classifiers: 0.227000 Memcpy Instances: 8.378000 Kernel 1: 0.024000 Kernel 2: 74.969002 Copyback: 0.016000 Sum: 0.021000 It 19,Best ac:0.005269 0.814815 fi:0.377651. Ave ac:0.015113,0.022512 Initialization: 6.143000 Memcpy Classifiers: 0.246000 Memcpy Instances: 8.471000 Kernel 1: 0.023000 Kernel 2: 75.247002 Copyback: 0.017000 Sum: 0.021000 It 20,Best ac:0.006229 0.764706 fi:0.451421. Ave ac:0.010713,0.017547 Initialization: 6.200000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.569000 Kernel 1: 0.023000 Kernel 2: 75.585999 Copyback: 0.019000 Sum: 0.020000 It 21,Best ac:0.005030 0.777778 fi:0.430294. Ave ac:0.014360,0.021209 Initialization: 6.131000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.513000 Kernel 1: 0.023000 Kernel 2: 77.080002 Copyback: 0.019000 Sum: 0.024000 It 22,Best ac:0.004073 0.809524 fi:0.412028. Ave ac:0.014018,0.017485 Initialization: 6.248000 Memcpy Classifiers: 0.247000 Memcpy Instances: 8.398000 Kernel 1: 0.024000 Kernel 2: 78.658997 Copyback: 0.017000 Sum: 0.024000 It 23,Best ac:0.004792 0.740741 fi:0.423680. Ave ac:0.012086,0.014192 Initialization: 6.207000 Memcpy Classifiers: 0.246000 Memcpy Instances: 8.379000 Kernel 1: 0.024000 Kernel 2: 76.971001 Copyback: 0.018000 Sum: 0.022000 It 24,Best ac:0.004311 0.857143 fi:0.394976. Ave ac:0.017546,0.020838 MDL Theory Length Weight: 6.3552381183 (10) Initialization: 6.197000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.440000 Kernel 1: 0.024000 Kernel 2: 73.903000 Copyback: 0.017000 Sum: 0.025000 It 25,Best ac:0.005510 0.793103 fi:0.361896. Ave ac:0.016069,0.022147 Initialization: 6.227000 Memcpy Classifiers: 0.245000 Memcpy Instances: 8.465000 Kernel 1: 0.023000 Kernel 2: 75.359001 Copyback: 0.017000 Sum: 0.023000 It 26,Best ac:0.005031 0.807692 fi:0.368151. Ave ac:0.016348,0.025288 Initialization: 6.225000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.527000 Kernel 1: 0.023000 Kernel 2: 76.246002 Copyback: 0.017000 Sum: 0.021000 It 27,Best ac:0.005269 0.846154 fi:0.403091. Ave ac:0.014216,0.021473 Initialization: 6.188000 Memcpy Classifiers: 0.246000 Memcpy Instances: 8.441000 Kernel 1: 0.024000 Kernel 2: 75.014999 Copyback: 0.017000 Sum: 0.021000 It 28,Best ac:0.005030 0.840000 fi:0.366068. Ave ac:0.018612,0.029027 Initialization: 6.269000 Memcpy Classifiers: 0.227000 Memcpy Instances: 8.424000 Kernel 1: 0.023000 Kernel 2: 75.103996 Copyback: 0.017000 Sum: 0.022000 It 29,Best ac:0.006467 0.771429 fi:0.415397. Ave ac:0.015052,0.024811 Initialization: 6.138000 Memcpy Classifiers: 0.265000 Memcpy Instances: 8.576000 Kernel 1: 0.024000 Kernel 2: 75.943001 Copyback: 0.017000 Sum: 0.022000 It 30,Best ac:0.005750 0.827586 fi:0.360440. Ave ac:0.011873,0.018830 Initialization: 6.166000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.422000 Kernel 1: 0.024000 Kernel 2: 76.167000 Copyback: 0.018000 Sum: 0.026000 It 31,Best ac:0.006229 0.866667 fi:0.290670. Ave ac:0.011584,0.020243 Initialization: 6.194000 Memcpy Classifiers: 0.246000 Memcpy Instances: 8.383000 Kernel 1: 0.024000 Kernel 2: 78.177002 Copyback: 0.017000 Sum: 0.023000 It 32,Best ac:0.005030 0.807692 fi:0.410321. Ave ac:0.011735,0.015121 Initialization: 6.163000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.450000 Kernel 1: 0.024000 Kernel 2: 76.747002 Copyback: 0.017000 Sum: 0.023000 It 33,Best ac:0.004792 0.740741 fi:0.472933. Ave ac:0.010885,0.018758 Initialization: 24.900000 Memcpy Instances: 412.045990 Memcpy Classifiers: 0.060000 Kernel 1: 0.025000 Kernel 2: 472.773987 Copyback: 0.015000 Sum: 0.015000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 467.437988 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 473.084991 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.052000 Kernel 1: 0.014000 Kernel 2: 459.432007 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 477.183014 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 498.001007 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.053000 Kernel 1: 0.014000 Kernel 2: 480.544006 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.014000 Kernel 2: 472.032013 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 488.751007 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.012000 Kernel 2: 455.227997 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 479.876007 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.042000 Kernel 1: 0.013000 Kernel 2: 142.770004 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.004791 0.680735 fi:0.516586. Ave ac:0.010967,0.038885 Best acc 0.004791 0.680735 Initialization: 6.169000 Memcpy Classifiers: 0.540000 Memcpy Instances: 8.439000 Kernel 1: 0.024000 Kernel 2: 104.378998 Copyback: 0.017000 Sum: 0.050000 Initial population average accuracy1:0.006021 accuracy2:0.236541 Initialization: 6.127000 Memcpy Classifiers: 0.504000 Memcpy Instances: 8.463000 Kernel 1: 0.023000 Kernel 2: 109.324997 Copyback: 0.017000 Sum: 0.047000 It 0,Best ac:0.004551 0.475000 fi:0.624766. Ave ac:0.010953,0.015494 Initialization: 6.156000 Memcpy Classifiers: 0.449000 Memcpy Instances: 9.475000 Kernel 1: 0.023000 Kernel 2: 109.637001 Copyback: 0.017000 Sum: 0.032000 It 1,Best ac:0.004551 0.542857 fi:0.556909. Ave ac:0.013404,0.016516 Initialization: 6.401000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.391000 Kernel 1: 0.024000 Kernel 2: 106.097000 Copyback: 0.016000 Sum: 0.031000 It 2,Best ac:0.005271 0.628571 fi:0.470889. Ave ac:0.014897,0.017726 Initialization: 6.619000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.471000 Kernel 1: 0.024000 Kernel 2: 101.584000 Copyback: 0.017000 Sum: 0.035000 It 3,Best ac:0.007427 0.704545 fi:0.394002. Ave ac:0.016674,0.022838 Initialization: 6.163000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.576000 Kernel 1: 0.023000 Kernel 2: 103.352997 Copyback: 0.017000 Sum: 0.033000 It 4,Best ac:0.004073 0.708333 fi:0.391634. Ave ac:0.015402,0.019011 Initialization: 6.125000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.373000 Kernel 1: 0.024000 Kernel 2: 99.469002 Copyback: 0.018000 Sum: 0.032000 It 5,Best ac:0.007906 0.702128 fi:0.396217. Ave ac:0.012821,0.015238 Initialization: 6.688000 Memcpy Classifiers: 0.418000 Memcpy Instances: 8.393000 Kernel 1: 0.023000 Kernel 2: 99.408997 Copyback: 0.018000 Sum: 0.032000 It 6,Best ac:0.005988 0.806452 fi:0.292707. Ave ac:0.012164,0.013206 Initialization: 6.124000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.428000 Kernel 1: 0.024000 Kernel 2: 98.467003 Copyback: 0.017000 Sum: 0.036000 It 7,Best ac:0.004790 0.769231 fi:0.330434. Ave ac:0.010696,0.014305 Initialization: 6.147000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.426000 Kernel 1: 0.023000 Kernel 2: 96.833000 Copyback: 0.017000 Sum: 0.031000 It 8,Best ac:0.006228 0.764706 fi:0.334352. Ave ac:0.009490,0.011121 Initialization: 6.123000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.379000 Kernel 1: 0.025000 Kernel 2: 95.883003 Copyback: 0.017000 Sum: 0.031000 It 9,Best ac:0.005269 0.814815 fi:0.284648. Ave ac:0.008433,0.010773 Iteration 10:MDL fitness activated Error 0.284648 TL 0.036799 MDL Theory Length Weight: 2.5784060426 (1) Initialization: 6.125000 Memcpy Classifiers: 0.459000 Memcpy Instances: 8.369000 Kernel 1: 0.024000 Kernel 2: 91.180000 Copyback: 0.017000 Sum: 0.038000 It 10,Best ac:0.011260 0.770492 fi:0.380293. Ave ac:0.009513,0.011208 Initialization: 6.203000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.401000 Kernel 1: 0.023000 Kernel 2: 88.917000 Copyback: 0.017000 Sum: 0.031000 It 11,Best ac:0.004551 0.791667 fi:0.383287. Ave ac:0.010791,0.013929 Initialization: 7.248000 Memcpy Classifiers: 0.323000 Memcpy Instances: 8.439000 Kernel 1: 0.023000 Kernel 2: 87.446999 Copyback: 0.017000 Sum: 0.034000 It 12,Best ac:0.005510 0.766667 fi:0.393170. Ave ac:0.010229,0.013245 Initialization: 6.180000 Memcpy Classifiers: 0.321000 Memcpy Instances: 9.506000 Kernel 1: 0.022000 Kernel 2: 86.129997 Copyback: 0.017000 Sum: 0.032000 It 13,Best ac:0.004792 0.909091 fi:0.249983. Ave ac:0.012085,0.011513 Initialization: 6.598000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.463000 Kernel 1: 0.024000 Kernel 2: 84.555000 Copyback: 0.017000 Sum: 0.031000 It 14,Best ac:0.004312 0.857143 fi:0.322215. Ave ac:0.008566,0.010257 Initialization: 6.229000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.429000 Kernel 1: 0.023000 Kernel 2: 87.917000 Copyback: 0.017000 Sum: 0.034000 It 15,Best ac:0.005509 0.851852 fi:0.323034. Ave ac:0.009375,0.011780 Initialization: 6.110000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.484000 Kernel 1: 0.024000 Kernel 2: 84.602997 Copyback: 0.017000 Sum: 0.032000 It 16,Best ac:0.004792 0.869565 fi:0.311358. Ave ac:0.009555,0.010849 Initialization: 6.156000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.377000 Kernel 1: 0.024000 Kernel 2: 83.583000 Copyback: 0.017000 Sum: 0.034000 It 17,Best ac:0.005271 0.785714 fi:0.388197. Ave ac:0.007363,0.009634 Initialization: 7.311000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.779000 Kernel 1: 0.024000 Kernel 2: 84.247002 Copyback: 0.017000 Sum: 0.035000 It 18,Best ac:0.004311 0.818182 fi:0.362093. Ave ac:0.009376,0.014932 Initialization: 6.157000 Memcpy Classifiers: 0.340000 Memcpy Instances: 9.624000 Kernel 1: 0.023000 Kernel 2: 81.396004 Copyback: 0.016000 Sum: 0.032000 It 19,Best ac:0.004792 0.833333 fi:0.316709. Ave ac:0.008469,0.010009 Initialization: 6.143000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.398000 Kernel 1: 0.022000 Kernel 2: 81.800003 Copyback: 0.017000 Sum: 0.034000 It 20,Best ac:0.004551 0.760000 fi:0.394770. Ave ac:0.009352,0.009829 Initialization: 6.175000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.384000 Kernel 1: 0.023000 Kernel 2: 82.222000 Copyback: 0.017000 Sum: 0.033000 It 21,Best ac:0.004072 0.739130 fi:0.423582. Ave ac:0.008356,0.009060 Initialization: 6.174000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.566000 Kernel 1: 0.022000 Kernel 2: 81.477997 Copyback: 0.017000 Sum: 0.033000 It 22,Best ac:0.005510 0.793103 fi:0.355947. Ave ac:0.010691,0.013080 MDL Theory Length Weight: 2.3205654383 (10) Initialization: 6.165000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.456000 Kernel 1: 0.023000 Kernel 2: 82.523003 Copyback: 0.017000 Sum: 0.032000 It 23,Best ac:0.004551 0.791667 fi:0.371621. Ave ac:0.008258,0.011455 Initialization: 6.158000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.380000 Kernel 1: 0.025000 Kernel 2: 83.578003 Copyback: 0.017000 Sum: 0.034000 It 24,Best ac:0.005031 0.807692 fi:0.349291. Ave ac:0.008652,0.008268 Initialization: 6.163000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.834000 Kernel 1: 0.023000 Kernel 2: 84.566002 Copyback: 0.017000 Sum: 0.034000 It 25,Best ac:0.005749 0.800000 fi:0.349092. Ave ac:0.009146,0.009221 Initialization: 6.113000 Memcpy Classifiers: 0.333000 Memcpy Instances: 8.379000 Kernel 1: 0.023000 Kernel 2: 84.098999 Copyback: 0.017000 Sum: 0.028000 It 26,Best ac:0.004312 0.818182 fi:0.338011. Ave ac:0.008201,0.006908 Initialization: 6.103000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.471000 Kernel 1: 0.022000 Kernel 2: 85.777000 Copyback: 0.018000 Sum: 0.031000 It 27,Best ac:0.006469 0.818182 fi:0.335334. Ave ac:0.009513,0.008193 Initialization: 6.121000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.420000 Kernel 1: 0.023000 Kernel 2: 84.547997 Copyback: 0.016000 Sum: 0.031000 It 28,Best ac:0.005509 0.793103 fi:0.369499. Ave ac:0.006615,0.007592 Initialization: 6.213000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.399000 Kernel 1: 0.024000 Kernel 2: 87.351997 Copyback: 0.017000 Sum: 0.029000 It 29,Best ac:0.005509 0.920000 fi:0.236459. Ave ac:0.009218,0.009791 Initialization: 6.643000 Memcpy Classifiers: 0.342000 Memcpy Instances: 9.372000 Kernel 1: 0.022000 Kernel 2: 84.677002 Copyback: 0.017000 Sum: 0.033000 It 30,Best ac:0.005030 0.913043 fi:0.238782. Ave ac:0.005869,0.004808 Initialization: 6.116000 Memcpy Classifiers: 0.351000 Memcpy Instances: 9.891000 Kernel 1: 0.023000 Kernel 2: 85.999001 Copyback: 0.017000 Sum: 0.030000 It 31,Best ac:0.004789 0.952381 fi:0.227399. Ave ac:0.007237,0.012587 Initialization: 6.245000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.383000 Kernel 1: 0.023000 Kernel 2: 85.578003 Copyback: 0.017000 Sum: 0.031000 It 32,Best ac:0.004311 0.750000 fi:0.402385. Ave ac:0.006475,0.009737 Initialization: 6.147000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.389000 Kernel 1: 0.023000 Kernel 2: 83.514000 Copyback: 0.017000 Sum: 0.031000 It 33,Best ac:0.004312 0.947368 fi:0.199526. Ave ac:0.007378,0.006891 Initialization: 25.422001 Memcpy Instances: 410.644012 Memcpy Classifiers: 0.066000 Kernel 1: 0.026000 Kernel 2: 492.790985 Copyback: 0.014000 Sum: 0.014000 Memcpy Classifiers: 0.058000 Kernel 1: 0.013000 Kernel 2: 487.656006 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 488.825989 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 500.213989 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.015000 Kernel 2: 500.640991 Copyback: 0.018000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 487.230988 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 494.795990 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.058000 Kernel 1: 0.013000 Kernel 2: 488.686005 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.012000 Kernel 2: 483.359009 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.012000 Kernel 2: 485.890991 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 490.901001 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.047000 Kernel 1: 0.013000 Kernel 2: 142.190994 Copyback: 0.015000 Sum: 0.000000 It 34,Best ac:0.004939 0.666882 fi:0.496240. Ave ac:0.007093,0.023638 Best acc 0.004939 0.666882 Rule:Att PSSM_-1_3 is [<5.712951]|Att PSSM_-1_5 is [-2.966629,10.869143]|Att PSSM_-1_13 is [<9.914951]|Att PSSM_0_7 is [<-2.118110]|Att PSSM_1_5 is [>-0.306684]|Att PSSM_1_7 is [-6.937722,-1.062278]|Att PSSM_2_12 is [<-0.899624]|1 Accuracy : 0.764876 0 1 158084 5996 49173 21385 Removed 1469 instances. 207257 Instances left. Acc of rule 0.004791-0.680735 Initialization: 7.507000 Memcpy Classifiers: 0.608000 Memcpy Instances: 8.317000 Kernel 1: 0.025000 Kernel 2: 101.053001 Copyback: 0.017000 Sum: 0.046000 Initial population average accuracy1:0.006320 accuracy2:0.238027 Initialization: 6.100000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.441000 Kernel 1: 0.024000 Kernel 2: 111.183998 Copyback: 0.017000 Sum: 0.046000 It 0,Best ac:0.014717 0.564815 fi:0.530566. Ave ac:0.011323,0.015034 Initialization: 6.262000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.410000 Kernel 1: 0.023000 Kernel 2: 108.324997 Copyback: 0.017000 Sum: 0.033000 It 1,Best ac:0.006996 0.659091 fi:0.439603. Ave ac:0.013467,0.015327 Initialization: 6.087000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.333000 Kernel 1: 0.023000 Kernel 2: 108.030998 Copyback: 0.017000 Sum: 0.030000 It 2,Best ac:0.005066 0.636364 fi:0.463155. Ave ac:0.015143,0.018061 Initialization: 6.100000 Memcpy Classifiers: 0.421000 Memcpy Instances: 8.426000 Kernel 1: 0.022000 Kernel 2: 104.267998 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.004102 0.680000 fi:0.419932. Ave ac:0.012490,0.013496 Initialization: 6.150000 Memcpy Classifiers: 0.414000 Memcpy Instances: 8.355000 Kernel 1: 0.023000 Kernel 2: 104.974998 Copyback: 0.017000 Sum: 0.028000 It 4,Best ac:0.004583 0.703704 fi:0.396024. Ave ac:0.012158,0.012088 Initialization: 6.075000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.359000 Kernel 1: 0.023000 Kernel 2: 105.040001 Copyback: 0.017000 Sum: 0.031000 It 5,Best ac:0.005066 0.840000 fi:0.259518. Ave ac:0.012163,0.013037 Initialization: 6.177000 Memcpy Classifiers: 0.419000 Memcpy Instances: 8.371000 Kernel 1: 0.024000 Kernel 2: 101.202003 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.005790 0.750000 fi:0.349208. Ave ac:0.011281,0.011962 Initialization: 6.137000 Memcpy Classifiers: 0.400000 Memcpy Instances: 8.350000 Kernel 1: 0.023000 Kernel 2: 97.723000 Copyback: 0.017000 Sum: 0.030000 It 7,Best ac:0.004344 0.782609 fi:0.317220. Ave ac:0.010261,0.010864 Initialization: 6.152000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.338000 Kernel 1: 0.023000 Kernel 2: 98.156998 Copyback: 0.017000 Sum: 0.031000 It 8,Best ac:0.004584 0.730769 fi:0.368956. Ave ac:0.009238,0.010734 Initialization: 6.003000 Memcpy Classifiers: 0.460000 Memcpy Instances: 8.307000 Kernel 1: 0.024000 Kernel 2: 97.571999 Copyback: 0.018000 Sum: 0.032000 It 9,Best ac:0.006757 0.823529 fi:0.275265. Ave ac:0.008662,0.007879 Iteration 10:MDL fitness activated Error 0.275265 TL 0.012603 MDL Theory Length Weight: 7.2804669272 (5) Initialization: 6.247000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.419000 Kernel 1: 0.023000 Kernel 2: 96.579002 Copyback: 0.017000 Sum: 0.032000 It 10,Best ac:0.005548 0.793103 fi:0.397965. Ave ac:0.008202,0.009030 Initialization: 6.207000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.368000 Kernel 1: 0.024000 Kernel 2: 94.209000 Copyback: 0.017000 Sum: 0.037000 It 11,Best ac:0.004100 0.772727 fi:0.494705. Ave ac:0.009541,0.009905 Initialization: 6.281000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.761000 Kernel 1: 0.023000 Kernel 2: 90.574997 Copyback: 0.017000 Sum: 0.039000 It 12,Best ac:0.005790 0.705882 fi:0.568125. Ave ac:0.008632,0.011897 Initialization: 6.147000 Memcpy Classifiers: 0.340000 Memcpy Instances: 9.604000 Kernel 1: 0.023000 Kernel 2: 88.722000 Copyback: 0.017000 Sum: 0.036000 It 13,Best ac:0.005306 0.647059 fi:0.544113. Ave ac:0.008379,0.012908 Initialization: 6.164000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.359000 Kernel 1: 0.024000 Kernel 2: 86.146004 Copyback: 0.017000 Sum: 0.036000 It 14,Best ac:0.006757 0.756757 fi:0.477822. Ave ac:0.010632,0.014621 Initialization: 6.102000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.363000 Kernel 1: 0.024000 Kernel 2: 83.417000 Copyback: 0.017000 Sum: 0.031000 It 15,Best ac:0.004344 0.818182 fi:0.449145. Ave ac:0.013368,0.020548 Initialization: 6.167000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.565000 Kernel 1: 0.024000 Kernel 2: 83.764000 Copyback: 0.017000 Sum: 0.025000 It 16,Best ac:0.005068 0.840000 fi:0.408344. Ave ac:0.015781,0.025964 Initialization: 6.186000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.436000 Kernel 1: 0.023000 Kernel 2: 79.728996 Copyback: 0.017000 Sum: 0.026000 It 17,Best ac:0.004342 0.750000 fi:0.476178. Ave ac:0.017730,0.029991 Initialization: 6.144000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.392000 Kernel 1: 0.023000 Kernel 2: 75.706001 Copyback: 0.016000 Sum: 0.025000 It 18,Best ac:0.003378 0.823529 fi:0.506451. Ave ac:0.018350,0.029667 Initialization: 6.159000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.812000 Kernel 1: 0.023000 Kernel 2: 71.954002 Copyback: 0.017000 Sum: 0.024000 It 19,Best ac:0.004102 0.809524 fi:0.399137. Ave ac:0.018508,0.031056 MDL Theory Length Weight: 6.5524202345 (15) Initialization: 6.215000 Memcpy Classifiers: 0.246000 Memcpy Instances: 8.781000 Kernel 1: 0.024000 Kernel 2: 75.320000 Copyback: 0.017000 Sum: 0.027000 It 20,Best ac:0.004824 0.714286 fi:0.493627. Ave ac:0.015033,0.031971 Initialization: 6.155000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.397000 Kernel 1: 0.024000 Kernel 2: 75.283997 Copyback: 0.017000 Sum: 0.021000 It 21,Best ac:0.004343 0.720000 fi:0.448103. Ave ac:0.018092,0.031564 Initialization: 6.103000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.370000 Kernel 1: 0.024000 Kernel 2: 75.703003 Copyback: 0.017000 Sum: 0.023000 It 22,Best ac:0.005549 0.718750 fi:0.430819. Ave ac:0.019195,0.035578 Initialization: 6.126000 Memcpy Classifiers: 0.297000 Memcpy Instances: 8.427000 Kernel 1: 0.024000 Kernel 2: 73.271004 Copyback: 0.018000 Sum: 0.021000 It 23,Best ac:0.004825 0.740741 fi:0.424212. Ave ac:0.015594,0.030601 Initialization: 6.191000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.316000 Kernel 1: 0.024000 Kernel 2: 71.559998 Copyback: 0.017000 Sum: 0.023000 It 24,Best ac:0.004584 0.863636 fi:0.358967. Ave ac:0.026415,0.042300 Initialization: 6.399000 Memcpy Classifiers: 0.248000 Memcpy Instances: 8.355000 Kernel 1: 0.023000 Kernel 2: 71.345001 Copyback: 0.017000 Sum: 0.022000 It 25,Best ac:0.003618 0.833333 fi:0.409942. Ave ac:0.020229,0.041006 Initialization: 6.216000 Memcpy Classifiers: 0.226000 Memcpy Instances: 8.372000 Kernel 1: 0.024000 Kernel 2: 71.862000 Copyback: 0.016000 Sum: 0.022000 It 26,Best ac:0.004343 0.750000 fi:0.418223. Ave ac:0.022374,0.045049 Initialization: 6.217000 Memcpy Classifiers: 0.226000 Memcpy Instances: 8.384000 Kernel 1: 0.024000 Kernel 2: 71.352997 Copyback: 0.017000 Sum: 0.022000 It 27,Best ac:0.007477 0.659574 fi:0.489170. Ave ac:0.020588,0.047320 Initialization: 6.102000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.340000 Kernel 1: 0.023000 Kernel 2: 70.475998 Copyback: 0.017000 Sum: 0.021000 It 28,Best ac:0.004825 0.714286 fi:0.465628. Ave ac:0.027152,0.050470 Initialization: 6.199000 Memcpy Classifiers: 0.188000 Memcpy Instances: 8.336000 Kernel 1: 0.025000 Kernel 2: 72.502998 Copyback: 0.017000 Sum: 0.023000 It 29,Best ac:0.003859 0.727273 fi:0.515476. Ave ac:0.017626,0.038033 Initialization: 6.416000 Memcpy Classifiers: 0.246000 Memcpy Instances: 8.354000 Kernel 1: 0.023000 Kernel 2: 73.696999 Copyback: 0.017000 Sum: 0.022000 It 30,Best ac:0.004584 0.826087 fi:0.396514. Ave ac:0.019931,0.041846 Initialization: 6.161000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.306000 Kernel 1: 0.025000 Kernel 2: 71.466003 Copyback: 0.017000 Sum: 0.023000 It 31,Best ac:0.006273 0.764706 fi:0.420208. Ave ac:0.020751,0.040619 Initialization: 6.304000 Memcpy Classifiers: 0.227000 Memcpy Instances: 8.371000 Kernel 1: 0.022000 Kernel 2: 72.722000 Copyback: 0.017000 Sum: 0.024000 It 32,Best ac:0.006030 0.781250 fi:0.425025. Ave ac:0.021406,0.045180 Initialization: 6.283000 Memcpy Classifiers: 0.205000 Memcpy Instances: 8.319000 Kernel 1: 0.024000 Kernel 2: 76.055000 Copyback: 0.017000 Sum: 0.021000 It 33,Best ac:0.005548 0.821429 fi:0.351572. Ave ac:0.018195,0.039550 Initialization: 25.294001 Memcpy Instances: 415.001007 Memcpy Classifiers: 0.055000 Kernel 1: 0.024000 Kernel 2: 463.175995 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 448.053009 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 453.548004 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 457.091003 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 462.640991 Copyback: 0.017000 Sum: 0.004000 Memcpy Classifiers: 0.054000 Kernel 1: 0.018000 Kernel 2: 460.503998 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.053000 Kernel 1: 0.014000 Kernel 2: 468.423004 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.053000 Kernel 1: 0.014000 Kernel 2: 448.101013 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 465.453003 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.012000 Kernel 2: 457.847992 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.060000 Kernel 1: 0.013000 Kernel 2: 426.946991 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.081213 0.571351 fi:0.566014. Ave ac:0.018224,0.069199 Best acc 0.081213 0.571351 Initialization: 6.070000 Memcpy Classifiers: 0.541000 Memcpy Instances: 8.374000 Kernel 1: 0.026000 Kernel 2: 100.426003 Copyback: 0.017000 Sum: 0.054000 Initial population average accuracy1:0.006208 accuracy2:0.245713 Initialization: 6.153000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.345000 Kernel 1: 0.023000 Kernel 2: 106.908997 Copyback: 0.018000 Sum: 0.036000 It 0,Best ac:0.006996 0.491525 fi:0.607165. Ave ac:0.010703,0.016317 Initialization: 7.150000 Memcpy Classifiers: 0.453000 Memcpy Instances: 8.409000 Kernel 1: 0.023000 Kernel 2: 107.581001 Copyback: 0.017000 Sum: 0.032000 It 1,Best ac:0.004343 0.600000 fi:0.499831. Ave ac:0.014256,0.018938 Initialization: 6.083000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.426000 Kernel 1: 0.024000 Kernel 2: 107.779999 Copyback: 0.017000 Sum: 0.034000 It 2,Best ac:0.007720 0.542373 fi:0.556011. Ave ac:0.015240,0.020175 Initialization: 6.284000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.353000 Kernel 1: 0.024000 Kernel 2: 102.693001 Copyback: 0.016000 Sum: 0.033000 It 3,Best ac:0.004826 0.645161 fi:0.454461. Ave ac:0.016476,0.019524 Initialization: 6.128000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.817000 Kernel 1: 0.022000 Kernel 2: 103.028999 Copyback: 0.017000 Sum: 0.030000 It 4,Best ac:0.003378 0.777778 fi:0.451328. Ave ac:0.015267,0.018770 Initialization: 6.098000 Memcpy Classifiers: 0.458000 Memcpy Instances: 8.312000 Kernel 1: 0.023000 Kernel 2: 101.662003 Copyback: 0.017000 Sum: 0.031000 It 5,Best ac:0.004826 0.740741 fi:0.358881. Ave ac:0.014137,0.016896 Initialization: 6.199000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.361000 Kernel 1: 0.023000 Kernel 2: 97.873001 Copyback: 0.017000 Sum: 0.036000 It 6,Best ac:0.012790 0.670886 fi:0.425322. Ave ac:0.014097,0.016973 Initialization: 6.102000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.399000 Kernel 1: 0.023000 Kernel 2: 98.700996 Copyback: 0.017000 Sum: 0.032000 It 7,Best ac:0.003860 0.727273 fi:0.391705. Ave ac:0.012960,0.014592 Initialization: 6.175000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.309000 Kernel 1: 0.024000 Kernel 2: 95.749001 Copyback: 0.017000 Sum: 0.030000 It 8,Best ac:0.007477 0.704545 fi:0.393942. Ave ac:0.011163,0.012428 Initialization: 6.127000 Memcpy Classifiers: 0.467000 Memcpy Instances: 8.316000 Kernel 1: 0.024000 Kernel 2: 92.403999 Copyback: 0.017000 Sum: 0.030000 It 9,Best ac:0.004343 0.720000 fi:0.379831. Ave ac:0.010492,0.011462 Iteration 10:MDL fitness activated Error 0.379831 TL 0.030238 MDL Theory Length Weight: 4.1871484006 (5) Initialization: 6.224000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.329000 Kernel 1: 0.023000 Kernel 2: 90.676003 Copyback: 0.017000 Sum: 0.026000 It 10,Best ac:0.004583 0.791667 fi:0.426956. Ave ac:0.010240,0.013395 Initialization: 6.153000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.389000 Kernel 1: 0.023000 Kernel 2: 89.549004 Copyback: 0.017000 Sum: 0.036000 It 11,Best ac:0.006514 0.771429 fi:0.471865. Ave ac:0.013468,0.019170 Initialization: 6.320000 Memcpy Classifiers: 0.351000 Memcpy Instances: 9.201000 Kernel 1: 0.023000 Kernel 2: 88.726997 Copyback: 0.017000 Sum: 0.029000 It 12,Best ac:0.006755 0.800000 fi:0.400339. Ave ac:0.018981,0.023294 Initialization: 6.210000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.360000 Kernel 1: 0.024000 Kernel 2: 85.723999 Copyback: 0.016000 Sum: 0.027000 It 13,Best ac:0.003620 1.000000 fi:0.277974. Ave ac:0.018629,0.028019 Initialization: 6.126000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.377000 Kernel 1: 0.023000 Kernel 2: 82.073997 Copyback: 0.017000 Sum: 0.025000 It 14,Best ac:0.007959 0.804878 fi:0.367651. Ave ac:0.018066,0.024809 Initialization: 6.153000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.347000 Kernel 1: 0.023000 Kernel 2: 81.767998 Copyback: 0.374000 Sum: 0.025000 It 15,Best ac:0.004583 0.826087 fi:0.360744. Ave ac:0.014138,0.022223 Initialization: 6.220000 Memcpy Classifiers: 0.250000 Memcpy Instances: 8.401000 Kernel 1: 0.023000 Kernel 2: 82.709000 Copyback: 0.017000 Sum: 0.023000 It 16,Best ac:0.004101 0.739130 fi:0.437702. Ave ac:0.015368,0.030546 Initialization: 6.120000 Memcpy Classifiers: 0.245000 Memcpy Instances: 8.764000 Kernel 1: 0.023000 Kernel 2: 83.275002 Copyback: 0.017000 Sum: 0.025000 It 17,Best ac:0.005065 0.777778 fi:0.406061. Ave ac:0.020246,0.034418 Initialization: 6.159000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.310000 Kernel 1: 0.024000 Kernel 2: 82.231003 Copyback: 0.017000 Sum: 0.024000 It 18,Best ac:0.004343 0.782609 fi:0.396309. Ave ac:0.015275,0.025956 Initialization: 6.137000 Memcpy Classifiers: 0.347000 Memcpy Instances: 8.344000 Kernel 1: 0.023000 Kernel 2: 79.022003 Copyback: 0.017000 Sum: 0.022000 It 19,Best ac:0.006514 0.750000 fi:0.430709. Ave ac:0.017016,0.028168 Initialization: 6.278000 Memcpy Classifiers: 0.247000 Memcpy Instances: 8.320000 Kernel 1: 0.023000 Kernel 2: 82.108002 Copyback: 0.018000 Sum: 0.027000 It 20,Best ac:0.003860 0.842105 fi:0.348661. Ave ac:0.015060,0.030336 Initialization: 6.130000 Memcpy Classifiers: 0.246000 Memcpy Instances: 8.364000 Kernel 1: 0.023000 Kernel 2: 79.848999 Copyback: 0.018000 Sum: 0.024000 It 21,Best ac:0.004343 0.818182 fi:0.340180. Ave ac:0.016210,0.024826 Initialization: 6.555000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.509000 Kernel 1: 0.023000 Kernel 2: 76.366997 Copyback: 0.017000 Sum: 0.023000 It 22,Best ac:0.005789 0.750000 fi:0.430827. Ave ac:0.013259,0.025967 MDL Theory Length Weight: 3.7684335606 (10) Initialization: 6.271000 Memcpy Classifiers: 0.247000 Memcpy Instances: 8.360000 Kernel 1: 0.024000 Kernel 2: 78.889999 Copyback: 0.018000 Sum: 0.023000 It 23,Best ac:0.004342 0.818182 fi:0.364695. Ave ac:0.017552,0.030081 Initialization: 6.115000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.376000 Kernel 1: 0.023000 Kernel 2: 77.853996 Copyback: 0.017000 Sum: 0.022000 It 24,Best ac:0.005308 0.956522 fi:0.199541. Ave ac:0.015509,0.029374 Initialization: 6.294000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.345000 Kernel 1: 0.024000 Kernel 2: 79.209000 Copyback: 0.017000 Sum: 0.025000 It 25,Best ac:0.003619 0.833333 fi:0.399691. Ave ac:0.013828,0.026681 Initialization: 6.116000 Memcpy Classifiers: 0.324000 Memcpy Instances: 8.337000 Kernel 1: 0.024000 Kernel 2: 79.639999 Copyback: 0.017000 Sum: 0.024000 It 26,Best ac:0.005789 0.727273 fi:0.423856. Ave ac:0.014219,0.030114 Initialization: 6.198000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.616000 Kernel 1: 0.023000 Kernel 2: 81.334000 Copyback: 0.017000 Sum: 0.024000 It 27,Best ac:0.004584 0.791667 fi:0.362788. Ave ac:0.018670,0.036563 Initialization: 6.115000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.450000 Kernel 1: 0.023000 Kernel 2: 80.204002 Copyback: 0.017000 Sum: 0.024000 It 28,Best ac:0.005308 0.733333 fi:0.395977. Ave ac:0.016126,0.029242 Initialization: 6.523000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.337000 Kernel 1: 0.023000 Kernel 2: 79.570000 Copyback: 0.021000 Sum: 0.025000 It 29,Best ac:0.004101 0.809524 fi:0.325629. Ave ac:0.015731,0.032886 Initialization: 6.191000 Memcpy Classifiers: 0.320000 Memcpy Instances: 9.066000 Kernel 1: 0.022000 Kernel 2: 79.447998 Copyback: 0.017000 Sum: 0.023000 It 30,Best ac:0.005308 0.733333 fi:0.395810. Ave ac:0.018997,0.038947 Initialization: 5.954000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.402000 Kernel 1: 0.023000 Kernel 2: 80.708000 Copyback: 0.017000 Sum: 0.024000 It 31,Best ac:0.006030 0.694444 fi:0.446794. Ave ac:0.015054,0.027424 Initialization: 6.124000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.444000 Kernel 1: 0.024000 Kernel 2: 79.380997 Copyback: 0.017000 Sum: 0.025000 It 32,Best ac:0.004343 0.782609 fi:0.365586. Ave ac:0.015340,0.025350 Initialization: 6.103000 Memcpy Classifiers: 0.265000 Memcpy Instances: 8.377000 Kernel 1: 0.023000 Kernel 2: 78.858002 Copyback: 0.017000 Sum: 0.024000 It 33,Best ac:0.004100 0.894737 fi:0.240462. Ave ac:0.021659,0.039143 MDL Theory Length Weight: 3.3915902045 (10) Initialization: 25.478001 Memcpy Instances: 409.770996 Memcpy Classifiers: 0.055000 Kernel 1: 0.023000 Kernel 2: 457.141998 Copyback: 0.015000 Sum: 0.014000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 472.191986 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.013000 Kernel 2: 480.497986 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 464.923004 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.052000 Kernel 1: 0.015000 Kernel 2: 466.152008 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.014000 Kernel 2: 468.553009 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.013000 Kernel 2: 480.828003 Copyback: 0.017000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.012000 Kernel 2: 444.218994 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.013000 Kernel 2: 464.806000 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.052000 Kernel 1: 0.014000 Kernel 2: 468.335999 Copyback: 0.368000 Sum: 0.001000 Memcpy Classifiers: 0.060000 Kernel 1: 0.013000 Kernel 2: 436.522003 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.004135 0.656202 fi:0.470622. Ave ac:0.018967,0.068903 Best acc 0.004135 0.656202 Rule:Att PSSM_0_12 is [<-4.288022]|Att PSSM_1_2 is [>-6.982206]|Att PSSM_3_1 is [1.334448,6.436088]|1 Accuracy : 0.766615 0 1 157635 6445 48316 22242 Removed 1306 instances. 205951 Instances left. Acc of rule 0.004135-0.656202 Initialization: 6.203000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.263000 Kernel 1: 0.025000 Kernel 2: 103.526001 Copyback: 0.017000 Sum: 0.049000 Initial population average accuracy1:0.006793 accuracy2:0.225386 Initialization: 6.111000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.289000 Kernel 1: 0.025000 Kernel 2: 111.512001 Copyback: 0.017000 Sum: 0.033000 It 0,Best ac:0.004128 0.515152 fi:0.584750. Ave ac:0.013203,0.015789 Initialization: 7.083000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.303000 Kernel 1: 0.024000 Kernel 2: 108.103996 Copyback: 0.017000 Sum: 0.035000 It 1,Best ac:0.004613 0.612903 fi:0.486787. Ave ac:0.015977,0.019855 Initialization: 6.133000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.318000 Kernel 1: 0.023000 Kernel 2: 106.800003 Copyback: 0.017000 Sum: 0.031000 It 2,Best ac:0.004128 0.680000 fi:0.419901. Ave ac:0.014048,0.015619 Initialization: 6.127000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.828000 Kernel 1: 0.023000 Kernel 2: 101.436996 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.004369 0.720000 fi:0.379798. Ave ac:0.014150,0.014994 Initialization: 6.108000 Memcpy Classifiers: 0.453000 Memcpy Instances: 8.259000 Kernel 1: 0.024000 Kernel 2: 98.945999 Copyback: 0.018000 Sum: 0.031000 It 4,Best ac:0.003884 0.800000 fi:0.303473. Ave ac:0.014491,0.014063 Initialization: 6.107000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.254000 Kernel 1: 0.025000 Kernel 2: 96.142998 Copyback: 0.017000 Sum: 0.032000 It 5,Best ac:0.004127 0.850000 fi:0.249903. Ave ac:0.013546,0.014192 Initialization: 6.106000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.266000 Kernel 1: 0.024000 Kernel 2: 94.441002 Copyback: 0.017000 Sum: 0.033000 It 6,Best ac:0.009466 0.684211 fi:0.413379. Ave ac:0.012264,0.012456 Initialization: 6.244000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.232000 Kernel 1: 0.023000 Kernel 2: 93.929001 Copyback: 0.017000 Sum: 0.031000 It 7,Best ac:0.005585 0.741935 fi:0.357334. Ave ac:0.008981,0.009885 Initialization: 6.140000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.642000 Kernel 1: 0.024000 Kernel 2: 94.160004 Copyback: 0.017000 Sum: 0.030000 It 8,Best ac:0.006798 0.875000 fi:0.223743. Ave ac:0.010124,0.010200 Initialization: 6.264000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.256000 Kernel 1: 0.024000 Kernel 2: 95.175003 Copyback: 0.017000 Sum: 0.031000 It 9,Best ac:0.007526 0.738095 fi:0.360332. Ave ac:0.009547,0.010280 Iteration 10:MDL fitness activated Error 0.360332 TL 0.034578 MDL Theory Length Weight: 3.4736571621 (2) Initialization: 6.049000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.567000 Kernel 1: 0.023000 Kernel 2: 95.074997 Copyback: 0.017000 Sum: 0.032000 It 10,Best ac:0.003883 0.941176 fi:0.280387. Ave ac:0.008746,0.008676 Initialization: 6.131000 Memcpy Classifiers: 0.351000 Memcpy Instances: 9.156000 Kernel 1: 0.023000 Kernel 2: 94.503998 Copyback: 0.017000 Sum: 0.032000 It 11,Best ac:0.003885 0.842105 fi:0.382712. Ave ac:0.008884,0.009800 Initialization: 7.070000 Memcpy Classifiers: 0.400000 Memcpy Instances: 8.452000 Kernel 1: 0.023000 Kernel 2: 92.613998 Copyback: 0.017000 Sum: 0.034000 It 12,Best ac:0.006314 0.812500 fi:0.376481. Ave ac:0.008268,0.006967 Initialization: 6.223000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.415000 Kernel 1: 0.021000 Kernel 2: 90.005997 Copyback: 0.017000 Sum: 0.035000 It 13,Best ac:0.004857 0.714286 fi:0.482955. Ave ac:0.009725,0.015337 Initialization: 6.048000 Memcpy Classifiers: 0.339000 Memcpy Instances: 8.361000 Kernel 1: 0.023000 Kernel 2: 87.536003 Copyback: 0.017000 Sum: 0.034000 It 14,Best ac:0.003642 0.833333 fi:0.416200. Ave ac:0.010135,0.012250 Initialization: 6.184000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.262000 Kernel 1: 0.025000 Kernel 2: 85.305000 Copyback: 0.017000 Sum: 0.034000 It 15,Best ac:0.004126 0.708333 fi:0.463553. Ave ac:0.013758,0.013967 Initialization: 6.194000 Memcpy Classifiers: 0.301000 Memcpy Instances: 8.595000 Kernel 1: 0.022000 Kernel 2: 83.752998 Copyback: 0.017000 Sum: 0.032000 It 16,Best ac:0.005341 0.758621 fi:0.426613. Ave ac:0.011664,0.015249 Initialization: 6.211000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.443000 Kernel 1: 0.024000 Kernel 2: 81.957001 Copyback: 0.018000 Sum: 0.033000 It 17,Best ac:0.006557 0.794118 fi:0.371508. Ave ac:0.012178,0.014037 Initialization: 7.229000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.279000 Kernel 1: 0.024000 Kernel 2: 82.483002 Copyback: 0.017000 Sum: 0.034000 It 18,Best ac:0.003884 0.761905 fi:0.428552. Ave ac:0.010510,0.011704 Initialization: 6.072000 Memcpy Classifiers: 0.786000 Memcpy Instances: 8.267000 Kernel 1: 0.023000 Kernel 2: 80.742996 Copyback: 0.017000 Sum: 0.031000 It 19,Best ac:0.004126 0.809524 fi:0.390809. Ave ac:0.012539,0.016339 MDL Theory Length Weight: 3.1262914459 (12) Initialization: 6.144000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.283000 Kernel 1: 0.023000 Kernel 2: 81.213997 Copyback: 0.016000 Sum: 0.030000 It 20,Best ac:0.004370 0.720000 fi:0.422068. Ave ac:0.013513,0.019871 Initialization: 6.197000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.289000 Kernel 1: 0.023000 Kernel 2: 80.650002 Copyback: 0.017000 Sum: 0.032000 It 21,Best ac:0.004613 0.863636 fi:0.281171. Ave ac:0.012668,0.019854 Initialization: 6.112000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.261000 Kernel 1: 0.024000 Kernel 2: 79.486000 Copyback: 0.017000 Sum: 0.029000 It 22,Best ac:0.006069 0.757576 fi:0.396552. Ave ac:0.010384,0.014045 Initialization: 6.151000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.259000 Kernel 1: 0.024000 Kernel 2: 77.530998 Copyback: 0.016000 Sum: 0.035000 It 23,Best ac:0.004613 0.791667 fi:0.363930. Ave ac:0.011455,0.013801 Initialization: 6.094000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.468000 Kernel 1: 0.024000 Kernel 2: 77.963997 Copyback: 0.017000 Sum: 0.030000 It 24,Best ac:0.003883 0.941176 fi:0.254225. Ave ac:0.010721,0.015378 Initialization: 7.110000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.586000 Kernel 1: 0.022000 Kernel 2: 77.128998 Copyback: 0.017000 Sum: 0.032000 It 25,Best ac:0.011653 0.827586 fi:0.343978. Ave ac:0.009549,0.009872 Initialization: 6.118000 Memcpy Classifiers: 0.301000 Memcpy Instances: 8.328000 Kernel 1: 0.024000 Kernel 2: 77.459000 Copyback: 0.019000 Sum: 0.029000 It 26,Best ac:0.003884 0.888889 fi:0.319572. Ave ac:0.009041,0.013724 Initialization: 6.208000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.261000 Kernel 1: 0.024000 Kernel 2: 76.639000 Copyback: 0.016000 Sum: 0.030000 It 27,Best ac:0.004127 0.944444 fi:0.219202. Ave ac:0.010005,0.014060 Initialization: 6.064000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.815000 Kernel 1: 0.022000 Kernel 2: 77.744003 Copyback: 0.017000 Sum: 0.030000 It 28,Best ac:0.006312 0.838710 fi:0.311078. Ave ac:0.008238,0.012582 Initialization: 6.129000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.351000 Kernel 1: 0.023000 Kernel 2: 76.785004 Copyback: 0.017000 Sum: 0.032000 It 29,Best ac:0.005097 0.807692 fi:0.373853. Ave ac:0.008932,0.008922 Initialization: 6.227000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.342000 Kernel 1: 0.023000 Kernel 2: 79.275002 Copyback: 0.017000 Sum: 0.029000 It 30,Best ac:0.004370 0.750000 fi:0.405702. Ave ac:0.006241,0.007849 Initialization: 6.196000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.257000 Kernel 1: 0.024000 Kernel 2: 76.922997 Copyback: 0.017000 Sum: 0.032000 It 31,Best ac:0.004127 0.894737 fi:0.263525. Ave ac:0.007486,0.007742 Initialization: 6.095000 Memcpy Classifiers: 0.287000 Memcpy Instances: 8.334000 Kernel 1: 0.025000 Kernel 2: 77.529999 Copyback: 0.017000 Sum: 0.035000 It 32,Best ac:0.004371 0.782609 fi:0.381409. Ave ac:0.008515,0.008509 Initialization: 6.246000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.275000 Kernel 1: 0.024000 Kernel 2: 75.615997 Copyback: 0.036000 Sum: 0.027000 It 33,Best ac:0.006069 0.833333 fi:0.316899. Ave ac:0.008746,0.009828 Initialization: 27.629000 Memcpy Instances: 406.462006 Memcpy Classifiers: 0.054000 Kernel 1: 0.025000 Kernel 2: 456.217987 Copyback: 0.015000 Sum: 0.015000 Memcpy Classifiers: 0.052000 Kernel 1: 0.014000 Kernel 2: 459.959015 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 459.580994 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.013000 Kernel 2: 458.450012 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 455.402008 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 451.367004 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.052000 Kernel 1: 0.014000 Kernel 2: 459.268005 Copyback: 0.022000 Sum: 0.007000 Memcpy Classifiers: 0.054000 Kernel 1: 0.021000 Kernel 2: 450.450012 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 458.523010 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 458.783997 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.055000 Kernel 1: 0.012000 Kernel 2: 372.915009 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.006356 0.660444 fi:0.489326. Ave ac:0.007675,0.024474 Best acc 0.006356 0.660444 Initialization: 6.131000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.256000 Kernel 1: 0.025000 Kernel 2: 101.536003 Copyback: 0.017000 Sum: 0.047000 Initial population average accuracy1:0.005236 accuracy2:0.230743 Initialization: 6.096000 Memcpy Classifiers: 0.523000 Memcpy Instances: 9.622000 Kernel 1: 0.022000 Kernel 2: 108.097000 Copyback: 0.017000 Sum: 0.033000 It 0,Best ac:0.005827 0.500000 fi:0.599164. Ave ac:0.010238,0.012603 Initialization: 6.648000 Memcpy Classifiers: 0.506000 Memcpy Instances: 8.272000 Kernel 1: 0.023000 Kernel 2: 112.003998 Copyback: 0.016000 Sum: 0.034000 It 1,Best ac:0.007528 0.688889 fi:0.409539. Ave ac:0.013967,0.015641 Initialization: 6.032000 Memcpy Classifiers: 0.540000 Memcpy Instances: 8.374000 Kernel 1: 0.023000 Kernel 2: 111.390999 Copyback: 0.017000 Sum: 0.032000 It 2,Best ac:0.004613 0.575758 fi:0.523933. Ave ac:0.015069,0.016983 Initialization: 6.170000 Memcpy Classifiers: 0.506000 Memcpy Instances: 8.291000 Kernel 1: 0.024000 Kernel 2: 107.031998 Copyback: 0.016000 Sum: 0.029000 It 3,Best ac:0.004369 0.750000 fi:0.349798. Ave ac:0.012132,0.011665 Initialization: 6.115000 Memcpy Classifiers: 0.522000 Memcpy Instances: 8.295000 Kernel 1: 0.024000 Kernel 2: 104.603996 Copyback: 0.017000 Sum: 0.031000 It 4,Best ac:0.005584 0.718750 fi:0.380520. Ave ac:0.011182,0.011039 Initialization: 6.078000 Memcpy Classifiers: 0.506000 Memcpy Instances: 8.302000 Kernel 1: 0.023000 Kernel 2: 103.982002 Copyback: 0.371000 Sum: 0.035000 It 5,Best ac:0.005827 0.774194 fi:0.324973. Ave ac:0.010942,0.010756 Initialization: 6.103000 Memcpy Classifiers: 0.424000 Memcpy Instances: 8.260000 Kernel 1: 0.024000 Kernel 2: 102.459000 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.008497 0.673077 fi:0.424929. Ave ac:0.011040,0.011860 Initialization: 6.139000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.259000 Kernel 1: 0.024000 Kernel 2: 102.463997 Copyback: 0.017000 Sum: 0.033000 It 7,Best ac:0.006071 0.781250 fi:0.317809. Ave ac:0.011017,0.011350 Initialization: 6.124000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.268000 Kernel 1: 0.024000 Kernel 2: 103.333000 Copyback: 0.017000 Sum: 0.033000 It 8,Best ac:0.003883 0.727273 fi:0.377128. Ave ac:0.008966,0.009938 Initialization: 6.087000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.261000 Kernel 1: 0.024000 Kernel 2: 101.734001 Copyback: 0.019000 Sum: 0.032000 It 9,Best ac:0.009226 0.690909 fi:0.406786. Ave ac:0.010138,0.010651 Iteration 10:MDL fitness activated Error 0.406786 TL 0.018937 MDL Theory Length Weight: 7.1602282527 (3) Initialization: 6.034000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.269000 Kernel 1: 0.025000 Kernel 2: 100.400002 Copyback: 0.017000 Sum: 0.034000 It 10,Best ac:0.003884 0.888889 fi:0.447054. Ave ac:0.007712,0.007441 Initialization: 6.135000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.754000 Kernel 1: 0.022000 Kernel 2: 96.972000 Copyback: 0.017000 Sum: 0.037000 It 11,Best ac:0.005341 0.785714 fi:0.454919. Ave ac:0.006674,0.006038 Initialization: 6.156000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.309000 Kernel 1: 0.023000 Kernel 2: 94.022003 Copyback: 0.017000 Sum: 0.035000 It 12,Best ac:0.005584 0.638889 fi:0.621483. Ave ac:0.005304,0.006150 Initialization: 6.078000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.377000 Kernel 1: 0.024000 Kernel 2: 94.869003 Copyback: 0.016000 Sum: 0.034000 It 13,Best ac:0.005098 0.724138 fi:0.509174. Ave ac:0.009010,0.008192 Initialization: 6.121000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.303000 Kernel 1: 0.024000 Kernel 2: 88.418999 Copyback: 0.017000 Sum: 0.035000 It 14,Best ac:0.005827 0.685714 fi:0.545993. Ave ac:0.009541,0.008940 Initialization: 6.074000 Memcpy Classifiers: 0.325000 Memcpy Instances: 8.730000 Kernel 1: 0.023000 Kernel 2: 84.309998 Copyback: 0.017000 Sum: 0.031000 It 15,Best ac:0.003885 0.800000 fi:0.411196. Ave ac:0.012614,0.016118 Initialization: 6.502000 Memcpy Classifiers: 0.247000 Memcpy Instances: 8.276000 Kernel 1: 0.023000 Kernel 2: 84.290001 Copyback: 0.018000 Sum: 0.030000 It 16,Best ac:0.006798 0.756757 fi:0.475818. Ave ac:0.011162,0.011133 Initialization: 6.132000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.287000 Kernel 1: 0.023000 Kernel 2: 81.230003 Copyback: 0.017000 Sum: 0.029000 It 17,Best ac:0.004613 0.730769 fi:0.516064. Ave ac:0.009042,0.010403 Initialization: 6.177000 Memcpy Classifiers: 0.246000 Memcpy Instances: 8.295000 Kernel 1: 0.024000 Kernel 2: 81.830002 Copyback: 0.016000 Sum: 0.027000 It 18,Best ac:0.005097 0.724138 fi:0.475755. Ave ac:0.009256,0.008691 Initialization: 6.217000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.248000 Kernel 1: 0.024000 Kernel 2: 80.072998 Copyback: 0.017000 Sum: 0.030000 It 19,Best ac:0.005828 0.800000 fi:0.431346. Ave ac:0.010619,0.008370 Initialization: 6.160000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.321000 Kernel 1: 0.023000 Kernel 2: 78.242996 Copyback: 0.017000 Sum: 0.029000 It 20,Best ac:0.004127 0.944444 fi:0.280016. Ave ac:0.010805,0.008833 Initialization: 6.061000 Memcpy Classifiers: 0.264000 Memcpy Instances: 9.361000 Kernel 1: 0.022000 Kernel 2: 77.065002 Copyback: 0.017000 Sum: 0.025000 It 21,Best ac:0.005825 0.800000 fi:0.414162. Ave ac:0.008601,0.008164 Initialization: 6.842000 Memcpy Classifiers: 0.265000 Memcpy Instances: 8.256000 Kernel 1: 0.023000 Kernel 2: 76.964996 Copyback: 0.017000 Sum: 0.024000 It 22,Best ac:0.004371 0.782609 fi:0.441000. Ave ac:0.007688,0.007771 Initialization: 6.122000 Memcpy Classifiers: 0.336000 Memcpy Instances: 8.256000 Kernel 1: 0.024000 Kernel 2: 74.635002 Copyback: 0.017000 Sum: 0.023000 It 23,Best ac:0.003884 0.888889 fi:0.342609. Ave ac:0.009051,0.008272 Initialization: 6.101000 Memcpy Classifiers: 0.247000 Memcpy Instances: 8.313000 Kernel 1: 0.023000 Kernel 2: 76.815002 Copyback: 0.016000 Sum: 0.022000 It 24,Best ac:0.004126 0.850000 fi:0.370724. Ave ac:0.008332,0.007791 Initialization: 6.920000 Memcpy Classifiers: 0.246000 Memcpy Instances: 8.269000 Kernel 1: 0.023000 Kernel 2: 76.346001 Copyback: 0.017000 Sum: 0.023000 It 25,Best ac:0.008254 0.850000 fi:0.364454. Ave ac:0.008162,0.007149 Initialization: 6.088000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.302000 Kernel 1: 0.024000 Kernel 2: 76.133003 Copyback: 0.016000 Sum: 0.028000 It 26,Best ac:0.003885 0.761905 fi:0.470523. Ave ac:0.007378,0.007242 Initialization: 6.117000 Memcpy Classifiers: 0.226000 Memcpy Instances: 9.247000 Kernel 1: 0.023000 Kernel 2: 75.911003 Copyback: 0.017000 Sum: 0.026000 It 27,Best ac:0.005100 0.840000 fi:0.400739. Ave ac:0.008035,0.006288 Initialization: 6.067000 Memcpy Classifiers: 0.226000 Memcpy Instances: 8.316000 Kernel 1: 0.024000 Kernel 2: 74.523003 Copyback: 0.017000 Sum: 0.025000 It 28,Best ac:0.003883 0.761905 fi:0.437606. Ave ac:0.009305,0.006926 Initialization: 7.192000 Memcpy Classifiers: 0.265000 Memcpy Instances: 8.340000 Kernel 1: 0.023000 Kernel 2: 74.575996 Copyback: 0.017000 Sum: 0.025000 It 29,Best ac:0.006069 0.735294 fi:0.524867. Ave ac:0.005804,0.005075 MDL Theory Length Weight: 6.4442054274 (10) Initialization: 6.125000 Memcpy Classifiers: 0.227000 Memcpy Instances: 8.337000 Kernel 1: 0.023000 Kernel 2: 75.542999 Copyback: 0.017000 Sum: 0.022000 It 30,Best ac:0.005341 0.785714 fi:0.409814. Ave ac:0.008429,0.006679 Initialization: 6.562000 Memcpy Classifiers: 0.248000 Memcpy Instances: 8.277000 Kernel 1: 0.024000 Kernel 2: 76.505997 Copyback: 0.017000 Sum: 0.022000 It 31,Best ac:0.007041 0.783784 fi:0.398208. Ave ac:0.008353,0.008591 Initialization: 6.032000 Memcpy Classifiers: 0.246000 Memcpy Instances: 8.288000 Kernel 1: 0.024000 Kernel 2: 74.375999 Copyback: 0.016000 Sum: 0.021000 It 32,Best ac:0.004370 0.900000 fi:0.311672. Ave ac:0.012399,0.014026 Initialization: 6.051000 Memcpy Classifiers: 0.246000 Memcpy Instances: 8.278000 Kernel 1: 0.024000 Kernel 2: 72.931999 Copyback: 0.017000 Sum: 0.023000 It 33,Best ac:0.004127 0.944444 fi:0.260203. Ave ac:0.009870,0.012132 Initialization: 25.017000 Memcpy Instances: 418.916992 Memcpy Classifiers: 0.053000 Kernel 1: 0.023000 Kernel 2: 455.337006 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.051000 Kernel 1: 0.014000 Kernel 2: 447.542999 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 443.964996 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.012000 Kernel 2: 432.459015 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.051000 Kernel 1: 0.014000 Kernel 2: 445.933990 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.050000 Kernel 1: 0.015000 Kernel 2: 449.873993 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 435.726990 Copyback: 0.370000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.013000 Kernel 2: 441.506989 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.050000 Kernel 1: 0.012000 Kernel 2: 429.953003 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.012000 Kernel 2: 448.095001 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.013000 Kernel 2: 354.769012 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.078752 0.585101 fi:0.577109. Ave ac:0.008141,0.025457 Best acc 0.078752 0.585101 Rule:Att PSSM_0_5 is [-0.536218,8.884636]|Att PSSM_0_12 is [<-2.602134]|Att PSSM_2_17 is [-5.684747,3.684747]|Att PSSM_3_12 is [-5.973448,-2.414934]|Att PSSM_4_2 is [-6.832317,-1.167682]|1 Accuracy : 0.769326 0 1 156962 7118 47007 23551 Removed 1982 instances. 203969 Instances left. Acc of rule 0.006356-0.660444 Initialization: 6.108000 Memcpy Classifiers: 0.540000 Memcpy Instances: 8.277000 Kernel 1: 0.025000 Kernel 2: 101.413002 Copyback: 0.018000 Sum: 0.048000 Initial population average accuracy1:0.004958 accuracy2:0.214226 Initialization: 6.054000 Memcpy Classifiers: 0.522000 Memcpy Instances: 8.187000 Kernel 1: 0.024000 Kernel 2: 104.679001 Copyback: 0.017000 Sum: 0.047000 It 0,Best ac:0.003923 0.666667 fi:0.433293. Ave ac:0.009778,0.014687 Initialization: 6.310000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.344000 Kernel 1: 0.023000 Kernel 2: 106.949997 Copyback: 0.017000 Sum: 0.035000 It 1,Best ac:0.005148 0.636364 fi:0.463055. Ave ac:0.012959,0.017722 Initialization: 6.069000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.687000 Kernel 1: 0.023000 Kernel 2: 103.045998 Copyback: 0.017000 Sum: 0.032000 It 2,Best ac:0.005882 0.615385 fi:0.483713. Ave ac:0.013291,0.017115 Initialization: 6.654000 Memcpy Classifiers: 0.456000 Memcpy Instances: 8.199000 Kernel 1: 0.026000 Kernel 2: 105.526001 Copyback: 0.024000 Sum: 0.038000 It 3,Best ac:0.003677 0.652174 fi:0.484085. Ave ac:0.013647,0.014961 Initialization: 6.019000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.284000 Kernel 1: 0.023000 Kernel 2: 104.233002 Copyback: 0.017000 Sum: 0.031000 It 4,Best ac:0.005148 0.777778 fi:0.321641. Ave ac:0.014018,0.015363 Initialization: 6.047000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.735000 Kernel 1: 0.023000 Kernel 2: 102.364998 Copyback: 0.023000 Sum: 0.038000 It 5,Best ac:0.006127 0.595238 fi:0.503748. Ave ac:0.014387,0.015058 Initialization: 6.044000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.689000 Kernel 1: 0.023000 Kernel 2: 103.328003 Copyback: 0.017000 Sum: 0.030000 It 6,Best ac:0.004168 0.680000 fi:0.419852. Ave ac:0.013982,0.012763 Initialization: 6.243000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.384000 Kernel 1: 0.023000 Kernel 2: 104.900002 Copyback: 0.017000 Sum: 0.029000 It 7,Best ac:0.005639 0.793103 fi:0.306099. Ave ac:0.012043,0.012048 Initialization: 6.125000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.686000 Kernel 1: 0.023000 Kernel 2: 105.106003 Copyback: 0.017000 Sum: 0.029000 It 8,Best ac:0.004903 0.800000 fi:0.299527. Ave ac:0.011426,0.013345 Initialization: 6.092000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.190000 Kernel 1: 0.025000 Kernel 2: 102.620003 Copyback: 0.017000 Sum: 0.033000 It 9,Best ac:0.003922 0.727273 fi:0.372689. Ave ac:0.010415,0.011230 Iteration 10:MDL fitness activated Error 0.372689 TL 0.021019 MDL Theory Length Weight: 5.9103091362 (2) Initialization: 6.041000 Memcpy Classifiers: 0.414000 Memcpy Instances: 8.278000 Kernel 1: 0.023000 Kernel 2: 100.721001 Copyback: 0.017000 Sum: 0.030000 It 10,Best ac:0.004168 0.739130 fi:0.496447. Ave ac:0.011477,0.012554 Initialization: 6.553000 Memcpy Classifiers: 0.382000 Memcpy Instances: 8.213000 Kernel 1: 0.023000 Kernel 2: 95.029999 Copyback: 0.016000 Sum: 0.036000 It 11,Best ac:0.004167 0.809524 fi:0.425470. Ave ac:0.012324,0.016797 Initialization: 6.140000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.170000 Kernel 1: 0.025000 Kernel 2: 94.823997 Copyback: 0.017000 Sum: 0.036000 It 12,Best ac:0.008581 0.760870 fi:0.420025. Ave ac:0.012627,0.011825 Initialization: 6.104000 Memcpy Classifiers: 0.569000 Memcpy Instances: 9.261000 Kernel 1: 0.023000 Kernel 2: 92.934998 Copyback: 0.017000 Sum: 0.036000 It 13,Best ac:0.004413 0.720000 fi:0.510833. Ave ac:0.014035,0.016045 Initialization: 6.102000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.169000 Kernel 1: 0.024000 Kernel 2: 88.945999 Copyback: 0.017000 Sum: 0.026000 It 14,Best ac:0.005393 0.733333 fi:0.451508. Ave ac:0.014857,0.018829 Initialization: 6.668000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.183000 Kernel 1: 0.024000 Kernel 2: 86.246002 Copyback: 0.017000 Sum: 0.023000 It 15,Best ac:0.008090 0.687500 fi:0.482452. Ave ac:0.016136,0.021534 Initialization: 6.048000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.654000 Kernel 1: 0.024000 Kernel 2: 85.273003 Copyback: 0.016000 Sum: 0.023000 It 16,Best ac:0.004413 0.782609 fi:0.423468. Ave ac:0.015606,0.020052 Initialization: 6.063000 Memcpy Classifiers: 0.263000 Memcpy Instances: 8.179000 Kernel 1: 0.024000 Kernel 2: 82.649002 Copyback: 0.017000 Sum: 0.023000 It 17,Best ac:0.007353 0.833333 fi:0.340613. Ave ac:0.018757,0.029705 Initialization: 6.137000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.221000 Kernel 1: 0.023000 Kernel 2: 84.179001 Copyback: 0.017000 Sum: 0.024000 It 18,Best ac:0.005882 0.888889 fi:0.291604. Ave ac:0.011504,0.015991 Initialization: 6.507000 Memcpy Classifiers: 0.285000 Memcpy Instances: 8.550000 Kernel 1: 0.023000 Kernel 2: 87.028000 Copyback: 0.020000 Sum: 0.024000 It 19,Best ac:0.005639 0.766667 fi:0.425834. Ave ac:0.011259,0.018854 Initialization: 6.064000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.184000 Kernel 1: 0.024000 Kernel 2: 84.560997 Copyback: 0.018000 Sum: 0.021000 It 20,Best ac:0.004657 0.760000 fi:0.416529. Ave ac:0.011049,0.016551 Initialization: 6.041000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.265000 Kernel 1: 0.023000 Kernel 2: 85.387001 Copyback: 0.017000 Sum: 0.024000 It 21,Best ac:0.003922 0.842105 fi:0.352548. Ave ac:0.009595,0.014701 Initialization: 6.122000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.172000 Kernel 1: 0.024000 Kernel 2: 85.801003 Copyback: 0.016000 Sum: 0.026000 It 22,Best ac:0.004903 0.769231 fi:0.415827. Ave ac:0.008999,0.012036 Initialization: 7.533000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.258000 Kernel 1: 0.022000 Kernel 2: 83.570999 Copyback: 0.017000 Sum: 0.023000 It 23,Best ac:0.004168 0.772727 fi:0.405498. Ave ac:0.011551,0.019093 Initialization: 6.142000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.180000 Kernel 1: 0.025000 Kernel 2: 81.208000 Copyback: 0.017000 Sum: 0.023000 It 24,Best ac:0.003923 0.888889 fi:0.311081. Ave ac:0.009294,0.012315 Initialization: 6.250000 Memcpy Classifiers: 0.268000 Memcpy Instances: 8.237000 Kernel 1: 0.022000 Kernel 2: 81.731003 Copyback: 0.017000 Sum: 0.023000 It 25,Best ac:0.006616 0.658537 fi:0.503571. Ave ac:0.008547,0.016365 Initialization: 6.114000 Memcpy Classifiers: 0.306000 Memcpy Instances: 8.204000 Kernel 1: 0.023000 Kernel 2: 82.018997 Copyback: 0.017000 Sum: 0.023000 It 26,Best ac:0.004903 0.714286 fi:0.483702. Ave ac:0.016627,0.024327 Initialization: 6.117000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.190000 Kernel 1: 0.023000 Kernel 2: 77.121002 Copyback: 0.017000 Sum: 0.025000 It 27,Best ac:0.005148 0.913043 fi:0.272946. Ave ac:0.018659,0.022011 Initialization: 6.025000 Memcpy Classifiers: 0.246000 Memcpy Instances: 8.228000 Kernel 1: 0.023000 Kernel 2: 81.144997 Copyback: 0.016000 Sum: 0.024000 It 28,Best ac:0.012258 0.746269 fi:0.422525. Ave ac:0.009819,0.016810 Initialization: 6.103000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.354000 Kernel 1: 0.023000 Kernel 2: 77.875999 Copyback: 0.016000 Sum: 0.021000 It 29,Best ac:0.003677 0.937500 fi:0.306268. Ave ac:0.015557,0.024146 Initialization: 6.255000 Memcpy Classifiers: 0.247000 Memcpy Instances: 8.262000 Kernel 1: 0.023000 Kernel 2: 78.110001 Copyback: 0.018000 Sum: 0.023000 It 30,Best ac:0.004167 0.944444 fi:0.233818. Ave ac:0.011049,0.015125 Initialization: 6.060000 Memcpy Classifiers: 0.282000 Memcpy Instances: 8.204000 Kernel 1: 0.023000 Kernel 2: 80.402000 Copyback: 0.017000 Sum: 0.024000 It 31,Best ac:0.004413 0.720000 fi:0.439684. Ave ac:0.009800,0.019690 Initialization: 7.088000 Memcpy Classifiers: 0.265000 Memcpy Instances: 8.198000 Kernel 1: 0.024000 Kernel 2: 77.811996 Copyback: 0.017000 Sum: 0.024000 It 32,Best ac:0.003676 0.937500 fi:0.291750. Ave ac:0.011929,0.020137 Initialization: 6.163000 Memcpy Classifiers: 0.265000 Memcpy Instances: 8.177000 Kernel 1: 0.022000 Kernel 2: 77.247002 Copyback: 0.017000 Sum: 0.021000 It 33,Best ac:0.005147 0.777778 fi:0.381584. Ave ac:0.008670,0.016173 Initialization: 25.538000 Memcpy Instances: 404.404999 Memcpy Classifiers: 0.058000 Kernel 1: 0.027000 Kernel 2: 473.322998 Copyback: 0.016000 Sum: 0.012000 Memcpy Classifiers: 0.049000 Kernel 1: 0.015000 Kernel 2: 477.384003 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.014000 Kernel 2: 480.342987 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.048000 Kernel 1: 0.014000 Kernel 2: 471.097992 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.013000 Kernel 2: 482.704987 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.048000 Kernel 1: 0.013000 Kernel 2: 479.878998 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.013000 Kernel 2: 479.721985 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.048000 Kernel 1: 0.013000 Kernel 2: 477.954010 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.013000 Kernel 2: 480.602997 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.048000 Kernel 1: 0.013000 Kernel 2: 481.734985 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.013000 Kernel 2: 225.899994 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.004780 0.636839 fi:0.522684. Ave ac:0.013807,0.047823 Best acc 0.004780 0.636839 Initialization: 6.335000 Memcpy Classifiers: 0.542000 Memcpy Instances: 8.191000 Kernel 1: 0.025000 Kernel 2: 98.344002 Copyback: 0.017000 Sum: 0.050000 Initial population average accuracy1:0.005827 accuracy2:0.233587 Initialization: 7.248000 Memcpy Classifiers: 0.526000 Memcpy Instances: 8.481000 Kernel 1: 0.023000 Kernel 2: 103.950996 Copyback: 0.017000 Sum: 0.034000 It 0,Best ac:0.035548 0.428994 fi:0.664243. Ave ac:0.011534,0.015817 Initialization: 6.077000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.176000 Kernel 1: 0.024000 Kernel 2: 107.013000 Copyback: 0.017000 Sum: 0.032000 It 1,Best ac:0.008578 0.522388 fi:0.575520. Ave ac:0.016118,0.019016 Initialization: 6.029000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.252000 Kernel 1: 0.024000 Kernel 2: 107.458000 Copyback: 0.017000 Sum: 0.033000 It 2,Best ac:0.004411 0.600000 fi:0.499746. Ave ac:0.017602,0.018173 Initialization: 6.585000 Memcpy Classifiers: 0.471000 Memcpy Instances: 8.204000 Kernel 1: 0.023000 Kernel 2: 106.040001 Copyback: 0.017000 Sum: 0.029000 It 3,Best ac:0.011032 0.642857 fi:0.453966. Ave ac:0.020048,0.023305 Initialization: 6.033000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.230000 Kernel 1: 0.023000 Kernel 2: 100.643997 Copyback: 0.017000 Sum: 0.032000 It 4,Best ac:0.008824 0.705882 fi:0.391918. Ave ac:0.017074,0.021856 Initialization: 6.082000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.204000 Kernel 1: 0.023000 Kernel 2: 99.132004 Copyback: 0.016000 Sum: 0.031000 It 5,Best ac:0.005147 0.777778 fi:0.321641. Ave ac:0.013455,0.015556 Initialization: 6.109000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.199000 Kernel 1: 0.023000 Kernel 2: 100.620003 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.003676 0.882353 fi:0.253905. Ave ac:0.012894,0.014391 Initialization: 6.087000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.165000 Kernel 1: 0.024000 Kernel 2: 98.037003 Copyback: 0.017000 Sum: 0.031000 It 7,Best ac:0.004167 0.653846 fi:0.446008. Ave ac:0.009812,0.011625 Initialization: 6.051000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.221000 Kernel 1: 0.023000 Kernel 2: 102.253998 Copyback: 0.017000 Sum: 0.033000 It 8,Best ac:0.004413 0.720000 fi:0.379744. Ave ac:0.012683,0.014845 Initialization: 6.560000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.288000 Kernel 1: 0.023000 Kernel 2: 104.586998 Copyback: 0.017000 Sum: 0.032000 It 9,Best ac:0.004903 0.714286 fi:0.385241. Ave ac:0.011834,0.012007 Iteration 10:MDL fitness activated Error 0.385241 TL 0.038810 MDL Theory Length Weight: 3.3087430687 (4) Initialization: 6.138000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.262000 Kernel 1: 0.022000 Kernel 2: 102.238998 Copyback: 0.017000 Sum: 0.029000 It 10,Best ac:0.004658 0.703704 fi:0.464342. Ave ac:0.010599,0.010873 Initialization: 6.133000 Memcpy Classifiers: 0.418000 Memcpy Instances: 8.215000 Kernel 1: 0.023000 Kernel 2: 92.403000 Copyback: 0.017000 Sum: 0.037000 It 11,Best ac:0.005636 0.821429 fi:0.360672. Ave ac:0.011226,0.012043 Initialization: 6.108000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.680000 Kernel 1: 0.024000 Kernel 2: 88.418999 Copyback: 0.017000 Sum: 0.036000 It 12,Best ac:0.004168 0.739130 fi:0.438528. Ave ac:0.012283,0.016012 Initialization: 6.085000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.254000 Kernel 1: 0.023000 Kernel 2: 87.357002 Copyback: 0.016000 Sum: 0.036000 It 13,Best ac:0.003677 0.833333 fi:0.403409. Ave ac:0.012067,0.018813 Initialization: 6.444000 Memcpy Classifiers: 0.345000 Memcpy Instances: 8.223000 Kernel 1: 0.024000 Kernel 2: 85.383003 Copyback: 0.016000 Sum: 0.035000 It 14,Best ac:0.004903 0.769231 fi:0.429368. Ave ac:0.009432,0.010664 Initialization: 6.193000 Memcpy Classifiers: 0.321000 Memcpy Instances: 9.168000 Kernel 1: 0.023000 Kernel 2: 84.110001 Copyback: 0.017000 Sum: 0.036000 It 15,Best ac:0.007355 0.750000 fi:0.404608. Ave ac:0.012550,0.013007 Initialization: 6.064000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.237000 Kernel 1: 0.024000 Kernel 2: 85.375999 Copyback: 0.017000 Sum: 0.034000 It 16,Best ac:0.007845 0.711111 fi:0.452872. Ave ac:0.011701,0.017042 Initialization: 6.082000 Memcpy Classifiers: 0.336000 Memcpy Instances: 8.676000 Kernel 1: 0.024000 Kernel 2: 84.736000 Copyback: 0.017000 Sum: 0.032000 It 17,Best ac:0.006371 0.812500 fi:0.399215. Ave ac:0.016404,0.018055 Initialization: 6.032000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.286000 Kernel 1: 0.023000 Kernel 2: 82.443001 Copyback: 0.017000 Sum: 0.029000 It 18,Best ac:0.003923 0.800000 fi:0.359254. Ave ac:0.012801,0.014462 Initialization: 6.106000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.221000 Kernel 1: 0.024000 Kernel 2: 83.667000 Copyback: 0.017000 Sum: 0.029000 It 19,Best ac:0.007110 0.805556 fi:0.384960. Ave ac:0.015142,0.016606 Initialization: 6.119000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.236000 Kernel 1: 0.024000 Kernel 2: 82.064003 Copyback: 0.017000 Sum: 0.030000 It 20,Best ac:0.005884 0.800000 fi:0.358389. Ave ac:0.012923,0.014846 Initialization: 6.085000 Memcpy Classifiers: 0.581000 Memcpy Instances: 8.185000 Kernel 1: 0.023000 Kernel 2: 81.830002 Copyback: 0.017000 Sum: 0.032000 It 21,Best ac:0.005884 0.857143 fi:0.290456. Ave ac:0.011760,0.014545 Initialization: 6.044000 Memcpy Classifiers: 0.301000 Memcpy Instances: 8.253000 Kernel 1: 0.024000 Kernel 2: 82.734001 Copyback: 0.017000 Sum: 0.028000 It 22,Best ac:0.004413 0.818182 fi:0.337885. Ave ac:0.011187,0.012871 Initialization: 6.017000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.222000 Kernel 1: 0.024000 Kernel 2: 80.706001 Copyback: 0.017000 Sum: 0.031000 It 23,Best ac:0.007353 0.750000 fi:0.397906. Ave ac:0.011524,0.012832 Initialization: 6.492000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.189000 Kernel 1: 0.024000 Kernel 2: 82.281998 Copyback: 0.017000 Sum: 0.026000 It 24,Best ac:0.005148 0.807692 fi:0.361593. Ave ac:0.012203,0.011849 Initialization: 5.967000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.214000 Kernel 1: 0.024000 Kernel 2: 79.064003 Copyback: 0.016000 Sum: 0.028000 It 25,Best ac:0.005148 0.724138 fi:0.445114. Ave ac:0.009498,0.010880 Initialization: 6.100000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.190000 Kernel 1: 0.024000 Kernel 2: 78.768997 Copyback: 0.019000 Sum: 0.025000 It 26,Best ac:0.003677 0.789474 fi:0.416618. Ave ac:0.012364,0.016476 Initialization: 6.157000 Memcpy Classifiers: 0.323000 Memcpy Instances: 8.465000 Kernel 1: 0.023000 Kernel 2: 76.400002 Copyback: 0.017000 Sum: 0.023000 It 27,Best ac:0.003677 1.000000 fi:0.232521. Ave ac:0.013242,0.019074 Initialization: 5.990000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.288000 Kernel 1: 0.023000 Kernel 2: 74.417999 Copyback: 0.017000 Sum: 0.024000 It 28,Best ac:0.003677 0.789474 fi:0.404756. Ave ac:0.012130,0.016433 Initialization: 6.064000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.285000 Kernel 1: 0.023000 Kernel 2: 72.754997 Copyback: 0.018000 Sum: 0.023000 It 29,Best ac:0.004412 0.750000 fi:0.405366. Ave ac:0.012513,0.017396 Initialization: 6.058000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.216000 Kernel 1: 0.024000 Kernel 2: 76.447998 Copyback: 0.017000 Sum: 0.023000 It 30,Best ac:0.006129 0.806452 fi:0.339652. Ave ac:0.012522,0.016135 Initialization: 6.075000 Memcpy Classifiers: 0.263000 Memcpy Instances: 8.168000 Kernel 1: 0.025000 Kernel 2: 74.263000 Copyback: 0.017000 Sum: 0.023000 It 31,Best ac:0.004167 0.772727 fi:0.389623. Ave ac:0.012229,0.014539 Initialization: 6.044000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.679000 Kernel 1: 0.022000 Kernel 2: 75.005997 Copyback: 0.017000 Sum: 0.023000 It 32,Best ac:0.004658 0.730769 fi:0.410727. Ave ac:0.011026,0.015765 Initialization: 6.517000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.258000 Kernel 1: 0.023000 Kernel 2: 74.182999 Copyback: 0.017000 Sum: 0.021000 It 33,Best ac:0.003922 0.800000 fi:0.346353. Ave ac:0.011428,0.014609 Initialization: 25.721001 Memcpy Instances: 401.117004 Memcpy Classifiers: 0.065000 Kernel 1: 0.025000 Kernel 2: 458.851013 Copyback: 0.022000 Sum: 0.012000 Memcpy Classifiers: 0.066000 Kernel 1: 0.021000 Kernel 2: 445.641998 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 454.928986 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 458.164001 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 445.134003 Copyback: 0.368000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.014000 Kernel 2: 457.147003 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 454.601013 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.012000 Kernel 2: 457.519989 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.057000 Kernel 1: 0.012000 Kernel 2: 453.556000 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 453.962006 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.014000 Kernel 2: 208.233994 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.003971 0.640316 fi:0.515245. Ave ac:0.011956,0.040967 Best acc 0.003971 0.640316 Rule:Att PSSM_0_10 is [>-0.929522]|Att PSSM_0_11 is [-0.887572,5.668298]|Att PSSM_0_12 is [-6.927037,-4.509288]|Att PSSM_2_15 is [-6.102530,4.102530]|Att PSSM_3_5 is [-4.755882,8.755882]|Att PSSM_3_10 is [>-6.039154]|Att PSSM_4_7 is [<-0.033919]|1 Accuracy : 0.770838 0 1 156507 7573 46197 24361 Removed 1265 instances. 202704 Instances left. Acc of rule 0.003971-0.640316 Initialization: 6.062000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.149000 Kernel 1: 0.025000 Kernel 2: 101.472000 Copyback: 0.017000 Sum: 0.045000 Initial population average accuracy1:0.005198 accuracy2:0.210239 Initialization: 6.542000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.125000 Kernel 1: 0.023000 Kernel 2: 106.681999 Copyback: 0.017000 Sum: 0.037000 It 0,Best ac:0.006167 0.543478 fi:0.555461. Ave ac:0.010766,0.015489 Initialization: 6.037000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.120000 Kernel 1: 0.024000 Kernel 2: 107.539001 Copyback: 0.017000 Sum: 0.033000 It 1,Best ac:0.005920 0.480000 fi:0.619050. Ave ac:0.014193,0.015871 Initialization: 6.005000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.159000 Kernel 1: 0.023000 Kernel 2: 104.998001 Copyback: 0.021000 Sum: 0.036000 It 2,Best ac:0.007647 0.607843 fi:0.490436. Ave ac:0.014536,0.015531 Initialization: 5.989000 Memcpy Classifiers: 0.487000 Memcpy Instances: 9.225000 Kernel 1: 0.023000 Kernel 2: 108.142998 Copyback: 0.017000 Sum: 0.032000 It 3,Best ac:0.004440 0.666667 fi:0.433043. Ave ac:0.014508,0.014958 Initialization: 6.158000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.136000 Kernel 1: 0.024000 Kernel 2: 111.026001 Copyback: 0.018000 Sum: 0.032000 It 4,Best ac:0.008140 0.578947 fi:0.519112. Ave ac:0.012156,0.013358 Initialization: 6.012000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.229000 Kernel 1: 0.024000 Kernel 2: 113.846001 Copyback: 0.017000 Sum: 0.029000 It 5,Best ac:0.012333 0.666667 fi:0.429521. Ave ac:0.010752,0.012684 Initialization: 6.134000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.123000 Kernel 1: 0.024000 Kernel 2: 116.752998 Copyback: 0.018000 Sum: 0.039000 It 6,Best ac:0.006660 0.710526 fi:0.388193. Ave ac:0.009603,0.010834 Initialization: 6.024000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.130000 Kernel 1: 0.023000 Kernel 2: 117.362000 Copyback: 0.017000 Sum: 0.037000 It 7,Best ac:0.004687 0.730769 fi:0.368831. Ave ac:0.006971,0.006774 Initialization: 5.906000 Memcpy Classifiers: 0.468000 Memcpy Instances: 9.273000 Kernel 1: 0.022000 Kernel 2: 118.449997 Copyback: 0.016000 Sum: 0.034000 It 8,Best ac:0.005427 0.733333 fi:0.365936. Ave ac:0.007037,0.008027 Initialization: 6.030000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.157000 Kernel 1: 0.024000 Kernel 2: 118.237999 Copyback: 0.017000 Sum: 0.032000 It 9,Best ac:0.003947 0.695652 fi:0.404278. Ave ac:0.009210,0.007775 Iteration 10:MDL fitness activated Error 0.404278 TL 0.044315 MDL Theory Length Weight: 3.0409589785 (2) Initialization: 6.033000 Memcpy Classifiers: 0.478000 Memcpy Instances: 8.219000 Kernel 1: 0.023000 Kernel 2: 113.944000 Copyback: 0.016000 Sum: 0.035000 It 10,Best ac:0.004193 0.772727 fi:0.422680. Ave ac:0.008917,0.007001 Initialization: 6.048000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.144000 Kernel 1: 0.024000 Kernel 2: 110.442001 Copyback: 0.017000 Sum: 0.039000 It 11,Best ac:0.004192 0.809524 fi:0.377386. Ave ac:0.008356,0.008494 Initialization: 6.596000 Memcpy Classifiers: 0.489000 Memcpy Instances: 8.135000 Kernel 1: 0.024000 Kernel 2: 106.333000 Copyback: 0.017000 Sum: 0.037000 It 12,Best ac:0.008387 0.641509 fi:0.517330. Ave ac:0.006564,0.007134 Initialization: 6.114000 Memcpy Classifiers: 0.531000 Memcpy Instances: 9.544000 Kernel 1: 0.021000 Kernel 2: 100.660004 Copyback: 0.016000 Sum: 0.032000 It 13,Best ac:0.004688 0.791667 fi:0.413005. Ave ac:0.009050,0.010566 Initialization: 6.064000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.579000 Kernel 1: 0.023000 Kernel 2: 100.387001 Copyback: 0.017000 Sum: 0.031000 It 14,Best ac:0.003947 0.761905 fi:0.428696. Ave ac:0.010451,0.011615 Initialization: 6.047000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.186000 Kernel 1: 0.025000 Kernel 2: 98.629997 Copyback: 0.017000 Sum: 0.034000 It 15,Best ac:0.004933 0.740741 fi:0.446159. Ave ac:0.009514,0.009386 Initialization: 6.020000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.108000 Kernel 1: 0.024000 Kernel 2: 99.031998 Copyback: 0.017000 Sum: 0.035000 It 16,Best ac:0.003700 0.882353 fi:0.302977. Ave ac:0.011419,0.010877 Initialization: 5.981000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.623000 Kernel 1: 0.024000 Kernel 2: 96.355003 Copyback: 0.017000 Sum: 0.034000 It 17,Best ac:0.004440 0.666667 fi:0.510855. Ave ac:0.010042,0.010689 Initialization: 6.116000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.173000 Kernel 1: 0.023000 Kernel 2: 98.603996 Copyback: 0.017000 Sum: 0.038000 It 18,Best ac:0.004193 0.850000 fi:0.350777. Ave ac:0.012451,0.013785 Initialization: 6.209000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.162000 Kernel 1: 0.023000 Kernel 2: 95.362000 Copyback: 0.017000 Sum: 0.030000 It 19,Best ac:0.005180 0.724138 fi:0.444860. Ave ac:0.010585,0.014090 Initialization: 6.022000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.122000 Kernel 1: 0.023000 Kernel 2: 94.148003 Copyback: 0.017000 Sum: 0.034000 It 20,Best ac:0.005673 0.851852 fi:0.319822. Ave ac:0.011751,0.012443 Initialization: 6.100000 Memcpy Classifiers: 0.339000 Memcpy Instances: 8.123000 Kernel 1: 0.024000 Kernel 2: 93.818001 Copyback: 0.017000 Sum: 0.036000 It 21,Best ac:0.004933 0.714286 fi:0.442047. Ave ac:0.008739,0.010809 Initialization: 6.505000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.160000 Kernel 1: 0.023000 Kernel 2: 91.228996 Copyback: 0.017000 Sum: 0.037000 It 22,Best ac:0.006167 0.806452 fi:0.377523. Ave ac:0.011900,0.013946 Initialization: 6.112000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.112000 Kernel 1: 0.024000 Kernel 2: 92.112999 Copyback: 0.018000 Sum: 0.034000 It 23,Best ac:0.004440 0.900000 fi:0.282983. Ave ac:0.010793,0.013027 Initialization: 6.037000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.156000 Kernel 1: 0.024000 Kernel 2: 94.081001 Copyback: 0.017000 Sum: 0.035000 It 24,Best ac:0.003947 0.842105 fi:0.326376. Ave ac:0.010090,0.014463 Initialization: 6.058000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.169000 Kernel 1: 0.024000 Kernel 2: 92.281998 Copyback: 0.017000 Sum: 0.034000 It 25,Best ac:0.008633 0.795455 fi:0.378033. Ave ac:0.010140,0.013046 Initialization: 6.044000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.126000 Kernel 1: 0.024000 Kernel 2: 91.204002 Copyback: 0.017000 Sum: 0.037000 It 26,Best ac:0.003947 0.727273 fi:0.434082. Ave ac:0.011450,0.017393 Initialization: 5.968000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.188000 Kernel 1: 0.065000 Kernel 2: 89.658997 Copyback: 0.016000 Sum: 0.031000 It 27,Best ac:0.006165 0.862069 fi:0.305464. Ave ac:0.012529,0.014270 Initialization: 6.149000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.922000 Kernel 1: 0.022000 Kernel 2: 89.964996 Copyback: 0.017000 Sum: 0.032000 It 28,Best ac:0.003700 0.882353 fi:0.298305. Ave ac:0.011519,0.014617 Initialization: 6.073000 Memcpy Classifiers: 0.302000 Memcpy Instances: 9.191000 Kernel 1: 0.022000 Kernel 2: 90.672997 Copyback: 0.017000 Sum: 0.030000 It 29,Best ac:0.006658 0.675000 fi:0.445750. Ave ac:0.009402,0.010809 Initialization: 6.116000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.119000 Kernel 1: 0.023000 Kernel 2: 87.740997 Copyback: 0.018000 Sum: 0.028000 It 30,Best ac:0.004440 0.782609 fi:0.402186. Ave ac:0.010181,0.011473 Initialization: 6.021000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.153000 Kernel 1: 0.024000 Kernel 2: 87.373001 Copyback: 0.017000 Sum: 0.028000 It 31,Best ac:0.004440 0.857143 fi:0.290667. Ave ac:0.010609,0.013946 Initialization: 6.492000 Memcpy Classifiers: 0.304000 Memcpy Instances: 8.120000 Kernel 1: 0.023000 Kernel 2: 88.235001 Copyback: 0.017000 Sum: 0.028000 It 32,Best ac:0.005920 0.857143 fi:0.316191. Ave ac:0.009548,0.010051 MDL Theory Length Weight: 2.7368630807 (10) Initialization: 6.046000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.158000 Kernel 1: 0.023000 Kernel 2: 85.138000 Copyback: 0.017000 Sum: 0.030000 It 33,Best ac:0.004441 0.750000 fi:0.394410. Ave ac:0.008920,0.011164 Initialization: 26.322001 Memcpy Instances: 397.901001 Memcpy Classifiers: 0.069000 Kernel 1: 0.024000 Kernel 2: 494.181000 Copyback: 0.016000 Sum: 0.015000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 512.231018 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 507.347992 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.014000 Kernel 2: 527.487000 Copyback: 0.017000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 497.597992 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.067000 Kernel 1: 0.014000 Kernel 2: 513.268982 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.014000 Kernel 2: 499.734009 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 510.813995 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 518.200012 Copyback: 0.368000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 502.246002 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 168.375000 Copyback: 0.015000 Sum: 0.000000 It 34,Best ac:0.004080 0.664257 fi:0.497348. Ave ac:0.010615,0.033127 Best acc 0.004080 0.664257 Initialization: 6.064000 Memcpy Classifiers: 0.506000 Memcpy Instances: 8.601000 Kernel 1: 0.025000 Kernel 2: 101.547997 Copyback: 0.018000 Sum: 0.045000 Initial population average accuracy1:0.005190 accuracy2:0.217913 Initialization: 6.061000 Memcpy Classifiers: 0.522000 Memcpy Instances: 8.117000 Kernel 1: 0.024000 Kernel 2: 104.755997 Copyback: 0.017000 Sum: 0.049000 It 0,Best ac:0.003947 0.551724 fi:0.548206. Ave ac:0.010226,0.014081 Initialization: 6.194000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.110000 Kernel 1: 0.023000 Kernel 2: 108.559998 Copyback: 0.017000 Sum: 0.030000 It 1,Best ac:0.008880 0.537313 fi:0.560415. Ave ac:0.013991,0.017218 Initialization: 6.030000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.590000 Kernel 1: 0.022000 Kernel 2: 110.195000 Copyback: 0.017000 Sum: 0.029000 It 2,Best ac:0.005180 0.552632 fi:0.546748. Ave ac:0.014772,0.017638 Initialization: 5.983000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.198000 Kernel 1: 0.024000 Kernel 2: 107.583000 Copyback: 0.017000 Sum: 0.028000 It 3,Best ac:0.007647 0.659574 fi:0.438705. Ave ac:0.014708,0.017882 Initialization: 7.066000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.139000 Kernel 1: 0.022000 Kernel 2: 104.819000 Copyback: 0.017000 Sum: 0.034000 It 4,Best ac:0.008385 0.693878 fi:0.404071. Ave ac:0.015105,0.016836 Initialization: 6.085000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.063000 Kernel 1: 0.022000 Kernel 2: 101.413002 Copyback: 0.017000 Sum: 0.033000 It 5,Best ac:0.005180 0.724138 fi:0.375242. Ave ac:0.013252,0.015987 Initialization: 6.089000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.197000 Kernel 1: 0.024000 Kernel 2: 96.836998 Copyback: 0.017000 Sum: 0.030000 It 6,Best ac:0.006907 0.700000 fi:0.398609. Ave ac:0.012579,0.015250 Initialization: 6.033000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.218000 Kernel 1: 0.022000 Kernel 2: 95.511002 Copyback: 0.017000 Sum: 0.028000 It 7,Best ac:0.002713 1.000000 fi:0.355621. Ave ac:0.013433,0.015376 Initialization: 5.999000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.112000 Kernel 1: 0.024000 Kernel 2: 96.151001 Copyback: 0.017000 Sum: 0.030000 It 8,Best ac:0.004687 0.791667 fi:0.307933. Ave ac:0.012220,0.013443 Initialization: 6.041000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.149000 Kernel 1: 0.023000 Kernel 2: 92.982002 Copyback: 0.016000 Sum: 0.029000 It 9,Best ac:0.004688 0.863636 fi:0.235961. Ave ac:0.011457,0.013191 Iteration 10:MDL fitness activated Error 0.235961 TL 0.038043 MDL Theory Length Weight: 2.0674892311 (1) Initialization: 6.068000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.168000 Kernel 1: 0.023000 Kernel 2: 88.739998 Copyback: 0.018000 Sum: 0.032000 It 10,Best ac:0.004193 0.739130 fi:0.441396. Ave ac:0.010757,0.012402 Initialization: 6.099000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.112000 Kernel 1: 0.024000 Kernel 2: 88.207001 Copyback: 0.017000 Sum: 0.030000 It 11,Best ac:0.004687 0.826087 fi:0.333752. Ave ac:0.010001,0.010304 Initialization: 6.032000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.588000 Kernel 1: 0.023000 Kernel 2: 91.091003 Copyback: 0.017000 Sum: 0.030000 It 12,Best ac:0.006660 0.771429 fi:0.391467. Ave ac:0.010033,0.010606 Initialization: 6.051000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.134000 Kernel 1: 0.024000 Kernel 2: 87.776001 Copyback: 0.017000 Sum: 0.035000 It 13,Best ac:0.004933 0.869565 fi:0.283447. Ave ac:0.011630,0.013126 Initialization: 6.065000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.176000 Kernel 1: 0.024000 Kernel 2: 84.139999 Copyback: 0.016000 Sum: 0.030000 It 14,Best ac:0.003947 0.800000 fi:0.369507. Ave ac:0.010330,0.012429 Initialization: 5.992000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.120000 Kernel 1: 0.024000 Kernel 2: 83.212997 Copyback: 0.016000 Sum: 0.030000 It 15,Best ac:0.005673 0.741935 fi:0.424713. Ave ac:0.011453,0.014124 Initialization: 6.004000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.147000 Kernel 1: 0.024000 Kernel 2: 83.366997 Copyback: 0.017000 Sum: 0.033000 It 16,Best ac:0.004687 0.863636 fi:0.314617. Ave ac:0.009088,0.009429 Initialization: 6.031000 Memcpy Classifiers: 0.866000 Memcpy Instances: 8.153000 Kernel 1: 0.023000 Kernel 2: 85.606003 Copyback: 0.017000 Sum: 0.030000 It 17,Best ac:0.003700 0.882353 fi:0.317603. Ave ac:0.010361,0.016107 Initialization: 5.952000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.127000 Kernel 1: 0.025000 Kernel 2: 87.043999 Copyback: 0.017000 Sum: 0.030000 It 18,Best ac:0.003700 0.937500 fi:0.246717. Ave ac:0.008466,0.010838 Initialization: 6.003000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.168000 Kernel 1: 0.023000 Kernel 2: 85.032997 Copyback: 0.017000 Sum: 0.029000 It 19,Best ac:0.004192 0.850000 fi:0.321330. Ave ac:0.008088,0.009011 Initialization: 6.055000 Memcpy Classifiers: 0.378000 Memcpy Instances: 8.114000 Kernel 1: 0.023000 Kernel 2: 86.073997 Copyback: 0.017000 Sum: 0.035000 It 20,Best ac:0.006660 0.818182 fi:0.356767. Ave ac:0.007258,0.008250 Initialization: 6.047000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.149000 Kernel 1: 0.023000 Kernel 2: 91.139000 Copyback: 0.017000 Sum: 0.031000 It 21,Best ac:0.004687 0.863636 fi:0.304510. Ave ac:0.007823,0.007300 Initialization: 6.097000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.203000 Kernel 1: 0.022000 Kernel 2: 89.679001 Copyback: 0.017000 Sum: 0.031000 It 22,Best ac:0.005179 0.875000 fi:0.288251. Ave ac:0.006573,0.005943 Initialization: 6.001000 Memcpy Classifiers: 0.378000 Memcpy Instances: 8.644000 Kernel 1: 0.023000 Kernel 2: 87.860001 Copyback: 0.017000 Sum: 0.028000 It 23,Best ac:0.003947 0.941176 fi:0.218826. Ave ac:0.006684,0.005669 Initialization: 6.057000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.211000 Kernel 1: 0.023000 Kernel 2: 90.161003 Copyback: 0.017000 Sum: 0.031000 It 24,Best ac:0.004933 0.833333 fi:0.335734. Ave ac:0.004491,0.004002 Initialization: 6.012000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.123000 Kernel 1: 0.029000 Kernel 2: 86.544998 Copyback: 0.017000 Sum: 0.033000 It 25,Best ac:0.004688 0.950000 fi:0.198556. Ave ac:0.005816,0.004553 Initialization: 5.966000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.148000 Kernel 1: 0.024000 Kernel 2: 89.866997 Copyback: 0.016000 Sum: 0.032000 It 26,Best ac:0.005672 0.766667 fi:0.396293. Ave ac:0.005909,0.005043 Initialization: 6.028000 Memcpy Classifiers: 0.360000 Memcpy Instances: 8.134000 Kernel 1: 0.024000 Kernel 2: 86.347000 Copyback: 0.017000 Sum: 0.037000 It 27,Best ac:0.005179 0.840000 fi:0.322558. Ave ac:0.005584,0.005367 Initialization: 6.035000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.204000 Kernel 1: 0.022000 Kernel 2: 90.088997 Copyback: 0.017000 Sum: 0.035000 It 28,Best ac:0.003700 0.833333 fi:0.356056. Ave ac:0.006996,0.008100 Initialization: 7.065000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.168000 Kernel 1: 0.023000 Kernel 2: 89.838997 Copyback: 0.017000 Sum: 0.030000 It 29,Best ac:0.003453 0.875000 fi:0.362866. Ave ac:0.008036,0.008890 Initialization: 6.028000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.123000 Kernel 1: 0.023000 Kernel 2: 90.028000 Copyback: 0.017000 Sum: 0.032000 It 30,Best ac:0.003947 0.842105 fi:0.324072. Ave ac:0.007040,0.006787 Initialization: 6.148000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.118000 Kernel 1: 0.023000 Kernel 2: 92.581001 Copyback: 0.017000 Sum: 0.030000 It 31,Best ac:0.004687 0.826087 fi:0.340690. Ave ac:0.007769,0.006975 Initialization: 6.029000 Memcpy Classifiers: 0.344000 Memcpy Instances: 8.158000 Kernel 1: 0.024000 Kernel 2: 89.077003 Copyback: 0.016000 Sum: 0.030000 It 32,Best ac:0.003700 0.882353 fi:0.307496. Ave ac:0.006321,0.006652 Initialization: 6.001000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.172000 Kernel 1: 0.023000 Kernel 2: 89.421997 Copyback: 0.017000 Sum: 0.031000 It 33,Best ac:0.004686 0.791667 fi:0.369248. Ave ac:0.006112,0.006495 Initialization: 26.766001 Memcpy Instances: 400.647003 Memcpy Classifiers: 0.078000 Kernel 1: 0.022000 Kernel 2: 537.507019 Copyback: 0.014000 Sum: 0.015000 Memcpy Classifiers: 0.077000 Kernel 1: 0.014000 Kernel 2: 516.729980 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.075000 Kernel 1: 0.014000 Kernel 2: 535.932983 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.076000 Kernel 1: 0.014000 Kernel 2: 524.161011 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.076000 Kernel 1: 0.013000 Kernel 2: 525.122009 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.077000 Kernel 1: 0.013000 Kernel 2: 515.510010 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.076000 Kernel 1: 0.013000 Kernel 2: 534.526001 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.076000 Kernel 1: 0.013000 Kernel 2: 523.924011 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.076000 Kernel 1: 0.013000 Kernel 2: 522.965027 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.076000 Kernel 1: 0.013000 Kernel 2: 525.085022 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 164.201004 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.004021 0.680869 fi:0.482899. Ave ac:0.006984,0.021387 Best acc 0.004021 0.680869 Rule:Att PSSM_-4_7 is [-4.891313,-1.499258]|Att PSSM_0_4 is [<-0.166315]|Att PSSM_0_12 is [<-3.394297]|Att PSSM_0_20 is [>-3.001418]|Att PSSM_1_3 is [-6.822983,2.526717]|Att PSSM_1_15 is [<-1.542034]|Att PSSM_1_19 is [<3.331812]|Att PSSM_3_15 is [<0.644686]|Att PSSM_4_10 is [-4.734344,4.734344]|Att PSSM_4_12 is [-6.864461,-1.135539]|Att PSSM_4_13 is [<6.402112]|1 Accuracy : 0.772684 0 1 156125 7955 45382 25176 Removed 1197 instances. 201507 Instances left. Acc of rule 0.004021-0.680869 Initialization: 6.030000 Memcpy Classifiers: 0.565000 Memcpy Instances: 8.160000 Kernel 1: 0.025000 Kernel 2: 103.603996 Copyback: 0.371000 Sum: 0.044000 Initial population average accuracy1:0.006111 accuracy2:0.220053 Initialization: 5.945000 Memcpy Classifiers: 0.576000 Memcpy Instances: 8.148000 Kernel 1: 0.023000 Kernel 2: 106.244003 Copyback: 0.017000 Sum: 0.053000 It 0,Best ac:0.005459 0.511628 fi:0.587599. Ave ac:0.011419,0.015410 Initialization: 6.016000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.132000 Kernel 1: 0.024000 Kernel 2: 110.828003 Copyback: 0.017000 Sum: 0.037000 It 1,Best ac:0.005211 0.538462 fi:0.560875. Ave ac:0.014368,0.016900 Initialization: 6.062000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.387000 Kernel 1: 0.023000 Kernel 2: 104.513000 Copyback: 0.017000 Sum: 0.032000 It 2,Best ac:0.005706 0.575000 fi:0.524115. Ave ac:0.012835,0.015417 Initialization: 6.059000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.139000 Kernel 1: 0.024000 Kernel 2: 98.778000 Copyback: 0.024000 Sum: 0.036000 It 3,Best ac:0.005212 0.636364 fi:0.462973. Ave ac:0.013318,0.015495 Initialization: 5.901000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.102000 Kernel 1: 0.024000 Kernel 2: 104.531998 Copyback: 0.017000 Sum: 0.030000 It 4,Best ac:0.004467 0.720000 fi:0.379673. Ave ac:0.011413,0.013499 Initialization: 6.008000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.113000 Kernel 1: 0.024000 Kernel 2: 105.857002 Copyback: 0.017000 Sum: 0.026000 It 5,Best ac:0.007444 0.652174 fi:0.446157. Ave ac:0.010390,0.010836 Initialization: 6.029000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.217000 Kernel 1: 0.023000 Kernel 2: 103.528999 Copyback: 0.019000 Sum: 0.034000 It 6,Best ac:0.006203 0.694444 fi:0.404443. Ave ac:0.010609,0.012872 Initialization: 6.011000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.064000 Kernel 1: 0.024000 Kernel 2: 101.095001 Copyback: 0.017000 Sum: 0.036000 It 7,Best ac:0.008189 0.634615 fi:0.463376. Ave ac:0.009447,0.013503 Initialization: 6.024000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.201000 Kernel 1: 0.022000 Kernel 2: 96.341003 Copyback: 0.017000 Sum: 0.031000 It 8,Best ac:0.004468 0.720000 fi:0.379673. Ave ac:0.010512,0.011786 Initialization: 5.985000 Memcpy Classifiers: 0.397000 Memcpy Instances: 9.238000 Kernel 1: 0.023000 Kernel 2: 98.311996 Copyback: 0.017000 Sum: 0.029000 It 9,Best ac:0.004963 0.740741 fi:0.358708. Ave ac:0.010879,0.009907 Iteration 10:MDL fitness activated Error 0.358708 TL 0.037881 MDL Theory Length Weight: 3.1564217239 (1) Initialization: 6.113000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.140000 Kernel 1: 0.022000 Kernel 2: 95.176003 Copyback: 0.017000 Sum: 0.032000 It 10,Best ac:0.003971 0.842105 fi:0.359285. Ave ac:0.009329,0.011594 Initialization: 5.972000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.103000 Kernel 1: 0.024000 Kernel 2: 101.468002 Copyback: 0.017000 Sum: 0.030000 It 11,Best ac:0.004218 0.680000 fi:0.503962. Ave ac:0.010888,0.011532 Initialization: 5.935000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.435000 Kernel 1: 0.023000 Kernel 2: 95.428001 Copyback: 0.017000 Sum: 0.033000 It 12,Best ac:0.005459 0.758621 fi:0.440054. Ave ac:0.010516,0.010961 Initialization: 6.066000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.068000 Kernel 1: 0.024000 Kernel 2: 93.519997 Copyback: 0.017000 Sum: 0.033000 It 13,Best ac:0.003721 0.750000 fi:0.452005. Ave ac:0.010915,0.011803 Initialization: 6.081000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.097000 Kernel 1: 0.023000 Kernel 2: 92.483002 Copyback: 0.017000 Sum: 0.030000 It 14,Best ac:0.005212 0.913043 fi:0.269976. Ave ac:0.010012,0.008842 Initialization: 5.966000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.071000 Kernel 1: 0.023000 Kernel 2: 92.878998 Copyback: 0.017000 Sum: 0.033000 It 15,Best ac:0.004217 0.850000 fi:0.342619. Ave ac:0.009016,0.006935 Initialization: 6.042000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.137000 Kernel 1: 0.024000 Kernel 2: 86.230003 Copyback: 0.017000 Sum: 0.031000 It 16,Best ac:0.004465 0.782609 fi:0.396561. Ave ac:0.007283,0.005250 Initialization: 5.948000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.194000 Kernel 1: 0.024000 Kernel 2: 86.879997 Copyback: 0.017000 Sum: 0.031000 It 17,Best ac:0.003721 0.789474 fi:0.400431. Ave ac:0.006931,0.005271 Initialization: 6.069000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.069000 Kernel 1: 0.023000 Kernel 2: 83.575996 Copyback: 0.017000 Sum: 0.031000 It 18,Best ac:0.005460 0.785714 fi:0.384808. Ave ac:0.006429,0.005105 Initialization: 6.146000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.530000 Kernel 1: 0.022000 Kernel 2: 83.716003 Copyback: 0.017000 Sum: 0.032000 It 19,Best ac:0.004467 0.750000 fi:0.419919. Ave ac:0.005291,0.004268 Initialization: 5.995000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.070000 Kernel 1: 0.024000 Kernel 2: 83.236000 Copyback: 0.017000 Sum: 0.036000 It 20,Best ac:0.003723 0.882353 fi:0.324643. Ave ac:0.007186,0.005563 Initialization: 6.134000 Memcpy Classifiers: 0.369000 Memcpy Instances: 8.081000 Kernel 1: 0.023000 Kernel 2: 81.855003 Copyback: 0.017000 Sum: 0.034000 It 21,Best ac:0.004217 0.739130 fi:0.443995. Ave ac:0.007341,0.006367 Initialization: 5.995000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.077000 Kernel 1: 0.024000 Kernel 2: 82.244003 Copyback: 0.017000 Sum: 0.036000 It 22,Best ac:0.005211 0.777778 fi:0.384254. Ave ac:0.006309,0.005367 Initialization: 5.975000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.185000 Kernel 1: 0.024000 Kernel 2: 82.650002 Copyback: 0.017000 Sum: 0.034000 It 23,Best ac:0.007198 0.805556 fi:0.398009. Ave ac:0.009216,0.007247 MDL Theory Length Weight: 2.8407795515 (10) Initialization: 6.019000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.290000 Kernel 1: 0.022000 Kernel 2: 82.073997 Copyback: 0.017000 Sum: 0.032000 It 24,Best ac:0.003970 0.761905 fi:0.416466. Ave ac:0.007731,0.005911 Initialization: 6.119000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.122000 Kernel 1: 0.023000 Kernel 2: 80.138000 Copyback: 0.017000 Sum: 0.033000 It 25,Best ac:0.005210 0.840000 fi:0.332216. Ave ac:0.008279,0.006803 Initialization: 5.945000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.105000 Kernel 1: 0.024000 Kernel 2: 80.805000 Copyback: 0.017000 Sum: 0.033000 It 26,Best ac:0.003969 0.761905 fi:0.424732. Ave ac:0.008325,0.006985 Initialization: 6.045000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.539000 Kernel 1: 0.023000 Kernel 2: 80.919998 Copyback: 0.017000 Sum: 0.031000 It 27,Best ac:0.012410 0.694444 fi:0.454581. Ave ac:0.007387,0.005578 Initialization: 6.041000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.116000 Kernel 1: 0.023000 Kernel 2: 79.296997 Copyback: 0.017000 Sum: 0.035000 It 28,Best ac:0.004713 0.760000 fi:0.395547. Ave ac:0.009243,0.006835 Initialization: 6.039000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.089000 Kernel 1: 0.022000 Kernel 2: 80.338997 Copyback: 0.017000 Sum: 0.035000 It 29,Best ac:0.003722 0.833333 fi:0.337187. Ave ac:0.007186,0.005904 Initialization: 5.997000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.193000 Kernel 1: 0.023000 Kernel 2: 81.071999 Copyback: 0.017000 Sum: 0.037000 It 30,Best ac:0.004467 0.857143 fi:0.306144. Ave ac:0.009500,0.007466 Initialization: 6.225000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.067000 Kernel 1: 0.024000 Kernel 2: 77.377998 Copyback: 0.017000 Sum: 0.036000 It 31,Best ac:0.003473 0.933333 fi:0.309043. Ave ac:0.008616,0.006565 Initialization: 6.042000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.357000 Kernel 1: 0.023000 Kernel 2: 78.319000 Copyback: 0.017000 Sum: 0.037000 It 32,Best ac:0.005458 0.846154 fi:0.324882. Ave ac:0.008573,0.006674 Initialization: 5.964000 Memcpy Classifiers: 0.351000 Memcpy Instances: 21.634001 Kernel 1: 0.024000 Kernel 2: 80.566002 Copyback: 0.023000 Sum: 0.039000 It 33,Best ac:0.003722 0.833333 fi:0.346174. Ave ac:0.007493,0.006003 Initialization: 25.649000 Memcpy Instances: 411.955994 Memcpy Classifiers: 0.073000 Kernel 1: 0.023000 Kernel 2: 472.221985 Copyback: 0.022000 Sum: 0.014000 Memcpy Classifiers: 0.073000 Kernel 1: 0.021000 Kernel 2: 475.247009 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.013000 Kernel 2: 474.095001 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.013000 Kernel 2: 475.397003 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.013000 Kernel 2: 468.920013 Copyback: 0.368000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.013000 Kernel 2: 470.528015 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.071000 Kernel 1: 0.013000 Kernel 2: 466.882996 Copyback: 0.018000 Sum: 0.005000 Memcpy Classifiers: 0.071000 Kernel 1: 0.018000 Kernel 2: 471.734009 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.071000 Kernel 1: 0.013000 Kernel 2: 474.264008 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.013000 Kernel 2: 469.838013 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.047000 Kernel 1: 0.014000 Kernel 2: 165.949005 Copyback: 0.015000 Sum: 0.000000 It 34,Best ac:0.003717 0.648485 fi:0.529980. Ave ac:0.008389,0.025293 Best acc 0.003717 0.648485 Initialization: 6.030000 Memcpy Classifiers: 0.613000 Memcpy Instances: 8.070000 Kernel 1: 0.024000 Kernel 2: 96.810997 Copyback: 0.018000 Sum: 0.046000 Initial population average accuracy1:0.005491 accuracy2:0.204081 Initialization: 6.056000 Memcpy Classifiers: 0.539000 Memcpy Instances: 8.163000 Kernel 1: 0.023000 Kernel 2: 103.557999 Copyback: 0.017000 Sum: 0.040000 It 0,Best ac:0.007444 0.483871 fi:0.614456. Ave ac:0.010949,0.016738 Initialization: 5.990000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.067000 Kernel 1: 0.023000 Kernel 2: 106.092003 Copyback: 0.017000 Sum: 0.035000 It 1,Best ac:0.011414 0.647887 fi:0.448652. Ave ac:0.011777,0.014845 Initialization: 5.998000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.154000 Kernel 1: 0.022000 Kernel 2: 104.570000 Copyback: 0.017000 Sum: 0.039000 It 2,Best ac:0.016129 0.585586 fi:0.508818. Ave ac:0.013109,0.015251 Initialization: 5.999000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.069000 Kernel 1: 0.023000 Kernel 2: 103.621002 Copyback: 0.017000 Sum: 0.032000 It 3,Best ac:0.006452 0.565217 fi:0.533562. Ave ac:0.015199,0.018263 Initialization: 6.025000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.124000 Kernel 1: 0.024000 Kernel 2: 103.339996 Copyback: 0.018000 Sum: 0.034000 It 4,Best ac:0.007692 0.645833 fi:0.452386. Ave ac:0.015283,0.016872 Initialization: 6.111000 Memcpy Classifiers: 0.489000 Memcpy Instances: 8.091000 Kernel 1: 0.024000 Kernel 2: 102.731003 Copyback: 0.017000 Sum: 0.033000 It 5,Best ac:0.004713 0.678571 fi:0.420992. Ave ac:0.012238,0.011601 Initialization: 6.098000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.127000 Kernel 1: 0.024000 Kernel 2: 101.466003 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.008933 0.765957 fi:0.331702. Ave ac:0.010894,0.012074 Initialization: 6.185000 Memcpy Classifiers: 0.455000 Memcpy Instances: 8.140000 Kernel 1: 0.023000 Kernel 2: 99.289001 Copyback: 0.017000 Sum: 0.033000 It 7,Best ac:0.004218 0.809524 fi:0.290261. Ave ac:0.010610,0.010737 Initialization: 5.833000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.160000 Kernel 1: 0.023000 Kernel 2: 97.612999 Copyback: 0.017000 Sum: 0.030000 It 8,Best ac:0.005211 0.777778 fi:0.321561. Ave ac:0.010225,0.011719 Initialization: 5.933000 Memcpy Classifiers: 0.864000 Memcpy Instances: 8.110000 Kernel 1: 0.054000 Kernel 2: 91.867996 Copyback: 0.017000 Sum: 0.030000 It 9,Best ac:0.003971 0.842105 fi:0.257792. Ave ac:0.008803,0.009971 Iteration 10:MDL fitness activated Error 0.257792 TL 0.039159 MDL Theory Length Weight: 2.1944000962 (1) Initialization: 6.072000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.555000 Kernel 1: 0.023000 Kernel 2: 92.690002 Copyback: 0.017000 Sum: 0.031000 It 10,Best ac:0.005458 0.758621 fi:0.396750. Ave ac:0.007114,0.008040 Initialization: 6.118000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.253000 Kernel 1: 0.024000 Kernel 2: 92.085999 Copyback: 0.018000 Sum: 0.031000 It 11,Best ac:0.004715 0.791667 fi:0.376473. Ave ac:0.006531,0.008697 Initialization: 6.065000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.131000 Kernel 1: 0.023000 Kernel 2: 92.671997 Copyback: 0.017000 Sum: 0.037000 It 12,Best ac:0.003722 0.750000 fi:0.435331. Ave ac:0.008891,0.010371 Initialization: 6.091000 Memcpy Classifiers: 0.401000 Memcpy Instances: 9.400000 Kernel 1: 0.023000 Kernel 2: 90.639999 Copyback: 0.017000 Sum: 0.034000 It 13,Best ac:0.006202 0.781250 fi:0.378641. Ave ac:0.009657,0.009201 Initialization: 5.924000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.065000 Kernel 1: 0.024000 Kernel 2: 94.269997 Copyback: 0.017000 Sum: 0.028000 It 14,Best ac:0.005211 0.777778 fi:0.377237. Ave ac:0.007761,0.008736 Initialization: 5.978000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.178000 Kernel 1: 0.024000 Kernel 2: 91.126999 Copyback: 0.017000 Sum: 0.033000 It 15,Best ac:0.003722 0.882353 fi:0.304479. Ave ac:0.008135,0.008146 Initialization: 6.509000 Memcpy Classifiers: 0.400000 Memcpy Instances: 8.078000 Kernel 1: 0.023000 Kernel 2: 92.737000 Copyback: 0.017000 Sum: 0.029000 It 16,Best ac:0.005211 0.954545 fi:0.223745. Ave ac:0.008051,0.008294 Initialization: 5.984000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.557000 Kernel 1: 0.023000 Kernel 2: 96.892998 Copyback: 0.017000 Sum: 0.035000 It 17,Best ac:0.003722 0.833333 fi:0.315625. Ave ac:0.007026,0.008153 Initialization: 5.988000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.540000 Kernel 1: 0.022000 Kernel 2: 93.060997 Copyback: 0.016000 Sum: 0.031000 It 18,Best ac:0.003723 0.882353 fi:0.267602. Ave ac:0.008015,0.007546 Initialization: 6.189000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.084000 Kernel 1: 0.023000 Kernel 2: 89.794998 Copyback: 0.016000 Sum: 0.034000 It 19,Best ac:0.003969 0.842105 fi:0.302916. Ave ac:0.007281,0.007803 Initialization: 5.947000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.426000 Kernel 1: 0.022000 Kernel 2: 89.344002 Copyback: 0.017000 Sum: 0.033000 It 20,Best ac:0.003722 0.882353 fi:0.315544. Ave ac:0.008379,0.011201 Initialization: 6.048000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.549000 Kernel 1: 0.023000 Kernel 2: 90.007004 Copyback: 0.017000 Sum: 0.038000 It 21,Best ac:0.004465 0.818182 fi:0.335639. Ave ac:0.005955,0.008034 Initialization: 6.078000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.142000 Kernel 1: 0.024000 Kernel 2: 91.897003 Copyback: 0.017000 Sum: 0.033000 It 22,Best ac:0.006700 0.729730 fi:0.435340. Ave ac:0.007066,0.006941 Initialization: 6.206000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.181000 Kernel 1: 0.024000 Kernel 2: 91.227997 Copyback: 0.017000 Sum: 0.038000 It 23,Best ac:0.003969 0.761905 fi:0.393174. Ave ac:0.006792,0.007944 Initialization: 7.037000 Memcpy Classifiers: 0.400000 Memcpy Instances: 8.095000 Kernel 1: 0.024000 Kernel 2: 91.144997 Copyback: 0.017000 Sum: 0.028000 It 24,Best ac:0.003969 0.727273 fi:0.417749. Ave ac:0.005961,0.009505 Initialization: 5.851000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.275000 Kernel 1: 0.023000 Kernel 2: 92.365997 Copyback: 0.017000 Sum: 0.033000 It 25,Best ac:0.003970 0.842105 fi:0.315389. Ave ac:0.006600,0.006322 MDL Theory Length Weight: 1.9749600865 (10) Initialization: 6.050000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.566000 Kernel 1: 0.023000 Kernel 2: 92.722000 Copyback: 0.017000 Sum: 0.027000 It 26,Best ac:0.003722 0.833333 fi:0.330081. Ave ac:0.008847,0.009599 Initialization: 5.939000 Memcpy Classifiers: 0.391000 Memcpy Instances: 8.287000 Kernel 1: 0.023000 Kernel 2: 94.883003 Copyback: 0.017000 Sum: 0.030000 It 27,Best ac:0.006452 0.812500 fi:0.346133. Ave ac:0.007861,0.006660 Initialization: 6.010000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.098000 Kernel 1: 0.023000 Kernel 2: 94.320999 Copyback: 0.017000 Sum: 0.038000 It 28,Best ac:0.005211 0.750000 fi:0.418463. Ave ac:0.004822,0.003601 Initialization: 6.447000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.074000 Kernel 1: 0.023000 Kernel 2: 95.487999 Copyback: 0.017000 Sum: 0.030000 It 29,Best ac:0.006452 0.742857 fi:0.410818. Ave ac:0.006254,0.007988 Initialization: 6.122000 Memcpy Classifiers: 0.364000 Memcpy Instances: 8.094000 Kernel 1: 0.024000 Kernel 2: 94.320000 Copyback: 0.017000 Sum: 0.034000 It 30,Best ac:0.005211 0.807692 fi:0.351295. Ave ac:0.005726,0.004380 Initialization: 6.010000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.101000 Kernel 1: 0.024000 Kernel 2: 93.970001 Copyback: 0.017000 Sum: 0.031000 It 31,Best ac:0.003969 0.888889 fi:0.260039. Ave ac:0.007457,0.005535 Initialization: 6.036000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.596000 Kernel 1: 0.023000 Kernel 2: 98.070000 Copyback: 0.016000 Sum: 0.034000 It 32,Best ac:0.004218 0.850000 fi:0.317340. Ave ac:0.006340,0.004117 Initialization: 6.382000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.133000 Kernel 1: 0.022000 Kernel 2: 91.235001 Copyback: 0.017000 Sum: 0.032000 It 33,Best ac:0.005709 0.696970 fi:0.449189. Ave ac:0.004375,0.003397 Initialization: 25.723000 Memcpy Instances: 398.308990 Memcpy Classifiers: 0.078000 Kernel 1: 0.022000 Kernel 2: 534.382019 Copyback: 0.015000 Sum: 0.015000 Memcpy Classifiers: 0.074000 Kernel 1: 0.013000 Kernel 2: 548.364014 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.075000 Kernel 1: 0.013000 Kernel 2: 544.630005 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.074000 Kernel 1: 0.014000 Kernel 2: 529.570007 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.014000 Kernel 2: 531.935974 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.074000 Kernel 1: 0.013000 Kernel 2: 549.684021 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.074000 Kernel 1: 0.013000 Kernel 2: 548.068970 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.074000 Kernel 1: 0.014000 Kernel 2: 539.258972 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.074000 Kernel 1: 0.014000 Kernel 2: 535.583008 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.074000 Kernel 1: 0.013000 Kernel 2: 559.562988 Copyback: 0.368000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 172.544006 Copyback: 0.015000 Sum: 0.000000 It 34,Best ac:0.003911 0.650702 fi:0.498885. Ave ac:0.006833,0.020551 Best acc 0.003911 0.650702 Rule:Att PSSM_-3_7 is [<-1.474686]|Att PSSM_-2_3 is [<4.903416]|Att PSSM_-2_6 is [>-5.896984]|Att PSSM_-1_7 is [-6.217636,0.217636]|Att PSSM_0_2 is [<-2.523918]|Att PSSM_0_3 is [<-2.305243]|Att PSSM_1_20 is [-0.563869,6.926119]|Att PSSM_2_3 is [<4.141353]|Att PSSM_4_7 is [-3.418398,-0.744737]|1 Accuracy : 0.774239 0 1 155702 8378 44594 25964 Removed 1211 instances. 200296 Instances left. Acc of rule 0.003911-0.650702 Initialization: 5.954000 Memcpy Classifiers: 0.539000 Memcpy Instances: 8.027000 Kernel 1: 0.025000 Kernel 2: 97.356003 Copyback: 0.018000 Sum: 0.047000 Initial population average accuracy1:0.004514 accuracy2:0.214942 Initialization: 5.999000 Memcpy Classifiers: 0.489000 Memcpy Instances: 8.008000 Kernel 1: 0.024000 Kernel 2: 103.375000 Copyback: 0.017000 Sum: 0.052000 It 0,Best ac:0.003744 0.625000 fi:0.474981. Ave ac:0.009090,0.013685 Initialization: 6.070000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.016000 Kernel 1: 0.024000 Kernel 2: 104.436996 Copyback: 0.018000 Sum: 0.035000 It 1,Best ac:0.003495 0.560000 fi:0.590460. Ave ac:0.011296,0.013292 Initialization: 6.471000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.030000 Kernel 1: 0.042000 Kernel 2: 103.763000 Copyback: 0.017000 Sum: 0.032000 It 2,Best ac:0.003744 0.576923 fi:0.523058. Ave ac:0.012198,0.012887 Initialization: 6.001000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.053000 Kernel 1: 0.022000 Kernel 2: 106.480003 Copyback: 0.017000 Sum: 0.030000 It 3,Best ac:0.003744 0.714286 fi:0.385695. Ave ac:0.012537,0.013557 Initialization: 5.978000 Memcpy Classifiers: 0.939000 Memcpy Instances: 8.045000 Kernel 1: 0.023000 Kernel 2: 106.164001 Copyback: 0.016000 Sum: 0.029000 It 4,Best ac:0.005492 0.666667 fi:0.432516. Ave ac:0.012780,0.014260 Initialization: 6.470000 Memcpy Classifiers: 0.453000 Memcpy Instances: 8.059000 Kernel 1: 0.023000 Kernel 2: 106.440002 Copyback: 0.017000 Sum: 0.034000 It 5,Best ac:0.004994 0.666667 fi:0.432742. Ave ac:0.012344,0.014383 Initialization: 6.006000 Memcpy Classifiers: 0.553000 Memcpy Instances: 8.012000 Kernel 1: 0.024000 Kernel 2: 106.582001 Copyback: 0.017000 Sum: 0.033000 It 6,Best ac:0.005492 0.647059 fi:0.452124. Ave ac:0.010797,0.011070 Initialization: 5.991000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.009000 Kernel 1: 0.024000 Kernel 2: 106.934998 Copyback: 0.017000 Sum: 0.029000 It 7,Best ac:0.003744 0.789474 fi:0.310507. Ave ac:0.009223,0.010945 Initialization: 5.918000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.013000 Kernel 1: 0.024000 Kernel 2: 107.364998 Copyback: 0.017000 Sum: 0.030000 It 8,Best ac:0.006740 0.692308 fi:0.406305. Ave ac:0.009916,0.011324 Initialization: 6.040000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.092000 Kernel 1: 0.023000 Kernel 2: 104.920998 Copyback: 0.018000 Sum: 0.035000 It 9,Best ac:0.003745 0.681818 fi:0.418161. Ave ac:0.011024,0.013789 Iteration 10:MDL fitness activated Error 0.418161 TL 0.028265 MDL Theory Length Weight: 4.9314722867 (3) Initialization: 5.954000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.519000 Kernel 1: 0.023000 Kernel 2: 104.385002 Copyback: 0.018000 Sum: 0.034000 It 10,Best ac:0.003994 0.727273 fi:0.557002. Ave ac:0.009380,0.011749 Initialization: 6.024000 Memcpy Classifiers: 0.400000 Memcpy Instances: 8.030000 Kernel 1: 0.023000 Kernel 2: 102.663002 Copyback: 0.017000 Sum: 0.032000 It 11,Best ac:0.003495 0.777778 fi:0.532048. Ave ac:0.011707,0.014347 Initialization: 6.076000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.048000 Kernel 1: 0.028000 Kernel 2: 102.106003 Copyback: 0.016000 Sum: 0.032000 It 12,Best ac:0.009236 0.660714 fi:0.539996. Ave ac:0.010974,0.012566 Initialization: 6.055000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.527000 Kernel 1: 0.023000 Kernel 2: 97.838997 Copyback: 0.017000 Sum: 0.037000 It 13,Best ac:0.006490 0.666667 fi:0.549333. Ave ac:0.014182,0.015602 Initialization: 6.025000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.081000 Kernel 1: 0.023000 Kernel 2: 90.010002 Copyback: 0.017000 Sum: 0.040000 It 14,Best ac:0.003744 0.750000 fi:0.466616. Ave ac:0.018743,0.020415 Initialization: 5.976000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.021000 Kernel 1: 0.025000 Kernel 2: 86.033997 Copyback: 0.017000 Sum: 0.032000 It 15,Best ac:0.007239 0.763158 fi:0.417454. Ave ac:0.016619,0.018435 Initialization: 6.034000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.008000 Kernel 1: 0.022000 Kernel 2: 80.525002 Copyback: 0.017000 Sum: 0.027000 It 16,Best ac:0.003245 0.866667 fi:0.438144. Ave ac:0.018339,0.023529 Initialization: 5.914000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.089000 Kernel 1: 0.024000 Kernel 2: 77.772003 Copyback: 0.017000 Sum: 0.024000 It 17,Best ac:0.006241 0.694444 fi:0.472430. Ave ac:0.021928,0.028925 Initialization: 6.030000 Memcpy Classifiers: 0.281000 Memcpy Instances: 9.137000 Kernel 1: 0.022000 Kernel 2: 80.553001 Copyback: 0.017000 Sum: 0.025000 It 18,Best ac:0.003744 0.833333 fi:0.364363. Ave ac:0.021515,0.028178 Initialization: 6.027000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.062000 Kernel 1: 0.023000 Kernel 2: 79.517998 Copyback: 0.017000 Sum: 0.024000 It 19,Best ac:0.004244 0.680000 fi:0.489937. Ave ac:0.019564,0.028152 Initialization: 5.970000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.032000 Kernel 1: 0.024000 Kernel 2: 79.655998 Copyback: 0.017000 Sum: 0.023000 It 20,Best ac:0.003495 0.823529 fi:0.425961. Ave ac:0.018813,0.026435 Initialization: 5.964000 Memcpy Classifiers: 0.263000 Memcpy Instances: 8.137000 Kernel 1: 0.024000 Kernel 2: 80.532997 Copyback: 0.017000 Sum: 0.025000 It 21,Best ac:0.006991 0.756757 fi:0.398320. Ave ac:0.017432,0.028190 Initialization: 6.007000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.277000 Kernel 1: 0.025000 Kernel 2: 77.899002 Copyback: 0.017000 Sum: 0.023000 It 22,Best ac:0.004493 0.750000 fi:0.440250. Ave ac:0.016766,0.020780 Initialization: 6.253000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.007000 Kernel 1: 0.024000 Kernel 2: 76.109001 Copyback: 0.017000 Sum: 0.023000 It 23,Best ac:0.003744 0.750000 fi:0.442280. Ave ac:0.015604,0.025422 Initialization: 6.056000 Memcpy Classifiers: 0.226000 Memcpy Instances: 8.088000 Kernel 1: 0.023000 Kernel 2: 76.723999 Copyback: 0.017000 Sum: 0.025000 It 24,Best ac:0.004993 0.689655 fi:0.497557. Ave ac:0.018389,0.029018 Initialization: 5.993000 Memcpy Classifiers: 0.226000 Memcpy Instances: 8.031000 Kernel 1: 0.023000 Kernel 2: 74.250000 Copyback: 0.017000 Sum: 0.022000 It 25,Best ac:0.006241 0.694444 fi:0.472430. Ave ac:0.019234,0.028890 Initialization: 5.977000 Memcpy Classifiers: 0.246000 Memcpy Instances: 8.067000 Kernel 1: 0.023000 Kernel 2: 76.390999 Copyback: 0.017000 Sum: 0.023000 It 26,Best ac:0.005242 0.724138 fi:0.417517. Ave ac:0.022905,0.028161 Initialization: 6.007000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.498000 Kernel 1: 0.023000 Kernel 2: 76.572998 Copyback: 0.016000 Sum: 0.026000 It 27,Best ac:0.003744 0.833333 fi:0.345530. Ave ac:0.018488,0.026383 Initialization: 6.112000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.032000 Kernel 1: 0.024000 Kernel 2: 77.250000 Copyback: 0.017000 Sum: 0.027000 It 28,Best ac:0.004493 0.720000 fi:0.454207. Ave ac:0.014019,0.023200 Initialization: 5.980000 Memcpy Classifiers: 0.263000 Memcpy Instances: 8.048000 Kernel 1: 0.023000 Kernel 2: 79.897003 Copyback: 0.017000 Sum: 0.025000 It 29,Best ac:0.005242 0.807692 fi:0.361789. Ave ac:0.013241,0.017550 Initialization: 6.037000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.008000 Kernel 1: 0.024000 Kernel 2: 79.167000 Copyback: 0.017000 Sum: 0.024000 It 30,Best ac:0.004245 0.739130 fi:0.434339. Ave ac:0.014689,0.018938 Initialization: 5.983000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.143000 Kernel 1: 0.024000 Kernel 2: 81.646004 Copyback: 0.017000 Sum: 0.025000 It 31,Best ac:0.004744 0.730769 fi:0.434002. Ave ac:0.014177,0.019480 Initialization: 6.000000 Memcpy Classifiers: 0.246000 Memcpy Instances: 8.020000 Kernel 1: 0.024000 Kernel 2: 81.589996 Copyback: 0.017000 Sum: 0.023000 It 32,Best ac:0.004743 0.826087 fi:0.347007. Ave ac:0.014049,0.017855 Initialization: 6.012000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.011000 Kernel 1: 0.023000 Kernel 2: 79.656998 Copyback: 0.017000 Sum: 0.024000 It 33,Best ac:0.004993 0.740741 fi:0.424923. Ave ac:0.011673,0.021328 Initialization: 26.191000 Memcpy Instances: 395.109009 Memcpy Classifiers: 0.065000 Kernel 1: 0.026000 Kernel 2: 485.662994 Copyback: 0.369000 Sum: 0.016000 Memcpy Classifiers: 0.057000 Kernel 1: 0.013000 Kernel 2: 505.269012 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 484.378998 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 489.824005 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.062000 Kernel 1: 0.015000 Kernel 2: 508.117004 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.309000 Kernel 1: 0.013000 Kernel 2: 486.398987 Copyback: 0.021000 Sum: 0.008000 Memcpy Classifiers: 0.064000 Kernel 1: 0.022000 Kernel 2: 498.235992 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.061000 Kernel 1: 0.014000 Kernel 2: 502.027008 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 489.915009 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.014000 Kernel 2: 491.203003 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.004014 0.608169 fi:0.556937. Ave ac:0.017131,0.056719 Best acc 0.004014 0.608169 Initialization: 6.011000 Memcpy Classifiers: 0.522000 Memcpy Instances: 8.304000 Kernel 1: 0.024000 Kernel 2: 96.473000 Copyback: 0.017000 Sum: 0.051000 Initial population average accuracy1:0.005203 accuracy2:0.225463 Initialization: 6.511000 Memcpy Classifiers: 0.680000 Memcpy Instances: 8.042000 Kernel 1: 0.023000 Kernel 2: 101.699997 Copyback: 0.016000 Sum: 0.036000 It 0,Best ac:0.003246 0.619048 fi:0.591209. Ave ac:0.009772,0.013384 Initialization: 6.013000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.002000 Kernel 1: 0.025000 Kernel 2: 102.095001 Copyback: 0.017000 Sum: 0.031000 It 1,Best ac:0.003744 0.600000 fi:0.499981. Ave ac:0.012153,0.015320 Initialization: 6.020000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.023000 Kernel 1: 0.024000 Kernel 2: 98.468002 Copyback: 0.017000 Sum: 0.031000 It 2,Best ac:0.004244 0.531250 fi:0.568503. Ave ac:0.013214,0.015649 Initialization: 7.141000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.035000 Kernel 1: 0.022000 Kernel 2: 96.399002 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.003994 0.551724 fi:0.548143. Ave ac:0.013037,0.014630 Initialization: 5.990000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.514000 Kernel 1: 0.023000 Kernel 2: 94.865997 Copyback: 0.016000 Sum: 0.030000 It 4,Best ac:0.009735 0.650000 fi:0.447245. Ave ac:0.012559,0.014171 Initialization: 6.027000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.064000 Kernel 1: 0.023000 Kernel 2: 93.093002 Copyback: 0.017000 Sum: 0.035000 It 5,Best ac:0.003744 0.681818 fi:0.418163. Ave ac:0.011832,0.012786 Initialization: 6.194000 Memcpy Classifiers: 0.441000 Memcpy Instances: 8.028000 Kernel 1: 0.023000 Kernel 2: 91.844002 Copyback: 0.373000 Sum: 0.032000 It 6,Best ac:0.005741 0.621622 fi:0.477447. Ave ac:0.012685,0.012529 Initialization: 5.967000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.096000 Kernel 1: 0.023000 Kernel 2: 90.825996 Copyback: 0.017000 Sum: 0.032000 It 7,Best ac:0.003495 0.777778 fi:0.372683. Ave ac:0.010798,0.011121 Initialization: 5.989000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.035000 Kernel 1: 0.023000 Kernel 2: 91.319000 Copyback: 0.017000 Sum: 0.036000 It 8,Best ac:0.005741 0.718750 fi:0.380319. Ave ac:0.010070,0.013303 Initialization: 5.970000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.502000 Kernel 1: 0.024000 Kernel 2: 87.918999 Copyback: 0.017000 Sum: 0.038000 It 9,Best ac:0.007489 0.750000 fi:0.348271. Ave ac:0.011847,0.012968 Iteration 10:MDL fitness activated Error 0.348271 TL 0.019958 MDL Theory Length Weight: 5.8166968250 (1) Initialization: 6.012000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.030000 Kernel 1: 0.024000 Kernel 2: 88.850998 Copyback: 0.017000 Sum: 0.031000 It 10,Best ac:0.003744 0.833333 fi:0.400400. Ave ac:0.010170,0.013287 Initialization: 5.942000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.082000 Kernel 1: 0.024000 Kernel 2: 86.346001 Copyback: 0.017000 Sum: 0.035000 It 11,Best ac:0.003495 0.777778 fi:0.536900. Ave ac:0.012118,0.012870 Initialization: 5.938000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.053000 Kernel 1: 0.023000 Kernel 2: 84.400002 Copyback: 0.017000 Sum: 0.032000 It 12,Best ac:0.007738 0.688889 fi:0.536601. Ave ac:0.013459,0.013326 Initialization: 5.923000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.508000 Kernel 1: 0.023000 Kernel 2: 83.684998 Copyback: 0.017000 Sum: 0.029000 It 13,Best ac:0.006490 0.722222 fi:0.497123. Ave ac:0.015950,0.021246 Initialization: 5.962000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.012000 Kernel 1: 0.024000 Kernel 2: 83.412003 Copyback: 0.017000 Sum: 0.029000 It 14,Best ac:0.007491 0.731707 fi:0.517341. Ave ac:0.015337,0.020986 Initialization: 6.037000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.479000 Kernel 1: 0.022000 Kernel 2: 82.808998 Copyback: 0.017000 Sum: 0.031000 It 15,Best ac:0.007489 0.750000 fi:0.463871. Ave ac:0.013700,0.016222 Initialization: 5.964000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.141000 Kernel 1: 0.023000 Kernel 2: 84.603996 Copyback: 0.016000 Sum: 0.029000 It 16,Best ac:0.005993 0.888889 fi:0.390345. Ave ac:0.011444,0.015236 Initialization: 5.885000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.014000 Kernel 1: 0.023000 Kernel 2: 83.533997 Copyback: 0.017000 Sum: 0.029000 It 17,Best ac:0.004245 0.850000 fi:0.393004. Ave ac:0.012077,0.014559 Initialization: 6.051000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.013000 Kernel 1: 0.024000 Kernel 2: 81.228996 Copyback: 0.017000 Sum: 0.029000 It 18,Best ac:0.004244 0.894737 fi:0.348269. Ave ac:0.010097,0.012304 Initialization: 5.990000 Memcpy Classifiers: 0.282000 Memcpy Instances: 8.087000 Kernel 1: 0.024000 Kernel 2: 84.237999 Copyback: 0.017000 Sum: 0.034000 It 19,Best ac:0.005741 0.766667 fi:0.469992. Ave ac:0.009148,0.010270 Initialization: 6.452000 Memcpy Classifiers: 0.304000 Memcpy Instances: 8.019000 Kernel 1: 0.024000 Kernel 2: 84.344002 Copyback: 0.017000 Sum: 0.029000 It 20,Best ac:0.003495 0.823529 fi:0.461586. Ave ac:0.006941,0.007262 Initialization: 6.010000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.200000 Kernel 1: 0.022000 Kernel 2: 84.453003 Copyback: 0.021000 Sum: 0.035000 It 21,Best ac:0.006740 0.794118 fi:0.450636. Ave ac:0.007862,0.006977 Initialization: 5.990000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.004000 Kernel 1: 0.024000 Kernel 2: 82.750999 Copyback: 0.017000 Sum: 0.032000 It 22,Best ac:0.005492 0.733333 fi:0.540958. Ave ac:0.008125,0.009291 Initialization: 5.900000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.279000 Kernel 1: 0.024000 Kernel 2: 85.476997 Copyback: 0.018000 Sum: 0.030000 It 23,Best ac:0.003744 0.833333 fi:0.391832. Ave ac:0.006992,0.007655 Initialization: 5.977000 Memcpy Classifiers: 0.359000 Memcpy Instances: 8.022000 Kernel 1: 0.024000 Kernel 2: 83.074997 Copyback: 0.017000 Sum: 0.033000 It 24,Best ac:0.004743 0.760000 fi:0.487853. Ave ac:0.008700,0.007626 Initialization: 6.138000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.020000 Kernel 1: 0.024000 Kernel 2: 85.602997 Copyback: 0.019000 Sum: 0.034000 It 25,Best ac:0.006490 0.896552 fi:0.319348. Ave ac:0.010178,0.007962 Initialization: 6.051000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.016000 Kernel 1: 0.023000 Kernel 2: 84.460999 Copyback: 0.020000 Sum: 0.034000 It 26,Best ac:0.003994 0.666667 fi:0.571802. Ave ac:0.006325,0.006332 Initialization: 6.091000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.770000 Kernel 1: 0.023000 Kernel 2: 86.564003 Copyback: 0.017000 Sum: 0.031000 It 27,Best ac:0.005242 0.750000 fi:0.450089. Ave ac:0.008514,0.008876 Initialization: 6.134000 Memcpy Classifiers: 0.309000 Memcpy Instances: 8.224000 Kernel 1: 0.023000 Kernel 2: 85.958000 Copyback: 0.017000 Sum: 0.028000 It 28,Best ac:0.009486 0.622951 fi:0.563634. Ave ac:0.009920,0.009978 Initialization: 6.164000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.050000 Kernel 1: 0.024000 Kernel 2: 82.264999 Copyback: 0.018000 Sum: 0.028000 It 29,Best ac:0.004743 0.863636 fi:0.371419. Ave ac:0.012747,0.011781 Initialization: 5.989000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.079000 Kernel 1: 0.023000 Kernel 2: 83.021004 Copyback: 0.017000 Sum: 0.033000 It 30,Best ac:0.003994 0.842105 fi:0.421979. Ave ac:0.007087,0.005672 Initialization: 6.523000 Memcpy Classifiers: 0.323000 Memcpy Instances: 8.280000 Kernel 1: 0.022000 Kernel 2: 83.527000 Copyback: 0.017000 Sum: 0.026000 It 31,Best ac:0.003994 0.727273 fi:0.486728. Ave ac:0.009173,0.009804 Initialization: 6.011000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.027000 Kernel 1: 0.024000 Kernel 2: 82.459000 Copyback: 0.017000 Sum: 0.030000 It 32,Best ac:0.003495 0.777778 fi:0.481786. Ave ac:0.010171,0.009072 Initialization: 5.992000 Memcpy Classifiers: 0.246000 Memcpy Instances: 8.002000 Kernel 1: 0.025000 Kernel 2: 83.332001 Copyback: 0.031000 Sum: 0.029000 It 33,Best ac:0.003246 0.928571 fi:0.397555. Ave ac:0.009490,0.010718 Initialization: 26.940001 Memcpy Instances: 395.186005 Memcpy Classifiers: 0.063000 Kernel 1: 0.025000 Kernel 2: 491.490997 Copyback: 0.016000 Sum: 0.016000 Memcpy Classifiers: 0.057000 Kernel 1: 0.015000 Kernel 2: 492.377991 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.061000 Kernel 1: 0.014000 Kernel 2: 507.605011 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.014000 Kernel 2: 479.393005 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 493.708008 Copyback: 0.022000 Sum: 0.006000 Memcpy Classifiers: 0.063000 Kernel 1: 0.020000 Kernel 2: 485.377991 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.061000 Kernel 1: 0.014000 Kernel 2: 480.756989 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 482.529999 Copyback: 0.023000 Sum: 0.082000 Memcpy Classifiers: 0.274000 Kernel 1: 0.021000 Kernel 2: 481.333008 Copyback: 0.023000 Sum: 0.008000 Memcpy Classifiers: 0.064000 Kernel 1: 0.022000 Kernel 2: 484.118011 Copyback: 0.023000 Sum: 0.009000 It 34,Best ac:0.009057 0.587816 fi:0.598964. Ave ac:0.010411,0.033932 Best acc 0.009057 0.587816 Rule:Att PSSM_-3_5 is [-1.340316,11.594973]|Att PSSM_-2_7 is [<5.932761]|Att PSSM_-1_13 is [-2.796710,9.036494]|Att PSSM_0_11 is [>-4.187041]|Att PSSM_0_12 is [-5.643031,-3.523455]|Att PSSM_1_20 is [-2.800418,3.886196]|1 Accuracy : 0.775458 0 1 155184 8896 43790 26768 Removed 1322 instances. 198974 Instances left. Acc of rule 0.004014-0.608169 Initialization: 6.035000 Memcpy Classifiers: 0.577000 Memcpy Instances: 7.962000 Kernel 1: 0.025000 Kernel 2: 97.803001 Copyback: 0.018000 Sum: 0.047000 Initial population average accuracy1:0.005855 accuracy2:0.205122 Initialization: 5.992000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.124000 Kernel 1: 0.022000 Kernel 2: 106.538002 Copyback: 0.017000 Sum: 0.037000 It 0,Best ac:0.009047 0.507042 fi:0.590470. Ave ac:0.012534,0.020107 Initialization: 5.978000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.949000 Kernel 1: 0.024000 Kernel 2: 104.935997 Copyback: 0.017000 Sum: 0.033000 It 1,Best ac:0.006030 0.545455 fi:0.553450. Ave ac:0.015839,0.021941 Initialization: 5.941000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.027000 Kernel 1: 0.023000 Kernel 2: 98.307999 Copyback: 0.017000 Sum: 0.031000 It 2,Best ac:0.008794 0.507246 fi:0.590381. Ave ac:0.016804,0.020684 Initialization: 5.978000 Memcpy Classifiers: 0.417000 Memcpy Instances: 7.957000 Kernel 1: 0.024000 Kernel 2: 97.139000 Copyback: 0.018000 Sum: 0.037000 It 3,Best ac:0.004525 0.600000 fi:0.499599. Ave ac:0.015154,0.017908 Initialization: 6.022000 Memcpy Classifiers: 0.470000 Memcpy Instances: 7.970000 Kernel 1: 0.024000 Kernel 2: 92.744003 Copyback: 0.017000 Sum: 0.029000 It 4,Best ac:0.005025 0.666667 fi:0.432702. Ave ac:0.014519,0.018353 Initialization: 5.921000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.977000 Kernel 1: 0.024000 Kernel 2: 90.674004 Copyback: 0.017000 Sum: 0.031000 It 5,Best ac:0.003769 0.625000 fi:0.474950. Ave ac:0.011781,0.013660 Initialization: 6.267000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.971000 Kernel 1: 0.024000 Kernel 2: 88.703003 Copyback: 0.017000 Sum: 0.033000 It 6,Best ac:0.003268 0.812500 fi:0.383315. Ave ac:0.008032,0.010502 Initialization: 5.982000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.013000 Kernel 1: 0.023000 Kernel 2: 94.932999 Copyback: 0.016000 Sum: 0.028000 It 7,Best ac:0.006032 0.685714 fi:0.413191. Ave ac:0.008980,0.008870 Initialization: 6.038000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.144000 Kernel 1: 0.024000 Kernel 2: 94.747002 Copyback: 0.017000 Sum: 0.036000 It 8,Best ac:0.005025 0.666667 fi:0.432702. Ave ac:0.008705,0.009370 Initialization: 6.035000 Memcpy Classifiers: 0.381000 Memcpy Instances: 7.991000 Kernel 1: 0.023000 Kernel 2: 95.866997 Copyback: 0.016000 Sum: 0.032000 It 9,Best ac:0.006283 0.675676 fi:0.423110. Ave ac:0.008898,0.009923 Iteration 10:MDL fitness activated Error 0.423110 TL 0.034327 MDL Theory Length Weight: 4.1086584003 (4) Initialization: 5.969000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.063000 Kernel 1: 0.023000 Kernel 2: 96.397003 Copyback: 0.017000 Sum: 0.026000 It 10,Best ac:0.014322 0.670588 fi:0.519026. Ave ac:0.008289,0.007856 Initialization: 5.946000 Memcpy Classifiers: 0.409000 Memcpy Instances: 8.139000 Kernel 1: 0.023000 Kernel 2: 92.731003 Copyback: 0.016000 Sum: 0.036000 It 11,Best ac:0.011809 0.839286 fi:0.391817. Ave ac:0.011212,0.011307 Initialization: 6.015000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.949000 Kernel 1: 0.025000 Kernel 2: 91.241997 Copyback: 0.018000 Sum: 0.035000 It 12,Best ac:0.006281 0.714286 fi:0.519903. Ave ac:0.009409,0.010218 Initialization: 6.165000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.138000 Kernel 1: 0.022000 Kernel 2: 88.337997 Copyback: 0.017000 Sum: 0.032000 It 13,Best ac:0.007789 0.704545 fi:0.497436. Ave ac:0.012378,0.014088 Initialization: 6.158000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.990000 Kernel 1: 0.024000 Kernel 2: 86.592003 Copyback: 0.017000 Sum: 0.031000 It 14,Best ac:0.003769 0.681818 fi:0.545987. Ave ac:0.011951,0.011915 Initialization: 6.011000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.966000 Kernel 1: 0.022000 Kernel 2: 85.030998 Copyback: 0.018000 Sum: 0.033000 It 15,Best ac:0.005782 0.696970 fi:0.508771. Ave ac:0.009372,0.009656 Initialization: 5.940000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.964000 Kernel 1: 0.025000 Kernel 2: 83.667000 Copyback: 0.017000 Sum: 0.040000 It 16,Best ac:0.004021 0.800000 fi:0.412771. Ave ac:0.013453,0.011858 Initialization: 6.030000 Memcpy Classifiers: 0.353000 Memcpy Instances: 9.652000 Kernel 1: 0.022000 Kernel 2: 84.863998 Copyback: 0.017000 Sum: 0.034000 It 17,Best ac:0.004020 0.761905 fi:0.445200. Ave ac:0.010229,0.008614 Initialization: 6.191000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.025000 Kernel 1: 0.023000 Kernel 2: 80.432999 Copyback: 0.017000 Sum: 0.032000 It 18,Best ac:0.007035 0.651163 fi:0.547892. Ave ac:0.008724,0.007662 Initialization: 5.990000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.959000 Kernel 1: 0.023000 Kernel 2: 82.223999 Copyback: 0.020000 Sum: 0.036000 It 19,Best ac:0.003770 0.625000 fi:0.593802. Ave ac:0.010750,0.010451 Initialization: 6.024000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.647000 Kernel 1: 0.024000 Kernel 2: 80.551003 Copyback: 0.018000 Sum: 0.040000 It 20,Best ac:0.005025 0.740741 fi:0.461241. Ave ac:0.010851,0.013829 MDL Theory Length Weight: 3.6977925603 (10) Initialization: 6.514000 Memcpy Classifiers: 0.323000 Memcpy Instances: 8.044000 Kernel 1: 0.022000 Kernel 2: 80.487999 Copyback: 0.017000 Sum: 0.034000 It 21,Best ac:0.004020 0.695652 fi:0.485657. Ave ac:0.010618,0.010544 Initialization: 6.192000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.507000 Kernel 1: 0.022000 Kernel 2: 80.097000 Copyback: 0.017000 Sum: 0.033000 It 22,Best ac:0.004271 0.739130 fi:0.462231. Ave ac:0.013322,0.013262 Initialization: 6.065000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.155000 Kernel 1: 0.023000 Kernel 2: 80.613998 Copyback: 0.017000 Sum: 0.032000 It 23,Best ac:0.003770 0.625000 fi:0.545461. Ave ac:0.009985,0.011910 Initialization: 6.504000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.971000 Kernel 1: 0.022000 Kernel 2: 79.366997 Copyback: 0.017000 Sum: 0.029000 It 24,Best ac:0.003769 0.750000 fi:0.446494. Ave ac:0.015084,0.020217 Initialization: 6.134000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.970000 Kernel 1: 0.024000 Kernel 2: 79.279999 Copyback: 0.017000 Sum: 0.037000 It 25,Best ac:0.003769 0.789474 fi:0.409712. Ave ac:0.015679,0.017984 Initialization: 6.324000 Memcpy Classifiers: 0.285000 Memcpy Instances: 7.996000 Kernel 1: 0.022000 Kernel 2: 80.237000 Copyback: 0.018000 Sum: 0.028000 It 26,Best ac:0.007039 0.756757 fi:0.432233. Ave ac:0.012741,0.013202 Initialization: 5.961000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.150000 Kernel 1: 0.024000 Kernel 2: 79.928001 Copyback: 0.016000 Sum: 0.027000 It 27,Best ac:0.007286 0.743590 fi:0.445486. Ave ac:0.011845,0.011330 Initialization: 6.438000 Memcpy Classifiers: 0.285000 Memcpy Instances: 8.049000 Kernel 1: 0.024000 Kernel 2: 81.241997 Copyback: 0.017000 Sum: 0.033000 It 28,Best ac:0.005530 0.846154 fi:0.347630. Ave ac:0.012877,0.011869 Initialization: 6.191000 Memcpy Classifiers: 0.289000 Memcpy Instances: 8.145000 Kernel 1: 0.024000 Kernel 2: 80.401001 Copyback: 0.017000 Sum: 0.031000 It 29,Best ac:0.003518 0.823529 fi:0.403340. Ave ac:0.009012,0.007829 Initialization: 6.098000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.003000 Kernel 1: 0.023000 Kernel 2: 79.321999 Copyback: 0.018000 Sum: 0.030000 It 30,Best ac:0.004020 0.800000 fi:0.381861. Ave ac:0.008548,0.007822 Initialization: 6.277000 Memcpy Classifiers: 0.282000 Memcpy Instances: 7.978000 Kernel 1: 0.023000 Kernel 2: 80.300003 Copyback: 0.018000 Sum: 0.028000 It 31,Best ac:0.004274 0.708333 fi:0.471640. Ave ac:0.008242,0.008652 Initialization: 5.935000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.971000 Kernel 1: 0.023000 Kernel 2: 78.986000 Copyback: 0.017000 Sum: 0.028000 It 32,Best ac:0.004774 0.703704 fi:0.462575. Ave ac:0.009677,0.012615 Initialization: 6.037000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.955000 Kernel 1: 0.023000 Kernel 2: 80.194000 Copyback: 0.017000 Sum: 0.032000 It 33,Best ac:0.004523 0.782609 fi:0.407867. Ave ac:0.007971,0.008589 Initialization: 26.600000 Memcpy Instances: 397.066010 Memcpy Classifiers: 0.071000 Kernel 1: 0.024000 Kernel 2: 492.480988 Copyback: 0.018000 Sum: 0.016000 Memcpy Classifiers: 0.064000 Kernel 1: 0.017000 Kernel 2: 487.087006 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.069000 Kernel 1: 0.013000 Kernel 2: 480.838013 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.069000 Kernel 1: 0.024000 Kernel 2: 472.362000 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.069000 Kernel 1: 0.013000 Kernel 2: 488.115997 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.069000 Kernel 1: 0.014000 Kernel 2: 488.205994 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.069000 Kernel 1: 0.013000 Kernel 2: 488.433014 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.013000 Kernel 2: 484.679993 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.069000 Kernel 1: 0.014000 Kernel 2: 478.778992 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 421.408997 Copyback: 0.021000 Sum: 0.005000 It 34,Best ac:0.004599 0.595316 fi:0.571044. Ave ac:0.009841,0.030063 Best acc 0.004599 0.595316 Initialization: 5.929000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.959000 Kernel 1: 0.027000 Kernel 2: 96.228996 Copyback: 0.017000 Sum: 0.045000 Initial population average accuracy1:0.005539 accuracy2:0.225303 Initialization: 6.007000 Memcpy Classifiers: 0.489000 Memcpy Instances: 8.329000 Kernel 1: 0.022000 Kernel 2: 102.624001 Copyback: 0.017000 Sum: 0.030000 It 0,Best ac:0.006030 0.470588 fi:0.628317. Ave ac:0.011483,0.014551 Initialization: 5.910000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.960000 Kernel 1: 0.024000 Kernel 2: 99.126999 Copyback: 0.017000 Sum: 0.031000 It 1,Best ac:0.003771 0.600000 fi:0.499948. Ave ac:0.012849,0.015825 Initialization: 5.997000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.986000 Kernel 1: 0.022000 Kernel 2: 101.390999 Copyback: 0.017000 Sum: 0.031000 It 2,Best ac:0.003769 0.652174 fi:0.447776. Ave ac:0.014486,0.016233 Initialization: 5.936000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.988000 Kernel 1: 0.023000 Kernel 2: 99.070999 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.004271 0.586207 fi:0.513510. Ave ac:0.010897,0.012416 Initialization: 5.960000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.968000 Kernel 1: 0.023000 Kernel 2: 98.875000 Copyback: 0.017000 Sum: 0.029000 It 4,Best ac:0.004524 0.642857 fi:0.456744. Ave ac:0.010789,0.011910 Initialization: 6.100000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.004000 Kernel 1: 0.023000 Kernel 2: 96.692001 Copyback: 0.017000 Sum: 0.030000 It 5,Best ac:0.005278 0.700000 fi:0.399250. Ave ac:0.012013,0.015606 Initialization: 5.965000 Memcpy Classifiers: 0.381000 Memcpy Instances: 7.972000 Kernel 1: 0.023000 Kernel 2: 94.199997 Copyback: 0.017000 Sum: 0.029000 It 6,Best ac:0.006032 0.666667 fi:0.432238. Ave ac:0.009457,0.011083 Initialization: 5.972000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.008000 Kernel 1: 0.024000 Kernel 2: 91.782997 Copyback: 0.017000 Sum: 0.030000 It 7,Best ac:0.003769 0.652174 fi:0.447776. Ave ac:0.010691,0.013955 Initialization: 5.966000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.200000 Kernel 1: 0.023000 Kernel 2: 90.609001 Copyback: 0.018000 Sum: 0.031000 It 8,Best ac:0.004272 0.739130 fi:0.360587. Ave ac:0.010142,0.012731 Initialization: 5.924000 Memcpy Classifiers: 0.396000 Memcpy Instances: 8.034000 Kernel 1: 0.022000 Kernel 2: 91.616997 Copyback: 0.017000 Sum: 0.029000 It 9,Best ac:0.005780 0.657143 fi:0.441878. Ave ac:0.010107,0.014580 Iteration 10:MDL fitness activated Error 0.441878 TL 0.033483 MDL Theory Length Weight: 4.3990098746 (2) Initialization: 5.921000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.936000 Kernel 1: 0.023000 Kernel 2: 90.985001 Copyback: 0.017000 Sum: 0.031000 It 10,Best ac:0.005528 0.594595 fi:0.619540. Ave ac:0.008757,0.011766 Initialization: 9.682000 Memcpy Classifiers: 0.510000 Memcpy Instances: 9.909000 Kernel 1: 0.022000 Kernel 2: 90.804001 Copyback: 0.018000 Sum: 0.037000 It 11,Best ac:0.008294 0.673469 fi:0.527384. Ave ac:0.013206,0.017833 Initialization: 5.997000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.956000 Kernel 1: 0.024000 Kernel 2: 87.045998 Copyback: 0.020000 Sum: 0.036000 It 12,Best ac:0.004272 0.850000 fi:0.359849. Ave ac:0.015223,0.021302 Initialization: 6.011000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.164000 Kernel 1: 0.023000 Kernel 2: 83.392998 Copyback: 0.023000 Sum: 0.034000 It 13,Best ac:0.007538 0.731707 fi:0.417664. Ave ac:0.013343,0.020966 Initialization: 6.422000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.986000 Kernel 1: 0.024000 Kernel 2: 80.469002 Copyback: 0.017000 Sum: 0.032000 It 14,Best ac:0.006784 0.675000 fi:0.481354. Ave ac:0.014673,0.026083 Initialization: 6.205000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.594000 Kernel 1: 0.022000 Kernel 2: 83.139000 Copyback: 0.017000 Sum: 0.028000 It 15,Best ac:0.003769 0.714286 fi:0.457186. Ave ac:0.010238,0.015452 Initialization: 5.944000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.010000 Kernel 1: 0.024000 Kernel 2: 80.375000 Copyback: 0.017000 Sum: 0.027000 It 16,Best ac:0.007286 0.707317 fi:0.459807. Ave ac:0.015776,0.024171 Initialization: 6.086000 Memcpy Classifiers: 0.265000 Memcpy Instances: 7.956000 Kernel 1: 0.023000 Kernel 2: 77.208000 Copyback: 0.017000 Sum: 0.024000 It 17,Best ac:0.004271 0.680000 fi:0.534715. Ave ac:0.012722,0.025453 Initialization: 5.909000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.037000 Kernel 1: 0.023000 Kernel 2: 77.068001 Copyback: 0.016000 Sum: 0.023000 It 18,Best ac:0.005026 0.666667 fi:0.493746. Ave ac:0.016894,0.032368 Initialization: 5.951000 Memcpy Classifiers: 0.265000 Memcpy Instances: 7.945000 Kernel 1: 0.024000 Kernel 2: 76.328003 Copyback: 0.017000 Sum: 0.022000 It 19,Best ac:0.004524 0.720000 fi:0.456283. Ave ac:0.017481,0.031574 Initialization: 5.990000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.955000 Kernel 1: 0.024000 Kernel 2: 76.554001 Copyback: 0.017000 Sum: 0.027000 It 20,Best ac:0.003267 0.866667 fi:0.397926. Ave ac:0.014802,0.027081 Initialization: 5.954000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.081000 Kernel 1: 0.022000 Kernel 2: 76.302002 Copyback: 0.017000 Sum: 0.025000 It 21,Best ac:0.004271 0.653846 fi:0.511161. Ave ac:0.017220,0.033431 MDL Theory Length Weight: 3.9591088872 (10) Initialization: 5.985000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.027000 Kernel 1: 0.025000 Kernel 2: 75.691002 Copyback: 0.018000 Sum: 0.025000 It 22,Best ac:0.006534 0.650000 fi:0.475452. Ave ac:0.017234,0.031108 Initialization: 6.367000 Memcpy Classifiers: 0.304000 Memcpy Instances: 7.973000 Kernel 1: 0.023000 Kernel 2: 73.052002 Copyback: 0.017000 Sum: 0.023000 It 23,Best ac:0.005025 0.588235 fi:0.564819. Ave ac:0.015173,0.027137 Initialization: 6.670000 Memcpy Classifiers: 0.285000 Memcpy Instances: 9.002000 Kernel 1: 0.022000 Kernel 2: 73.872002 Copyback: 0.017000 Sum: 0.025000 It 24,Best ac:0.008291 0.804878 fi:0.342744. Ave ac:0.018732,0.031112 Initialization: 5.935000 Memcpy Classifiers: 0.228000 Memcpy Instances: 8.054000 Kernel 1: 0.022000 Kernel 2: 76.807999 Copyback: 0.016000 Sum: 0.021000 It 25,Best ac:0.004272 0.680000 fi:0.478479. Ave ac:0.013851,0.031033 Initialization: 6.134000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.598000 Kernel 1: 0.022000 Kernel 2: 75.315002 Copyback: 0.017000 Sum: 0.022000 It 26,Best ac:0.003518 0.700000 fi:0.461701. Ave ac:0.014977,0.028363 Initialization: 5.943000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.972000 Kernel 1: 0.024000 Kernel 2: 74.216003 Copyback: 0.017000 Sum: 0.021000 It 27,Best ac:0.004271 0.680000 fi:0.485992. Ave ac:0.013509,0.024113 Initialization: 5.853000 Memcpy Classifiers: 0.205000 Memcpy Instances: 8.004000 Kernel 1: 0.023000 Kernel 2: 81.617996 Copyback: 0.016000 Sum: 0.023000 It 28,Best ac:0.003769 0.652174 fi:0.477943. Ave ac:0.014159,0.031440 Initialization: 7.338000 Memcpy Classifiers: 0.305000 Memcpy Instances: 8.061000 Kernel 1: 0.023000 Kernel 2: 75.113998 Copyback: 0.017000 Sum: 0.021000 It 29,Best ac:0.003518 0.823529 fi:0.342384. Ave ac:0.017780,0.035130 Initialization: 6.044000 Memcpy Classifiers: 0.228000 Memcpy Instances: 7.992000 Kernel 1: 0.023000 Kernel 2: 77.266998 Copyback: 0.017000 Sum: 0.021000 It 30,Best ac:0.005026 0.689655 fi:0.478727. Ave ac:0.016144,0.033843 Initialization: 5.952000 Memcpy Classifiers: 0.206000 Memcpy Instances: 7.966000 Kernel 1: 0.025000 Kernel 2: 78.415001 Copyback: 0.017000 Sum: 0.023000 It 31,Best ac:0.006283 0.675676 fi:0.455110. Ave ac:0.019385,0.043334 Initialization: 5.890000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.469000 Kernel 1: 0.023000 Kernel 2: 74.053001 Copyback: 0.017000 Sum: 0.022000 It 32,Best ac:0.005278 0.724138 fi:0.417098. Ave ac:0.025266,0.046654 Initialization: 5.969000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.949000 Kernel 1: 0.024000 Kernel 2: 72.497002 Copyback: 0.017000 Sum: 0.021000 It 33,Best ac:0.004020 0.727273 fi:0.402728. Ave ac:0.020156,0.043592 Initialization: 27.527000 Memcpy Instances: 393.658997 Memcpy Classifiers: 0.071000 Kernel 1: 0.026000 Kernel 2: 438.933014 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.064000 Kernel 1: 0.015000 Kernel 2: 445.257996 Copyback: 0.021000 Sum: 0.007000 Memcpy Classifiers: 0.071000 Kernel 1: 0.022000 Kernel 2: 446.467010 Copyback: 0.016000 Sum: 0.005000 Memcpy Classifiers: 0.096000 Kernel 1: 0.017000 Kernel 2: 451.416992 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.015000 Kernel 2: 433.074005 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 428.647003 Copyback: 0.369000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.012000 Kernel 2: 437.136993 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.012000 Kernel 2: 435.660004 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 439.688995 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.073000 Kernel 1: 0.015000 Kernel 2: 388.217010 Copyback: 0.015000 Sum: 0.002000 It 34,Best ac:0.004845 0.557870 fi:0.573579. Ave ac:0.021055,0.076032 Best acc 0.004845 0.557870 Rule:Att PSSM_-3_3 is [<8.463241]|Att PSSM_-3_12 is [-5.722023,-3.107166]|Att PSSM_0_2 is [<-3.820246]|Att PSSM_0_4 is [<-3.736910]|Att PSSM_3_7 is [<-0.354787]|Att PSSM_4_2 is [<3.296705]|1 Accuracy : 0.776707 0 1 154562 9518 42875 27683 Removed 1537 instances. 197437 Instances left. Acc of rule 0.004599-0.595316 Initialization: 5.887000 Memcpy Classifiers: 0.549000 Memcpy Instances: 7.924000 Kernel 1: 0.025000 Kernel 2: 96.736000 Copyback: 0.017000 Sum: 0.049000 Initial population average accuracy1:0.005990 accuracy2:0.224638 Initialization: 6.732000 Memcpy Classifiers: 0.488000 Memcpy Instances: 7.949000 Kernel 1: 0.023000 Kernel 2: 104.856003 Copyback: 0.017000 Sum: 0.036000 It 0,Best ac:0.008103 0.492308 fi:0.605586. Ave ac:0.010124,0.013360 Initialization: 6.876000 Memcpy Classifiers: 0.506000 Memcpy Instances: 7.930000 Kernel 1: 0.024000 Kernel 2: 102.503998 Copyback: 0.017000 Sum: 0.032000 It 1,Best ac:0.006586 0.590909 fi:0.507697. Ave ac:0.012712,0.014441 Initialization: 5.948000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.383000 Kernel 1: 0.024000 Kernel 2: 104.294998 Copyback: 0.017000 Sum: 0.033000 It 2,Best ac:0.007852 0.563636 fi:0.534376. Ave ac:0.013050,0.015410 Initialization: 5.908000 Memcpy Classifiers: 0.432000 Memcpy Instances: 7.907000 Kernel 1: 0.023000 Kernel 2: 104.380997 Copyback: 0.017000 Sum: 0.029000 It 3,Best ac:0.005824 0.621622 fi:0.477343. Ave ac:0.013186,0.014628 Initialization: 5.890000 Memcpy Classifiers: 0.404000 Memcpy Instances: 7.913000 Kernel 1: 0.022000 Kernel 2: 100.446999 Copyback: 0.017000 Sum: 0.030000 It 4,Best ac:0.003293 0.722222 fi:0.456703. Ave ac:0.011245,0.012434 Initialization: 5.966000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.350000 Kernel 1: 0.023000 Kernel 2: 100.162003 Copyback: 0.018000 Sum: 0.030000 It 5,Best ac:0.005571 0.758621 fi:0.340463. Ave ac:0.011223,0.011219 Initialization: 5.961000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.931000 Kernel 1: 0.023000 Kernel 2: 101.252998 Copyback: 0.016000 Sum: 0.031000 It 6,Best ac:0.005065 0.714286 fi:0.385035. Ave ac:0.009802,0.009664 Initialization: 5.832000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.181000 Kernel 1: 0.023000 Kernel 2: 100.378998 Copyback: 0.017000 Sum: 0.033000 It 7,Best ac:0.003546 0.777778 fi:0.337987. Ave ac:0.010441,0.010237 Initialization: 5.933000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.946000 Kernel 1: 0.022000 Kernel 2: 100.202003 Copyback: 0.017000 Sum: 0.035000 It 8,Best ac:0.004813 0.760000 fi:0.339436. Ave ac:0.007791,0.007002 Initialization: 5.898000 Memcpy Classifiers: 0.414000 Memcpy Instances: 7.882000 Kernel 1: 0.025000 Kernel 2: 98.325996 Copyback: 0.018000 Sum: 0.032000 It 9,Best ac:0.005824 0.741935 fi:0.357029. Ave ac:0.007368,0.006876 Iteration 10:MDL fitness activated Error 0.357029 TL 0.036910 MDL Theory Length Weight: 3.2243568916 (3) Initialization: 5.992000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.918000 Kernel 1: 0.023000 Kernel 2: 100.449997 Copyback: 0.017000 Sum: 0.034000 It 10,Best ac:0.004557 0.782609 fi:0.464106. Ave ac:0.007209,0.006521 Initialization: 5.952000 Memcpy Classifiers: 0.448000 Memcpy Instances: 7.906000 Kernel 1: 0.024000 Kernel 2: 98.558998 Copyback: 0.017000 Sum: 0.033000 It 11,Best ac:0.004051 0.800000 fi:0.383294. Ave ac:0.006790,0.006270 Initialization: 5.859000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.891000 Kernel 1: 0.022000 Kernel 2: 96.666000 Copyback: 0.021000 Sum: 0.036000 It 12,Best ac:0.008612 0.666667 fi:0.530809. Ave ac:0.007956,0.007253 Initialization: 5.899000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.881000 Kernel 1: 0.024000 Kernel 2: 97.500000 Copyback: 0.017000 Sum: 0.032000 It 13,Best ac:0.006837 0.710526 fi:0.458899. Ave ac:0.008466,0.007628 Initialization: 5.947000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.893000 Kernel 1: 0.024000 Kernel 2: 94.954002 Copyback: 0.017000 Sum: 0.032000 It 14,Best ac:0.005571 0.709677 fi:0.453799. Ave ac:0.008543,0.006710 Initialization: 5.910000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.958000 Kernel 1: 0.023000 Kernel 2: 95.232002 Copyback: 0.017000 Sum: 0.032000 It 15,Best ac:0.006077 0.800000 fi:0.411801. Ave ac:0.009618,0.007469 Initialization: 6.034000 Memcpy Classifiers: 0.381000 Memcpy Instances: 7.883000 Kernel 1: 0.024000 Kernel 2: 95.691002 Copyback: 0.017000 Sum: 0.031000 It 16,Best ac:0.004052 0.800000 fi:0.398182. Ave ac:0.008022,0.006751 Initialization: 5.952000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.955000 Kernel 1: 0.024000 Kernel 2: 96.831001 Copyback: 0.017000 Sum: 0.031000 It 17,Best ac:0.004811 0.730769 fi:0.481669. Ave ac:0.006992,0.006483 Initialization: 5.962000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.372000 Kernel 1: 0.023000 Kernel 2: 95.049004 Copyback: 0.017000 Sum: 0.034000 It 18,Best ac:0.003798 0.714286 fi:0.493556. Ave ac:0.009590,0.008703 Initialization: 6.418000 Memcpy Classifiers: 0.381000 Memcpy Instances: 7.976000 Kernel 1: 0.023000 Kernel 2: 95.476997 Copyback: 0.017000 Sum: 0.028000 It 19,Best ac:0.006584 0.666667 fi:0.519585. Ave ac:0.008065,0.007691 Initialization: 5.909000 Memcpy Classifiers: 0.387000 Memcpy Instances: 7.914000 Kernel 1: 0.023000 Kernel 2: 93.973000 Copyback: 0.017000 Sum: 0.029000 It 20,Best ac:0.003544 0.777778 fi:0.453574. Ave ac:0.011313,0.009391 MDL Theory Length Weight: 2.9019212024 (10) Initialization: 6.106000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.941000 Kernel 1: 0.023000 Kernel 2: 92.334000 Copyback: 0.017000 Sum: 0.029000 It 21,Best ac:0.004811 0.791667 fi:0.377344. Ave ac:0.012398,0.011023 Initialization: 5.969000 Memcpy Classifiers: 0.378000 Memcpy Instances: 7.884000 Kernel 1: 0.025000 Kernel 2: 96.098000 Copyback: 0.017000 Sum: 0.029000 It 22,Best ac:0.006331 0.757576 fi:0.423419. Ave ac:0.009914,0.008335 Initialization: 5.961000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.789000 Kernel 1: 0.022000 Kernel 2: 94.754997 Copyback: 0.017000 Sum: 0.030000 It 23,Best ac:0.003545 0.823529 fi:0.365250. Ave ac:0.008887,0.007029 Initialization: 5.854000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.956000 Kernel 1: 0.024000 Kernel 2: 92.228996 Copyback: 0.017000 Sum: 0.030000 It 24,Best ac:0.009119 0.750000 fi:0.416108. Ave ac:0.008446,0.007414 Initialization: 5.971000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.937000 Kernel 1: 0.024000 Kernel 2: 93.260002 Copyback: 0.018000 Sum: 0.035000 It 25,Best ac:0.003545 0.777778 fi:0.435356. Ave ac:0.008705,0.007300 Initialization: 5.939000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.359000 Kernel 1: 0.023000 Kernel 2: 94.607002 Copyback: 0.017000 Sum: 0.036000 It 26,Best ac:0.005318 0.807692 fi:0.382265. Ave ac:0.010117,0.008319 Initialization: 5.949000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.920000 Kernel 1: 0.023000 Kernel 2: 92.796997 Copyback: 0.017000 Sum: 0.028000 It 27,Best ac:0.003291 0.866667 fi:0.375556. Ave ac:0.009332,0.007371 Initialization: 6.204000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.027000 Kernel 1: 0.024000 Kernel 2: 91.369003 Copyback: 0.016000 Sum: 0.032000 It 28,Best ac:0.004305 0.894737 fi:0.292040. Ave ac:0.007718,0.005846 Initialization: 5.884000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.923000 Kernel 1: 0.024000 Kernel 2: 92.905998 Copyback: 0.016000 Sum: 0.032000 It 29,Best ac:0.006331 0.735294 fi:0.443926. Ave ac:0.005544,0.005093 Initialization: 6.476000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.807000 Kernel 1: 0.023000 Kernel 2: 87.509003 Copyback: 0.017000 Sum: 0.035000 It 30,Best ac:0.004053 0.761905 fi:0.421619. Ave ac:0.005945,0.004696 Initialization: 6.385000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.220000 Kernel 1: 0.023000 Kernel 2: 92.193001 Copyback: 0.017000 Sum: 0.032000 It 31,Best ac:0.004305 0.772727 fi:0.399440. Ave ac:0.007421,0.006450 Initialization: 6.113000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.923000 Kernel 1: 0.024000 Kernel 2: 89.280998 Copyback: 0.017000 Sum: 0.032000 It 32,Best ac:0.007595 0.750000 fi:0.411113. Ave ac:0.008173,0.006056 Initialization: 5.870000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.901000 Kernel 1: 0.023000 Kernel 2: 88.079002 Copyback: 0.017000 Sum: 0.034000 It 33,Best ac:0.006839 0.771429 fi:0.403222. Ave ac:0.007253,0.005341 Initialization: 28.120001 Memcpy Instances: 389.290009 Memcpy Classifiers: 0.071000 Kernel 1: 0.024000 Kernel 2: 532.172974 Copyback: 0.015000 Sum: 0.015000 Memcpy Classifiers: 0.063000 Kernel 1: 0.014000 Kernel 2: 530.916992 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.069000 Kernel 1: 0.013000 Kernel 2: 548.393005 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.013000 Kernel 2: 553.586975 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.013000 Kernel 2: 536.406982 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.014000 Kernel 2: 528.273010 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.016000 Kernel 2: 523.994019 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.013000 Kernel 2: 517.293030 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.013000 Kernel 2: 530.560974 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.072000 Kernel 1: 0.013000 Kernel 2: 475.851013 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.005825 0.635008 fi:0.526933. Ave ac:0.008906,0.026309 Best acc 0.005825 0.635008 Initialization: 6.084000 Memcpy Classifiers: 0.626000 Memcpy Instances: 7.908000 Kernel 1: 0.024000 Kernel 2: 96.223999 Copyback: 0.017000 Sum: 0.044000 Initial population average accuracy1:0.005745 accuracy2:0.211198 Initialization: 5.986000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.909000 Kernel 1: 0.024000 Kernel 2: 104.209000 Copyback: 0.017000 Sum: 0.054000 It 0,Best ac:0.005572 0.423077 fi:0.676003. Ave ac:0.011198,0.014939 Initialization: 5.939000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.894000 Kernel 1: 0.025000 Kernel 2: 101.775002 Copyback: 0.016000 Sum: 0.031000 It 1,Best ac:0.004306 0.566667 fi:0.533007. Ave ac:0.012141,0.014008 Initialization: 5.920000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.425000 Kernel 1: 0.024000 Kernel 2: 99.328003 Copyback: 0.016000 Sum: 0.032000 It 2,Best ac:0.003797 0.600000 fi:0.499913. Ave ac:0.011387,0.012327 Initialization: 5.922000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.389000 Kernel 1: 0.023000 Kernel 2: 99.495003 Copyback: 0.018000 Sum: 0.030000 It 3,Best ac:0.007850 0.607843 fi:0.490169. Ave ac:0.011541,0.013518 Initialization: 5.857000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.130000 Kernel 1: 0.024000 Kernel 2: 101.303001 Copyback: 0.017000 Sum: 0.028000 It 4,Best ac:0.007092 0.595745 fi:0.502624. Ave ac:0.011665,0.013531 Initialization: 5.862000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.004000 Kernel 1: 0.023000 Kernel 2: 99.642998 Copyback: 0.017000 Sum: 0.031000 It 5,Best ac:0.003798 0.681818 fi:0.418093. Ave ac:0.010330,0.011554 Initialization: 5.974000 Memcpy Classifiers: 0.435000 Memcpy Instances: 7.894000 Kernel 1: 0.024000 Kernel 2: 101.510002 Copyback: 0.017000 Sum: 0.033000 It 6,Best ac:0.004052 0.727273 fi:0.372522. Ave ac:0.010449,0.011234 Initialization: 5.912000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.891000 Kernel 1: 0.024000 Kernel 2: 101.533997 Copyback: 0.017000 Sum: 0.029000 It 7,Best ac:0.003545 0.823529 fi:0.293266. Ave ac:0.009887,0.010914 Initialization: 5.957000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.909000 Kernel 1: 0.023000 Kernel 2: 101.700996 Copyback: 0.017000 Sum: 0.034000 It 8,Best ac:0.003799 0.714286 fi:0.385625. Ave ac:0.008601,0.012891 Initialization: 6.363000 Memcpy Classifiers: 0.435000 Memcpy Instances: 7.955000 Kernel 1: 0.024000 Kernel 2: 98.742996 Copyback: 0.017000 Sum: 0.034000 It 9,Best ac:0.004305 0.629630 fi:0.470044. Ave ac:0.010251,0.011167 Iteration 10:MDL fitness activated Error 0.470044 TL 0.029711 MDL Theory Length Weight: 5.2734455864 (3) Initialization: 5.862000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.247000 Kernel 1: 0.023000 Kernel 2: 127.125999 Copyback: 0.024000 Sum: 0.036000 It 10,Best ac:0.008612 0.629630 fi:0.613853. Ave ac:0.010440,0.012914 Initialization: 5.903000 Memcpy Classifiers: 0.433000 Memcpy Instances: 9.292000 Kernel 1: 0.022000 Kernel 2: 95.802002 Copyback: 0.017000 Sum: 0.036000 It 11,Best ac:0.004053 0.727273 fi:0.519618. Ave ac:0.012435,0.015393 Initialization: 5.954000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.359000 Kernel 1: 0.023000 Kernel 2: 95.807999 Copyback: 0.017000 Sum: 0.036000 It 12,Best ac:0.003040 0.923077 fi:0.456013. Ave ac:0.011202,0.012187 Initialization: 5.978000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.886000 Kernel 1: 0.024000 Kernel 2: 94.727997 Copyback: 0.016000 Sum: 0.034000 It 13,Best ac:0.004305 0.680000 fi:0.538731. Ave ac:0.010018,0.010983 Initialization: 6.028000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.907000 Kernel 1: 0.024000 Kernel 2: 89.579002 Copyback: 0.017000 Sum: 0.031000 It 14,Best ac:0.003545 0.875000 fi:0.404099. Ave ac:0.010539,0.015241 Initialization: 5.974000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.912000 Kernel 1: 0.023000 Kernel 2: 88.029999 Copyback: 0.017000 Sum: 0.036000 It 15,Best ac:0.004811 0.760000 fi:0.454089. Ave ac:0.012664,0.016646 Initialization: 5.949000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.884000 Kernel 1: 0.024000 Kernel 2: 84.837997 Copyback: 0.017000 Sum: 0.030000 It 16,Best ac:0.006329 0.714286 fi:0.504501. Ave ac:0.011051,0.014306 Initialization: 5.928000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.888000 Kernel 1: 0.023000 Kernel 2: 84.075996 Copyback: 0.017000 Sum: 0.034000 It 17,Best ac:0.004052 0.727273 fi:0.502309. Ave ac:0.010516,0.012701 Initialization: 5.904000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.424000 Kernel 1: 0.023000 Kernel 2: 83.515999 Copyback: 0.017000 Sum: 0.032000 It 18,Best ac:0.007850 0.756098 fi:0.456537. Ave ac:0.010243,0.013293 Initialization: 5.872000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.928000 Kernel 1: 0.023000 Kernel 2: 81.404999 Copyback: 0.017000 Sum: 0.031000 It 19,Best ac:0.005571 0.880000 fi:0.327817. Ave ac:0.011057,0.014581 Initialization: 5.959000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.918000 Kernel 1: 0.024000 Kernel 2: 79.265999 Copyback: 0.017000 Sum: 0.026000 It 20,Best ac:0.005316 0.724138 fi:0.486369. Ave ac:0.008417,0.009516 Initialization: 6.341000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.891000 Kernel 1: 0.024000 Kernel 2: 78.950996 Copyback: 0.017000 Sum: 0.026000 It 21,Best ac:0.003293 0.812500 fi:0.456334. Ave ac:0.008730,0.007649 Initialization: 5.946000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.879000 Kernel 1: 0.023000 Kernel 2: 77.106003 Copyback: 0.017000 Sum: 0.028000 It 22,Best ac:0.004813 0.678571 fi:0.522378. Ave ac:0.009486,0.009590 Initialization: 5.895000 Memcpy Classifiers: 0.258000 Memcpy Instances: 8.049000 Kernel 1: 0.023000 Kernel 2: 76.981003 Copyback: 0.017000 Sum: 0.025000 It 23,Best ac:0.004813 0.703704 fi:0.504022. Ave ac:0.009624,0.010442 Initialization: 6.520000 Memcpy Classifiers: 0.248000 Memcpy Instances: 8.858000 Kernel 1: 0.022000 Kernel 2: 77.764000 Copyback: 0.017000 Sum: 0.026000 It 24,Best ac:0.004811 0.904762 fi:0.303410. Ave ac:0.009332,0.013026 Initialization: 5.870000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.924000 Kernel 1: 0.024000 Kernel 2: 77.546997 Copyback: 0.017000 Sum: 0.024000 It 25,Best ac:0.004559 0.818182 fi:0.368924. Ave ac:0.010588,0.011148 Initialization: 5.937000 Memcpy Classifiers: 0.264000 Memcpy Instances: 9.523000 Kernel 1: 0.022000 Kernel 2: 78.247002 Copyback: 0.017000 Sum: 0.025000 It 26,Best ac:0.004052 0.800000 fi:0.406479. Ave ac:0.008886,0.007129 Initialization: 5.945000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.890000 Kernel 1: 0.024000 Kernel 2: 77.654999 Copyback: 0.017000 Sum: 0.028000 It 27,Best ac:0.006332 0.862069 fi:0.347935. Ave ac:0.008071,0.006849 Initialization: 5.963000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.980000 Kernel 1: 0.022000 Kernel 2: 78.795998 Copyback: 0.017000 Sum: 0.030000 It 28,Best ac:0.004305 0.772727 fi:0.463706. Ave ac:0.006622,0.006465 Initialization: 5.908000 Memcpy Classifiers: 0.247000 Memcpy Instances: 7.935000 Kernel 1: 0.023000 Kernel 2: 79.524002 Copyback: 0.018000 Sum: 0.028000 It 29,Best ac:0.004306 0.772727 fi:0.446282. Ave ac:0.007474,0.010802 Initialization: 5.912000 Memcpy Classifiers: 0.264000 Memcpy Instances: 9.093000 Kernel 1: 0.022000 Kernel 2: 79.288002 Copyback: 0.017000 Sum: 0.028000 It 30,Best ac:0.003798 0.714286 fi:0.497287. Ave ac:0.007500,0.009221 Initialization: 5.968000 Memcpy Classifiers: 0.247000 Memcpy Instances: 7.899000 Kernel 1: 0.023000 Kernel 2: 80.024002 Copyback: 0.017000 Sum: 0.028000 It 31,Best ac:0.003798 0.833333 fi:0.357634. Ave ac:0.008454,0.009323 Initialization: 5.906000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.880000 Kernel 1: 0.023000 Kernel 2: 75.848000 Copyback: 0.017000 Sum: 0.026000 It 32,Best ac:0.006332 0.806452 fi:0.384458. Ave ac:0.007419,0.008184 Initialization: 5.949000 Memcpy Classifiers: 0.381000 Memcpy Instances: 7.924000 Kernel 1: 0.024000 Kernel 2: 76.920998 Copyback: 0.017000 Sum: 0.022000 It 33,Best ac:0.005065 0.769231 fi:0.423002. Ave ac:0.009084,0.011568 MDL Theory Length Weight: 4.7461010277 (10) Initialization: 26.790001 Memcpy Instances: 392.298004 Memcpy Classifiers: 0.061000 Kernel 1: 0.025000 Kernel 2: 485.106995 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.053000 Kernel 1: 0.014000 Kernel 2: 481.110992 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 489.510010 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 488.315002 Copyback: 0.016000 Sum: 0.004000 Memcpy Classifiers: 0.052000 Kernel 1: 0.016000 Kernel 2: 499.041992 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 492.833008 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 499.695007 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 490.319000 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.012000 Kernel 2: 484.789001 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.057000 Kernel 1: 0.013000 Kernel 2: 430.319000 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.003839 0.619787 fi:0.580599. Ave ac:0.007715,0.023052 Best acc 0.003839 0.619787 Rule:Att PSSM_-2_4 is [<0.083834]|Att PSSM_-2_12 is [-6.678259,-1.592758]|Att PSSM_-2_15 is [-6.588447,5.830748]|Att PSSM_-1_4 is [<-1.758579]|Att PSSM_-1_10 is [-0.846913,5.282635]|Att PSSM_0_12 is [<-2.078449]|Att PSSM_2_7 is [<-1.805237]|1 Accuracy : 0.778791 0 1 153901 10179 41725 28833 Removed 1811 instances. 195626 Instances left. Acc of rule 0.005825-0.635008 Initialization: 5.940000 Memcpy Classifiers: 0.559000 Memcpy Instances: 7.802000 Kernel 1: 0.026000 Kernel 2: 97.221001 Copyback: 0.017000 Sum: 0.046000 Initial population average accuracy1:0.005017 accuracy2:0.202464 Initialization: 5.963000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.811000 Kernel 1: 0.024000 Kernel 2: 101.602997 Copyback: 0.017000 Sum: 0.033000 It 0,Best ac:0.006133 0.461538 fi:0.637230. Ave ac:0.009711,0.013512 Initialization: 5.918000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.901000 Kernel 1: 0.023000 Kernel 2: 104.606003 Copyback: 0.017000 Sum: 0.030000 It 1,Best ac:0.006135 0.545455 fi:0.553310. Ave ac:0.011814,0.015142 Initialization: 5.953000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.904000 Kernel 1: 0.023000 Kernel 2: 106.670998 Copyback: 0.017000 Sum: 0.032000 It 2,Best ac:0.004857 0.633333 fi:0.466041. Ave ac:0.014305,0.016071 Initialization: 5.997000 Memcpy Classifiers: 0.453000 Memcpy Instances: 7.913000 Kernel 1: 0.023000 Kernel 2: 107.987999 Copyback: 0.017000 Sum: 0.028000 It 3,Best ac:0.008689 0.557377 fi:0.540173. Ave ac:0.013666,0.014451 Initialization: 5.897000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.568000 Kernel 1: 0.023000 Kernel 2: 107.507004 Copyback: 0.017000 Sum: 0.027000 It 4,Best ac:0.004089 0.666667 fi:0.433076. Ave ac:0.012744,0.013364 Initialization: 5.863000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.824000 Kernel 1: 0.024000 Kernel 2: 103.240997 Copyback: 0.017000 Sum: 0.031000 It 5,Best ac:0.003579 0.636364 fi:0.463620. Ave ac:0.011906,0.011743 Initialization: 5.955000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.866000 Kernel 1: 0.024000 Kernel 2: 100.190002 Copyback: 0.017000 Sum: 0.030000 It 6,Best ac:0.003833 0.681818 fi:0.418046. Ave ac:0.010985,0.012508 Initialization: 5.991000 Memcpy Classifiers: 0.454000 Memcpy Instances: 8.282000 Kernel 1: 0.022000 Kernel 2: 97.480003 Copyback: 0.017000 Sum: 0.028000 It 7,Best ac:0.004856 0.612903 fi:0.486474. Ave ac:0.008806,0.008398 Initialization: 5.934000 Memcpy Classifiers: 0.470000 Memcpy Instances: 7.821000 Kernel 1: 0.024000 Kernel 2: 96.805000 Copyback: 0.017000 Sum: 0.029000 It 8,Best ac:0.004857 0.826087 fi:0.273287. Ave ac:0.009847,0.010847 Initialization: 5.902000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.838000 Kernel 1: 0.023000 Kernel 2: 96.478996 Copyback: 0.017000 Sum: 0.030000 It 9,Best ac:0.004600 0.750000 fi:0.349499. Ave ac:0.009215,0.009799 Iteration 10:MDL fitness activated Error 0.349499 TL 0.022727 MDL Theory Length Weight: 5.1260120455 (2) Initialization: 5.935000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.803000 Kernel 1: 0.024000 Kernel 2: 94.209000 Copyback: 0.017000 Sum: 0.030000 It 10,Best ac:0.004857 0.760000 fi:0.452846. Ave ac:0.008624,0.009571 Initialization: 5.909000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.866000 Kernel 1: 0.024000 Kernel 2: 94.988998 Copyback: 0.017000 Sum: 0.033000 It 11,Best ac:0.003578 0.823529 fi:0.427194. Ave ac:0.009267,0.009744 Initialization: 5.892000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.831000 Kernel 1: 0.024000 Kernel 2: 90.309998 Copyback: 0.017000 Sum: 0.032000 It 12,Best ac:0.007922 0.861111 fi:0.375154. Ave ac:0.008985,0.009605 Initialization: 5.953000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.986000 Kernel 1: 0.022000 Kernel 2: 86.547997 Copyback: 0.372000 Sum: 0.032000 It 13,Best ac:0.006645 0.722222 fi:0.536432. Ave ac:0.007295,0.008993 Initialization: 5.962000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.832000 Kernel 1: 0.024000 Kernel 2: 86.343002 Copyback: 0.017000 Sum: 0.035000 It 14,Best ac:0.005879 0.718750 fi:0.556170. Ave ac:0.007829,0.011713 Initialization: 5.923000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.848000 Kernel 1: 0.024000 Kernel 2: 86.175003 Copyback: 0.017000 Sum: 0.036000 It 15,Best ac:0.004601 0.720000 fi:0.505843. Ave ac:0.006758,0.007754 Initialization: 5.946000 Memcpy Classifiers: 0.403000 Memcpy Instances: 7.812000 Kernel 1: 0.023000 Kernel 2: 86.585999 Copyback: 0.017000 Sum: 0.032000 It 16,Best ac:0.005111 0.689655 fi:0.550891. Ave ac:0.008438,0.010078 Initialization: 5.853000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.891000 Kernel 1: 0.023000 Kernel 2: 86.825996 Copyback: 0.017000 Sum: 0.032000 It 17,Best ac:0.002811 0.916667 fi:0.439424. Ave ac:0.009584,0.011325 Initialization: 5.878000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.859000 Kernel 1: 0.022000 Kernel 2: 85.227997 Copyback: 0.016000 Sum: 0.029000 It 18,Best ac:0.007669 0.731707 fi:0.477266. Ave ac:0.009467,0.010880 Initialization: 5.860000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.821000 Kernel 1: 0.023000 Kernel 2: 80.653000 Copyback: 0.017000 Sum: 0.030000 It 19,Best ac:0.006391 0.757576 fi:0.453486. Ave ac:0.010097,0.009073 Initialization: 6.049000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.165000 Kernel 1: 0.023000 Kernel 2: 80.975998 Copyback: 0.023000 Sum: 0.040000 It 20,Best ac:0.004089 0.888889 fi:0.359202. Ave ac:0.007692,0.006529 Initialization: 5.884000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.809000 Kernel 1: 0.024000 Kernel 2: 76.565002 Copyback: 0.017000 Sum: 0.033000 It 21,Best ac:0.003578 0.875000 fi:0.356490. Ave ac:0.006262,0.005044 Initialization: 5.895000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.343000 Kernel 1: 0.022000 Kernel 2: 76.311996 Copyback: 0.017000 Sum: 0.033000 It 22,Best ac:0.003834 0.714286 fi:0.498292. Ave ac:0.006032,0.005027 Initialization: 6.472000 Memcpy Classifiers: 0.323000 Memcpy Instances: 7.819000 Kernel 1: 0.022000 Kernel 2: 77.487000 Copyback: 0.017000 Sum: 0.039000 It 23,Best ac:0.005624 0.785714 fi:0.445710. Ave ac:0.006113,0.004838 Initialization: 5.903000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.823000 Kernel 1: 0.023000 Kernel 2: 78.235001 Copyback: 0.018000 Sum: 0.035000 It 24,Best ac:0.004344 0.809524 fi:0.416444. Ave ac:0.007582,0.006250 Initialization: 5.867000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.809000 Kernel 1: 0.024000 Kernel 2: 76.981003 Copyback: 0.017000 Sum: 0.033000 It 25,Best ac:0.003578 0.777778 fi:0.438219. Ave ac:0.007269,0.005573 Initialization: 6.438000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.848000 Kernel 1: 0.023000 Kernel 2: 76.384003 Copyback: 0.017000 Sum: 0.036000 It 26,Best ac:0.004600 0.782609 fi:0.425762. Ave ac:0.007944,0.005934 Initialization: 5.853000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.806000 Kernel 1: 0.024000 Kernel 2: 75.372002 Copyback: 0.017000 Sum: 0.033000 It 27,Best ac:0.003578 0.736842 fi:0.482362. Ave ac:0.006341,0.004864 Initialization: 5.907000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.849000 Kernel 1: 0.024000 Kernel 2: 75.403999 Copyback: 0.016000 Sum: 0.031000 It 28,Best ac:0.005879 0.766667 fi:0.437291. Ave ac:0.006689,0.005749 Initialization: 5.883000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.937000 Kernel 1: 0.023000 Kernel 2: 75.922997 Copyback: 0.017000 Sum: 0.033000 It 29,Best ac:0.007924 0.673913 fi:0.503740. Ave ac:0.007899,0.005648 Initialization: 5.979000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.844000 Kernel 1: 0.024000 Kernel 2: 78.000000 Copyback: 0.020000 Sum: 0.035000 It 30,Best ac:0.003322 0.650000 fi:0.599559. Ave ac:0.006242,0.006601 MDL Theory Length Weight: 4.6134108409 (10) Initialization: 5.919000 Memcpy Classifiers: 0.351000 Memcpy Instances: 9.118000 Kernel 1: 0.023000 Kernel 2: 81.630997 Copyback: 0.016000 Sum: 0.030000 It 31,Best ac:0.003834 0.833333 fi:0.367973. Ave ac:0.010702,0.010749 Initialization: 5.908000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.818000 Kernel 1: 0.023000 Kernel 2: 76.239998 Copyback: 0.017000 Sum: 0.035000 It 32,Best ac:0.005624 0.687500 fi:0.512653. Ave ac:0.007698,0.006569 Initialization: 5.847000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.952000 Kernel 1: 0.022000 Kernel 2: 78.059998 Copyback: 0.017000 Sum: 0.031000 It 33,Best ac:0.005112 0.800000 fi:0.412229. Ave ac:0.009725,0.007822 Initialization: 27.375000 Memcpy Instances: 386.770996 Memcpy Classifiers: 0.072000 Kernel 1: 0.027000 Kernel 2: 516.453003 Copyback: 0.015000 Sum: 0.017000 Memcpy Classifiers: 0.062000 Kernel 1: 0.014000 Kernel 2: 519.453003 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.069000 Kernel 1: 0.014000 Kernel 2: 508.979004 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 519.109009 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.012000 Kernel 2: 519.643005 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 526.793030 Copyback: 0.018000 Sum: 0.004000 Memcpy Classifiers: 0.069000 Kernel 1: 0.018000 Kernel 2: 511.444000 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.013000 Kernel 2: 527.763977 Copyback: 0.368000 Sum: 0.002000 Memcpy Classifiers: 0.067000 Kernel 1: 0.014000 Kernel 2: 530.007996 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.071000 Kernel 1: 0.013000 Kernel 2: 377.494995 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.005751 0.571646 fi:0.621867. Ave ac:0.009217,0.027185 Best acc 0.005751 0.571646 Initialization: 5.967000 Memcpy Classifiers: 0.541000 Memcpy Instances: 7.806000 Kernel 1: 0.025000 Kernel 2: 95.748001 Copyback: 0.018000 Sum: 0.046000 Initial population average accuracy1:0.005631 accuracy2:0.213281 Initialization: 6.427000 Memcpy Classifiers: 0.490000 Memcpy Instances: 7.835000 Kernel 1: 0.023000 Kernel 2: 103.910004 Copyback: 0.017000 Sum: 0.033000 It 0,Best ac:0.010736 0.482759 fi:0.613811. Ave ac:0.010787,0.015018 Initialization: 5.980000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.808000 Kernel 1: 0.024000 Kernel 2: 102.387001 Copyback: 0.017000 Sum: 0.029000 It 1,Best ac:0.003834 0.468750 fi:0.631112. Ave ac:0.012283,0.015819 Initialization: 5.927000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.817000 Kernel 1: 0.024000 Kernel 2: 102.615997 Copyback: 0.017000 Sum: 0.028000 It 2,Best ac:0.012267 0.516129 fi:0.579716. Ave ac:0.011890,0.012741 Initialization: 5.856000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.818000 Kernel 1: 0.023000 Kernel 2: 99.276001 Copyback: 0.017000 Sum: 0.028000 It 3,Best ac:0.004856 0.558824 fi:0.540553. Ave ac:0.011279,0.011801 Initialization: 5.930000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.809000 Kernel 1: 0.024000 Kernel 2: 102.779999 Copyback: 0.017000 Sum: 0.033000 It 4,Best ac:0.006645 0.590909 fi:0.507615. Ave ac:0.012578,0.012623 Initialization: 6.198000 Memcpy Classifiers: 0.453000 Memcpy Instances: 7.916000 Kernel 1: 0.023000 Kernel 2: 99.668999 Copyback: 0.017000 Sum: 0.035000 It 5,Best ac:0.003833 0.652174 fi:0.447690. Ave ac:0.011395,0.011577 Initialization: 6.820000 Memcpy Classifiers: 0.436000 Memcpy Instances: 8.102000 Kernel 1: 0.023000 Kernel 2: 98.596001 Copyback: 0.017000 Sum: 0.029000 It 6,Best ac:0.005111 0.769231 fi:0.330024. Ave ac:0.013453,0.013891 Initialization: 5.889000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.860000 Kernel 1: 0.023000 Kernel 2: 97.459000 Copyback: 0.017000 Sum: 0.033000 It 7,Best ac:0.003833 0.714286 fi:0.385578. Ave ac:0.011868,0.011921 Initialization: 5.929000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.806000 Kernel 1: 0.025000 Kernel 2: 98.446999 Copyback: 0.017000 Sum: 0.031000 It 8,Best ac:0.004600 0.692308 fi:0.407191. Ave ac:0.009120,0.009548 Initialization: 5.886000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.843000 Kernel 1: 0.024000 Kernel 2: 98.733002 Copyback: 0.016000 Sum: 0.035000 It 9,Best ac:0.006646 0.722222 fi:0.376298. Ave ac:0.008493,0.008944 Iteration 10:MDL fitness activated Error 0.376298 TL 0.026088 MDL Theory Length Weight: 4.8080829266 (4) Initialization: 5.888000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.825000 Kernel 1: 0.024000 Kernel 2: 97.643997 Copyback: 0.019000 Sum: 0.035000 It 10,Best ac:0.004601 0.620690 fi:0.619193. Ave ac:0.007392,0.006710 Initialization: 5.885000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.889000 Kernel 1: 0.023000 Kernel 2: 97.167999 Copyback: 0.017000 Sum: 0.029000 It 11,Best ac:0.006900 0.613636 fi:0.580127. Ave ac:0.009357,0.010141 Initialization: 5.842000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.868000 Kernel 1: 0.023000 Kernel 2: 93.822998 Copyback: 0.016000 Sum: 0.037000 It 12,Best ac:0.008180 0.695652 fi:0.500098. Ave ac:0.009774,0.011625 Initialization: 5.935000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.806000 Kernel 1: 0.024000 Kernel 2: 93.917000 Copyback: 0.016000 Sum: 0.033000 It 13,Best ac:0.006391 0.781250 fi:0.452035. Ave ac:0.009935,0.011337 Initialization: 5.923000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.837000 Kernel 1: 0.024000 Kernel 2: 90.741997 Copyback: 0.017000 Sum: 0.034000 It 14,Best ac:0.004856 0.730769 fi:0.488355. Ave ac:0.008988,0.009457 Initialization: 5.829000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.839000 Kernel 1: 0.024000 Kernel 2: 86.658997 Copyback: 0.017000 Sum: 0.032000 It 15,Best ac:0.003579 0.777778 fi:0.426449. Ave ac:0.009079,0.009426 Initialization: 5.845000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.895000 Kernel 1: 0.024000 Kernel 2: 83.460999 Copyback: 0.018000 Sum: 0.038000 It 16,Best ac:0.005624 0.814815 fi:0.458598. Ave ac:0.010373,0.009262 Initialization: 5.920000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.632000 Kernel 1: 0.023000 Kernel 2: 82.634003 Copyback: 0.017000 Sum: 0.034000 It 17,Best ac:0.004090 0.800000 fi:0.460945. Ave ac:0.008461,0.007518 Initialization: 5.898000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.839000 Kernel 1: 0.023000 Kernel 2: 83.334999 Copyback: 0.016000 Sum: 0.032000 It 18,Best ac:0.005112 0.714286 fi:0.504830. Ave ac:0.009295,0.009502 Initialization: 5.871000 Memcpy Classifiers: 0.313000 Memcpy Instances: 7.804000 Kernel 1: 0.023000 Kernel 2: 81.658997 Copyback: 0.019000 Sum: 0.032000 It 19,Best ac:0.004857 0.863636 fi:0.364544. Ave ac:0.013271,0.012843 Initialization: 5.885000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.867000 Kernel 1: 0.023000 Kernel 2: 79.792000 Copyback: 0.017000 Sum: 0.031000 It 20,Best ac:0.006646 0.764706 fi:0.451093. Ave ac:0.011031,0.013103 Initialization: 5.859000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.838000 Kernel 1: 0.023000 Kernel 2: 80.977997 Copyback: 0.018000 Sum: 0.031000 It 21,Best ac:0.007411 0.763158 fi:0.438497. Ave ac:0.009826,0.012391 Initialization: 5.830000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.890000 Kernel 1: 0.024000 Kernel 2: 79.321999 Copyback: 0.017000 Sum: 0.028000 It 22,Best ac:0.004600 0.782609 fi:0.434704. Ave ac:0.010212,0.011870 Initialization: 6.093000 Memcpy Classifiers: 1.111000 Memcpy Instances: 8.143000 Kernel 1: 0.023000 Kernel 2: 77.856003 Copyback: 0.016000 Sum: 0.032000 It 23,Best ac:0.004857 0.730769 fi:0.518968. Ave ac:0.008155,0.012971 Initialization: 5.894000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.878000 Kernel 1: 0.024000 Kernel 2: 75.718002 Copyback: 0.017000 Sum: 0.029000 It 24,Best ac:0.003833 0.789474 fi:0.430254. Ave ac:0.012518,0.016593 Initialization: 5.851000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.258000 Kernel 1: 0.023000 Kernel 2: 75.653999 Copyback: 0.017000 Sum: 0.024000 It 25,Best ac:0.007156 0.800000 fi:0.369359. Ave ac:0.015164,0.019553 Initialization: 6.362000 Memcpy Classifiers: 0.265000 Memcpy Instances: 7.844000 Kernel 1: 0.023000 Kernel 2: 75.427002 Copyback: 0.017000 Sum: 0.027000 It 26,Best ac:0.003833 0.714286 fi:0.500375. Ave ac:0.009755,0.012413 Initialization: 5.935000 Memcpy Classifiers: 0.282000 Memcpy Instances: 7.807000 Kernel 1: 0.023000 Kernel 2: 75.402000 Copyback: 0.018000 Sum: 0.033000 It 27,Best ac:0.003833 0.882353 fi:0.323344. Ave ac:0.011994,0.015062 Initialization: 5.887000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.907000 Kernel 1: 0.022000 Kernel 2: 74.431000 Copyback: 0.017000 Sum: 0.027000 It 28,Best ac:0.005368 0.750000 fi:0.460792. Ave ac:0.009617,0.012201 Initialization: 5.915000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.308000 Kernel 1: 0.022000 Kernel 2: 75.179001 Copyback: 0.017000 Sum: 0.029000 It 29,Best ac:0.003579 0.777778 fi:0.403573. Ave ac:0.009332,0.010124 Initialization: 5.898000 Memcpy Classifiers: 0.282000 Memcpy Instances: 7.996000 Kernel 1: 0.023000 Kernel 2: 77.529999 Copyback: 0.018000 Sum: 0.031000 It 30,Best ac:0.003833 0.833333 fi:0.349210. Ave ac:0.008865,0.009385 Initialization: 5.829000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.911000 Kernel 1: 0.023000 Kernel 2: 78.281998 Copyback: 0.017000 Sum: 0.032000 It 31,Best ac:0.004600 0.692308 fi:0.484712. Ave ac:0.009603,0.011352 Initialization: 6.120000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.806000 Kernel 1: 0.024000 Kernel 2: 76.344002 Copyback: 0.018000 Sum: 0.031000 It 32,Best ac:0.005111 0.714286 fi:0.463573. Ave ac:0.009350,0.011326 Initialization: 5.877000 Memcpy Classifiers: 0.282000 Memcpy Instances: 7.844000 Kernel 1: 0.023000 Kernel 2: 78.572998 Copyback: 0.017000 Sum: 0.030000 It 33,Best ac:0.003578 0.777778 fi:0.413129. Ave ac:0.008527,0.010452 Initialization: 28.687000 Memcpy Instances: 386.169006 Memcpy Classifiers: 0.063000 Kernel 1: 0.023000 Kernel 2: 500.181000 Copyback: 0.368000 Sum: 0.016000 Memcpy Classifiers: 0.057000 Kernel 1: 0.014000 Kernel 2: 486.510010 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 479.566986 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 480.615997 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 503.643005 Copyback: 0.017000 Sum: 0.005000 Memcpy Classifiers: 0.062000 Kernel 1: 0.015000 Kernel 2: 494.953003 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 498.654999 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 504.278015 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 491.173004 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.060000 Kernel 1: 0.013000 Kernel 2: 376.851990 Copyback: 0.015000 Sum: 0.002000 It 34,Best ac:0.005204 0.585394 fi:0.617312. Ave ac:0.008069,0.023964 Best acc 0.005204 0.585394 Rule:Att PSSM_-3_7 is [-4.108721,5.372693]|Att PSSM_0_4 is [-6.323667,-2.556063]|Att PSSM_0_6 is [<-2.443611]|Att PSSM_0_15 is [-6.795880,-1.204119]|Att PSSM_1_13 is [>-0.300714]|Att PSSM_1_20 is [>-1.997573]|Att PSSM_4_12 is [<-1.703518]|1 Accuracy : 0.780057 0 1 153180 10900 40707 29851 Removed 1739 instances. 193887 Instances left. Acc of rule 0.005204-0.585394 Initialization: 5.934000 Memcpy Classifiers: 0.542000 Memcpy Instances: 8.259000 Kernel 1: 0.025000 Kernel 2: 94.934998 Copyback: 0.018000 Sum: 0.045000 Initial population average accuracy1:0.005206 accuracy2:0.199347 Initialization: 5.822000 Memcpy Classifiers: 0.536000 Memcpy Instances: 7.804000 Kernel 1: 0.021000 Kernel 2: 100.489998 Copyback: 0.017000 Sum: 0.036000 It 0,Best ac:0.006704 0.553191 fi:0.545251. Ave ac:0.009973,0.013158 Initialization: 5.883000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.780000 Kernel 1: 0.024000 Kernel 2: 103.607002 Copyback: 0.017000 Sum: 0.031000 It 1,Best ac:0.003610 0.538462 fi:0.561482. Ave ac:0.012925,0.015593 Initialization: 5.817000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.825000 Kernel 1: 0.023000 Kernel 2: 103.151001 Copyback: 0.017000 Sum: 0.029000 It 2,Best ac:0.003610 0.636364 fi:0.463580. Ave ac:0.013497,0.017092 Initialization: 5.896000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.793000 Kernel 1: 0.024000 Kernel 2: 101.600998 Copyback: 0.016000 Sum: 0.028000 It 3,Best ac:0.006190 0.558140 fi:0.540553. Ave ac:0.010719,0.012709 Initialization: 5.848000 Memcpy Classifiers: 0.504000 Memcpy Instances: 7.728000 Kernel 1: 0.024000 Kernel 2: 99.160004 Copyback: 0.017000 Sum: 0.030000 It 4,Best ac:0.004385 0.586207 fi:0.513360. Ave ac:0.009058,0.009911 Initialization: 5.888000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.733000 Kernel 1: 0.024000 Kernel 2: 97.875999 Copyback: 0.371000 Sum: 0.032000 It 5,Best ac:0.007994 0.645833 fi:0.451985. Ave ac:0.009040,0.010176 Initialization: 5.898000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.800000 Kernel 1: 0.024000 Kernel 2: 98.412003 Copyback: 0.017000 Sum: 0.036000 It 6,Best ac:0.005674 0.687500 fi:0.411442. Ave ac:0.009121,0.008941 Initialization: 5.932000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.770000 Kernel 1: 0.023000 Kernel 2: 95.871002 Copyback: 0.017000 Sum: 0.032000 It 7,Best ac:0.003868 0.714286 fi:0.385531. Ave ac:0.008887,0.008536 Initialization: 5.835000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.787000 Kernel 1: 0.023000 Kernel 2: 94.081001 Copyback: 0.017000 Sum: 0.036000 It 8,Best ac:0.005157 0.689655 fi:0.409537. Ave ac:0.007461,0.007385 Initialization: 5.790000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.811000 Kernel 1: 0.023000 Kernel 2: 95.669998 Copyback: 0.016000 Sum: 0.030000 It 9,Best ac:0.004899 0.703704 fi:0.395614. Ave ac:0.006834,0.007343 Iteration 10:MDL fitness activated Error 0.395614 TL 0.036924 MDL Theory Length Weight: 3.5713751534 (3) Initialization: 5.869000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.814000 Kernel 1: 0.023000 Kernel 2: 97.788002 Copyback: 0.017000 Sum: 0.029000 It 10,Best ac:0.007222 0.756757 fi:0.458731. Ave ac:0.008517,0.008531 Initialization: 5.880000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.744000 Kernel 1: 0.023000 Kernel 2: 97.056999 Copyback: 0.018000 Sum: 0.032000 It 11,Best ac:0.003869 0.681818 fi:0.555257. Ave ac:0.007825,0.007756 Initialization: 5.818000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.765000 Kernel 1: 0.022000 Kernel 2: 96.502998 Copyback: 0.017000 Sum: 0.029000 It 12,Best ac:0.011349 0.676923 fi:0.522718. Ave ac:0.008520,0.008898 Initialization: 5.863000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.728000 Kernel 1: 0.023000 Kernel 2: 96.457001 Copyback: 0.017000 Sum: 0.036000 It 13,Best ac:0.005674 0.733333 fi:0.487803. Ave ac:0.009354,0.008085 Initialization: 6.596000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.746000 Kernel 1: 0.024000 Kernel 2: 93.081001 Copyback: 0.017000 Sum: 0.036000 It 14,Best ac:0.006189 0.750000 fi:0.454993. Ave ac:0.009213,0.007840 Initialization: 5.859000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.731000 Kernel 1: 0.023000 Kernel 2: 88.857002 Copyback: 0.017000 Sum: 0.033000 It 15,Best ac:0.004126 0.695652 fi:0.538702. Ave ac:0.007169,0.006406 Initialization: 5.814000 Memcpy Classifiers: 0.386000 Memcpy Instances: 7.764000 Kernel 1: 0.024000 Kernel 2: 87.644997 Copyback: 0.017000 Sum: 0.034000 It 16,Best ac:0.004385 0.739130 fi:0.466198. Ave ac:0.009061,0.008712 Initialization: 5.884000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.735000 Kernel 1: 0.024000 Kernel 2: 88.013000 Copyback: 0.017000 Sum: 0.035000 It 17,Best ac:0.004901 0.703704 fi:0.506433. Ave ac:0.008180,0.007414 Initialization: 5.816000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.798000 Kernel 1: 0.024000 Kernel 2: 85.850998 Copyback: 0.017000 Sum: 0.035000 It 18,Best ac:0.003094 0.923077 fi:0.386690. Ave ac:0.007858,0.006767 Initialization: 6.327000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.745000 Kernel 1: 0.023000 Kernel 2: 87.991997 Copyback: 0.017000 Sum: 0.033000 It 19,Best ac:0.003610 0.700000 fi:0.497561. Ave ac:0.007080,0.005440 Initialization: 5.868000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.744000 Kernel 1: 0.024000 Kernel 2: 87.712997 Copyback: 0.017000 Sum: 0.031000 It 20,Best ac:0.004640 0.782609 fi:0.421117. Ave ac:0.008484,0.006999 Initialization: 5.827000 Memcpy Classifiers: 0.339000 Memcpy Instances: 8.279000 Kernel 1: 0.023000 Kernel 2: 85.844002 Copyback: 0.017000 Sum: 0.033000 It 21,Best ac:0.004127 0.761905 fi:0.432181. Ave ac:0.008666,0.006522 Initialization: 5.853000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.832000 Kernel 1: 0.024000 Kernel 2: 83.538002 Copyback: 0.017000 Sum: 0.033000 It 22,Best ac:0.006447 0.735294 fi:0.475495. Ave ac:0.006863,0.005621 Initialization: 5.871000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.740000 Kernel 1: 0.024000 Kernel 2: 83.766998 Copyback: 0.017000 Sum: 0.032000 It 23,Best ac:0.008510 0.687500 fi:0.516368. Ave ac:0.007705,0.006667 Initialization: 5.871000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.276000 Kernel 1: 0.023000 Kernel 2: 82.070999 Copyback: 0.017000 Sum: 0.031000 It 24,Best ac:0.004642 0.818182 fi:0.392080. Ave ac:0.009394,0.008833 Initialization: 5.849000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.726000 Kernel 1: 0.024000 Kernel 2: 78.822998 Copyback: 0.017000 Sum: 0.028000 It 25,Best ac:0.003868 0.750000 fi:0.456131. Ave ac:0.007549,0.006999 Initialization: 5.867000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.734000 Kernel 1: 0.023000 Kernel 2: 77.472000 Copyback: 0.017000 Sum: 0.035000 It 26,Best ac:0.006962 0.771429 fi:0.412660. Ave ac:0.009536,0.008714 Initialization: 5.838000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.777000 Kernel 1: 0.023000 Kernel 2: 75.165001 Copyback: 0.017000 Sum: 0.032000 It 27,Best ac:0.004899 0.826087 fi:0.371536. Ave ac:0.008818,0.007176 Initialization: 5.863000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.732000 Kernel 1: 0.024000 Kernel 2: 76.122002 Copyback: 0.017000 Sum: 0.030000 It 28,Best ac:0.003867 0.750000 fi:0.447344. Ave ac:0.006455,0.005319 Initialization: 5.819000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.770000 Kernel 1: 0.024000 Kernel 2: 76.932999 Copyback: 0.017000 Sum: 0.031000 It 29,Best ac:0.003868 0.714286 fi:0.493682. Ave ac:0.006602,0.005607 Initialization: 6.125000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.733000 Kernel 1: 0.023000 Kernel 2: 77.338997 Copyback: 0.018000 Sum: 0.033000 It 30,Best ac:0.007478 0.878788 fi:0.340841. Ave ac:0.008642,0.007173 Initialization: 5.903000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.797000 Kernel 1: 0.023000 Kernel 2: 77.677002 Copyback: 0.017000 Sum: 0.033000 It 31,Best ac:0.003610 0.933333 fi:0.275456. Ave ac:0.006579,0.006523 Initialization: 5.801000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.752000 Kernel 1: 0.023000 Kernel 2: 77.887001 Copyback: 0.016000 Sum: 0.032000 It 32,Best ac:0.003868 0.882353 fi:0.326125. Ave ac:0.008198,0.007028 Initialization: 5.935000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.525000 Kernel 1: 0.022000 Kernel 2: 76.722000 Copyback: 0.017000 Sum: 0.033000 It 33,Best ac:0.004384 0.772727 fi:0.427641. Ave ac:0.004759,0.004080 Initialization: 27.247000 Memcpy Instances: 384.194000 Memcpy Classifiers: 0.071000 Kernel 1: 0.024000 Kernel 2: 535.132996 Copyback: 0.015000 Sum: 0.015000 Memcpy Classifiers: 0.063000 Kernel 1: 0.014000 Kernel 2: 532.448975 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.014000 Kernel 2: 510.114990 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 530.835999 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.013000 Kernel 2: 524.918030 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.069000 Kernel 1: 0.019000 Kernel 2: 520.702026 Copyback: 0.368000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.013000 Kernel 2: 536.398987 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.069000 Kernel 1: 0.014000 Kernel 2: 527.552002 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.069000 Kernel 1: 0.013000 Kernel 2: 537.643005 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.057000 Kernel 1: 0.013000 Kernel 2: 247.223007 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.004343 0.594213 fi:0.613522. Ave ac:0.007293,0.021371 Best acc 0.004343 0.594213 Initialization: 6.148000 Memcpy Classifiers: 0.525000 Memcpy Instances: 7.782000 Kernel 1: 0.024000 Kernel 2: 95.959999 Copyback: 0.025000 Sum: 0.054000 Initial population average accuracy1:0.005387 accuracy2:0.211541 Initialization: 5.902000 Memcpy Classifiers: 0.474000 Memcpy Instances: 7.730000 Kernel 1: 0.024000 Kernel 2: 100.876999 Copyback: 0.020000 Sum: 0.052000 It 0,Best ac:0.004384 0.485714 fi:0.613853. Ave ac:0.010792,0.015185 Initialization: 5.775000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.773000 Kernel 1: 0.024000 Kernel 2: 102.932999 Copyback: 0.020000 Sum: 0.032000 It 1,Best ac:0.003867 0.555556 fi:0.544264. Ave ac:0.014398,0.016341 Initialization: 5.784000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.845000 Kernel 1: 0.022000 Kernel 2: 102.079002 Copyback: 0.018000 Sum: 0.030000 It 2,Best ac:0.002578 0.833333 fi:0.502522. Ave ac:0.012867,0.013783 Initialization: 5.782000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.724000 Kernel 1: 0.024000 Kernel 2: 102.482002 Copyback: 0.018000 Sum: 0.032000 It 3,Best ac:0.003868 0.600000 fi:0.499817. Ave ac:0.014237,0.015057 Initialization: 5.850000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.726000 Kernel 1: 0.024000 Kernel 2: 98.961998 Copyback: 0.018000 Sum: 0.031000 It 4,Best ac:0.004899 0.575758 fi:0.523563. Ave ac:0.013490,0.014349 Initialization: 5.791000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.875000 Kernel 1: 0.024000 Kernel 2: 98.633003 Copyback: 0.017000 Sum: 0.032000 It 5,Best ac:0.003611 0.636364 fi:0.463578. Ave ac:0.013229,0.014612 Initialization: 5.855000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.939000 Kernel 1: 0.022000 Kernel 2: 96.449997 Copyback: 0.022000 Sum: 0.028000 It 6,Best ac:0.003094 0.750000 fi:0.452047. Ave ac:0.013159,0.014740 Initialization: 5.843000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.739000 Kernel 1: 0.024000 Kernel 2: 95.883003 Copyback: 0.017000 Sum: 0.029000 It 7,Best ac:0.003352 0.722222 fi:0.413329. Ave ac:0.013567,0.015843 Initialization: 5.820000 Memcpy Classifiers: 0.396000 Memcpy Instances: 8.827000 Kernel 1: 0.023000 Kernel 2: 92.023003 Copyback: 0.017000 Sum: 0.031000 It 8,Best ac:0.003868 0.625000 fi:0.474817. Ave ac:0.010649,0.012121 Initialization: 5.817000 Memcpy Classifiers: 0.387000 Memcpy Instances: 7.754000 Kernel 1: 0.023000 Kernel 2: 91.677002 Copyback: 0.017000 Sum: 0.033000 It 9,Best ac:0.006704 0.650000 fi:0.448443. Ave ac:0.008818,0.010098 Iteration 10:MDL fitness activated Error 0.448443 TL 0.029422 MDL Theory Length Weight: 5.0806456020 (3) Initialization: 5.841000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.775000 Kernel 1: 0.024000 Kernel 2: 93.871002 Copyback: 0.017000 Sum: 0.029000 It 10,Best ac:0.004901 0.703704 fi:0.553841. Ave ac:0.008762,0.008657 Initialization: 5.786000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.965000 Kernel 1: 0.023000 Kernel 2: 88.819000 Copyback: 0.017000 Sum: 0.034000 It 11,Best ac:0.005673 0.758621 fi:0.519808. Ave ac:0.009236,0.008630 Initialization: 5.799000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.787000 Kernel 1: 0.022000 Kernel 2: 86.162003 Copyback: 0.017000 Sum: 0.037000 It 12,Best ac:0.003869 0.833333 fi:0.428390. Ave ac:0.010093,0.010453 Initialization: 6.290000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.934000 Kernel 1: 0.024000 Kernel 2: 83.786003 Copyback: 0.017000 Sum: 0.034000 It 13,Best ac:0.004384 0.809524 fi:0.489490. Ave ac:0.007349,0.006738 Initialization: 6.154000 Memcpy Classifiers: 0.354000 Memcpy Instances: 9.563000 Kernel 1: 0.022000 Kernel 2: 86.463997 Copyback: 0.018000 Sum: 0.037000 It 14,Best ac:0.003611 0.875000 fi:0.383768. Ave ac:0.010388,0.009193 Initialization: 5.839000 Memcpy Classifiers: 0.344000 Memcpy Instances: 7.752000 Kernel 1: 0.023000 Kernel 2: 82.699997 Copyback: 0.017000 Sum: 0.032000 It 15,Best ac:0.004385 0.772727 fi:0.462037. Ave ac:0.008838,0.006992 Initialization: 6.114000 Memcpy Classifiers: 0.326000 Memcpy Instances: 7.916000 Kernel 1: 0.023000 Kernel 2: 81.130997 Copyback: 0.017000 Sum: 0.031000 It 16,Best ac:0.005157 0.800000 fi:0.457857. Ave ac:0.008169,0.006887 Initialization: 5.962000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.740000 Kernel 1: 0.024000 Kernel 2: 80.917999 Copyback: 0.017000 Sum: 0.031000 It 17,Best ac:0.003095 0.800000 fi:0.538828. Ave ac:0.007705,0.006373 Initialization: 5.800000 Memcpy Classifiers: 0.319000 Memcpy Instances: 8.497000 Kernel 1: 0.023000 Kernel 2: 80.425003 Copyback: 0.017000 Sum: 0.033000 It 18,Best ac:0.004127 0.761905 fi:0.455794. Ave ac:0.008684,0.006646 Initialization: 6.147000 Memcpy Classifiers: 0.304000 Memcpy Instances: 7.747000 Kernel 1: 0.022000 Kernel 2: 78.893997 Copyback: 0.017000 Sum: 0.034000 It 19,Best ac:0.003869 0.937500 fi:0.268992. Ave ac:0.008525,0.006824 Initialization: 5.853000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.734000 Kernel 1: 0.023000 Kernel 2: 77.982002 Copyback: 0.021000 Sum: 0.035000 It 20,Best ac:0.006962 0.692308 fi:0.543271. Ave ac:0.006376,0.006939 Initialization: 5.842000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.766000 Kernel 1: 0.024000 Kernel 2: 80.703003 Copyback: 0.017000 Sum: 0.033000 It 21,Best ac:0.003351 0.812500 fi:0.469491. Ave ac:0.010233,0.008207 Initialization: 5.978000 Memcpy Classifiers: 0.360000 Memcpy Instances: 7.927000 Kernel 1: 0.023000 Kernel 2: 78.100998 Copyback: 0.017000 Sum: 0.033000 It 22,Best ac:0.008252 0.711111 fi:0.508906. Ave ac:0.009201,0.007527 Initialization: 5.808000 Memcpy Classifiers: 0.376000 Memcpy Instances: 7.731000 Kernel 1: 0.024000 Kernel 2: 77.829002 Copyback: 0.017000 Sum: 0.032000 It 23,Best ac:0.003611 0.823529 fi:0.402119. Ave ac:0.007820,0.006990 Initialization: 5.851000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.246000 Kernel 1: 0.023000 Kernel 2: 77.521004 Copyback: 0.017000 Sum: 0.029000 It 24,Best ac:0.006189 0.774194 fi:0.416778. Ave ac:0.010686,0.010351 Initialization: 6.490000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.770000 Kernel 1: 0.023000 Kernel 2: 78.361000 Copyback: 0.017000 Sum: 0.030000 It 25,Best ac:0.003611 0.933333 fi:0.326637. Ave ac:0.008879,0.008024 Initialization: 6.324000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.077000 Kernel 1: 0.023000 Kernel 2: 77.825996 Copyback: 0.017000 Sum: 0.033000 It 26,Best ac:0.006447 0.925926 fi:0.313134. Ave ac:0.008772,0.006676 Initialization: 6.567000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.768000 Kernel 1: 0.024000 Kernel 2: 75.283997 Copyback: 0.017000 Sum: 0.030000 It 27,Best ac:0.004899 0.863636 fi:0.353688. Ave ac:0.006769,0.005787 Initialization: 5.833000 Memcpy Classifiers: 0.350000 Memcpy Instances: 7.742000 Kernel 1: 0.024000 Kernel 2: 75.890999 Copyback: 0.017000 Sum: 0.030000 It 28,Best ac:0.003868 0.937500 fi:0.286049. Ave ac:0.005975,0.003843 MDL Theory Length Weight: 4.5725810418 (10) Initialization: 5.819000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.275000 Kernel 1: 0.023000 Kernel 2: 73.613998 Copyback: 0.018000 Sum: 0.032000 It 29,Best ac:0.005157 0.800000 fi:0.410256. Ave ac:0.005398,0.003712 Initialization: 5.865000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.762000 Kernel 1: 0.024000 Kernel 2: 74.969002 Copyback: 0.017000 Sum: 0.032000 It 30,Best ac:0.003611 0.777778 fi:0.455746. Ave ac:0.004905,0.004017 Initialization: 5.859000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.732000 Kernel 1: 0.024000 Kernel 2: 73.152000 Copyback: 0.017000 Sum: 0.036000 It 31,Best ac:0.003352 0.812500 fi:0.446294. Ave ac:0.005939,0.004419 Initialization: 5.892000 Memcpy Classifiers: 0.285000 Memcpy Instances: 7.773000 Kernel 1: 0.024000 Kernel 2: 74.392998 Copyback: 0.371000 Sum: 0.032000 It 32,Best ac:0.003611 0.875000 fi:0.337055. Ave ac:0.006287,0.003794 Initialization: 5.830000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.734000 Kernel 1: 0.023000 Kernel 2: 74.194000 Copyback: 0.017000 Sum: 0.031000 It 33,Best ac:0.003352 0.866667 fi:0.402042. Ave ac:0.006925,0.005054 Initialization: 27.187000 Memcpy Instances: 388.080994 Memcpy Classifiers: 0.066000 Kernel 1: 0.023000 Kernel 2: 506.205994 Copyback: 0.016000 Sum: 0.015000 Memcpy Classifiers: 0.059000 Kernel 1: 0.014000 Kernel 2: 487.776001 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.014000 Kernel 2: 505.140015 Copyback: 0.021000 Sum: 0.005000 Memcpy Classifiers: 0.066000 Kernel 1: 0.020000 Kernel 2: 486.253998 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 500.221008 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.014000 Kernel 2: 503.260010 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 507.648987 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 499.638000 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 499.130005 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.013000 Kernel 2: 225.537994 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.035191 0.626308 fi:0.583617. Ave ac:0.006244,0.017923 Best acc 0.035191 0.626308 Rule:Att PSSM_-1_12 is [-6.651998,-2.339286]|Att PSSM_0_7 is [<-1.202513]|Att PSSM_0_12 is [<-1.126572]|Att PSSM_0_15 is [-4.106795,-0.523084]|Att PSSM_1_6 is [<-1.813852]|Att PSSM_2_12 is [<-1.570334]|Att PSSM_4_19 is [-5.498907,6.216032]|1 Accuracy : 0.782277 0 1 152394 11686 39400 31158 Removed 2093 instances. 191794 Instances left. Acc of rule 0.035191-0.626308 Initialization: 5.917000 Memcpy Classifiers: 0.577000 Memcpy Instances: 7.673000 Kernel 1: 0.026000 Kernel 2: 94.818001 Copyback: 0.018000 Sum: 0.042000 Initial population average accuracy1:0.006277 accuracy2:0.203988 Initialization: 6.308000 Memcpy Classifiers: 0.506000 Memcpy Instances: 8.013000 Kernel 1: 0.024000 Kernel 2: 100.580002 Copyback: 0.016000 Sum: 0.042000 It 0,Best ac:0.004171 0.500000 fi:0.599626. Ave ac:0.010096,0.013493 Initialization: 5.785000 Memcpy Classifiers: 0.951000 Memcpy Instances: 7.681000 Kernel 1: 0.022000 Kernel 2: 102.272003 Copyback: 0.024000 Sum: 0.036000 It 1,Best ac:0.007039 0.540000 fi:0.558207. Ave ac:0.012631,0.014489 Initialization: 5.747000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.454000 Kernel 1: 0.023000 Kernel 2: 99.269997 Copyback: 0.017000 Sum: 0.029000 It 2,Best ac:0.004953 0.703704 fi:0.395535. Ave ac:0.011608,0.014492 Initialization: 5.825000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.128000 Kernel 1: 0.023000 Kernel 2: 99.114998 Copyback: 0.017000 Sum: 0.032000 It 3,Best ac:0.003389 0.590909 fi:0.516120. Ave ac:0.011631,0.015946 Initialization: 5.760000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.850000 Kernel 1: 0.023000 Kernel 2: 97.192001 Copyback: 0.017000 Sum: 0.035000 It 4,Best ac:0.004692 0.580645 fi:0.518723. Ave ac:0.012408,0.015009 Initialization: 6.088000 Memcpy Classifiers: 0.452000 Memcpy Instances: 7.900000 Kernel 1: 0.023000 Kernel 2: 97.067001 Copyback: 0.017000 Sum: 0.032000 It 5,Best ac:0.009385 0.782609 fi:0.314436. Ave ac:0.014116,0.017757 Initialization: 6.330000 Memcpy Classifiers: 0.449000 Memcpy Instances: 7.968000 Kernel 1: 0.023000 Kernel 2: 93.778000 Copyback: 0.017000 Sum: 0.029000 It 6,Best ac:0.005996 0.657143 fi:0.441580. Ave ac:0.010975,0.012122 Initialization: 5.812000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.688000 Kernel 1: 0.023000 Kernel 2: 92.301003 Copyback: 0.017000 Sum: 0.029000 It 7,Best ac:0.004171 0.727273 fi:0.372353. Ave ac:0.009236,0.011089 Initialization: 5.849000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.728000 Kernel 1: 0.041000 Kernel 2: 92.146004 Copyback: 0.018000 Sum: 0.031000 It 8,Best ac:0.003910 0.681818 fi:0.417937. Ave ac:0.009310,0.012684 Initialization: 5.938000 Memcpy Classifiers: 0.449000 Memcpy Instances: 7.668000 Kernel 1: 0.024000 Kernel 2: 92.334000 Copyback: 0.017000 Sum: 0.029000 It 9,Best ac:0.004432 0.739130 fi:0.360367. Ave ac:0.009001,0.009373 Iteration 10:MDL fitness activated Error 0.360367 TL 0.017234 MDL Theory Length Weight: 6.9701288958 (5) Initialization: 8.238000 Memcpy Classifiers: 0.462000 Memcpy Instances: 24.107000 Kernel 1: 0.023000 Kernel 2: 91.288002 Copyback: 0.017000 Sum: 0.033000 It 10,Best ac:0.003910 0.937500 fi:0.358403. Ave ac:0.008095,0.013275 Initialization: 6.259000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.655000 Kernel 1: 0.024000 Kernel 2: 90.207001 Copyback: 0.017000 Sum: 0.034000 It 11,Best ac:0.003128 0.800000 fi:0.582686. Ave ac:0.008787,0.011679 Initialization: 5.824000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.858000 Kernel 1: 0.024000 Kernel 2: 87.490997 Copyback: 0.017000 Sum: 0.035000 It 12,Best ac:0.005996 0.657143 fi:0.507856. Ave ac:0.010343,0.014040 Initialization: 5.817000 Memcpy Classifiers: 0.303000 Memcpy Instances: 9.753000 Kernel 1: 0.023000 Kernel 2: 82.278000 Copyback: 0.018000 Sum: 0.031000 It 13,Best ac:0.003390 0.619048 fi:0.608650. Ave ac:0.009886,0.016971 Initialization: 5.726000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.643000 Kernel 1: 0.024000 Kernel 2: 82.161003 Copyback: 0.017000 Sum: 0.030000 It 14,Best ac:0.003389 0.722222 fi:0.513969. Ave ac:0.012417,0.018212 Initialization: 5.743000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.140000 Kernel 1: 0.022000 Kernel 2: 80.286003 Copyback: 0.017000 Sum: 0.025000 It 15,Best ac:0.004954 0.904762 fi:0.315146. Ave ac:0.011666,0.015412 Initialization: 5.784000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.721000 Kernel 1: 0.023000 Kernel 2: 79.170998 Copyback: 0.019000 Sum: 0.023000 It 16,Best ac:0.003389 0.866667 fi:0.392685. Ave ac:0.012281,0.022054 Initialization: 5.807000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.646000 Kernel 1: 0.024000 Kernel 2: 76.692001 Copyback: 0.017000 Sum: 0.022000 It 17,Best ac:0.008081 0.659574 fi:0.548401. Ave ac:0.013446,0.026008 Initialization: 7.339000 Memcpy Classifiers: 0.247000 Memcpy Instances: 9.121000 Kernel 1: 0.023000 Kernel 2: 78.318001 Copyback: 0.017000 Sum: 0.022000 It 18,Best ac:0.005214 0.645161 fi:0.543424. Ave ac:0.014017,0.026899 Initialization: 5.770000 Memcpy Classifiers: 0.310000 Memcpy Instances: 7.811000 Kernel 1: 0.023000 Kernel 2: 76.174004 Copyback: 0.017000 Sum: 0.022000 It 19,Best ac:0.005474 0.777778 fi:0.420104. Ave ac:0.014220,0.024239 Initialization: 5.740000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.692000 Kernel 1: 0.023000 Kernel 2: 77.635002 Copyback: 0.017000 Sum: 0.024000 It 20,Best ac:0.003910 0.833333 fi:0.388647. Ave ac:0.008575,0.011594 Initialization: 5.790000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.868000 Kernel 1: 0.024000 Kernel 2: 77.674004 Copyback: 0.017000 Sum: 0.022000 It 21,Best ac:0.004171 0.695652 fi:0.516169. Ave ac:0.009896,0.013456 Initialization: 5.756000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.740000 Kernel 1: 0.023000 Kernel 2: 74.087997 Copyback: 0.017000 Sum: 0.722000 It 22,Best ac:0.003911 0.789474 fi:0.435833. Ave ac:0.010700,0.015186 Initialization: 5.862000 Memcpy Classifiers: 0.227000 Memcpy Instances: 8.378000 Kernel 1: 0.023000 Kernel 2: 74.109001 Copyback: 0.016000 Sum: 0.024000 It 23,Best ac:0.005214 0.769231 fi:0.433821. Ave ac:0.007671,0.009560 Initialization: 5.724000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.826000 Kernel 1: 0.024000 Kernel 2: 76.333000 Copyback: 0.017000 Sum: 0.021000 It 24,Best ac:0.003650 0.736842 fi:0.449318. Ave ac:0.009738,0.011594 MDL Theory Length Weight: 6.2731160062 (10) Initialization: 5.763000 Memcpy Classifiers: 0.227000 Memcpy Instances: 7.660000 Kernel 1: 0.023000 Kernel 2: 72.973000 Copyback: 0.017000 Sum: 0.021000 It 25,Best ac:0.004432 0.739130 fi:0.440895. Ave ac:0.008870,0.011440 Initialization: 6.007000 Memcpy Classifiers: 0.205000 Memcpy Instances: 7.650000 Kernel 1: 0.023000 Kernel 2: 76.132004 Copyback: 0.017000 Sum: 0.021000 It 26,Best ac:0.003128 1.000000 fi:0.290895. Ave ac:0.010959,0.013878 Initialization: 5.835000 Memcpy Classifiers: 0.227000 Memcpy Instances: 8.191000 Kernel 1: 0.023000 Kernel 2: 73.343002 Copyback: 0.017000 Sum: 0.022000 It 27,Best ac:0.003129 0.750000 fi:0.511206. Ave ac:0.010977,0.015747 Initialization: 6.327000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.650000 Kernel 1: 0.023000 Kernel 2: 71.015999 Copyback: 0.017000 Sum: 0.022000 It 28,Best ac:0.003128 0.923077 fi:0.346056. Ave ac:0.012436,0.014310 Initialization: 5.779000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.644000 Kernel 1: 0.024000 Kernel 2: 72.694000 Copyback: 0.017000 Sum: 0.023000 It 29,Best ac:0.005996 0.741935 fi:0.448640. Ave ac:0.008336,0.013205 Initialization: 5.772000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.772000 Kernel 1: 0.023000 Kernel 2: 73.056000 Copyback: 0.017000 Sum: 0.021000 It 30,Best ac:0.003128 0.857143 fi:0.427486. Ave ac:0.008257,0.010033 Initialization: 5.924000 Memcpy Classifiers: 0.226000 Memcpy Instances: 7.643000 Kernel 1: 0.023000 Kernel 2: 71.157997 Copyback: 0.020000 Sum: 0.022000 It 31,Best ac:0.003910 0.714286 fi:0.491751. Ave ac:0.005733,0.007386 Initialization: 5.835000 Memcpy Classifiers: 0.204000 Memcpy Instances: 7.637000 Kernel 1: 0.024000 Kernel 2: 73.530998 Copyback: 0.017000 Sum: 0.022000 It 32,Best ac:0.007301 0.549020 fi:0.648315. Ave ac:0.005562,0.008394 Initialization: 5.721000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.677000 Kernel 1: 0.023000 Kernel 2: 70.292999 Copyback: 0.017000 Sum: 0.023000 It 33,Best ac:0.003389 0.812500 fi:0.386030. Ave ac:0.010763,0.014641 Initialization: 27.943001 Memcpy Instances: 379.933990 Memcpy Classifiers: 0.061000 Kernel 1: 0.026000 Kernel 2: 469.889008 Copyback: 0.021000 Sum: 0.014000 Memcpy Classifiers: 0.055000 Kernel 1: 0.020000 Kernel 2: 469.312012 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 464.485992 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 461.514008 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.012000 Kernel 2: 476.158997 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.053000 Kernel 1: 0.014000 Kernel 2: 480.207001 Copyback: 0.370000 Sum: 0.002000 Memcpy Classifiers: 0.054000 Kernel 1: 0.013000 Kernel 2: 468.250000 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 465.592987 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 468.045990 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.042000 Kernel 1: 0.013000 Kernel 2: 129.947006 Copyback: 0.015000 Sum: 0.000000 It 34,Best ac:0.003650 0.612960 fi:0.599921. Ave ac:0.007703,0.022461 Best acc 0.003650 0.612960 Initialization: 5.782000 Memcpy Classifiers: 0.577000 Memcpy Instances: 7.664000 Kernel 1: 0.025000 Kernel 2: 95.222000 Copyback: 0.017000 Sum: 0.048000 Initial population average accuracy1:0.005590 accuracy2:0.199774 Initialization: 5.913000 Memcpy Classifiers: 0.541000 Memcpy Instances: 8.131000 Kernel 1: 0.022000 Kernel 2: 99.893997 Copyback: 0.016000 Sum: 0.038000 It 0,Best ac:0.008081 0.500000 fi:0.597690. Ave ac:0.010297,0.013049 Initialization: 5.743000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.636000 Kernel 1: 0.024000 Kernel 2: 100.924004 Copyback: 0.018000 Sum: 0.033000 It 1,Best ac:0.015902 0.554545 fi:0.539273. Ave ac:0.012485,0.014170 Initialization: 5.898000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.645000 Kernel 1: 0.023000 Kernel 2: 99.019997 Copyback: 0.017000 Sum: 0.029000 It 2,Best ac:0.003389 0.590909 fi:0.516120. Ave ac:0.012981,0.014606 Initialization: 6.220000 Memcpy Classifiers: 0.452000 Memcpy Instances: 7.677000 Kernel 1: 0.023000 Kernel 2: 97.081001 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.008863 0.586207 fi:0.511096. Ave ac:0.012225,0.013056 Initialization: 5.825000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.650000 Kernel 1: 0.024000 Kernel 2: 96.064003 Copyback: 0.017000 Sum: 0.034000 It 4,Best ac:0.003389 0.650000 fi:0.457029. Ave ac:0.012943,0.011857 Initialization: 5.764000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.399000 Kernel 1: 0.022000 Kernel 2: 95.136002 Copyback: 0.017000 Sum: 0.027000 It 5,Best ac:0.008081 0.596154 fi:0.501536. Ave ac:0.012311,0.011225 Initialization: 5.743000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.699000 Kernel 1: 0.023000 Kernel 2: 94.370003 Copyback: 0.017000 Sum: 0.033000 It 6,Best ac:0.004692 0.750000 fi:0.349368. Ave ac:0.010837,0.011331 Initialization: 5.818000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.686000 Kernel 1: 0.023000 Kernel 2: 93.961998 Copyback: 0.017000 Sum: 0.032000 It 7,Best ac:0.007039 0.658537 fi:0.439670. Ave ac:0.009923,0.008400 Initialization: 5.791000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.664000 Kernel 1: 0.023000 Kernel 2: 95.171997 Copyback: 0.017000 Sum: 0.032000 It 8,Best ac:0.007039 0.750000 fi:0.348207. Ave ac:0.008034,0.007949 Initialization: 5.851000 Memcpy Classifiers: 0.422000 Memcpy Instances: 7.641000 Kernel 1: 0.023000 Kernel 2: 93.511002 Copyback: 0.020000 Sum: 0.031000 It 9,Best ac:0.004432 0.772727 fi:0.326770. Ave ac:0.008124,0.008730 Iteration 10:MDL fitness activated Error 0.326770 TL 0.037312 MDL Theory Length Weight: 2.9192502517 (1) Initialization: 5.815000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.641000 Kernel 1: 0.024000 Kernel 2: 93.856003 Copyback: 0.017000 Sum: 0.031000 It 10,Best ac:0.003650 0.823529 fi:0.359138. Ave ac:0.006887,0.007761 Initialization: 7.555000 Memcpy Classifiers: 0.384000 Memcpy Instances: 7.684000 Kernel 1: 0.022000 Kernel 2: 93.607002 Copyback: 0.017000 Sum: 0.031000 It 11,Best ac:0.007560 0.674419 fi:0.493402. Ave ac:0.006464,0.006821 Initialization: 5.858000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.632000 Kernel 1: 0.024000 Kernel 2: 92.398003 Copyback: 0.018000 Sum: 0.033000 It 12,Best ac:0.003390 0.764706 fi:0.432407. Ave ac:0.006107,0.006263 Initialization: 5.785000 Memcpy Classifiers: 0.360000 Memcpy Instances: 7.702000 Kernel 1: 0.024000 Kernel 2: 94.814003 Copyback: 0.017000 Sum: 0.030000 It 13,Best ac:0.007299 0.682927 fi:0.470706. Ave ac:0.006875,0.005719 Initialization: 5.847000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.659000 Kernel 1: 0.023000 Kernel 2: 89.228996 Copyback: 0.017000 Sum: 0.032000 It 14,Best ac:0.005474 0.807692 fi:0.388712. Ave ac:0.007272,0.008150 Initialization: 5.887000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.644000 Kernel 1: 0.024000 Kernel 2: 91.011002 Copyback: 0.020000 Sum: 0.029000 It 15,Best ac:0.004171 0.727273 fi:0.441726. Ave ac:0.007583,0.007069 Initialization: 5.750000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.750000 Kernel 1: 0.022000 Kernel 2: 90.984001 Copyback: 0.017000 Sum: 0.031000 It 16,Best ac:0.003651 0.823529 fi:0.371277. Ave ac:0.008048,0.008646 Initialization: 5.765000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.804000 Kernel 1: 0.023000 Kernel 2: 90.842003 Copyback: 0.017000 Sum: 0.030000 It 17,Best ac:0.003910 0.750000 fi:0.430163. Ave ac:0.008227,0.008532 Initialization: 5.840000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.659000 Kernel 1: 0.024000 Kernel 2: 89.008003 Copyback: 0.017000 Sum: 0.028000 It 18,Best ac:0.003650 0.636364 fi:0.530216. Ave ac:0.007060,0.007756 Initialization: 5.805000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.677000 Kernel 1: 0.024000 Kernel 2: 89.959999 Copyback: 0.017000 Sum: 0.032000 It 19,Best ac:0.002868 1.000000 fi:0.344930. Ave ac:0.006649,0.006722 Initialization: 5.737000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.676000 Kernel 1: 0.023000 Kernel 2: 91.139999 Copyback: 0.017000 Sum: 0.027000 It 20,Best ac:0.004171 0.800000 fi:0.381790. Ave ac:0.007602,0.006544 Initialization: 5.866000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.639000 Kernel 1: 0.023000 Kernel 2: 87.674004 Copyback: 0.017000 Sum: 0.029000 It 21,Best ac:0.004694 0.720000 fi:0.458491. Ave ac:0.005676,0.005570 Initialization: 5.797000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.644000 Kernel 1: 0.023000 Kernel 2: 88.019997 Copyback: 0.017000 Sum: 0.034000 It 22,Best ac:0.003650 0.823529 fi:0.364542. Ave ac:0.008011,0.006860 Initialization: 6.575000 Memcpy Classifiers: 0.353000 Memcpy Instances: 7.726000 Kernel 1: 0.023000 Kernel 2: 91.835999 Copyback: 0.017000 Sum: 0.037000 It 23,Best ac:0.003650 0.736842 fi:0.457311. Ave ac:0.008141,0.007544 Initialization: 5.830000 Memcpy Classifiers: 0.350000 Memcpy Instances: 7.748000 Kernel 1: 0.023000 Kernel 2: 89.167999 Copyback: 0.017000 Sum: 0.035000 It 24,Best ac:0.003910 0.750000 fi:0.447823. Ave ac:0.007299,0.006692 Initialization: 5.828000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.633000 Kernel 1: 0.024000 Kernel 2: 84.910004 Copyback: 0.017000 Sum: 0.032000 It 25,Best ac:0.004692 0.692308 fi:0.477090. Ave ac:0.007655,0.008176 Initialization: 5.951000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.641000 Kernel 1: 0.024000 Kernel 2: 82.653000 Copyback: 0.017000 Sum: 0.032000 It 26,Best ac:0.003650 0.777778 fi:0.399562. Ave ac:0.007103,0.007192 Initialization: 5.816000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.682000 Kernel 1: 0.024000 Kernel 2: 85.007004 Copyback: 0.017000 Sum: 0.030000 It 27,Best ac:0.004432 0.772727 fi:0.387073. Ave ac:0.009896,0.010240 Initialization: 5.862000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.730000 Kernel 1: 0.023000 Kernel 2: 85.362999 Copyback: 0.017000 Sum: 0.030000 It 28,Best ac:0.003910 0.789474 fi:0.387164. Ave ac:0.008663,0.007882 MDL Theory Length Weight: 2.6273252265 (10) Initialization: 5.931000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.684000 Kernel 1: 0.023000 Kernel 2: 84.123001 Copyback: 0.017000 Sum: 0.031000 It 29,Best ac:0.003389 0.812500 fi:0.362670. Ave ac:0.009074,0.010235 Initialization: 5.862000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.701000 Kernel 1: 0.023000 Kernel 2: 83.441002 Copyback: 0.017000 Sum: 0.031000 It 30,Best ac:0.003650 0.736842 fi:0.432752. Ave ac:0.006649,0.007176 Initialization: 5.701000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.811000 Kernel 1: 0.024000 Kernel 2: 85.863998 Copyback: 0.016000 Sum: 0.031000 It 31,Best ac:0.003389 0.722222 fi:0.464855. Ave ac:0.007337,0.007027 Initialization: 5.917000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.662000 Kernel 1: 0.023000 Kernel 2: 86.859001 Copyback: 0.017000 Sum: 0.031000 It 32,Best ac:0.003650 0.700000 fi:0.466615. Ave ac:0.006633,0.006953 Initialization: 5.800000 Memcpy Classifiers: 0.339000 Memcpy Instances: 7.680000 Kernel 1: 0.024000 Kernel 2: 84.561996 Copyback: 0.017000 Sum: 0.030000 It 33,Best ac:0.003389 0.812500 fi:0.363723. Ave ac:0.008846,0.007854 Initialization: 28.122000 Memcpy Instances: 381.385986 Memcpy Classifiers: 0.073000 Kernel 1: 0.024000 Kernel 2: 565.906006 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.072000 Kernel 1: 0.014000 Kernel 2: 560.638977 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.072000 Kernel 1: 0.014000 Kernel 2: 548.620972 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.071000 Kernel 1: 0.013000 Kernel 2: 544.018005 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.071000 Kernel 1: 0.014000 Kernel 2: 562.776001 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.013000 Kernel 2: 558.385986 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.071000 Kernel 1: 0.014000 Kernel 2: 553.786987 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.071000 Kernel 1: 0.013000 Kernel 2: 575.937988 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.072000 Kernel 1: 0.016000 Kernel 2: 562.549988 Copyback: 0.022000 Sum: 0.008000 Memcpy Classifiers: 0.047000 Kernel 1: 0.021000 Kernel 2: 136.834000 Copyback: 0.015000 Sum: 0.000000 It 34,Best ac:0.004432 0.572005 fi:0.598702. Ave ac:0.007832,0.022162 Best acc 0.004432 0.572005 Rule:Att PSSM_-3_6 is [-6.057395,-0.306894]|Att PSSM_-2_20 is [>-1.026092]|Att PSSM_-1_12 is [-6.511150,-1.202934]|Att PSSM_0_7 is [<-3.989197]|Att PSSM_1_1 is [>-4.109142]|Att PSSM_4_12 is [<-0.762308]|1 Accuracy : 0.783377 0 1 151952 12128 38700 31858 Removed 1142 instances. 190652 Instances left. Acc of rule 0.003650-0.612960 Initialization: 6.043000 Memcpy Classifiers: 0.545000 Memcpy Instances: 7.771000 Kernel 1: 0.025000 Kernel 2: 94.358002 Copyback: 0.018000 Sum: 0.047000 Initial population average accuracy1:0.005606 accuracy2:0.195862 Initialization: 5.730000 Memcpy Classifiers: 0.577000 Memcpy Instances: 7.606000 Kernel 1: 0.022000 Kernel 2: 96.709999 Copyback: 0.017000 Sum: 0.049000 It 0,Best ac:0.004196 0.432432 fi:0.667156. Ave ac:0.009609,0.014087 Initialization: 5.803000 Memcpy Classifiers: 0.470000 Memcpy Instances: 7.633000 Kernel 1: 0.024000 Kernel 2: 96.936996 Copyback: 0.017000 Sum: 0.035000 It 1,Best ac:0.004457 0.566667 fi:0.532791. Ave ac:0.010599,0.012812 Initialization: 5.722000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.628000 Kernel 1: 0.024000 Kernel 2: 94.994003 Copyback: 0.017000 Sum: 0.029000 It 2,Best ac:0.007606 0.527273 fi:0.570608. Ave ac:0.009573,0.013702 Initialization: 5.941000 Memcpy Classifiers: 0.471000 Memcpy Instances: 7.638000 Kernel 1: 0.022000 Kernel 2: 93.347000 Copyback: 0.017000 Sum: 0.033000 It 3,Best ac:0.004458 0.548387 fi:0.551070. Ave ac:0.009778,0.011307 Initialization: 5.973000 Memcpy Classifiers: 0.436000 Memcpy Instances: 7.639000 Kernel 1: 0.023000 Kernel 2: 92.385002 Copyback: 0.017000 Sum: 0.033000 It 4,Best ac:0.004983 0.558824 fi:0.540371. Ave ac:0.010369,0.012772 Initialization: 5.746000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.635000 Kernel 1: 0.024000 Kernel 2: 89.986000 Copyback: 0.016000 Sum: 0.029000 It 5,Best ac:0.003672 0.666667 fi:0.433185. Ave ac:0.011335,0.015787 Initialization: 5.739000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.608000 Kernel 1: 0.023000 Kernel 2: 83.738998 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.007343 0.560000 fi:0.538012. Ave ac:0.009306,0.012467 Initialization: 5.801000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.589000 Kernel 1: 0.025000 Kernel 2: 81.299004 Copyback: 0.017000 Sum: 0.032000 It 7,Best ac:0.008130 0.607843 fi:0.489775. Ave ac:0.009796,0.013909 Initialization: 5.804000 Memcpy Classifiers: 0.378000 Memcpy Instances: 7.618000 Kernel 1: 0.023000 Kernel 2: 77.500000 Copyback: 0.017000 Sum: 0.028000 It 8,Best ac:0.004196 0.727273 fi:0.372316. Ave ac:0.010329,0.014574 Initialization: 5.849000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.591000 Kernel 1: 0.024000 Kernel 2: 72.304001 Copyback: 0.016000 Sum: 0.032000 It 9,Best ac:0.003147 0.800000 fi:0.360809. Ave ac:0.008327,0.010256 Iteration 10:MDL fitness activated Error 0.360809 TL 0.022593 MDL Theory Length Weight: 5.3233717180 (1) Initialization: 5.724000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.592000 Kernel 1: 0.024000 Kernel 2: 71.603996 Copyback: 0.017000 Sum: 0.032000 It 10,Best ac:0.007868 0.652174 fi:0.585216. Ave ac:0.010990,0.018259 Initialization: 5.839000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.076000 Kernel 1: 0.023000 Kernel 2: 69.734001 Copyback: 0.016000 Sum: 0.024000 It 11,Best ac:0.003672 0.823529 fi:0.377692. Ave ac:0.012213,0.017476 Initialization: 5.791000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.593000 Kernel 1: 0.024000 Kernel 2: 70.875000 Copyback: 0.017000 Sum: 0.022000 It 12,Best ac:0.003934 0.789474 fi:0.369420. Ave ac:0.013515,0.021728 Initialization: 5.777000 Memcpy Classifiers: 0.345000 Memcpy Instances: 7.594000 Kernel 1: 0.023000 Kernel 2: 67.888000 Copyback: 0.016000 Sum: 0.024000 It 13,Best ac:0.005770 0.550000 fi:0.622994. Ave ac:0.011324,0.019530 Initialization: 5.759000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.621000 Kernel 1: 0.025000 Kernel 2: 68.299004 Copyback: 0.016000 Sum: 0.022000 It 14,Best ac:0.007868 0.681818 fi:0.500889. Ave ac:0.018474,0.026955 Initialization: 5.708000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.622000 Kernel 1: 0.024000 Kernel 2: 66.961998 Copyback: 0.016000 Sum: 0.020000 It 15,Best ac:0.005507 0.656250 fi:0.516627. Ave ac:0.016724,0.026149 Initialization: 5.774000 Memcpy Classifiers: 0.246000 Memcpy Instances: 8.555000 Kernel 1: 0.023000 Kernel 2: 67.710999 Copyback: 0.017000 Sum: 0.020000 It 16,Best ac:0.009179 0.648148 fi:0.510585. Ave ac:0.018528,0.028928 Initialization: 5.762000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.636000 Kernel 1: 0.023000 Kernel 2: 64.736000 Copyback: 0.017000 Sum: 0.022000 It 17,Best ac:0.003409 0.812500 fi:0.368441. Ave ac:0.017800,0.029104 Initialization: 5.741000 Memcpy Classifiers: 0.263000 Memcpy Instances: 8.736000 Kernel 1: 0.022000 Kernel 2: 66.153000 Copyback: 0.021000 Sum: 0.024000 It 18,Best ac:0.004458 0.772727 fi:0.398469. Ave ac:0.017041,0.028623 Initialization: 5.793000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.122000 Kernel 1: 0.023000 Kernel 2: 65.390999 Copyback: 0.017000 Sum: 0.022000 It 19,Best ac:0.004983 0.633333 fi:0.527570. Ave ac:0.014452,0.024316 Initialization: 5.757000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.685000 Kernel 1: 0.022000 Kernel 2: 65.089996 Copyback: 0.017000 Sum: 0.022000 It 20,Best ac:0.004196 0.695652 fi:0.472138. Ave ac:0.015870,0.025755 Initialization: 5.856000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.587000 Kernel 1: 0.023000 Kernel 2: 66.225998 Copyback: 0.017000 Sum: 0.022000 It 21,Best ac:0.003672 0.636364 fi:0.536676. Ave ac:0.016337,0.028079 Initialization: 5.869000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.592000 Kernel 1: 0.023000 Kernel 2: 63.543999 Copyback: 0.017000 Sum: 0.021000 It 22,Best ac:0.003934 0.750000 fi:0.415649. Ave ac:0.018656,0.029852 Initialization: 5.747000 Memcpy Classifiers: 0.226000 Memcpy Instances: 7.782000 Kernel 1: 0.024000 Kernel 2: 63.542000 Copyback: 0.018000 Sum: 0.021000 It 23,Best ac:0.003409 0.812500 fi:0.388853. Ave ac:0.016109,0.025337 Initialization: 5.799000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.592000 Kernel 1: 0.023000 Kernel 2: 63.855000 Copyback: 0.017000 Sum: 0.021000 It 24,Best ac:0.004983 0.760000 fi:0.402398. Ave ac:0.014943,0.023898 Initialization: 5.735000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.642000 Kernel 1: 0.024000 Kernel 2: 63.723000 Copyback: 0.017000 Sum: 0.021000 It 25,Best ac:0.003934 0.714286 fi:0.465877. Ave ac:0.014804,0.027515 Initialization: 5.765000 Memcpy Classifiers: 0.227000 Memcpy Instances: 7.631000 Kernel 1: 0.024000 Kernel 2: 64.600998 Copyback: 0.017000 Sum: 0.020000 It 26,Best ac:0.003409 0.684211 fi:0.500214. Ave ac:0.014459,0.022879 MDL Theory Length Weight: 4.7910345462 (10) Initialization: 5.737000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.595000 Kernel 1: 0.023000 Kernel 2: 64.665001 Copyback: 0.017000 Sum: 0.022000 It 27,Best ac:0.003672 0.823529 fi:0.361744. Ave ac:0.014119,0.027609 Initialization: 5.787000 Memcpy Classifiers: 0.226000 Memcpy Instances: 7.599000 Kernel 1: 0.023000 Kernel 2: 65.919998 Copyback: 0.017000 Sum: 0.023000 It 28,Best ac:0.003409 0.722222 fi:0.448331. Ave ac:0.009621,0.016897 Initialization: 5.751000 Memcpy Classifiers: 0.285000 Memcpy Instances: 7.623000 Kernel 1: 0.022000 Kernel 2: 67.460999 Copyback: 0.017000 Sum: 0.020000 It 29,Best ac:0.003672 0.736842 fi:0.426625. Ave ac:0.010579,0.013767 Initialization: 5.957000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.612000 Kernel 1: 0.024000 Kernel 2: 68.639999 Copyback: 0.017000 Sum: 0.022000 It 30,Best ac:0.006294 0.685714 fi:0.471603. Ave ac:0.008975,0.014026 Initialization: 5.797000 Memcpy Classifiers: 0.232000 Memcpy Instances: 8.110000 Kernel 1: 0.023000 Kernel 2: 67.503998 Copyback: 0.017000 Sum: 0.022000 It 31,Best ac:0.004196 0.695652 fi:0.462715. Ave ac:0.009383,0.013278 Initialization: 5.721000 Memcpy Classifiers: 0.245000 Memcpy Instances: 7.722000 Kernel 1: 0.023000 Kernel 2: 67.207001 Copyback: 0.017000 Sum: 0.022000 It 32,Best ac:0.004983 0.826087 fi:0.355485. Ave ac:0.009429,0.014975 Initialization: 5.747000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.151000 Kernel 1: 0.023000 Kernel 2: 65.095001 Copyback: 0.017000 Sum: 0.022000 It 33,Best ac:0.003934 0.789474 fi:0.370826. Ave ac:0.009149,0.014784 Initialization: 28.347000 Memcpy Instances: 383.467987 Memcpy Classifiers: 0.070000 Kernel 1: 0.023000 Kernel 2: 440.035004 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.063000 Kernel 1: 0.014000 Kernel 2: 445.640991 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.071000 Kernel 1: 0.015000 Kernel 2: 452.898987 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 426.335999 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 442.928009 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 445.385010 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.069000 Kernel 1: 0.013000 Kernel 2: 452.457001 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 450.207001 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 439.037994 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.047000 Kernel 1: 0.013000 Kernel 2: 125.269997 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.045087 0.498839 fi:0.646121. Ave ac:0.008553,0.029669 Best acc 0.045087 0.498839 Initialization: 5.797000 Memcpy Classifiers: 0.539000 Memcpy Instances: 7.674000 Kernel 1: 0.025000 Kernel 2: 95.750000 Copyback: 0.017000 Sum: 0.047000 Initial population average accuracy1:0.004742 accuracy2:0.201174 Initialization: 5.863000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.672000 Kernel 1: 0.023000 Kernel 2: 100.244003 Copyback: 0.017000 Sum: 0.040000 It 0,Best ac:0.003672 0.482759 fi:0.617093. Ave ac:0.008306,0.010820 Initialization: 5.785000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.593000 Kernel 1: 0.024000 Kernel 2: 100.903999 Copyback: 0.017000 Sum: 0.028000 It 1,Best ac:0.004458 0.515152 fi:0.584306. Ave ac:0.010507,0.012016 Initialization: 5.796000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.826000 Kernel 1: 0.023000 Kernel 2: 99.710999 Copyback: 0.017000 Sum: 0.032000 It 2,Best ac:0.004721 0.529412 fi:0.569914. Ave ac:0.012395,0.013469 Initialization: 6.115000 Memcpy Classifiers: 0.470000 Memcpy Instances: 7.683000 Kernel 1: 0.023000 Kernel 2: 97.698997 Copyback: 0.017000 Sum: 0.030000 It 3,Best ac:0.013113 0.543478 fi:0.551643. Ave ac:0.012007,0.013784 Initialization: 6.062000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.114000 Kernel 1: 0.023000 Kernel 2: 99.037003 Copyback: 0.016000 Sum: 0.030000 It 4,Best ac:0.005770 0.666667 fi:0.432134. Ave ac:0.012002,0.014310 Initialization: 7.772000 Memcpy Classifiers: 0.405000 Memcpy Instances: 9.645000 Kernel 1: 0.023000 Kernel 2: 98.384003 Copyback: 0.019000 Sum: 0.033000 It 5,Best ac:0.006819 0.684211 fi:0.414064. Ave ac:0.011155,0.013209 Initialization: 5.919000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.681000 Kernel 1: 0.022000 Kernel 2: 96.464996 Copyback: 0.017000 Sum: 0.027000 It 6,Best ac:0.003672 0.583333 fi:0.516518. Ave ac:0.008983,0.012285 Initialization: 5.743000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.767000 Kernel 1: 0.023000 Kernel 2: 95.699997 Copyback: 0.017000 Sum: 0.029000 It 7,Best ac:0.006032 0.638889 fi:0.459780. Ave ac:0.011165,0.014521 Initialization: 5.714000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.105000 Kernel 1: 0.023000 Kernel 2: 95.311996 Copyback: 0.017000 Sum: 0.031000 It 8,Best ac:0.005245 0.740741 fi:0.358322. Ave ac:0.008153,0.010343 Initialization: 5.710000 Memcpy Classifiers: 0.414000 Memcpy Instances: 8.120000 Kernel 1: 0.023000 Kernel 2: 93.903000 Copyback: 0.017000 Sum: 0.032000 It 9,Best ac:0.005770 0.814815 fi:0.283986. Ave ac:0.008714,0.011164 Iteration 10:MDL fitness activated Error 0.283986 TL 0.027498 MDL Theory Length Weight: 3.4425504584 (1) Initialization: 5.787000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.999000 Kernel 1: 0.023000 Kernel 2: 92.561996 Copyback: 0.017000 Sum: 0.031000 It 10,Best ac:0.006032 0.741935 fi:0.429860. Ave ac:0.007680,0.011229 Initialization: 5.697000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.669000 Kernel 1: 0.023000 Kernel 2: 87.389000 Copyback: 0.016000 Sum: 0.030000 It 11,Best ac:0.004196 0.695652 fi:0.468206. Ave ac:0.008484,0.012868 Initialization: 5.808000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.860000 Kernel 1: 0.023000 Kernel 2: 85.448997 Copyback: 0.017000 Sum: 0.034000 It 12,Best ac:0.005507 0.724138 fi:0.464258. Ave ac:0.009740,0.015142 Initialization: 5.717000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.674000 Kernel 1: 0.023000 Kernel 2: 84.045998 Copyback: 0.017000 Sum: 0.030000 It 13,Best ac:0.005245 0.833333 fi:0.331882. Ave ac:0.007505,0.013638 Initialization: 6.309000 Memcpy Classifiers: 0.381000 Memcpy Instances: 7.604000 Kernel 1: 0.024000 Kernel 2: 86.515999 Copyback: 0.017000 Sum: 0.027000 It 14,Best ac:0.004196 0.640000 fi:0.554036. Ave ac:0.009417,0.014396 Initialization: 5.706000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.638000 Kernel 1: 0.023000 Kernel 2: 85.255997 Copyback: 0.020000 Sum: 0.029000 It 15,Best ac:0.004983 0.730769 fi:0.440786. Ave ac:0.009420,0.013675 Initialization: 5.749000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.595000 Kernel 1: 0.022000 Kernel 2: 84.948997 Copyback: 0.017000 Sum: 0.030000 It 16,Best ac:0.003409 0.684211 fi:0.554467. Ave ac:0.009195,0.015609 Initialization: 5.747000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.637000 Kernel 1: 0.023000 Kernel 2: 84.656998 Copyback: 0.017000 Sum: 0.030000 It 17,Best ac:0.003409 0.684211 fi:0.496532. Ave ac:0.009553,0.014809 Initialization: 5.770000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.688000 Kernel 1: 0.022000 Kernel 2: 83.508003 Copyback: 0.017000 Sum: 0.029000 It 18,Best ac:0.004983 0.730769 fi:0.467791. Ave ac:0.009130,0.011045 Initialization: 5.779000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.624000 Kernel 1: 0.023000 Kernel 2: 78.295998 Copyback: 0.016000 Sum: 0.032000 It 19,Best ac:0.002098 1.000000 fi:0.500641. Ave ac:0.008949,0.013984 Initialization: 5.775000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.602000 Kernel 1: 0.024000 Kernel 2: 79.324997 Copyback: 0.017000 Sum: 0.027000 It 20,Best ac:0.003147 0.705882 fi:0.501360. Ave ac:0.010982,0.018532 Initialization: 5.731000 Memcpy Classifiers: 0.463000 Memcpy Instances: 7.587000 Kernel 1: 0.024000 Kernel 2: 76.280998 Copyback: 0.016000 Sum: 0.028000 It 21,Best ac:0.004458 0.566667 fi:0.578393. Ave ac:0.009631,0.015381 Initialization: 5.778000 Memcpy Classifiers: 0.976000 Memcpy Instances: 8.042000 Kernel 1: 0.022000 Kernel 2: 76.568001 Copyback: 0.017000 Sum: 0.022000 It 22,Best ac:0.004458 0.809524 fi:0.342985. Ave ac:0.010799,0.013104 MDL Theory Length Weight: 3.0982954125 (10) Initialization: 6.240000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.050000 Kernel 1: 0.024000 Kernel 2: 77.250999 Copyback: 0.017000 Sum: 0.027000 It 23,Best ac:0.003409 0.812500 fi:0.355405. Ave ac:0.010292,0.016312 Initialization: 5.690000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.628000 Kernel 1: 0.023000 Kernel 2: 76.574997 Copyback: 0.019000 Sum: 0.024000 It 24,Best ac:0.006032 0.718750 fi:0.447998. Ave ac:0.010720,0.014640 Initialization: 5.829000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.603000 Kernel 1: 0.022000 Kernel 2: 75.943001 Copyback: 0.017000 Sum: 0.024000 It 25,Best ac:0.005507 0.656250 fi:0.479557. Ave ac:0.009918,0.015498 Initialization: 5.722000 Memcpy Classifiers: 0.339000 Memcpy Instances: 7.644000 Kernel 1: 0.023000 Kernel 2: 77.121002 Copyback: 0.017000 Sum: 0.023000 It 26,Best ac:0.003672 0.933333 fi:0.231320. Ave ac:0.009197,0.011446 Initialization: 5.767000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.606000 Kernel 1: 0.023000 Kernel 2: 75.836998 Copyback: 0.019000 Sum: 0.028000 It 27,Best ac:0.003934 0.882353 fi:0.251571. Ave ac:0.007699,0.012244 Initialization: 5.778000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.667000 Kernel 1: 0.023000 Kernel 2: 73.944000 Copyback: 0.016000 Sum: 0.027000 It 28,Best ac:0.004196 0.695652 fi:0.531557. Ave ac:0.007254,0.013924 Initialization: 5.845000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.723000 Kernel 1: 0.022000 Kernel 2: 73.834999 Copyback: 0.017000 Sum: 0.027000 It 29,Best ac:0.003672 0.700000 fi:0.458144. Ave ac:0.009599,0.016234 Initialization: 5.959000 Memcpy Classifiers: 0.404000 Memcpy Instances: 7.610000 Kernel 1: 0.022000 Kernel 2: 74.377998 Copyback: 0.017000 Sum: 0.025000 It 30,Best ac:0.003934 0.833333 fi:0.309085. Ave ac:0.008991,0.014875 Initialization: 5.707000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.690000 Kernel 1: 0.023000 Kernel 2: 72.871002 Copyback: 0.016000 Sum: 0.026000 It 31,Best ac:0.004458 0.629630 fi:0.508848. Ave ac:0.006677,0.010027 Initialization: 6.284000 Memcpy Classifiers: 0.381000 Memcpy Instances: 7.604000 Kernel 1: 0.023000 Kernel 2: 72.606003 Copyback: 0.017000 Sum: 0.031000 It 32,Best ac:0.003933 0.681818 fi:0.462854. Ave ac:0.009320,0.015561 Initialization: 5.718000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.592000 Kernel 1: 0.024000 Kernel 2: 73.216003 Copyback: 0.047000 Sum: 0.025000 It 33,Best ac:0.003934 0.789474 fi:0.344450. Ave ac:0.009994,0.014799 Initialization: 28.603001 Memcpy Instances: 375.731995 Memcpy Classifiers: 0.068000 Kernel 1: 0.025000 Kernel 2: 494.640991 Copyback: 0.015000 Sum: 0.015000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 493.032990 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 486.429993 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 499.457001 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 502.498993 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 505.627014 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 489.131012 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 481.919006 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 497.765991 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.042000 Kernel 1: 0.013000 Kernel 2: 128.319000 Copyback: 0.015000 Sum: 0.000000 It 34,Best ac:0.004138 0.561566 fi:0.596345. Ave ac:0.006838,0.020185 Best acc 0.004138 0.561566 Rule:Att PSSM_-4_2 is [<2.112775]|Att PSSM_0_6 is [<-3.072509]|Att PSSM_0_8 is [<6.188603]|Att PSSM_1_7 is [<0.507068]|Att PSSM_1_14 is [-4.007233,6.007233]|Att PSSM_2_3 is [<-1.214514]|Att PSSM_3_15 is [<1.453853]|Att PSSM_4_14 is [>-4.837393]|1 Accuracy : 0.784114 0 1 151336 12744 37911 32647 Removed 1405 instances. 189247 Instances left. Acc of rule 0.004138-0.561566 Initialization: 5.763000 Memcpy Classifiers: 0.504000 Memcpy Instances: 7.533000 Kernel 1: 0.026000 Kernel 2: 95.039001 Copyback: 0.018000 Sum: 0.047000 Initial population average accuracy1:0.005863 accuracy2:0.195025 Initialization: 5.786000 Memcpy Classifiers: 0.506000 Memcpy Instances: 7.527000 Kernel 1: 0.023000 Kernel 2: 97.207001 Copyback: 0.017000 Sum: 0.032000 It 0,Best ac:0.004757 0.486486 fi:0.612790. Ave ac:0.011402,0.015708 Initialization: 5.734000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.887000 Kernel 1: 0.023000 Kernel 2: 100.266998 Copyback: 0.017000 Sum: 0.030000 It 1,Best ac:0.003170 0.631579 fi:0.512645. Ave ac:0.013949,0.019124 Initialization: 5.712000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.531000 Kernel 1: 0.024000 Kernel 2: 97.218002 Copyback: 0.371000 Sum: 0.031000 It 2,Best ac:0.003962 0.576923 fi:0.522758. Ave ac:0.012175,0.015888 Initialization: 5.658000 Memcpy Classifiers: 0.472000 Memcpy Instances: 7.654000 Kernel 1: 0.023000 Kernel 2: 95.751999 Copyback: 0.017000 Sum: 0.032000 It 3,Best ac:0.005285 0.666667 fi:0.432341. Ave ac:0.012023,0.014311 Initialization: 5.806000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.576000 Kernel 1: 0.023000 Kernel 2: 92.216003 Copyback: 0.017000 Sum: 0.036000 It 4,Best ac:0.009511 0.580645 fi:0.516222. Ave ac:0.010957,0.012446 Initialization: 5.755000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.619000 Kernel 1: 0.023000 Kernel 2: 91.147003 Copyback: 0.017000 Sum: 0.032000 It 5,Best ac:0.003435 0.722222 fi:0.377725. Ave ac:0.012797,0.012440 Initialization: 5.783000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.560000 Kernel 1: 0.023000 Kernel 2: 87.027000 Copyback: 0.017000 Sum: 0.030000 It 6,Best ac:0.004227 0.695652 fi:0.403892. Ave ac:0.010826,0.012344 Initialization: 5.685000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.567000 Kernel 1: 0.023000 Kernel 2: 84.845001 Copyback: 0.017000 Sum: 0.033000 It 7,Best ac:0.004491 0.680000 fi:0.419410. Ave ac:0.009495,0.010277 Initialization: 9.659000 Memcpy Classifiers: 0.399000 Memcpy Instances: 7.541000 Kernel 1: 0.023000 Kernel 2: 85.124001 Copyback: 0.017000 Sum: 0.030000 It 8,Best ac:0.006342 0.666667 fi:0.431804. Ave ac:0.009136,0.010155 Initialization: 5.759000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.550000 Kernel 1: 0.023000 Kernel 2: 86.973000 Copyback: 0.017000 Sum: 0.031000 It 9,Best ac:0.005021 0.760000 fi:0.339142. Ave ac:0.008396,0.008950 Iteration 10:MDL fitness activated Error 0.339142 TL 0.028138 MDL Theory Length Weight: 4.0175401230 (1) Initialization: 6.108000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.888000 Kernel 1: 0.023000 Kernel 2: 85.526001 Copyback: 0.017000 Sum: 0.032000 It 10,Best ac:0.008721 0.660000 fi:0.520969. Ave ac:0.008433,0.009619 Initialization: 5.720000 Memcpy Classifiers: 0.390000 Memcpy Instances: 7.523000 Kernel 1: 0.024000 Kernel 2: 83.658997 Copyback: 0.017000 Sum: 0.034000 It 11,Best ac:0.003435 0.684211 fi:0.478051. Ave ac:0.009543,0.010535 Initialization: 5.689000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.808000 Kernel 1: 0.023000 Kernel 2: 85.169998 Copyback: 0.017000 Sum: 0.031000 It 12,Best ac:0.003435 0.764706 fi:0.434444. Ave ac:0.010650,0.011923 Initialization: 5.785000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.590000 Kernel 1: 0.023000 Kernel 2: 82.028999 Copyback: 0.017000 Sum: 0.028000 It 13,Best ac:0.005284 0.689655 fi:0.526336. Ave ac:0.009440,0.012501 Initialization: 5.778000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.573000 Kernel 1: 0.023000 Kernel 2: 83.974998 Copyback: 0.018000 Sum: 0.031000 It 14,Best ac:0.003170 0.857143 fi:0.348320. Ave ac:0.008680,0.013308 Initialization: 5.735000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.045000 Kernel 1: 0.023000 Kernel 2: 82.402000 Copyback: 0.017000 Sum: 0.034000 It 15,Best ac:0.002906 1.000000 fi:0.286815. Ave ac:0.009390,0.013344 Initialization: 5.728000 Memcpy Classifiers: 0.282000 Memcpy Instances: 8.073000 Kernel 1: 0.023000 Kernel 2: 81.357002 Copyback: 0.017000 Sum: 0.033000 It 16,Best ac:0.005812 0.709677 fi:0.488026. Ave ac:0.007306,0.008529 Initialization: 5.743000 Memcpy Classifiers: 0.353000 Memcpy Instances: 7.571000 Kernel 1: 0.022000 Kernel 2: 80.222000 Copyback: 0.017000 Sum: 0.033000 It 17,Best ac:0.003435 0.650000 fi:0.526980. Ave ac:0.006738,0.008686 Initialization: 5.693000 Memcpy Classifiers: 0.319000 Memcpy Instances: 7.649000 Kernel 1: 0.023000 Kernel 2: 78.028000 Copyback: 0.017000 Sum: 0.030000 It 18,Best ac:0.003436 0.722222 fi:0.490159. Ave ac:0.007038,0.008244 Initialization: 5.739000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.551000 Kernel 1: 0.022000 Kernel 2: 78.777000 Copyback: 0.016000 Sum: 0.028000 It 19,Best ac:0.005812 0.785714 fi:0.405388. Ave ac:0.007848,0.008466 Initialization: 5.774000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.629000 Kernel 1: 0.023000 Kernel 2: 76.098000 Copyback: 0.017000 Sum: 0.029000 It 20,Best ac:0.003963 0.750000 fi:0.437487. Ave ac:0.004995,0.006541 Initialization: 5.786000 Memcpy Classifiers: 0.328000 Memcpy Instances: 7.528000 Kernel 1: 0.024000 Kernel 2: 76.741997 Copyback: 0.017000 Sum: 0.031000 It 21,Best ac:0.003699 0.700000 fi:0.484083. Ave ac:0.006848,0.008370 Initialization: 5.659000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.566000 Kernel 1: 0.024000 Kernel 2: 76.339996 Copyback: 0.017000 Sum: 0.027000 It 22,Best ac:0.003435 0.684211 fi:0.465652. Ave ac:0.004992,0.005370 Initialization: 5.697000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.631000 Kernel 1: 0.023000 Kernel 2: 76.018997 Copyback: 0.017000 Sum: 0.029000 It 23,Best ac:0.003698 0.777778 fi:0.427386. Ave ac:0.007320,0.006792 Initialization: 5.746000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.554000 Kernel 1: 0.024000 Kernel 2: 75.598000 Copyback: 0.017000 Sum: 0.028000 It 24,Best ac:0.004227 0.800000 fi:0.403565. Ave ac:0.007361,0.008419 MDL Theory Length Weight: 3.6157861107 (10) Initialization: 5.746000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.568000 Kernel 1: 0.024000 Kernel 2: 74.802002 Copyback: 0.017000 Sum: 0.025000 It 25,Best ac:0.003170 0.750000 fi:0.454285. Ave ac:0.005636,0.007350 Initialization: 5.727000 Memcpy Classifiers: 0.302000 Memcpy Instances: 11.126000 Kernel 1: 0.023000 Kernel 2: 73.362999 Copyback: 0.017000 Sum: 0.024000 It 26,Best ac:0.002907 0.916667 fi:0.378165. Ave ac:0.008386,0.008118 Initialization: 5.770000 Memcpy Classifiers: 0.301000 Memcpy Instances: 8.276000 Kernel 1: 0.023000 Kernel 2: 72.787003 Copyback: 0.017000 Sum: 0.029000 It 27,Best ac:0.003435 0.722222 fi:0.448170. Ave ac:0.006514,0.007547 Initialization: 5.807000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.586000 Kernel 1: 0.023000 Kernel 2: 74.494003 Copyback: 0.017000 Sum: 0.022000 It 28,Best ac:0.003963 0.750000 fi:0.406912. Ave ac:0.006438,0.007092 Initialization: 5.740000 Memcpy Classifiers: 0.285000 Memcpy Instances: 7.536000 Kernel 1: 0.023000 Kernel 2: 73.893997 Copyback: 0.017000 Sum: 0.026000 It 29,Best ac:0.003699 0.777778 fi:0.413779. Ave ac:0.008598,0.008661 Initialization: 5.735000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.564000 Kernel 1: 0.023000 Kernel 2: 72.750000 Copyback: 0.017000 Sum: 0.023000 It 30,Best ac:0.002641 1.000000 fi:0.340593. Ave ac:0.007420,0.006894 Initialization: 5.775000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.560000 Kernel 1: 0.023000 Kernel 2: 73.056999 Copyback: 0.017000 Sum: 0.027000 It 31,Best ac:0.005548 0.807692 fi:0.335947. Ave ac:0.006151,0.007519 Initialization: 5.638000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.540000 Kernel 1: 0.024000 Kernel 2: 73.894997 Copyback: 0.017000 Sum: 0.023000 It 32,Best ac:0.003963 0.882353 fi:0.285903. Ave ac:0.006777,0.007774 Initialization: 6.136000 Memcpy Classifiers: 0.247000 Memcpy Instances: 7.582000 Kernel 1: 0.023000 Kernel 2: 75.278000 Copyback: 0.017000 Sum: 0.028000 It 33,Best ac:0.003963 0.750000 fi:0.390754. Ave ac:0.006444,0.008802 Initialization: 28.771999 Memcpy Instances: 372.540009 Memcpy Classifiers: 0.065000 Kernel 1: 0.024000 Kernel 2: 498.109009 Copyback: 0.015000 Sum: 0.015000 Memcpy Classifiers: 0.059000 Kernel 1: 0.014000 Kernel 2: 482.897003 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 485.580994 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 476.105988 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 489.946014 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 486.987000 Copyback: 0.369000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 483.372986 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 486.128998 Copyback: 0.021000 Sum: 0.007000 Memcpy Classifiers: 0.070000 Kernel 1: 0.021000 Kernel 2: 448.587006 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.004513 0.580557 fi:0.563767. Ave ac:0.006438,0.019147 Best acc 0.004513 0.580557 Initialization: 5.736000 Memcpy Classifiers: 0.523000 Memcpy Instances: 7.531000 Kernel 1: 0.024000 Kernel 2: 94.196999 Copyback: 0.017000 Sum: 0.046000 Initial population average accuracy1:0.004811 accuracy2:0.203634 Initialization: 5.736000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.561000 Kernel 1: 0.024000 Kernel 2: 98.808998 Copyback: 0.017000 Sum: 0.033000 It 0,Best ac:0.003434 0.500000 fi:0.599949. Ave ac:0.007325,0.009018 Initialization: 5.766000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.567000 Kernel 1: 0.023000 Kernel 2: 98.333000 Copyback: 0.017000 Sum: 0.030000 It 1,Best ac:0.006605 0.625000 fi:0.473337. Ave ac:0.009300,0.010271 Initialization: 5.712000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.755000 Kernel 1: 0.023000 Kernel 2: 99.213997 Copyback: 0.017000 Sum: 0.033000 It 2,Best ac:0.003963 0.517241 fi:0.582437. Ave ac:0.009208,0.010228 Initialization: 5.724000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.528000 Kernel 1: 0.024000 Kernel 2: 97.013000 Copyback: 0.016000 Sum: 0.030000 It 3,Best ac:0.005283 0.555556 fi:0.543456. Ave ac:0.008824,0.010415 Initialization: 5.691000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.930000 Kernel 1: 0.022000 Kernel 2: 96.785004 Copyback: 0.017000 Sum: 0.030000 It 4,Best ac:0.004227 0.695652 fi:0.403892. Ave ac:0.008767,0.010574 Initialization: 5.660000 Memcpy Classifiers: 0.504000 Memcpy Instances: 7.558000 Kernel 1: 0.023000 Kernel 2: 96.219002 Copyback: 0.017000 Sum: 0.031000 It 5,Best ac:0.006605 0.735294 fi:0.363043. Ave ac:0.010245,0.011261 Initialization: 5.694000 Memcpy Classifiers: 0.438000 Memcpy Instances: 7.550000 Kernel 1: 0.023000 Kernel 2: 93.620003 Copyback: 0.018000 Sum: 0.033000 It 6,Best ac:0.003964 0.681818 fi:0.417860. Ave ac:0.009388,0.011379 Initialization: 5.777000 Memcpy Classifiers: 0.440000 Memcpy Instances: 7.660000 Kernel 1: 0.023000 Kernel 2: 95.438004 Copyback: 0.017000 Sum: 0.030000 It 7,Best ac:0.005284 0.571429 fi:0.527579. Ave ac:0.008623,0.009353 Initialization: 5.704000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.720000 Kernel 1: 0.024000 Kernel 2: 92.960999 Copyback: 0.017000 Sum: 0.030000 It 8,Best ac:0.003435 0.764706 fi:0.335241. Ave ac:0.008952,0.009296 Initialization: 5.748000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.544000 Kernel 1: 0.024000 Kernel 2: 94.799004 Copyback: 0.017000 Sum: 0.029000 It 9,Best ac:0.003699 0.777778 fi:0.322035. Ave ac:0.007984,0.008516 Iteration 10:MDL fitness activated Error 0.322035 TL 0.043781 MDL Theory Length Weight: 2.4518343096 (1) Initialization: 5.809000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.034000 Kernel 1: 0.022000 Kernel 2: 93.286003 Copyback: 0.018000 Sum: 0.029000 It 10,Best ac:0.003170 0.666667 fi:0.540664. Ave ac:0.009560,0.009448 Initialization: 5.759000 Memcpy Classifiers: 0.381000 Memcpy Instances: 7.559000 Kernel 1: 0.023000 Kernel 2: 90.582001 Copyback: 0.017000 Sum: 0.032000 It 11,Best ac:0.003435 0.684211 fi:0.497004. Ave ac:0.009938,0.010797 Initialization: 6.194000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.588000 Kernel 1: 0.023000 Kernel 2: 89.844002 Copyback: 0.016000 Sum: 0.032000 It 12,Best ac:0.003963 0.681818 fi:0.518260. Ave ac:0.011042,0.013282 Initialization: 5.656000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.580000 Kernel 1: 0.023000 Kernel 2: 87.580002 Copyback: 0.017000 Sum: 0.030000 It 13,Best ac:0.005021 0.703704 fi:0.460489. Ave ac:0.011079,0.013352 Initialization: 5.751000 Memcpy Classifiers: 0.399000 Memcpy Instances: 7.555000 Kernel 1: 0.024000 Kernel 2: 88.628998 Copyback: 0.017000 Sum: 0.034000 It 14,Best ac:0.003699 0.777778 fi:0.411587. Ave ac:0.009163,0.010201 Initialization: 5.748000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.769000 Kernel 1: 0.024000 Kernel 2: 85.957001 Copyback: 0.017000 Sum: 0.031000 It 15,Best ac:0.003170 0.705882 fi:0.490999. Ave ac:0.008894,0.008907 Initialization: 5.748000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.586000 Kernel 1: 0.023000 Kernel 2: 86.879997 Copyback: 0.017000 Sum: 0.029000 It 16,Best ac:0.003963 0.714286 fi:0.453181. Ave ac:0.009847,0.011733 Initialization: 5.796000 Memcpy Classifiers: 0.378000 Memcpy Instances: 7.995000 Kernel 1: 0.023000 Kernel 2: 86.152000 Copyback: 0.017000 Sum: 0.032000 It 17,Best ac:0.003435 0.722222 fi:0.443837. Ave ac:0.008655,0.009214 Initialization: 5.707000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.531000 Kernel 1: 0.024000 Kernel 2: 85.605003 Copyback: 0.017000 Sum: 0.030000 It 18,Best ac:0.004490 0.772727 fi:0.402459. Ave ac:0.008624,0.010541 Initialization: 5.756000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.524000 Kernel 1: 0.023000 Kernel 2: 87.735001 Copyback: 0.017000 Sum: 0.033000 It 19,Best ac:0.005020 0.730769 fi:0.433424. Ave ac:0.008960,0.009559 Initialization: 6.698000 Memcpy Classifiers: 0.364000 Memcpy Instances: 7.536000 Kernel 1: 0.023000 Kernel 2: 84.248001 Copyback: 0.017000 Sum: 0.030000 It 20,Best ac:0.005550 0.777778 fi:0.377879. Ave ac:0.009238,0.008340 Initialization: 5.744000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.558000 Kernel 1: 0.023000 Kernel 2: 82.559998 Copyback: 0.017000 Sum: 0.033000 It 21,Best ac:0.003699 0.777778 fi:0.387086. Ave ac:0.007305,0.006895 Initialization: 5.702000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.064000 Kernel 1: 0.024000 Kernel 2: 78.994003 Copyback: 0.017000 Sum: 0.031000 It 22,Best ac:0.005548 0.777778 fi:0.384166. Ave ac:0.007245,0.006519 Initialization: 5.640000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.632000 Kernel 1: 0.024000 Kernel 2: 76.432999 Copyback: 0.017000 Sum: 0.035000 It 23,Best ac:0.003962 0.714286 fi:0.449969. Ave ac:0.006185,0.005646 Initialization: 5.711000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.694000 Kernel 1: 0.023000 Kernel 2: 73.147003 Copyback: 0.017000 Sum: 0.031000 It 24,Best ac:0.003699 0.666667 fi:0.483065. Ave ac:0.006959,0.006882 Initialization: 5.694000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.551000 Kernel 1: 0.024000 Kernel 2: 71.477997 Copyback: 0.017000 Sum: 0.035000 It 25,Best ac:0.003699 0.700000 fi:0.464328. Ave ac:0.006496,0.006845 Initialization: 5.758000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.567000 Kernel 1: 0.024000 Kernel 2: 71.387001 Copyback: 0.017000 Sum: 0.032000 It 26,Best ac:0.004757 0.857143 fi:0.304001. Ave ac:0.008262,0.007431 Initialization: 5.706000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.558000 Kernel 1: 0.023000 Kernel 2: 71.456001 Copyback: 0.017000 Sum: 0.038000 It 27,Best ac:0.004756 0.782609 fi:0.388812. Ave ac:0.007074,0.007574 Initialization: 5.703000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.531000 Kernel 1: 0.023000 Kernel 2: 74.314003 Copyback: 0.017000 Sum: 0.030000 It 28,Best ac:0.003170 0.857143 fi:0.357734. Ave ac:0.006384,0.006154 Initialization: 5.695000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.623000 Kernel 1: 0.023000 Kernel 2: 73.820000 Copyback: 0.017000 Sum: 0.030000 It 29,Best ac:0.003963 0.750000 fi:0.413913. Ave ac:0.007342,0.005634 Initialization: 5.722000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.524000 Kernel 1: 0.023000 Kernel 2: 75.644997 Copyback: 0.017000 Sum: 0.033000 It 30,Best ac:0.003435 0.866667 fi:0.295697. Ave ac:0.006291,0.005058 Initialization: 5.708000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.566000 Kernel 1: 0.024000 Kernel 2: 72.401001 Copyback: 0.017000 Sum: 0.032000 It 31,Best ac:0.003436 0.764706 fi:0.387767. Ave ac:0.006826,0.007005 Initialization: 5.665000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.569000 Kernel 1: 0.024000 Kernel 2: 74.903999 Copyback: 0.017000 Sum: 0.028000 It 32,Best ac:0.003435 0.866667 fi:0.301573. Ave ac:0.007348,0.006253 Initialization: 6.680000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.539000 Kernel 1: 0.024000 Kernel 2: 72.503998 Copyback: 0.017000 Sum: 0.032000 It 33,Best ac:0.003699 0.823529 fi:0.338718. Ave ac:0.007416,0.006331 Initialization: 28.525000 Memcpy Instances: 371.970001 Memcpy Classifiers: 0.071000 Kernel 1: 0.024000 Kernel 2: 482.048004 Copyback: 0.016000 Sum: 0.013000 Memcpy Classifiers: 0.063000 Kernel 1: 0.014000 Kernel 2: 495.087006 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.014000 Kernel 2: 507.898010 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 476.570007 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 477.523010 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.070000 Kernel 1: 0.014000 Kernel 2: 492.432007 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.012000 Kernel 2: 493.080994 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 473.122009 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.075000 Kernel 1: 0.013000 Kernel 2: 454.911011 Copyback: 0.015000 Sum: 0.002000 It 34,Best ac:0.004042 0.549174 fi:0.613535. Ave ac:0.007542,0.021379 Best acc 0.004042 0.549174 Rule:Att PSSM_-1_16 is [>-4.193773]|Att PSSM_0_1 is [3.746062,6.296900]|Att PSSM_0_7 is [<-2.948783]|Att PSSM_2_15 is [>-4.911795]|Att PSSM_3_15 is [<2.068193]|1 Accuracy : 0.785124 0 1 150719 13361 37057 33501 Removed 1471 instances. 187776 Instances left. Acc of rule 0.004513-0.580557 Initialization: 6.293000 Memcpy Classifiers: 0.579000 Memcpy Instances: 7.799000 Kernel 1: 0.024000 Kernel 2: 91.890999 Copyback: 0.018000 Sum: 0.042000 Initial population average accuracy1:0.005414 accuracy2:0.197827 Initialization: 5.683000 Memcpy Classifiers: 0.504000 Memcpy Instances: 7.496000 Kernel 1: 0.023000 Kernel 2: 96.272003 Copyback: 0.017000 Sum: 0.037000 It 0,Best ac:0.006391 0.400000 fi:0.698397. Ave ac:0.009077,0.012448 Initialization: 5.684000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.537000 Kernel 1: 0.023000 Kernel 2: 98.886002 Copyback: 0.016000 Sum: 0.032000 It 1,Best ac:0.004261 0.457143 fi:0.642352. Ave ac:0.013038,0.015637 Initialization: 5.665000 Memcpy Classifiers: 0.486000 Memcpy Instances: 7.503000 Kernel 1: 0.023000 Kernel 2: 100.794998 Copyback: 0.016000 Sum: 0.030000 It 2,Best ac:0.003995 0.576923 fi:0.522709. Ave ac:0.012000,0.013964 Initialization: 5.735000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.463000 Kernel 1: 0.023000 Kernel 2: 98.360001 Copyback: 0.028000 Sum: 0.026000 It 3,Best ac:0.004792 0.529412 fi:0.569809. Ave ac:0.010281,0.010732 Initialization: 11.890000 Memcpy Classifiers: 5.671000 Memcpy Instances: 13.542000 Kernel 1: 0.024000 Kernel 2: 100.000000 Copyback: 0.017000 Sum: 0.027000 It 4,Best ac:0.006125 0.547619 fi:0.550915. Ave ac:0.010268,0.010648 Initialization: 5.705000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.558000 Kernel 1: 0.023000 Kernel 2: 94.338997 Copyback: 0.017000 Sum: 0.027000 It 5,Best ac:0.003195 0.800000 fi:0.323436. Ave ac:0.011125,0.011397 Initialization: 6.294000 Memcpy Classifiers: 0.452000 Memcpy Instances: 7.478000 Kernel 1: 0.022000 Kernel 2: 92.459000 Copyback: 0.371000 Sum: 0.028000 It 6,Best ac:0.003461 0.812500 fi:0.287407. Ave ac:0.010458,0.011061 Initialization: 5.771000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.460000 Kernel 1: 0.023000 Kernel 2: 89.206001 Copyback: 0.017000 Sum: 0.027000 It 7,Best ac:0.007190 0.613636 fi:0.484349. Ave ac:0.008613,0.009745 Initialization: 5.719000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.461000 Kernel 1: 0.023000 Kernel 2: 88.908997 Copyback: 0.017000 Sum: 0.030000 It 8,Best ac:0.003195 0.600000 fi:0.523436. Ave ac:0.008805,0.009793 Initialization: 5.731000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.463000 Kernel 1: 0.023000 Kernel 2: 88.442001 Copyback: 0.018000 Sum: 0.028000 It 9,Best ac:0.003727 0.666667 fi:0.433103. Ave ac:0.009764,0.010195 Iteration 10:MDL fitness activated Error 0.433103 TL 0.037104 MDL Theory Length Weight: 3.8909063379 (4) Initialization: 5.735000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.485000 Kernel 1: 0.024000 Kernel 2: 86.542000 Copyback: 0.017000 Sum: 0.031000 It 10,Best ac:0.002929 0.916667 fi:0.389294. Ave ac:0.009440,0.009218 Initialization: 5.786000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.508000 Kernel 1: 0.023000 Kernel 2: 85.694000 Copyback: 0.017000 Sum: 0.034000 It 11,Best ac:0.004260 0.640000 fi:0.557775. Ave ac:0.009588,0.010189 Initialization: 5.718000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.482000 Kernel 1: 0.024000 Kernel 2: 86.053001 Copyback: 0.017000 Sum: 0.032000 It 12,Best ac:0.003995 0.714286 fi:0.526345. Ave ac:0.009530,0.011750 Initialization: 5.679000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.461000 Kernel 1: 0.022000 Kernel 2: 83.934998 Copyback: 0.017000 Sum: 0.031000 It 13,Best ac:0.003994 0.576923 fi:0.574593. Ave ac:0.010602,0.016066 Initialization: 5.719000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.514000 Kernel 1: 0.024000 Kernel 2: 84.214996 Copyback: 0.017000 Sum: 0.028000 It 14,Best ac:0.002929 0.785714 fi:0.531449. Ave ac:0.010324,0.012715 Initialization: 5.667000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.525000 Kernel 1: 0.024000 Kernel 2: 81.402000 Copyback: 0.017000 Sum: 0.032000 It 15,Best ac:0.003727 0.700000 fi:0.499333. Ave ac:0.010104,0.010994 Initialization: 5.685000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.476000 Kernel 1: 0.024000 Kernel 2: 79.908997 Copyback: 0.017000 Sum: 0.030000 It 16,Best ac:0.003995 0.882353 fi:0.358268. Ave ac:0.010748,0.013960 Initialization: 5.713000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.499000 Kernel 1: 0.024000 Kernel 2: 79.678001 Copyback: 0.017000 Sum: 0.029000 It 17,Best ac:0.004527 0.708333 fi:0.480775. Ave ac:0.009524,0.011549 Initialization: 5.657000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.521000 Kernel 1: 0.023000 Kernel 2: 78.428001 Copyback: 0.017000 Sum: 0.029000 It 18,Best ac:0.003462 0.764706 fi:0.417967. Ave ac:0.009472,0.012075 Initialization: 5.872000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.910000 Kernel 1: 0.022000 Kernel 2: 75.799004 Copyback: 0.017000 Sum: 0.026000 It 19,Best ac:0.003727 0.666667 fi:0.499408. Ave ac:0.010297,0.016427 Initialization: 5.662000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.955000 Kernel 1: 0.022000 Kernel 2: 78.574997 Copyback: 0.017000 Sum: 0.030000 It 20,Best ac:0.003194 0.923077 fi:0.290094. Ave ac:0.008098,0.013026 Initialization: 5.751000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.487000 Kernel 1: 0.023000 Kernel 2: 79.612000 Copyback: 0.017000 Sum: 0.027000 It 21,Best ac:0.003995 0.882353 fi:0.296544. Ave ac:0.008252,0.012886 Initialization: 5.695000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.840000 Kernel 1: 0.023000 Kernel 2: 78.001999 Copyback: 0.017000 Sum: 0.034000 It 22,Best ac:0.003727 0.608696 fi:0.580575. Ave ac:0.008138,0.012714 Initialization: 5.690000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.530000 Kernel 1: 0.023000 Kernel 2: 79.570000 Copyback: 0.018000 Sum: 0.029000 It 23,Best ac:0.004525 0.653846 fi:0.501496. Ave ac:0.010972,0.019021 Initialization: 5.630000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.595000 Kernel 1: 0.022000 Kernel 2: 77.898003 Copyback: 0.017000 Sum: 0.028000 It 24,Best ac:0.004261 0.727273 fi:0.468092. Ave ac:0.011516,0.017988 Initialization: 5.658000 Memcpy Classifiers: 0.301000 Memcpy Instances: 7.464000 Kernel 1: 0.024000 Kernel 2: 77.183998 Copyback: 0.016000 Sum: 0.025000 It 25,Best ac:0.003462 0.764706 fi:0.430452. Ave ac:0.009397,0.014064 Initialization: 5.677000 Memcpy Classifiers: 0.344000 Memcpy Instances: 7.469000 Kernel 1: 0.023000 Kernel 2: 74.698997 Copyback: 0.017000 Sum: 0.048000 It 26,Best ac:0.005060 0.678571 fi:0.488478. Ave ac:0.012389,0.021077 Initialization: 5.716000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.476000 Kernel 1: 0.024000 Kernel 2: 76.183998 Copyback: 0.017000 Sum: 0.023000 It 27,Best ac:0.005590 0.750000 fi:0.444682. Ave ac:0.010927,0.016428 Initialization: 5.685000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.569000 Kernel 1: 0.023000 Kernel 2: 75.959000 Copyback: 0.016000 Sum: 0.023000 It 28,Best ac:0.003461 0.764706 fi:0.382329. Ave ac:0.009397,0.013886 Initialization: 5.694000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.481000 Kernel 1: 0.023000 Kernel 2: 75.792999 Copyback: 0.016000 Sum: 0.029000 It 29,Best ac:0.007721 0.644444 fi:0.486041. Ave ac:0.007931,0.011609 MDL Theory Length Weight: 3.5018157041 (10) Initialization: 6.185000 Memcpy Classifiers: 0.322000 Memcpy Instances: 11.322000 Kernel 1: 0.023000 Kernel 2: 77.202003 Copyback: 0.017000 Sum: 0.026000 It 30,Best ac:0.004261 0.800000 fi:0.356214. Ave ac:0.012303,0.017416 Initialization: 6.116000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.478000 Kernel 1: 0.024000 Kernel 2: 76.427002 Copyback: 0.018000 Sum: 0.026000 It 31,Best ac:0.003462 0.684211 fi:0.466951. Ave ac:0.009167,0.014919 Initialization: 5.667000 Memcpy Classifiers: 0.281000 Memcpy Instances: 7.507000 Kernel 1: 0.023000 Kernel 2: 75.583000 Copyback: 0.017000 Sum: 0.027000 It 32,Best ac:0.004260 0.727273 fi:0.428944. Ave ac:0.009625,0.018440 Initialization: 5.664000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.475000 Kernel 1: 0.025000 Kernel 2: 73.737999 Copyback: 0.018000 Sum: 0.023000 It 33,Best ac:0.004527 0.772727 fi:0.407406. Ave ac:0.010649,0.014891 Initialization: 28.238001 Memcpy Instances: 376.223999 Memcpy Classifiers: 0.072000 Kernel 1: 0.023000 Kernel 2: 514.114014 Copyback: 0.015000 Sum: 0.015000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 510.416992 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.071000 Kernel 1: 0.013000 Kernel 2: 497.360992 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.071000 Kernel 1: 0.013000 Kernel 2: 523.869019 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.071000 Kernel 1: 0.013000 Kernel 2: 508.332001 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.071000 Kernel 1: 0.013000 Kernel 2: 489.130005 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.071000 Kernel 1: 0.013000 Kernel 2: 512.797974 Copyback: 0.369000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.013000 Kernel 2: 505.072998 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.074000 Kernel 1: 0.013000 Kernel 2: 432.260010 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.004809 0.553988 fi:0.625774. Ave ac:0.010556,0.031754 Best acc 0.004809 0.553988 Initialization: 5.655000 Memcpy Classifiers: 0.611000 Memcpy Instances: 7.816000 Kernel 1: 0.024000 Kernel 2: 90.872002 Copyback: 0.017000 Sum: 0.047000 Initial population average accuracy1:0.005837 accuracy2:0.212090 Initialization: 6.142000 Memcpy Classifiers: 0.492000 Memcpy Instances: 7.490000 Kernel 1: 0.024000 Kernel 2: 98.617996 Copyback: 0.017000 Sum: 0.050000 It 0,Best ac:0.003196 0.428571 fi:0.694865. Ave ac:0.009131,0.012796 Initialization: 5.775000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.505000 Kernel 1: 0.023000 Kernel 2: 97.556000 Copyback: 0.016000 Sum: 0.034000 It 1,Best ac:0.003196 0.521739 fi:0.601697. Ave ac:0.011274,0.013759 Initialization: 5.687000 Memcpy Classifiers: 0.415000 Memcpy Instances: 9.726000 Kernel 1: 0.023000 Kernel 2: 92.975998 Copyback: 0.017000 Sum: 0.031000 It 2,Best ac:0.003995 0.500000 fi:0.599632. Ave ac:0.010368,0.012076 Initialization: 5.673000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.534000 Kernel 1: 0.022000 Kernel 2: 92.737999 Copyback: 0.017000 Sum: 0.032000 It 3,Best ac:0.003194 0.571429 fi:0.553189. Ave ac:0.010824,0.012550 Initialization: 5.729000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.982000 Kernel 1: 0.022000 Kernel 2: 90.696999 Copyback: 0.017000 Sum: 0.029000 It 4,Best ac:0.003196 0.631579 fi:0.491857. Ave ac:0.009505,0.010121 Initialization: 5.719000 Memcpy Classifiers: 0.381000 Memcpy Instances: 7.537000 Kernel 1: 0.023000 Kernel 2: 90.426003 Copyback: 0.017000 Sum: 0.029000 It 5,Best ac:0.003462 0.590909 fi:0.508998. Ave ac:0.010114,0.010276 Initialization: 5.766000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.638000 Kernel 1: 0.023000 Kernel 2: 92.504997 Copyback: 0.017000 Sum: 0.030000 It 6,Best ac:0.006125 0.589744 fi:0.508791. Ave ac:0.009801,0.008957 Initialization: 5.533000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.481000 Kernel 1: 0.023000 Kernel 2: 91.067001 Copyback: 0.017000 Sum: 0.032000 It 7,Best ac:0.004260 0.727273 fi:0.372225. Ave ac:0.010739,0.009577 Initialization: 5.704000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.325000 Kernel 1: 0.023000 Kernel 2: 92.890999 Copyback: 0.018000 Sum: 0.027000 It 8,Best ac:0.003462 0.722222 fi:0.377685. Ave ac:0.009678,0.009175 Initialization: 5.725000 Memcpy Classifiers: 0.470000 Memcpy Instances: 7.718000 Kernel 1: 0.023000 Kernel 2: 91.792999 Copyback: 0.017000 Sum: 0.031000 It 9,Best ac:0.005326 0.625000 fi:0.473946. Ave ac:0.008485,0.007848 Iteration 10:MDL fitness activated Error 0.473946 TL 0.027050 MDL Theory Length Weight: 5.8403536185 (3) Initialization: 5.623000 Memcpy Classifiers: 0.574000 Memcpy Instances: 7.469000 Kernel 1: 0.023000 Kernel 2: 90.655998 Copyback: 0.018000 Sum: 0.030000 It 10,Best ac:0.007987 0.600000 fi:0.663480. Ave ac:0.008850,0.007708 Initialization: 5.856000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.014000 Kernel 1: 0.024000 Kernel 2: 90.733002 Copyback: 0.017000 Sum: 0.034000 It 11,Best ac:0.003994 0.750000 fi:0.527883. Ave ac:0.010260,0.008643 Initialization: 5.733000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.477000 Kernel 1: 0.023000 Kernel 2: 84.946999 Copyback: 0.017000 Sum: 0.032000 It 12,Best ac:0.007453 0.549020 fi:0.670252. Ave ac:0.008704,0.009111 Initialization: 6.306000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.504000 Kernel 1: 0.022000 Kernel 2: 85.807999 Copyback: 0.017000 Sum: 0.034000 It 13,Best ac:0.007723 0.763158 fi:0.517793. Ave ac:0.012480,0.011121 Initialization: 5.718000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.476000 Kernel 1: 0.022000 Kernel 2: 86.017998 Copyback: 0.017000 Sum: 0.033000 It 14,Best ac:0.006390 0.705882 fi:0.552518. Ave ac:0.010173,0.008128 Initialization: 5.646000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.583000 Kernel 1: 0.023000 Kernel 2: 84.950996 Copyback: 0.017000 Sum: 0.033000 It 15,Best ac:0.003727 0.666667 fi:0.568834. Ave ac:0.010409,0.009309 Initialization: 5.777000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.496000 Kernel 1: 0.024000 Kernel 2: 85.796997 Copyback: 0.017000 Sum: 0.035000 It 16,Best ac:0.005593 0.777778 fi:0.514991. Ave ac:0.011470,0.011009 Initialization: 5.671000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.500000 Kernel 1: 0.023000 Kernel 2: 81.190002 Copyback: 0.017000 Sum: 0.031000 It 17,Best ac:0.003994 0.652174 fi:0.559226. Ave ac:0.010030,0.010055 Initialization: 5.619000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.467000 Kernel 1: 0.023000 Kernel 2: 83.282997 Copyback: 0.017000 Sum: 0.036000 It 18,Best ac:0.003994 0.833333 fi:0.414882. Ave ac:0.011078,0.009840 Initialization: 5.696000 Memcpy Classifiers: 0.487000 Memcpy Instances: 11.264000 Kernel 1: 0.023000 Kernel 2: 79.616997 Copyback: 0.017000 Sum: 0.032000 It 19,Best ac:0.004527 0.653846 fi:0.559221. Ave ac:0.013051,0.011352 Initialization: 5.729000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.525000 Kernel 1: 0.023000 Kernel 2: 80.778999 Copyback: 0.017000 Sum: 0.031000 It 20,Best ac:0.003195 0.800000 fi:0.457017. Ave ac:0.010979,0.010407 Initialization: 5.677000 Memcpy Classifiers: 0.301000 Memcpy Instances: 7.540000 Kernel 1: 0.023000 Kernel 2: 79.280998 Copyback: 0.017000 Sum: 0.036000 It 21,Best ac:0.003995 0.789474 fi:0.420304. Ave ac:0.010699,0.009219 Initialization: 5.659000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.813000 Kernel 1: 0.023000 Kernel 2: 78.452003 Copyback: 0.018000 Sum: 0.037000 It 22,Best ac:0.003728 0.666667 fi:0.558472. Ave ac:0.009694,0.011142 Initialization: 5.805000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.471000 Kernel 1: 0.023000 Kernel 2: 80.139000 Copyback: 0.017000 Sum: 0.029000 It 23,Best ac:0.003728 0.823529 fi:0.406092. Ave ac:0.009696,0.009986 Initialization: 5.705000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.469000 Kernel 1: 0.022000 Kernel 2: 80.490997 Copyback: 0.017000 Sum: 0.031000 It 24,Best ac:0.005059 0.703704 fi:0.505886. Ave ac:0.008742,0.012566 Initialization: 5.675000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.461000 Kernel 1: 0.023000 Kernel 2: 79.014999 Copyback: 0.017000 Sum: 0.030000 It 25,Best ac:0.002929 0.846154 fi:0.464981. Ave ac:0.009628,0.010844 Initialization: 5.719000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.542000 Kernel 1: 0.022000 Kernel 2: 78.894997 Copyback: 0.017000 Sum: 0.028000 It 26,Best ac:0.003995 0.681818 fi:0.516001. Ave ac:0.007651,0.009108 Initialization: 5.630000 Memcpy Classifiers: 0.265000 Memcpy Instances: 7.488000 Kernel 1: 0.023000 Kernel 2: 79.364998 Copyback: 0.019000 Sum: 0.027000 It 27,Best ac:0.003994 0.789474 fi:0.458739. Ave ac:0.007751,0.009340 Initialization: 6.182000 Memcpy Classifiers: 0.268000 Memcpy Instances: 8.304000 Kernel 1: 0.023000 Kernel 2: 78.001999 Copyback: 0.017000 Sum: 0.031000 It 28,Best ac:0.002929 0.846154 fi:0.470872. Ave ac:0.010310,0.011672 Initialization: 6.218000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.503000 Kernel 1: 0.024000 Kernel 2: 75.561996 Copyback: 0.017000 Sum: 0.023000 It 29,Best ac:0.004526 0.680000 fi:0.492280. Ave ac:0.009449,0.011934 Initialization: 5.709000 Memcpy Classifiers: 0.245000 Memcpy Instances: 7.504000 Kernel 1: 0.024000 Kernel 2: 77.961998 Copyback: 0.017000 Sum: 0.022000 It 30,Best ac:0.004526 0.653846 fi:0.512977. Ave ac:0.012448,0.016687 Initialization: 5.699000 Memcpy Classifiers: 0.301000 Memcpy Instances: 7.466000 Kernel 1: 0.024000 Kernel 2: 75.038002 Copyback: 0.017000 Sum: 0.024000 It 31,Best ac:0.006391 0.705882 fi:0.456340. Ave ac:0.013767,0.017833 Initialization: 5.713000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.482000 Kernel 1: 0.023000 Kernel 2: 77.138000 Copyback: 0.017000 Sum: 0.022000 It 32,Best ac:0.003726 0.700000 fi:0.460769. Ave ac:0.013800,0.018376 MDL Theory Length Weight: 5.2563182566 (10) Initialization: 5.729000 Memcpy Classifiers: 0.245000 Memcpy Instances: 7.493000 Kernel 1: 0.023000 Kernel 2: 77.877998 Copyback: 0.017000 Sum: 0.024000 It 33,Best ac:0.007190 0.627907 fi:0.545966. Ave ac:0.012343,0.017097 Initialization: 28.427000 Memcpy Instances: 378.871002 Memcpy Classifiers: 0.068000 Kernel 1: 0.024000 Kernel 2: 511.830994 Copyback: 0.364000 Sum: 0.014000 Memcpy Classifiers: 0.063000 Kernel 1: 0.018000 Kernel 2: 540.581970 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 542.898010 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.067000 Kernel 1: 0.014000 Kernel 2: 532.090027 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 537.934021 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 546.742004 Copyback: 0.022000 Sum: 0.008000 Memcpy Classifiers: 0.069000 Kernel 1: 0.033000 Kernel 2: 528.192993 Copyback: 0.016000 Sum: 0.004000 Memcpy Classifiers: 0.069000 Kernel 1: 0.015000 Kernel 2: 532.369995 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 471.398010 Copyback: 0.016000 Sum: 0.003000 It 34,Best ac:0.003973 0.501344 fi:0.655742. Ave ac:0.013424,0.042398 Best acc 0.003973 0.501344 Rule:Att PSSM_-2_4 is [-7.005444,-2.347155]|Att PSSM_-2_17 is [>-2.763463]|Att PSSM_-1_7 is [<-1.213190]|Att PSSM_0_2 is [<-1.044809]|Att PSSM_0_4 is [-6.843591,-0.892790]|Att PSSM_1_12 is [-5.527567,-1.829817]|Att PSSM_2_14 is [>-3.566605]|Att PSSM_2_17 is [-3.555247,5.492517]|Att PSSM_4_5 is [>-6.368480]|1 Accuracy : 0.785874 0 1 149992 14088 36154 34404 Removed 1630 instances. 186146 Instances left. Acc of rule 0.004809-0.553988 Initialization: 5.682000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.442000 Kernel 1: 0.024000 Kernel 2: 96.569000 Copyback: 0.017000 Sum: 0.044000 Initial population average accuracy1:0.005198 accuracy2:0.194494 Initialization: 5.690000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.390000 Kernel 1: 0.025000 Kernel 2: 97.365997 Copyback: 0.016000 Sum: 0.030000 It 0,Best ac:0.005641 0.525000 fi:0.573737. Ave ac:0.008840,0.010888 Initialization: 5.650000 Memcpy Classifiers: 0.470000 Memcpy Instances: 7.424000 Kernel 1: 0.024000 Kernel 2: 99.117996 Copyback: 0.017000 Sum: 0.031000 It 1,Best ac:0.010207 0.500000 fi:0.596346. Ave ac:0.012127,0.013087 Initialization: 5.675000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.396000 Kernel 1: 0.024000 Kernel 2: 98.836998 Copyback: 0.017000 Sum: 0.029000 It 2,Best ac:0.006984 0.472727 fi:0.625307. Ave ac:0.012229,0.013518 Initialization: 5.667000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.484000 Kernel 1: 0.023000 Kernel 2: 98.433998 Copyback: 0.022000 Sum: 0.034000 It 3,Best ac:0.003224 0.571429 fi:0.530185. Ave ac:0.012098,0.013513 Initialization: 5.659000 Memcpy Classifiers: 0.449000 Memcpy Instances: 7.390000 Kernel 1: 0.024000 Kernel 2: 98.147003 Copyback: 0.017000 Sum: 0.031000 It 4,Best ac:0.003761 0.560000 fi:0.539722. Ave ac:0.011244,0.012451 Initialization: 5.583000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.636000 Kernel 1: 0.024000 Kernel 2: 99.772003 Copyback: 0.371000 Sum: 0.031000 It 5,Best ac:0.004566 0.708333 fi:0.390966. Ave ac:0.008998,0.008577 Initialization: 5.696000 Memcpy Classifiers: 0.478000 Memcpy Instances: 7.395000 Kernel 1: 0.024000 Kernel 2: 100.003998 Copyback: 0.018000 Sum: 0.035000 It 6,Best ac:0.005909 0.594595 fi:0.504002. Ave ac:0.009245,0.008143 Initialization: 5.758000 Memcpy Classifiers: 0.541000 Memcpy Instances: 7.417000 Kernel 1: 0.023000 Kernel 2: 95.916000 Copyback: 0.017000 Sum: 0.032000 It 7,Best ac:0.002149 1.000000 fi:0.401075. Ave ac:0.008439,0.007671 Initialization: 5.740000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.444000 Kernel 1: 0.023000 Kernel 2: 97.400002 Copyback: 0.017000 Sum: 0.034000 It 8,Best ac:0.005641 0.677419 fi:0.421318. Ave ac:0.007369,0.006587 Initialization: 5.740000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.432000 Kernel 1: 0.023000 Kernel 2: 97.787003 Copyback: 0.017000 Sum: 0.031000 It 9,Best ac:0.003223 0.631579 fi:0.470034. Ave ac:0.007583,0.007265 Iteration 10:MDL fitness activated Error 0.470034 TL 0.034497 MDL Theory Length Weight: 4.5418377200 (5) Initialization: 5.665000 Memcpy Classifiers: 0.504000 Memcpy Instances: 7.958000 Kernel 1: 0.022000 Kernel 2: 96.010002 Copyback: 0.017000 Sum: 0.035000 It 10,Best ac:0.008327 0.673913 fi:0.572590. Ave ac:0.006668,0.006303 Initialization: 5.782000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.391000 Kernel 1: 0.023000 Kernel 2: 96.206001 Copyback: 0.017000 Sum: 0.034000 It 11,Best ac:0.005373 0.666667 fi:0.545965. Ave ac:0.007236,0.008090 Initialization: 5.654000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.439000 Kernel 1: 0.023000 Kernel 2: 97.514999 Copyback: 0.018000 Sum: 0.040000 It 12,Best ac:0.004566 0.653846 fi:0.626414. Ave ac:0.007799,0.008416 Initialization: 5.706000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.916000 Kernel 1: 0.022000 Kernel 2: 96.272003 Copyback: 0.017000 Sum: 0.035000 It 13,Best ac:0.004835 0.782609 fi:0.445713. Ave ac:0.010193,0.009673 Initialization: 5.608000 Memcpy Classifiers: 0.360000 Memcpy Instances: 8.165000 Kernel 1: 0.023000 Kernel 2: 93.773003 Copyback: 0.017000 Sum: 0.028000 It 14,Best ac:0.003492 0.684211 fi:0.573374. Ave ac:0.009994,0.012781 Initialization: 5.783000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.401000 Kernel 1: 0.023000 Kernel 2: 97.460999 Copyback: 0.017000 Sum: 0.035000 It 15,Best ac:0.005372 0.689655 fi:0.509752. Ave ac:0.010909,0.013641 Initialization: 5.592000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.411000 Kernel 1: 0.024000 Kernel 2: 95.153999 Copyback: 0.017000 Sum: 0.031000 It 16,Best ac:0.004029 0.750000 fi:0.456104. Ave ac:0.010695,0.012338 Initialization: 5.695000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.405000 Kernel 1: 0.023000 Kernel 2: 98.303001 Copyback: 0.017000 Sum: 0.029000 It 17,Best ac:0.003223 0.705882 fi:0.490051. Ave ac:0.009418,0.010840 Initialization: 6.152000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.414000 Kernel 1: 0.023000 Kernel 2: 92.013000 Copyback: 0.017000 Sum: 0.033000 It 18,Best ac:0.004028 0.750000 fi:0.457946. Ave ac:0.007909,0.009591 Initialization: 5.767000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.440000 Kernel 1: 0.022000 Kernel 2: 88.281998 Copyback: 0.017000 Sum: 0.032000 It 19,Best ac:0.004299 0.695652 fi:0.497605. Ave ac:0.007110,0.009121 Initialization: 5.646000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.415000 Kernel 1: 0.023000 Kernel 2: 89.188004 Copyback: 0.017000 Sum: 0.029000 It 20,Best ac:0.003492 0.684211 fi:0.522014. Ave ac:0.009960,0.011872 Initialization: 5.617000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.419000 Kernel 1: 0.024000 Kernel 2: 86.637001 Copyback: 0.017000 Sum: 0.032000 It 21,Best ac:0.004298 0.761905 fi:0.452367. Ave ac:0.009128,0.010696 Initialization: 5.615000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.393000 Kernel 1: 0.024000 Kernel 2: 81.822998 Copyback: 0.017000 Sum: 0.030000 It 22,Best ac:0.004299 0.761905 fi:0.426450. Ave ac:0.007891,0.010205 Initialization: 5.685000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.960000 Kernel 1: 0.022000 Kernel 2: 83.057999 Copyback: 0.017000 Sum: 0.031000 It 23,Best ac:0.003760 0.736842 fi:0.494010. Ave ac:0.010084,0.012762 Initialization: 5.728000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.395000 Kernel 1: 0.023000 Kernel 2: 82.459999 Copyback: 0.017000 Sum: 0.032000 It 24,Best ac:0.002955 0.785714 fi:0.497288. Ave ac:0.008642,0.009456 Initialization: 5.672000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.954000 Kernel 1: 0.024000 Kernel 2: 79.517998 Copyback: 0.017000 Sum: 0.034000 It 25,Best ac:0.003492 0.722222 fi:0.483382. Ave ac:0.006677,0.008605 Initialization: 6.112000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.479000 Kernel 1: 0.023000 Kernel 2: 80.274002 Copyback: 0.017000 Sum: 0.028000 It 26,Best ac:0.003760 0.777778 fi:0.436351. Ave ac:0.009990,0.011116 Initialization: 5.730000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.473000 Kernel 1: 0.024000 Kernel 2: 78.988998 Copyback: 0.018000 Sum: 0.032000 It 27,Best ac:0.004835 0.692308 fi:0.499757. Ave ac:0.006056,0.008081 Initialization: 5.599000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.453000 Kernel 1: 0.023000 Kernel 2: 80.694000 Copyback: 0.017000 Sum: 0.030000 It 28,Best ac:0.003492 0.812500 fi:0.381458. Ave ac:0.007150,0.011393 Initialization: 5.680000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.410000 Kernel 1: 0.023000 Kernel 2: 76.464996 Copyback: 0.018000 Sum: 0.033000 It 29,Best ac:0.003223 0.750000 fi:0.489526. Ave ac:0.004580,0.008692 Initialization: 5.698000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.388000 Kernel 1: 0.024000 Kernel 2: 76.932999 Copyback: 0.017000 Sum: 0.036000 It 30,Best ac:0.004835 0.692308 fi:0.477955. Ave ac:0.008391,0.010926 Initialization: 5.661000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.402000 Kernel 1: 0.024000 Kernel 2: 75.519997 Copyback: 0.017000 Sum: 0.033000 It 31,Best ac:0.003223 0.705882 fi:0.502093. Ave ac:0.005388,0.007023 Initialization: 5.651000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.146000 Kernel 1: 0.022000 Kernel 2: 77.389999 Copyback: 0.017000 Sum: 0.032000 It 32,Best ac:0.003760 0.583333 fi:0.597276. Ave ac:0.007741,0.012224 Initialization: 5.680000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.430000 Kernel 1: 0.023000 Kernel 2: 75.913002 Copyback: 0.017000 Sum: 0.030000 It 33,Best ac:0.004298 0.727273 fi:0.454054. Ave ac:0.008455,0.009803 Initialization: 28.589001 Memcpy Instances: 374.096008 Memcpy Classifiers: 0.075000 Kernel 1: 0.026000 Kernel 2: 518.601013 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 511.592010 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 527.093018 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.072000 Kernel 1: 0.013000 Kernel 2: 561.604980 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 544.122009 Copyback: 0.014000 Sum: 0.003000 Memcpy Classifiers: 0.073000 Kernel 1: 0.014000 Kernel 2: 525.443970 Copyback: 0.369000 Sum: 0.002000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 524.268005 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.077000 Kernel 1: 0.014000 Kernel 2: 530.768982 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 382.674988 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.003707 0.575960 fi:0.594893. Ave ac:0.010245,0.029940 Best acc 0.003707 0.575960 Initialization: 5.630000 Memcpy Classifiers: 0.558000 Memcpy Instances: 7.455000 Kernel 1: 0.024000 Kernel 2: 92.489998 Copyback: 0.018000 Sum: 0.044000 Initial population average accuracy1:0.005302 accuracy2:0.188489 Initialization: 5.665000 Memcpy Classifiers: 0.452000 Memcpy Instances: 7.450000 Kernel 1: 0.024000 Kernel 2: 98.805000 Copyback: 0.017000 Sum: 0.036000 It 0,Best ac:0.004029 0.441176 fi:0.658405. Ave ac:0.009667,0.011564 Initialization: 5.617000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.538000 Kernel 1: 0.025000 Kernel 2: 98.819000 Copyback: 0.017000 Sum: 0.030000 It 1,Best ac:0.002955 0.523810 fi:0.652669. Ave ac:0.010417,0.011637 Initialization: 5.651000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.576000 Kernel 1: 0.023000 Kernel 2: 95.519997 Copyback: 0.017000 Sum: 0.031000 It 2,Best ac:0.007789 0.508772 fi:0.588840. Ave ac:0.011871,0.013656 Initialization: 5.657000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.430000 Kernel 1: 0.023000 Kernel 2: 91.382004 Copyback: 0.017000 Sum: 0.030000 It 3,Best ac:0.003492 0.520000 fi:0.579862. Ave ac:0.010600,0.010433 Initialization: 6.138000 Memcpy Classifiers: 0.381000 Memcpy Instances: 7.434000 Kernel 1: 0.023000 Kernel 2: 88.692001 Copyback: 0.017000 Sum: 0.032000 It 4,Best ac:0.003223 0.545455 fi:0.556159. Ave ac:0.010056,0.009674 Initialization: 5.606000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.464000 Kernel 1: 0.024000 Kernel 2: 86.917000 Copyback: 0.017000 Sum: 0.030000 It 5,Best ac:0.003760 0.538462 fi:0.561260. Ave ac:0.007935,0.006689 Initialization: 5.656000 Memcpy Classifiers: 0.408000 Memcpy Instances: 7.462000 Kernel 1: 0.024000 Kernel 2: 87.918999 Copyback: 0.017000 Sum: 0.028000 It 6,Best ac:0.004298 0.727273 fi:0.372168. Ave ac:0.010066,0.008440 Initialization: 5.668000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.432000 Kernel 1: 0.022000 Kernel 2: 85.663002 Copyback: 0.017000 Sum: 0.032000 It 7,Best ac:0.005103 0.575758 fi:0.523261. Ave ac:0.007354,0.006945 Initialization: 5.705000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.400000 Kernel 1: 0.023000 Kernel 2: 86.764000 Copyback: 0.016000 Sum: 0.033000 It 8,Best ac:0.002686 0.769231 fi:0.482114. Ave ac:0.009117,0.007465 Initialization: 5.672000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.394000 Kernel 1: 0.025000 Kernel 2: 86.971001 Copyback: 0.017000 Sum: 0.032000 It 9,Best ac:0.004566 0.739130 fi:0.360169. Ave ac:0.007912,0.006929 Iteration 10:MDL fitness activated Error 0.360169 TL 0.041874 MDL Theory Length Weight: 2.8671031810 (1) Initialization: 5.578000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.954000 Kernel 1: 0.023000 Kernel 2: 86.737999 Copyback: 0.016000 Sum: 0.030000 It 10,Best ac:0.003492 0.650000 fi:0.556616. Ave ac:0.007145,0.006650 Initialization: 5.617000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.462000 Kernel 1: 0.023000 Kernel 2: 86.239998 Copyback: 0.017000 Sum: 0.038000 It 11,Best ac:0.003492 0.590909 fi:0.608423. Ave ac:0.008849,0.007464 Initialization: 5.651000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.446000 Kernel 1: 0.023000 Kernel 2: 84.310997 Copyback: 0.017000 Sum: 0.032000 It 12,Best ac:0.003223 0.571429 fi:0.625245. Ave ac:0.007239,0.007304 Initialization: 5.612000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.535000 Kernel 1: 0.023000 Kernel 2: 84.774002 Copyback: 0.017000 Sum: 0.028000 It 13,Best ac:0.004030 0.681818 fi:0.524193. Ave ac:0.008922,0.007258 Initialization: 5.588000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.406000 Kernel 1: 0.023000 Kernel 2: 85.621002 Copyback: 0.017000 Sum: 0.033000 It 14,Best ac:0.003760 0.636364 fi:0.546927. Ave ac:0.009175,0.007451 Initialization: 5.710000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.446000 Kernel 1: 0.023000 Kernel 2: 85.693001 Copyback: 0.017000 Sum: 0.031000 It 15,Best ac:0.007252 0.627907 fi:0.571734. Ave ac:0.008452,0.007171 Initialization: 5.680000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.390000 Kernel 1: 0.023000 Kernel 2: 84.561996 Copyback: 0.017000 Sum: 0.031000 It 16,Best ac:0.004834 0.666667 fi:0.520858. Ave ac:0.008241,0.006958 Initialization: 6.173000 Memcpy Classifiers: 0.381000 Memcpy Instances: 7.400000 Kernel 1: 0.023000 Kernel 2: 84.248001 Copyback: 0.017000 Sum: 0.033000 It 17,Best ac:0.004298 0.727273 fi:0.459412. Ave ac:0.008156,0.008700 Initialization: 5.620000 Memcpy Classifiers: 0.384000 Memcpy Instances: 7.411000 Kernel 1: 0.023000 Kernel 2: 81.566002 Copyback: 0.017000 Sum: 0.035000 It 18,Best ac:0.004298 0.695652 fi:0.484286. Ave ac:0.006884,0.006501 Initialization: 5.648000 Memcpy Classifiers: 0.360000 Memcpy Instances: 7.399000 Kernel 1: 0.023000 Kernel 2: 80.483002 Copyback: 0.017000 Sum: 0.036000 It 19,Best ac:0.003223 0.705882 fi:0.455271. Ave ac:0.008875,0.007395 Initialization: 5.698000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.402000 Kernel 1: 0.022000 Kernel 2: 78.817001 Copyback: 0.020000 Sum: 0.034000 It 20,Best ac:0.003493 0.812500 fi:0.383748. Ave ac:0.007723,0.007198 Initialization: 5.615000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.459000 Kernel 1: 0.022000 Kernel 2: 79.580002 Copyback: 0.017000 Sum: 0.032000 It 21,Best ac:0.004298 0.727273 fi:0.453300. Ave ac:0.007895,0.007600 Initialization: 5.675000 Memcpy Classifiers: 0.359000 Memcpy Instances: 7.399000 Kernel 1: 0.022000 Kernel 2: 80.844002 Copyback: 0.017000 Sum: 0.035000 It 22,Best ac:0.004835 0.818182 fi:0.353677. Ave ac:0.008626,0.007911 Initialization: 5.684000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.987000 Kernel 1: 0.024000 Kernel 2: 82.776001 Copyback: 0.016000 Sum: 0.030000 It 23,Best ac:0.002955 0.916667 fi:0.339567. Ave ac:0.008884,0.008581 Initialization: 5.701000 Memcpy Classifiers: 0.340000 Memcpy Instances: 9.538000 Kernel 1: 0.023000 Kernel 2: 79.755997 Copyback: 0.018000 Sum: 0.034000 It 24,Best ac:0.003760 0.777778 fi:0.368152. Ave ac:0.009345,0.009692 Initialization: 5.704000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.575000 Kernel 1: 0.023000 Kernel 2: 78.285004 Copyback: 0.018000 Sum: 0.036000 It 25,Best ac:0.003223 0.923077 fi:0.241588. Ave ac:0.008943,0.008766 Initialization: 6.089000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.668000 Kernel 1: 0.023000 Kernel 2: 79.477997 Copyback: 0.016000 Sum: 0.033000 It 26,Best ac:0.004566 0.708333 fi:0.461335. Ave ac:0.008939,0.007975 Initialization: 5.592000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.780000 Kernel 1: 0.023000 Kernel 2: 79.754997 Copyback: 0.017000 Sum: 0.036000 It 27,Best ac:0.004298 0.666667 fi:0.499813. Ave ac:0.006822,0.006025 Initialization: 5.662000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.445000 Kernel 1: 0.024000 Kernel 2: 81.269997 Copyback: 0.017000 Sum: 0.033000 It 28,Best ac:0.003223 0.800000 fi:0.369145. Ave ac:0.008687,0.009292 Initialization: 5.614000 Memcpy Classifiers: 0.319000 Memcpy Instances: 7.434000 Kernel 1: 0.023000 Kernel 2: 80.018997 Copyback: 0.017000 Sum: 0.034000 It 29,Best ac:0.003492 0.684211 fi:0.472307. Ave ac:0.006586,0.005587 Initialization: 5.651000 Memcpy Classifiers: 0.339000 Memcpy Instances: 7.735000 Kernel 1: 0.023000 Kernel 2: 79.041000 Copyback: 0.017000 Sum: 0.031000 It 30,Best ac:0.003760 0.777778 fi:0.402275. Ave ac:0.007520,0.006861 Initialization: 5.622000 Memcpy Classifiers: 0.319000 Memcpy Instances: 7.493000 Kernel 1: 0.023000 Kernel 2: 79.327003 Copyback: 0.016000 Sum: 0.028000 It 31,Best ac:0.004029 0.652174 fi:0.488355. Ave ac:0.006105,0.007289 Initialization: 5.616000 Memcpy Classifiers: 0.339000 Memcpy Instances: 7.436000 Kernel 1: 0.024000 Kernel 2: 77.180000 Copyback: 0.017000 Sum: 0.031000 It 32,Best ac:0.004030 0.750000 fi:0.406417. Ave ac:0.008644,0.007591 Initialization: 6.292000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.532000 Kernel 1: 0.024000 Kernel 2: 76.992996 Copyback: 0.017000 Sum: 0.030000 It 33,Best ac:0.003224 0.800000 fi:0.368276. Ave ac:0.007193,0.006161 Initialization: 28.360001 Memcpy Instances: 366.721985 Memcpy Classifiers: 0.076000 Kernel 1: 0.024000 Kernel 2: 537.721008 Copyback: 0.015000 Sum: 0.017000 Memcpy Classifiers: 0.075000 Kernel 1: 0.014000 Kernel 2: 529.132019 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 540.323975 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.074000 Kernel 1: 0.014000 Kernel 2: 533.801025 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.074000 Kernel 1: 0.013000 Kernel 2: 534.783997 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.075000 Kernel 1: 0.013000 Kernel 2: 537.221985 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.074000 Kernel 1: 0.013000 Kernel 2: 535.356018 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.075000 Kernel 1: 0.015000 Kernel 2: 532.247986 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 403.158997 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.003164 0.546382 fi:0.638462. Ave ac:0.007307,0.021029 Best acc 0.003164 0.546382 Rule:Att PSSM_0_7 is [<-3.778776]|Att PSSM_0_12 is [<-2.270964]|Att PSSM_0_13 is [-3.431553,10.589836]|Att PSSM_1_11 is [<6.268886]|Att PSSM_3_18 is [-1.608125,12.464464]|Att PSSM_4_9 is [<7.823029]|Att PSSM_4_12 is [<-0.524795]|1 Accuracy : 0.786650 0 1 149484 14596 35464 35094 Removed 1198 instances. 184948 Instances left. Acc of rule 0.003707-0.575960 Initialization: 5.657000 Memcpy Classifiers: 0.539000 Memcpy Instances: 7.406000 Kernel 1: 0.024000 Kernel 2: 93.553001 Copyback: 0.017000 Sum: 0.042000 Initial population average accuracy1:0.006027 accuracy2:0.175138 Initialization: 5.713000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.353000 Kernel 1: 0.022000 Kernel 2: 96.737000 Copyback: 0.018000 Sum: 0.041000 It 0,Best ac:0.005677 0.538462 fi:0.560222. Ave ac:0.010017,0.014321 Initialization: 5.603000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.351000 Kernel 1: 0.024000 Kernel 2: 97.259003 Copyback: 0.017000 Sum: 0.032000 It 1,Best ac:0.004325 0.470588 fi:0.628808. Ave ac:0.011539,0.015767 Initialization: 5.613000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.447000 Kernel 1: 0.023000 Kernel 2: 91.685997 Copyback: 0.016000 Sum: 0.028000 It 2,Best ac:0.004867 0.529412 fi:0.569697. Ave ac:0.011111,0.015656 Initialization: 5.675000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.836000 Kernel 1: 0.022000 Kernel 2: 93.291000 Copyback: 0.371000 Sum: 0.032000 It 3,Best ac:0.007570 0.538462 fi:0.559213. Ave ac:0.010866,0.013079 Initialization: 5.636000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.387000 Kernel 1: 0.023000 Kernel 2: 94.614998 Copyback: 0.017000 Sum: 0.027000 It 4,Best ac:0.002163 0.800000 fi:0.589249. Ave ac:0.011585,0.012980 Initialization: 5.623000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.381000 Kernel 1: 0.023000 Kernel 2: 89.093002 Copyback: 0.017000 Sum: 0.031000 It 5,Best ac:0.002433 0.818182 fi:0.494723. Ave ac:0.012736,0.013982 Initialization: 5.606000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.370000 Kernel 1: 0.023000 Kernel 2: 85.468002 Copyback: 0.017000 Sum: 0.029000 It 6,Best ac:0.003244 0.600000 fi:0.499970. Ave ac:0.012520,0.015352 Initialization: 5.710000 Memcpy Classifiers: 0.400000 Memcpy Instances: 7.378000 Kernel 1: 0.022000 Kernel 2: 83.555000 Copyback: 0.017000 Sum: 0.031000 It 7,Best ac:0.003514 0.764706 fi:0.335123. Ave ac:0.011774,0.012149 Initialization: 5.633000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.333000 Kernel 1: 0.024000 Kernel 2: 80.443001 Copyback: 0.017000 Sum: 0.033000 It 8,Best ac:0.004056 0.535714 fi:0.563825. Ave ac:0.011803,0.013091 Initialization: 5.600000 Memcpy Classifiers: 0.414000 Memcpy Instances: 9.258000 Kernel 1: 0.022000 Kernel 2: 83.268997 Copyback: 0.017000 Sum: 0.030000 It 9,Best ac:0.004325 0.533333 fi:0.566063. Ave ac:0.010402,0.011044 Iteration 10:MDL fitness activated Error 0.566063 TL 0.037479 MDL Theory Length Weight: 5.0345393206 (3) Initialization: 5.605000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.357000 Kernel 1: 0.022000 Kernel 2: 83.523003 Copyback: 0.017000 Sum: 0.029000 It 10,Best ac:0.007301 0.675000 fi:0.571573. Ave ac:0.011550,0.011228 Initialization: 5.593000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.393000 Kernel 1: 0.023000 Kernel 2: 81.646004 Copyback: 0.017000 Sum: 0.030000 It 11,Best ac:0.005677 0.777778 fi:0.490968. Ave ac:0.013842,0.015502 Initialization: 5.633000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.491000 Kernel 1: 0.023000 Kernel 2: 78.024002 Copyback: 0.017000 Sum: 0.034000 It 12,Best ac:0.003244 0.750000 fi:0.497395. Ave ac:0.012653,0.014191 Initialization: 5.608000 Memcpy Classifiers: 0.360000 Memcpy Instances: 7.380000 Kernel 1: 0.023000 Kernel 2: 77.000999 Copyback: 0.018000 Sum: 0.033000 It 13,Best ac:0.003514 0.866667 fi:0.378141. Ave ac:0.012030,0.015062 Initialization: 5.660000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.338000 Kernel 1: 0.023000 Kernel 2: 76.254997 Copyback: 0.016000 Sum: 0.033000 It 14,Best ac:0.004325 0.666667 fi:0.560134. Ave ac:0.013486,0.016344 Initialization: 6.311000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.417000 Kernel 1: 0.023000 Kernel 2: 75.677002 Copyback: 0.019000 Sum: 0.037000 It 15,Best ac:0.004325 0.695652 fi:0.524183. Ave ac:0.015613,0.020919 Initialization: 5.590000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.371000 Kernel 1: 0.023000 Kernel 2: 72.697998 Copyback: 0.017000 Sum: 0.035000 It 16,Best ac:0.007301 0.627907 fi:0.551126. Ave ac:0.013359,0.015613 Initialization: 5.824000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.356000 Kernel 1: 0.024000 Kernel 2: 71.814003 Copyback: 0.017000 Sum: 0.028000 It 17,Best ac:0.002974 0.733333 fi:0.531754. Ave ac:0.012023,0.015607 Initialization: 5.646000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.378000 Kernel 1: 0.023000 Kernel 2: 69.192001 Copyback: 0.018000 Sum: 0.030000 It 18,Best ac:0.007301 0.613636 fi:0.590921. Ave ac:0.013310,0.019704 Initialization: 5.713000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.405000 Kernel 1: 0.023000 Kernel 2: 69.605003 Copyback: 0.017000 Sum: 0.024000 It 19,Best ac:0.003784 0.666667 fi:0.523204. Ave ac:0.018854,0.024180 Initialization: 5.785000 Memcpy Classifiers: 0.366000 Memcpy Instances: 7.376000 Kernel 1: 0.023000 Kernel 2: 69.220001 Copyback: 0.017000 Sum: 0.024000 It 20,Best ac:0.003785 0.666667 fi:0.496542. Ave ac:0.014056,0.015982 Initialization: 5.643000 Memcpy Classifiers: 0.282000 Memcpy Instances: 7.348000 Kernel 1: 0.023000 Kernel 2: 67.788002 Copyback: 0.017000 Sum: 0.026000 It 21,Best ac:0.002975 0.785714 fi:0.514170. Ave ac:0.012493,0.016813 Initialization: 5.592000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.451000 Kernel 1: 0.022000 Kernel 2: 69.357002 Copyback: 0.017000 Sum: 0.022000 It 22,Best ac:0.003244 0.666667 fi:0.477490. Ave ac:0.011209,0.013076 MDL Theory Length Weight: 4.5310853885 (10) Initialization: 5.615000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.818000 Kernel 1: 0.023000 Kernel 2: 68.384003 Copyback: 0.017000 Sum: 0.023000 It 23,Best ac:0.003244 0.857143 fi:0.368530. Ave ac:0.015742,0.017118 Initialization: 5.670000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.384000 Kernel 1: 0.024000 Kernel 2: 72.024002 Copyback: 0.018000 Sum: 0.028000 It 24,Best ac:0.004054 0.714286 fi:0.466424. Ave ac:0.011710,0.014145 Initialization: 5.662000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.379000 Kernel 1: 0.024000 Kernel 2: 70.138000 Copyback: 0.017000 Sum: 0.024000 It 25,Best ac:0.003786 0.636364 fi:0.533831. Ave ac:0.010104,0.010322 Initialization: 5.584000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.391000 Kernel 1: 0.023000 Kernel 2: 70.669998 Copyback: 0.017000 Sum: 0.026000 It 26,Best ac:0.003514 0.722222 fi:0.451585. Ave ac:0.010306,0.015182 Initialization: 5.750000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.405000 Kernel 1: 0.021000 Kernel 2: 69.342003 Copyback: 0.017000 Sum: 0.026000 It 27,Best ac:0.007838 0.591837 fi:0.592352. Ave ac:0.008056,0.010220 Initialization: 5.635000 Memcpy Classifiers: 0.804000 Memcpy Instances: 7.363000 Kernel 1: 0.022000 Kernel 2: 71.843002 Copyback: 0.018000 Sum: 0.027000 It 28,Best ac:0.005405 0.666667 fi:0.507957. Ave ac:0.010390,0.012423 Initialization: 5.622000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.335000 Kernel 1: 0.023000 Kernel 2: 73.882004 Copyback: 0.018000 Sum: 0.029000 It 29,Best ac:0.003785 0.823529 fi:0.345344. Ave ac:0.009989,0.011409 Initialization: 5.577000 Memcpy Classifiers: 0.282000 Memcpy Instances: 8.085000 Kernel 1: 0.023000 Kernel 2: 73.802002 Copyback: 0.017000 Sum: 0.026000 It 30,Best ac:0.003784 0.700000 fi:0.489563. Ave ac:0.010592,0.011812 Initialization: 6.085000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.427000 Kernel 1: 0.023000 Kernel 2: 75.996002 Copyback: 0.017000 Sum: 0.023000 It 31,Best ac:0.006488 0.585366 fi:0.586021. Ave ac:0.010196,0.012022 Initialization: 5.677000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.348000 Kernel 1: 0.023000 Kernel 2: 75.417999 Copyback: 0.017000 Sum: 0.024000 It 32,Best ac:0.002974 0.733333 fi:0.486855. Ave ac:0.013698,0.015372 Initialization: 5.654000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.400000 Kernel 1: 0.022000 Kernel 2: 72.870003 Copyback: 0.017000 Sum: 0.022000 It 33,Best ac:0.004325 0.640000 fi:0.543913. Ave ac:0.013459,0.013984 Initialization: 28.926001 Memcpy Instances: 367.830994 Memcpy Classifiers: 0.067000 Kernel 1: 0.026000 Kernel 2: 527.737976 Copyback: 0.016000 Sum: 0.014000 Memcpy Classifiers: 0.061000 Kernel 1: 0.019000 Kernel 2: 516.085999 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 517.734009 Copyback: 0.022000 Sum: 0.008000 Memcpy Classifiers: 0.068000 Kernel 1: 0.022000 Kernel 2: 514.135986 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 508.829987 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 522.497009 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.067000 Kernel 1: 0.014000 Kernel 2: 517.213989 Copyback: 0.367000 Sum: 0.003000 Memcpy Classifiers: 0.066000 Kernel 1: 0.016000 Kernel 2: 523.710999 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 239.423996 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.003823 0.458793 fi:0.680636. Ave ac:0.013396,0.041607 Best acc 0.003823 0.458793 Initialization: 5.672000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.415000 Kernel 1: 0.023000 Kernel 2: 91.542999 Copyback: 0.017000 Sum: 0.043000 Initial population average accuracy1:0.004776 accuracy2:0.188007 Initialization: 5.623000 Memcpy Classifiers: 0.488000 Memcpy Instances: 7.420000 Kernel 1: 0.023000 Kernel 2: 99.245003 Copyback: 0.016000 Sum: 0.031000 It 0,Best ac:0.005948 0.423077 fi:0.675458. Ave ac:0.008543,0.011567 Initialization: 5.729000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.340000 Kernel 1: 0.024000 Kernel 2: 97.667999 Copyback: 0.017000 Sum: 0.031000 It 1,Best ac:0.003245 0.480000 fi:0.619970. Ave ac:0.010487,0.012364 Initialization: 5.593000 Memcpy Classifiers: 0.432000 Memcpy Instances: 8.339000 Kernel 1: 0.023000 Kernel 2: 97.345001 Copyback: 0.017000 Sum: 0.031000 It 2,Best ac:0.004325 0.592593 fi:0.506803. Ave ac:0.009766,0.009984 Initialization: 5.577000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.406000 Kernel 1: 0.023000 Kernel 2: 93.212997 Copyback: 0.017000 Sum: 0.033000 It 3,Best ac:0.003243 0.750000 fi:0.349972. Ave ac:0.008815,0.008413 Initialization: 6.065000 Memcpy Classifiers: 0.453000 Memcpy Instances: 7.360000 Kernel 1: 0.022000 Kernel 2: 93.654999 Copyback: 0.017000 Sum: 0.029000 It 4,Best ac:0.004055 0.576923 fi:0.522619. Ave ac:0.009305,0.009721 Initialization: 5.805000 Memcpy Classifiers: 0.461000 Memcpy Instances: 7.483000 Kernel 1: 0.023000 Kernel 2: 93.366997 Copyback: 0.018000 Sum: 0.036000 It 5,Best ac:0.003515 0.650000 fi:0.449826. Ave ac:0.008044,0.008364 Initialization: 5.705000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.365000 Kernel 1: 0.023000 Kernel 2: 92.297997 Copyback: 0.017000 Sum: 0.030000 It 6,Best ac:0.005407 0.689655 fi:0.409167. Ave ac:0.008162,0.008565 Initialization: 5.693000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.361000 Kernel 1: 0.024000 Kernel 2: 96.098000 Copyback: 0.017000 Sum: 0.031000 It 7,Best ac:0.003244 0.750000 fi:0.349970. Ave ac:0.007899,0.008202 Initialization: 5.667000 Memcpy Classifiers: 0.486000 Memcpy Instances: 7.769000 Kernel 1: 0.022000 Kernel 2: 96.320000 Copyback: 0.017000 Sum: 0.030000 It 8,Best ac:0.005677 0.724138 fi:0.374541. Ave ac:0.006759,0.006861 Initialization: 5.668000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.383000 Kernel 1: 0.023000 Kernel 2: 92.319000 Copyback: 0.017000 Sum: 0.030000 It 9,Best ac:0.004054 0.600000 fi:0.499542. Ave ac:0.005955,0.005742 Iteration 10:MDL fitness activated Error 0.499542 TL 0.036436 MDL Theory Length Weight: 4.5700595646 (3) Initialization: 5.791000 Memcpy Classifiers: 0.438000 Memcpy Instances: 7.824000 Kernel 1: 0.022000 Kernel 2: 91.120003 Copyback: 0.017000 Sum: 0.033000 It 10,Best ac:0.003784 0.823529 fi:0.446633. Ave ac:0.007332,0.006671 Initialization: 5.683000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.349000 Kernel 1: 0.023000 Kernel 2: 91.296997 Copyback: 0.017000 Sum: 0.038000 It 11,Best ac:0.005407 0.606061 fi:0.653812. Ave ac:0.007476,0.006879 Initialization: 5.730000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.336000 Kernel 1: 0.024000 Kernel 2: 89.324997 Copyback: 0.017000 Sum: 0.032000 It 12,Best ac:0.003245 0.750000 fi:0.489034. Ave ac:0.007360,0.007417 Initialization: 5.629000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.359000 Kernel 1: 0.023000 Kernel 2: 90.507004 Copyback: 0.017000 Sum: 0.031000 It 13,Best ac:0.003514 0.866667 fi:0.404559. Ave ac:0.008972,0.009187 Initialization: 5.587000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.340000 Kernel 1: 0.024000 Kernel 2: 90.112999 Copyback: 0.017000 Sum: 0.028000 It 14,Best ac:0.004866 0.720000 fi:0.553916. Ave ac:0.007398,0.007169 Initialization: 5.621000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.532000 Kernel 1: 0.023000 Kernel 2: 90.198997 Copyback: 0.019000 Sum: 0.039000 It 15,Best ac:0.002703 0.833333 fi:0.578051. Ave ac:0.008389,0.008867 Initialization: 5.601000 Memcpy Classifiers: 0.360000 Memcpy Instances: 7.419000 Kernel 1: 0.023000 Kernel 2: 88.917000 Copyback: 0.017000 Sum: 0.033000 It 16,Best ac:0.006218 0.741935 fi:0.500808. Ave ac:0.009968,0.009020 Initialization: 5.663000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.387000 Kernel 1: 0.023000 Kernel 2: 90.775002 Copyback: 0.017000 Sum: 0.028000 It 17,Best ac:0.004054 0.681818 fi:0.531758. Ave ac:0.007698,0.007613 Initialization: 5.782000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.346000 Kernel 1: 0.023000 Kernel 2: 87.112000 Copyback: 0.017000 Sum: 0.033000 It 18,Best ac:0.005407 0.689655 fi:0.520124. Ave ac:0.007366,0.007447 Initialization: 5.706000 Memcpy Classifiers: 0.319000 Memcpy Instances: 7.366000 Kernel 1: 0.023000 Kernel 2: 86.279999 Copyback: 0.017000 Sum: 0.036000 It 19,Best ac:0.004597 0.708333 fi:0.528644. Ave ac:0.008752,0.008979 Initialization: 5.710000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.569000 Kernel 1: 0.024000 Kernel 2: 88.083000 Copyback: 0.017000 Sum: 0.209000 It 20,Best ac:0.006486 0.648649 fi:0.575136. Ave ac:0.007968,0.008305 Initialization: 5.627000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.370000 Kernel 1: 0.023000 Kernel 2: 87.681999 Copyback: 0.017000 Sum: 0.036000 It 21,Best ac:0.003515 0.684211 fi:0.530967. Ave ac:0.010275,0.010085 Initialization: 6.125000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.356000 Kernel 1: 0.023000 Kernel 2: 87.889000 Copyback: 0.017000 Sum: 0.036000 It 22,Best ac:0.006218 0.718750 fi:0.487943. Ave ac:0.010621,0.010992 MDL Theory Length Weight: 4.1130536082 (10) Initialization: 5.618000 Memcpy Classifiers: 0.368000 Memcpy Instances: 7.339000 Kernel 1: 0.024000 Kernel 2: 84.390999 Copyback: 0.017000 Sum: 0.035000 It 23,Best ac:0.004596 0.680000 fi:0.486213. Ave ac:0.012841,0.012547 Initialization: 5.632000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.828000 Kernel 1: 0.023000 Kernel 2: 82.575996 Copyback: 0.017000 Sum: 0.032000 It 24,Best ac:0.004055 0.652174 fi:0.578500. Ave ac:0.011862,0.011896 Initialization: 5.687000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.338000 Kernel 1: 0.023000 Kernel 2: 82.176003 Copyback: 0.017000 Sum: 0.034000 It 25,Best ac:0.006218 0.741935 fi:0.424799. Ave ac:0.011799,0.011941 Initialization: 5.679000 Memcpy Classifiers: 0.389000 Memcpy Instances: 7.805000 Kernel 1: 0.023000 Kernel 2: 81.522003 Copyback: 0.020000 Sum: 0.031000 It 26,Best ac:0.003514 0.722222 fi:0.465187. Ave ac:0.010302,0.011090 Initialization: 6.130000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.763000 Kernel 1: 0.023000 Kernel 2: 80.311996 Copyback: 0.017000 Sum: 0.030000 It 27,Best ac:0.003515 0.650000 fi:0.520395. Ave ac:0.010580,0.015326 Initialization: 5.598000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.351000 Kernel 1: 0.025000 Kernel 2: 80.303001 Copyback: 0.017000 Sum: 0.030000 It 28,Best ac:0.004596 0.629630 fi:0.559642. Ave ac:0.011200,0.011300 Initialization: 5.725000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.356000 Kernel 1: 0.023000 Kernel 2: 77.216003 Copyback: 0.016000 Sum: 0.028000 It 29,Best ac:0.003784 0.823529 fi:0.363740. Ave ac:0.012554,0.014127 Initialization: 5.604000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.377000 Kernel 1: 0.024000 Kernel 2: 74.785004 Copyback: 0.017000 Sum: 0.023000 It 30,Best ac:0.003515 0.722222 fi:0.438978. Ave ac:0.010668,0.010611 Initialization: 5.667000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.347000 Kernel 1: 0.024000 Kernel 2: 73.491997 Copyback: 0.017000 Sum: 0.023000 It 31,Best ac:0.002973 0.916667 fi:0.332317. Ave ac:0.009686,0.011278 Initialization: 5.609000 Memcpy Classifiers: 0.252000 Memcpy Instances: 7.491000 Kernel 1: 0.023000 Kernel 2: 71.537003 Copyback: 0.017000 Sum: 0.024000 It 32,Best ac:0.003245 0.666667 fi:0.515799. Ave ac:0.007149,0.008765 Initialization: 6.147000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.367000 Kernel 1: 0.023000 Kernel 2: 71.394997 Copyback: 0.018000 Sum: 0.028000 It 33,Best ac:0.003244 0.800000 fi:0.393173. Ave ac:0.011014,0.015666 Initialization: 28.804001 Memcpy Instances: 366.987000 Memcpy Classifiers: 0.069000 Kernel 1: 0.026000 Kernel 2: 513.810974 Copyback: 0.015000 Sum: 0.015000 Memcpy Classifiers: 0.060000 Kernel 1: 0.014000 Kernel 2: 495.796997 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 507.901001 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 514.161011 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.067000 Kernel 1: 0.015000 Kernel 2: 505.742004 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 497.315002 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 523.612000 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 501.651001 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.056000 Kernel 1: 0.013000 Kernel 2: 239.753998 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.030701 0.459645 fi:0.675308. Ave ac:0.009744,0.029768 Best acc 0.030701 0.459645 Initialization: 5.616000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.351000 Kernel 1: 0.025000 Kernel 2: 89.655998 Copyback: 0.018000 Sum: 0.045000 Initial population average accuracy1:0.004727 accuracy2:0.194489 Initialization: 5.597000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.394000 Kernel 1: 0.022000 Kernel 2: 95.393997 Copyback: 0.017000 Sum: 0.049000 It 0,Best ac:0.004054 0.517241 fi:0.582301. Ave ac:0.008467,0.013517 Initialization: 5.648000 Memcpy Classifiers: 0.533000 Memcpy Instances: 7.416000 Kernel 1: 0.023000 Kernel 2: 99.658997 Copyback: 0.017000 Sum: 0.033000 It 1,Best ac:0.005948 0.478261 fi:0.620275. Ave ac:0.009811,0.014246 Initialization: 5.589000 Memcpy Classifiers: 0.536000 Memcpy Instances: 7.358000 Kernel 1: 0.023000 Kernel 2: 95.481003 Copyback: 0.017000 Sum: 0.031000 It 2,Best ac:0.002703 0.666667 fi:0.569895. Ave ac:0.008913,0.010494 Initialization: 5.603000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.348000 Kernel 1: 0.023000 Kernel 2: 95.135002 Copyback: 0.017000 Sum: 0.030000 It 3,Best ac:0.011898 0.483516 fi:0.611864. Ave ac:0.008930,0.009340 Initialization: 5.663000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.380000 Kernel 1: 0.023000 Kernel 2: 93.678001 Copyback: 0.017000 Sum: 0.032000 It 4,Best ac:0.003245 0.571429 fi:0.528541. Ave ac:0.009698,0.011336 Initialization: 5.586000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.353000 Kernel 1: 0.023000 Kernel 2: 93.036003 Copyback: 0.017000 Sum: 0.030000 It 5,Best ac:0.005677 0.583333 fi:0.515346. Ave ac:0.009722,0.010063 Initialization: 5.724000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.376000 Kernel 1: 0.022000 Kernel 2: 91.032997 Copyback: 0.017000 Sum: 0.032000 It 6,Best ac:0.004866 0.642857 fi:0.456256. Ave ac:0.008708,0.008186 Initialization: 5.601000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.341000 Kernel 1: 0.023000 Kernel 2: 89.646004 Copyback: 0.017000 Sum: 0.029000 It 7,Best ac:0.004596 0.680000 fi:0.419253. Ave ac:0.008055,0.007693 Initialization: 5.578000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.437000 Kernel 1: 0.022000 Kernel 2: 87.254997 Copyback: 0.017000 Sum: 0.029000 It 8,Best ac:0.005137 0.655172 fi:0.443793. Ave ac:0.008090,0.007442 Initialization: 5.655000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.344000 Kernel 1: 0.024000 Kernel 2: 86.650002 Copyback: 0.017000 Sum: 0.032000 It 9,Best ac:0.003244 0.666667 fi:0.433303. Ave ac:0.007959,0.008029 Iteration 10:MDL fitness activated Error 0.433303 TL 0.031813 MDL Theory Length Weight: 4.5401703993 (3) Initialization: 5.725000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.332000 Kernel 1: 0.024000 Kernel 2: 84.940002 Copyback: 0.017000 Sum: 0.033000 It 10,Best ac:0.004327 0.615385 fi:0.618001. Ave ac:0.006718,0.005791 Initialization: 5.716000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.384000 Kernel 1: 0.023000 Kernel 2: 83.133003 Copyback: 0.017000 Sum: 0.032000 It 11,Best ac:0.004056 0.714286 fi:0.533316. Ave ac:0.007818,0.007853 Initialization: 5.621000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.409000 Kernel 1: 0.023000 Kernel 2: 83.949997 Copyback: 0.017000 Sum: 0.030000 It 12,Best ac:0.003244 0.750000 fi:0.518509. Ave ac:0.008208,0.011428 Initialization: 5.661000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.386000 Kernel 1: 0.024000 Kernel 2: 80.139000 Copyback: 0.017000 Sum: 0.032000 It 13,Best ac:0.006488 0.727273 fi:0.454751. Ave ac:0.010006,0.012866 Initialization: 5.663000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.367000 Kernel 1: 0.023000 Kernel 2: 78.055000 Copyback: 0.017000 Sum: 0.032000 It 14,Best ac:0.003785 0.777778 fi:0.437404. Ave ac:0.010002,0.013134 Initialization: 5.654000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.404000 Kernel 1: 0.023000 Kernel 2: 74.780998 Copyback: 0.016000 Sum: 0.034000 It 15,Best ac:0.003784 0.666667 fi:0.520661. Ave ac:0.011097,0.016742 Initialization: 5.658000 Memcpy Classifiers: 0.360000 Memcpy Instances: 7.436000 Kernel 1: 0.023000 Kernel 2: 74.573997 Copyback: 0.016000 Sum: 0.032000 It 16,Best ac:0.003514 0.722222 fi:0.468655. Ave ac:0.009635,0.013163 Initialization: 6.079000 Memcpy Classifiers: 0.353000 Memcpy Instances: 7.432000 Kernel 1: 0.023000 Kernel 2: 75.628998 Copyback: 0.017000 Sum: 0.034000 It 17,Best ac:0.003243 0.705882 fi:0.547856. Ave ac:0.010812,0.012394 Initialization: 6.048000 Memcpy Classifiers: 0.381000 Memcpy Instances: 7.350000 Kernel 1: 0.024000 Kernel 2: 73.984001 Copyback: 0.017000 Sum: 0.033000 It 18,Best ac:0.003514 0.684211 fi:0.541164. Ave ac:0.014030,0.016319 Initialization: 5.534000 Memcpy Classifiers: 0.350000 Memcpy Instances: 8.278000 Kernel 1: 0.022000 Kernel 2: 73.586998 Copyback: 0.017000 Sum: 0.029000 It 19,Best ac:0.003244 0.705882 fi:0.540381. Ave ac:0.015377,0.019576 Initialization: 5.564000 Memcpy Classifiers: 0.350000 Memcpy Instances: 7.382000 Kernel 1: 0.024000 Kernel 2: 74.092003 Copyback: 0.020000 Sum: 0.029000 It 20,Best ac:0.008651 0.640000 fi:0.549383. Ave ac:0.014390,0.016659 Initialization: 5.633000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.248000 Kernel 1: 0.022000 Kernel 2: 70.363998 Copyback: 0.017000 Sum: 0.030000 It 21,Best ac:0.004327 0.695652 fi:0.506911. Ave ac:0.015664,0.019502 Initialization: 5.662000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.363000 Kernel 1: 0.023000 Kernel 2: 69.731003 Copyback: 0.019000 Sum: 0.030000 It 22,Best ac:0.005679 0.777778 fi:0.458900. Ave ac:0.014442,0.016448 Initialization: 5.585000 Memcpy Classifiers: 0.319000 Memcpy Instances: 7.399000 Kernel 1: 0.023000 Kernel 2: 67.920998 Copyback: 0.017000 Sum: 0.031000 It 23,Best ac:0.004324 0.761905 fi:0.412364. Ave ac:0.013024,0.016772 Initialization: 5.601000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.672000 Kernel 1: 0.021000 Kernel 2: 68.874001 Copyback: 0.017000 Sum: 0.030000 It 24,Best ac:0.002974 0.916667 fi:0.392435. Ave ac:0.008686,0.010883 Initialization: 5.581000 Memcpy Classifiers: 0.339000 Memcpy Instances: 7.401000 Kernel 1: 0.024000 Kernel 2: 68.973000 Copyback: 0.017000 Sum: 0.026000 It 25,Best ac:0.003514 0.650000 fi:0.546971. Ave ac:0.009275,0.010715 Initialization: 5.634000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.311000 Kernel 1: 0.022000 Kernel 2: 71.623001 Copyback: 0.017000 Sum: 0.029000 It 26,Best ac:0.003514 0.812500 fi:0.411857. Ave ac:0.009379,0.009067 Initialization: 5.634000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.388000 Kernel 1: 0.023000 Kernel 2: 74.403000 Copyback: 0.017000 Sum: 0.030000 It 27,Best ac:0.003514 0.722222 fi:0.498299. Ave ac:0.008340,0.009172 Initialization: 5.600000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.381000 Kernel 1: 0.024000 Kernel 2: 76.753998 Copyback: 0.017000 Sum: 0.031000 It 28,Best ac:0.004056 0.714286 fi:0.486766. Ave ac:0.009290,0.009397 Initialization: 5.605000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.387000 Kernel 1: 0.023000 Kernel 2: 74.290001 Copyback: 0.017000 Sum: 0.032000 It 29,Best ac:0.004597 0.772727 fi:0.414414. Ave ac:0.008080,0.008439 Initialization: 5.585000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.379000 Kernel 1: 0.023000 Kernel 2: 73.845001 Copyback: 0.017000 Sum: 0.030000 It 30,Best ac:0.003244 0.600000 fi:0.584920. Ave ac:0.005989,0.006328 Initialization: 5.646000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.421000 Kernel 1: 0.023000 Kernel 2: 74.976997 Copyback: 0.017000 Sum: 0.033000 It 31,Best ac:0.004325 0.800000 fi:0.387288. Ave ac:0.009167,0.008581 Initialization: 5.653000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.340000 Kernel 1: 0.024000 Kernel 2: 75.387001 Copyback: 0.017000 Sum: 0.030000 It 32,Best ac:0.004597 0.894737 fi:0.330537. Ave ac:0.009725,0.008287 Initialization: 5.589000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.480000 Kernel 1: 0.024000 Kernel 2: 74.594002 Copyback: 0.017000 Sum: 0.030000 It 33,Best ac:0.004866 0.818182 fi:0.391139. Ave ac:0.007393,0.006929 Initialization: 28.958000 Memcpy Instances: 366.046997 Memcpy Classifiers: 0.071000 Kernel 1: 0.021000 Kernel 2: 546.994995 Copyback: 0.016000 Sum: 0.017000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 516.346008 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.069000 Kernel 1: 0.013000 Kernel 2: 530.033020 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 527.171997 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.015000 Kernel 2: 538.294983 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.014000 Kernel 2: 540.656006 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.015000 Kernel 2: 556.659973 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.014000 Kernel 2: 527.288025 Copyback: 0.369000 Sum: 0.002000 Memcpy Classifiers: 0.059000 Kernel 1: 0.014000 Kernel 2: 265.127991 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.003250 0.598606 fi:0.602874. Ave ac:0.006960,0.019591 Best acc 0.003250 0.598606 Initialization: 5.619000 Memcpy Classifiers: 0.594000 Memcpy Instances: 7.817000 Kernel 1: 0.025000 Kernel 2: 91.088997 Copyback: 0.017000 Sum: 0.041000 Initial population average accuracy1:0.005979 accuracy2:0.194507 Initialization: 5.629000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.350000 Kernel 1: 0.022000 Kernel 2: 98.220001 Copyback: 0.017000 Sum: 0.044000 It 0,Best ac:0.003785 0.466667 fi:0.633016. Ave ac:0.010336,0.014716 Initialization: 5.607000 Memcpy Classifiers: 0.486000 Memcpy Instances: 7.437000 Kernel 1: 0.023000 Kernel 2: 98.696999 Copyback: 0.018000 Sum: 0.033000 It 1,Best ac:0.013514 0.471698 fi:0.622831. Ave ac:0.011396,0.012443 Initialization: 5.588000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.394000 Kernel 1: 0.023000 Kernel 2: 96.556999 Copyback: 0.017000 Sum: 0.033000 It 2,Best ac:0.007031 0.481481 fi:0.616480. Ave ac:0.011489,0.013423 Initialization: 5.617000 Memcpy Classifiers: 0.486000 Memcpy Instances: 7.448000 Kernel 1: 0.024000 Kernel 2: 97.166000 Copyback: 0.017000 Sum: 0.029000 It 3,Best ac:0.006218 0.534884 fi:0.563513. Ave ac:0.011498,0.012032 Initialization: 5.643000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.337000 Kernel 1: 0.023000 Kernel 2: 91.682999 Copyback: 0.017000 Sum: 0.027000 It 4,Best ac:0.003785 0.538462 fi:0.561221. Ave ac:0.012281,0.013327 Initialization: 5.653000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.341000 Kernel 1: 0.023000 Kernel 2: 88.513000 Copyback: 0.017000 Sum: 0.031000 It 5,Best ac:0.003784 0.636364 fi:0.463322. Ave ac:0.011017,0.012205 Initialization: 5.676000 Memcpy Classifiers: 0.404000 Memcpy Instances: 7.364000 Kernel 1: 0.023000 Kernel 2: 87.662003 Copyback: 0.017000 Sum: 0.032000 It 6,Best ac:0.004866 0.600000 fi:0.499109. Ave ac:0.011755,0.013592 Initialization: 5.619000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.352000 Kernel 1: 0.023000 Kernel 2: 83.127998 Copyback: 0.017000 Sum: 0.030000 It 7,Best ac:0.008383 0.534483 fi:0.562762. Ave ac:0.010288,0.010448 Initialization: 5.693000 Memcpy Classifiers: 0.399000 Memcpy Instances: 7.355000 Kernel 1: 0.024000 Kernel 2: 85.500000 Copyback: 0.018000 Sum: 0.033000 It 8,Best ac:0.003514 0.684211 fi:0.415616. Ave ac:0.011027,0.011866 Initialization: 5.597000 Memcpy Classifiers: 0.396000 Memcpy Instances: 7.493000 Kernel 1: 0.022000 Kernel 2: 82.939003 Copyback: 0.017000 Sum: 0.030000 It 9,Best ac:0.003785 0.636364 fi:0.463322. Ave ac:0.008670,0.010162 Iteration 10:MDL fitness activated Error 0.463322 TL 0.040857 MDL Theory Length Weight: 3.7800137658 (2) Initialization: 5.715000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.473000 Kernel 1: 0.023000 Kernel 2: 84.570000 Copyback: 0.017000 Sum: 0.030000 It 10,Best ac:0.004055 0.652174 fi:0.522217. Ave ac:0.009439,0.011388 Initialization: 5.632000 Memcpy Classifiers: 0.396000 Memcpy Instances: 7.372000 Kernel 1: 0.023000 Kernel 2: 80.391998 Copyback: 0.017000 Sum: 0.031000 It 11,Best ac:0.004055 0.600000 fi:0.578648. Ave ac:0.011122,0.013580 Initialization: 5.575000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.356000 Kernel 1: 0.024000 Kernel 2: 79.841003 Copyback: 0.017000 Sum: 0.032000 It 12,Best ac:0.003786 0.736842 fi:0.438466. Ave ac:0.012491,0.014806 Initialization: 5.672000 Memcpy Classifiers: 0.374000 Memcpy Instances: 7.377000 Kernel 1: 0.023000 Kernel 2: 75.497002 Copyback: 0.017000 Sum: 0.030000 It 13,Best ac:0.003244 0.631579 fi:0.586439. Ave ac:0.010788,0.013176 Initialization: 5.655000 Memcpy Classifiers: 0.358000 Memcpy Instances: 7.367000 Kernel 1: 0.023000 Kernel 2: 76.177002 Copyback: 0.017000 Sum: 0.034000 It 14,Best ac:0.003245 0.705882 fi:0.464430. Ave ac:0.013998,0.015616 Initialization: 5.968000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.353000 Kernel 1: 0.023000 Kernel 2: 75.628998 Copyback: 0.017000 Sum: 0.030000 It 15,Best ac:0.003786 0.608696 fi:0.581164. Ave ac:0.012224,0.016012 Initialization: 5.575000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.362000 Kernel 1: 0.023000 Kernel 2: 77.049004 Copyback: 0.016000 Sum: 0.031000 It 16,Best ac:0.003244 0.705882 fi:0.473193. Ave ac:0.012963,0.017756 Initialization: 5.563000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.381000 Kernel 1: 0.024000 Kernel 2: 76.362000 Copyback: 0.018000 Sum: 0.033000 It 17,Best ac:0.004055 0.652174 fi:0.522469. Ave ac:0.012557,0.019830 Initialization: 5.653000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.436000 Kernel 1: 0.023000 Kernel 2: 73.998001 Copyback: 0.017000 Sum: 0.028000 It 18,Best ac:0.004867 0.642857 fi:0.499559. Ave ac:0.013780,0.020233 Initialization: 5.734000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.381000 Kernel 1: 0.023000 Kernel 2: 74.084999 Copyback: 0.017000 Sum: 0.025000 It 19,Best ac:0.006218 0.589744 fi:0.574748. Ave ac:0.017885,0.022303 Initialization: 5.588000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.345000 Kernel 1: 0.024000 Kernel 2: 75.302002 Copyback: 0.017000 Sum: 0.025000 It 20,Best ac:0.007299 0.600000 fi:0.547320. Ave ac:0.017193,0.021405 Initialization: 5.624000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.533000 Kernel 1: 0.023000 Kernel 2: 70.948997 Copyback: 0.018000 Sum: 0.021000 It 21,Best ac:0.002703 0.833333 fi:0.480675. Ave ac:0.014118,0.018173 MDL Theory Length Weight: 3.4020123892 (10) Initialization: 5.572000 Memcpy Classifiers: 0.301000 Memcpy Instances: 7.532000 Kernel 1: 0.023000 Kernel 2: 72.821999 Copyback: 0.017000 Sum: 0.021000 It 22,Best ac:0.004325 0.666667 fi:0.500623. Ave ac:0.013578,0.023452 Initialization: 5.569000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.373000 Kernel 1: 0.023000 Kernel 2: 71.661003 Copyback: 0.017000 Sum: 0.022000 It 23,Best ac:0.004327 0.666667 fi:0.482262. Ave ac:0.013935,0.016041 Initialization: 5.723000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.524000 Kernel 1: 0.023000 Kernel 2: 71.991997 Copyback: 0.017000 Sum: 0.020000 It 24,Best ac:0.003244 0.750000 fi:0.414383. Ave ac:0.012148,0.016760 Initialization: 5.630000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.339000 Kernel 1: 0.022000 Kernel 2: 72.181999 Copyback: 0.017000 Sum: 0.022000 It 25,Best ac:0.003244 0.666667 fi:0.495359. Ave ac:0.009188,0.009387 Initialization: 5.637000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.400000 Kernel 1: 0.023000 Kernel 2: 68.708000 Copyback: 0.017000 Sum: 0.022000 It 26,Best ac:0.003245 0.666667 fi:0.484335. Ave ac:0.010949,0.017284 Initialization: 6.112000 Memcpy Classifiers: 0.265000 Memcpy Instances: 7.353000 Kernel 1: 0.022000 Kernel 2: 68.702003 Copyback: 0.017000 Sum: 0.022000 It 27,Best ac:0.004866 0.750000 fi:0.410348. Ave ac:0.012832,0.020985 Initialization: 5.897000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.806000 Kernel 1: 0.022000 Kernel 2: 66.945000 Copyback: 0.017000 Sum: 0.022000 It 28,Best ac:0.003784 0.608696 fi:0.549858. Ave ac:0.010923,0.019200 Initialization: 5.648000 Memcpy Classifiers: 0.282000 Memcpy Instances: 7.835000 Kernel 1: 0.022000 Kernel 2: 67.137001 Copyback: 0.017000 Sum: 0.021000 It 29,Best ac:0.002432 0.900000 fi:0.496829. Ave ac:0.012410,0.022647 Initialization: 5.625000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.405000 Kernel 1: 0.023000 Kernel 2: 68.085999 Copyback: 0.017000 Sum: 0.022000 It 30,Best ac:0.003785 0.736842 fi:0.404526. Ave ac:0.013749,0.025200 Initialization: 5.728000 Memcpy Classifiers: 0.226000 Memcpy Instances: 7.402000 Kernel 1: 0.023000 Kernel 2: 68.348000 Copyback: 0.017000 Sum: 0.023000 It 31,Best ac:0.004596 0.809524 fi:0.328474. Ave ac:0.013084,0.018789 Initialization: 5.545000 Memcpy Classifiers: 0.227000 Memcpy Instances: 7.530000 Kernel 1: 0.024000 Kernel 2: 68.639000 Copyback: 0.017000 Sum: 0.024000 It 32,Best ac:0.003244 0.705882 fi:0.457204. Ave ac:0.009350,0.011068 Initialization: 5.723000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.372000 Kernel 1: 0.023000 Kernel 2: 68.662003 Copyback: 0.017000 Sum: 0.022000 It 33,Best ac:0.006486 0.600000 fi:0.545066. Ave ac:0.008106,0.010479 Initialization: 29.659000 Memcpy Instances: 363.608002 Memcpy Classifiers: 0.062000 Kernel 1: 0.025000 Kernel 2: 491.346985 Copyback: 0.017000 Sum: 0.014000 Memcpy Classifiers: 0.056000 Kernel 1: 0.015000 Kernel 2: 493.339996 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 490.997986 Copyback: 0.369000 Sum: 0.002000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 494.640015 Copyback: 0.022000 Sum: 0.009000 Memcpy Classifiers: 0.063000 Kernel 1: 0.022000 Kernel 2: 478.890991 Copyback: 0.018000 Sum: 0.002000 Memcpy Classifiers: 0.055000 Kernel 1: 0.014000 Kernel 2: 481.812988 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.055000 Kernel 1: 0.014000 Kernel 2: 479.739990 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.055000 Kernel 1: 0.014000 Kernel 2: 493.364014 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.053000 Kernel 1: 0.014000 Kernel 2: 237.891998 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.004109 0.513861 fi:0.646890. Ave ac:0.008612,0.025772 Best acc 0.004109 0.513861 Rule:Att PSSM_0_1 is [>1.005712]|Att PSSM_0_4 is [-7.344886,-2.655114]|Att PSSM_0_8 is [<5.801057]|Att PSSM_0_12 is [<-1.687791]|Att PSSM_1_3 is [-5.232983,6.366455]|Att PSSM_1_5 is [>-6.743609]|Att PSSM_1_11 is [-2.556408,3.595801]|Att PSSM_3_12 is [-6.863025,-0.109661]|Att PSSM_4_15 is [<-0.399134]|1 Accuracy : 0.787494 0 1 149081 14999 34863 35695 Removed 1004 instances. 183944 Instances left. Acc of rule 0.003250-0.598606 Initialization: 5.667000 Memcpy Classifiers: 0.540000 Memcpy Instances: 7.327000 Kernel 1: 0.025000 Kernel 2: 91.068001 Copyback: 0.018000 Sum: 0.044000 Initial population average accuracy1:0.005793 accuracy2:0.176076 Initialization: 5.653000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.297000 Kernel 1: 0.023000 Kernel 2: 94.550003 Copyback: 0.017000 Sum: 0.035000 It 0,Best ac:0.005708 0.350000 fi:0.748631. Ave ac:0.009317,0.013308 Initialization: 5.540000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.322000 Kernel 1: 0.024000 Kernel 2: 98.189003 Copyback: 0.017000 Sum: 0.034000 It 1,Best ac:0.004349 0.484848 fi:0.614508. Ave ac:0.011317,0.012235 Initialization: 5.715000 Memcpy Classifiers: 0.435000 Memcpy Instances: 7.348000 Kernel 1: 0.023000 Kernel 2: 96.601997 Copyback: 0.017000 Sum: 0.032000 It 2,Best ac:0.007883 0.500000 fi:0.597460. Ave ac:0.012451,0.015010 Initialization: 5.666000 Memcpy Classifiers: 0.445000 Memcpy Instances: 7.327000 Kernel 1: 0.024000 Kernel 2: 95.333000 Copyback: 0.018000 Sum: 0.033000 It 3,Best ac:0.003534 0.520000 fi:0.579794. Ave ac:0.011908,0.014502 Initialization: 6.081000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.418000 Kernel 1: 0.022000 Kernel 2: 93.105003 Copyback: 0.017000 Sum: 0.032000 It 4,Best ac:0.003262 0.666667 fi:0.433276. Ave ac:0.011087,0.013738 Initialization: 5.536000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.405000 Kernel 1: 0.024000 Kernel 2: 91.554001 Copyback: 0.017000 Sum: 0.029000 It 5,Best ac:0.005164 0.542857 fi:0.556062. Ave ac:0.009120,0.010286 Initialization: 5.611000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.414000 Kernel 1: 0.022000 Kernel 2: 90.498001 Copyback: 0.017000 Sum: 0.032000 It 6,Best ac:0.002991 0.687500 fi:0.458259. Ave ac:0.008802,0.009819 Initialization: 5.590000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.291000 Kernel 1: 0.024000 Kernel 2: 90.397003 Copyback: 0.017000 Sum: 0.029000 It 7,Best ac:0.004078 0.681818 fi:0.417684. Ave ac:0.008504,0.009826 Initialization: 5.586000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.106000 Kernel 1: 0.023000 Kernel 2: 88.388000 Copyback: 0.017000 Sum: 0.032000 It 8,Best ac:0.004621 0.607143 fi:0.492068. Ave ac:0.009485,0.010585 Initialization: 5.657000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.320000 Kernel 1: 0.024000 Kernel 2: 87.719002 Copyback: 0.017000 Sum: 0.031000 It 9,Best ac:0.004077 0.625000 fi:0.474506. Ave ac:0.008828,0.009863 Iteration 10:MDL fitness activated Error 0.474506 TL 0.037757 MDL Theory Length Weight: 4.1891567984 (3) Initialization: 5.603000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.309000 Kernel 1: 0.023000 Kernel 2: 85.902000 Copyback: 0.017000 Sum: 0.025000 It 10,Best ac:0.003261 0.631579 fi:0.569360. Ave ac:0.009048,0.010004 Initialization: 5.667000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.302000 Kernel 1: 0.023000 Kernel 2: 86.332001 Copyback: 0.017000 Sum: 0.032000 It 11,Best ac:0.004349 0.551724 fi:0.663607. Ave ac:0.010342,0.012988 Initialization: 5.571000 Memcpy Classifiers: 0.339000 Memcpy Instances: 7.334000 Kernel 1: 0.023000 Kernel 2: 81.434998 Copyback: 0.017000 Sum: 0.035000 It 12,Best ac:0.003534 0.684211 fi:0.557608. Ave ac:0.010737,0.012358 Initialization: 5.595000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.031000 Kernel 1: 0.022000 Kernel 2: 80.098999 Copyback: 0.017000 Sum: 0.034000 It 13,Best ac:0.007613 0.595745 fi:0.555121. Ave ac:0.013582,0.015655 Initialization: 5.614000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.333000 Kernel 1: 0.023000 Kernel 2: 76.924004 Copyback: 0.017000 Sum: 0.029000 It 14,Best ac:0.003535 0.619048 fi:0.508824. Ave ac:0.013456,0.014380 Initialization: 5.614000 Memcpy Classifiers: 0.301000 Memcpy Instances: 7.299000 Kernel 1: 0.022000 Kernel 2: 75.308998 Copyback: 0.016000 Sum: 0.027000 It 15,Best ac:0.005708 0.656250 fi:0.535357. Ave ac:0.012758,0.014711 Initialization: 5.582000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.324000 Kernel 1: 0.023000 Kernel 2: 73.335999 Copyback: 0.017000 Sum: 0.028000 It 16,Best ac:0.009242 0.693878 fi:0.502422. Ave ac:0.012114,0.014093 Initialization: 5.541000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.352000 Kernel 1: 0.023000 Kernel 2: 73.110001 Copyback: 0.017000 Sum: 0.030000 It 17,Best ac:0.004350 0.761905 fi:0.414049. Ave ac:0.011415,0.015089 Initialization: 5.605000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.330000 Kernel 1: 0.024000 Kernel 2: 70.912003 Copyback: 0.017000 Sum: 0.027000 It 18,Best ac:0.002990 0.785714 fi:0.414648. Ave ac:0.013539,0.016374 Initialization: 5.561000 Memcpy Classifiers: 0.283000 Memcpy Instances: 9.441000 Kernel 1: 0.021000 Kernel 2: 70.002998 Copyback: 0.018000 Sum: 0.020000 It 19,Best ac:0.005166 0.730769 fi:0.470903. Ave ac:0.012682,0.017852 Initialization: 5.592000 Memcpy Classifiers: 0.317000 Memcpy Instances: 7.302000 Kernel 1: 0.024000 Kernel 2: 68.936996 Copyback: 0.018000 Sum: 0.022000 It 20,Best ac:0.004077 0.652174 fi:0.531103. Ave ac:0.011592,0.015262 Initialization: 5.631000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.332000 Kernel 1: 0.023000 Kernel 2: 69.304001 Copyback: 0.017000 Sum: 0.023000 It 21,Best ac:0.003533 0.764706 fi:0.437844. Ave ac:0.013795,0.015673 Initialization: 5.636000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.414000 Kernel 1: 0.022000 Kernel 2: 70.293999 Copyback: 0.373000 Sum: 0.020000 It 22,Best ac:0.003805 0.823529 fi:0.379861. Ave ac:0.013822,0.015279 Initialization: 5.619000 Memcpy Classifiers: 0.247000 Memcpy Instances: 7.399000 Kernel 1: 0.023000 Kernel 2: 69.982002 Copyback: 0.017000 Sum: 0.023000 It 23,Best ac:0.004077 0.750000 fi:0.411919. Ave ac:0.012237,0.013233 Initialization: 5.563000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.379000 Kernel 1: 0.023000 Kernel 2: 68.847000 Copyback: 0.017000 Sum: 0.022000 It 24,Best ac:0.004077 0.714286 fi:0.468991. Ave ac:0.009045,0.011112 Initialization: 5.598000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.629000 Kernel 1: 0.023000 Kernel 2: 68.391998 Copyback: 0.017000 Sum: 0.021000 It 25,Best ac:0.003262 0.666667 fi:0.495775. Ave ac:0.011575,0.014903 Initialization: 5.550000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.442000 Kernel 1: 0.023000 Kernel 2: 68.918999 Copyback: 0.017000 Sum: 0.021000 It 26,Best ac:0.004349 0.727273 fi:0.470583. Ave ac:0.012394,0.018018 Initialization: 5.624000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.791000 Kernel 1: 0.023000 Kernel 2: 68.918999 Copyback: 0.016000 Sum: 0.022000 It 27,Best ac:0.004077 0.750000 fi:0.439239. Ave ac:0.012312,0.013662 Initialization: 5.573000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.308000 Kernel 1: 0.023000 Kernel 2: 68.275002 Copyback: 0.016000 Sum: 0.023000 It 28,Best ac:0.003534 0.650000 fi:0.512296. Ave ac:0.008600,0.009823 Initialization: 5.549000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.354000 Kernel 1: 0.023000 Kernel 2: 66.445000 Copyback: 0.017000 Sum: 0.025000 It 29,Best ac:0.003533 0.722222 fi:0.440597. Ave ac:0.009679,0.011505 Initialization: 5.573000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.297000 Kernel 1: 0.024000 Kernel 2: 69.038002 Copyback: 0.017000 Sum: 0.022000 It 30,Best ac:0.003534 0.812500 fi:0.357358. Ave ac:0.009520,0.010842 Initialization: 5.503000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.319000 Kernel 1: 0.023000 Kernel 2: 69.523003 Copyback: 0.017000 Sum: 0.020000 It 31,Best ac:0.003534 0.684211 fi:0.443450. Ave ac:0.007405,0.009415 Initialization: 5.635000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.298000 Kernel 1: 0.023000 Kernel 2: 69.441002 Copyback: 0.016000 Sum: 0.022000 It 32,Best ac:0.003262 0.857143 fi:0.318824. Ave ac:0.010481,0.015541 Initialization: 5.609000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.341000 Kernel 1: 0.024000 Kernel 2: 69.834000 Copyback: 0.016000 Sum: 0.021000 It 33,Best ac:0.004077 0.882353 fi:0.330140. Ave ac:0.008965,0.015697 Initialization: 30.368000 Memcpy Instances: 364.483002 Memcpy Classifiers: 0.067000 Kernel 1: 0.025000 Kernel 2: 502.143005 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.061000 Kernel 1: 0.014000 Kernel 2: 484.281006 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 484.350006 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 489.050995 Copyback: 0.017000 Sum: 0.004000 Memcpy Classifiers: 0.066000 Kernel 1: 0.016000 Kernel 2: 490.585999 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 486.360992 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 490.259003 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 495.872986 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 194.444000 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.003121 0.505282 fi:0.665950. Ave ac:0.009108,0.030389 Best acc 0.003121 0.505282 Initialization: 5.636000 Memcpy Classifiers: 0.523000 Memcpy Instances: 7.319000 Kernel 1: 0.024000 Kernel 2: 90.650002 Copyback: 0.017000 Sum: 0.043000 Initial population average accuracy1:0.005241 accuracy2:0.182449 Initialization: 5.662000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.487000 Kernel 1: 0.024000 Kernel 2: 94.532997 Copyback: 0.017000 Sum: 0.035000 It 0,Best ac:0.003263 0.480000 fi:0.619940. Ave ac:0.008682,0.012364 Initialization: 5.584000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.474000 Kernel 1: 0.024000 Kernel 2: 95.045998 Copyback: 0.018000 Sum: 0.034000 It 1,Best ac:0.004078 0.468750 fi:0.630752. Ave ac:0.010351,0.013403 Initialization: 6.055000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.624000 Kernel 1: 0.020000 Kernel 2: 94.746002 Copyback: 0.017000 Sum: 0.031000 It 2,Best ac:0.006250 0.460000 fi:0.638340. Ave ac:0.011723,0.013970 Initialization: 5.617000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.348000 Kernel 1: 0.024000 Kernel 2: 91.227997 Copyback: 0.017000 Sum: 0.029000 It 3,Best ac:0.004077 0.517241 fi:0.582261. Ave ac:0.011561,0.013243 Initialization: 5.706000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.322000 Kernel 1: 0.023000 Kernel 2: 89.554001 Copyback: 0.017000 Sum: 0.027000 It 4,Best ac:0.004350 0.640000 fi:0.459356. Ave ac:0.011246,0.013337 Initialization: 5.689000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.300000 Kernel 1: 0.023000 Kernel 2: 86.198997 Copyback: 0.017000 Sum: 0.029000 It 5,Best ac:0.004078 0.652174 fi:0.447328. Ave ac:0.010770,0.014665 Initialization: 5.575000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.300000 Kernel 1: 0.023000 Kernel 2: 85.542999 Copyback: 0.018000 Sum: 0.031000 It 6,Best ac:0.003806 0.583333 fi:0.516315. Ave ac:0.010995,0.012581 Initialization: 5.670000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.384000 Kernel 1: 0.023000 Kernel 2: 86.093002 Copyback: 0.017000 Sum: 0.030000 It 7,Best ac:0.003804 0.700000 fi:0.399651. Ave ac:0.010428,0.012397 Initialization: 5.574000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.318000 Kernel 1: 0.023000 Kernel 2: 87.653999 Copyback: 0.016000 Sum: 0.034000 It 8,Best ac:0.003262 0.600000 fi:0.499940. Ave ac:0.012060,0.014772 Initialization: 5.616000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.308000 Kernel 1: 0.024000 Kernel 2: 83.871002 Copyback: 0.017000 Sum: 0.028000 It 9,Best ac:0.004620 0.739130 fi:0.360084. Ave ac:0.009237,0.013366 Iteration 10:MDL fitness activated Error 0.360084 TL 0.017766 MDL Theory Length Weight: 6.7562043270 (1) Initialization: 5.722000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.318000 Kernel 1: 0.024000 Kernel 2: 81.771004 Copyback: 0.017000 Sum: 0.029000 It 10,Best ac:0.003533 0.590909 fi:0.609488. Ave ac:0.011243,0.017023 Initialization: 5.610000 Memcpy Classifiers: 0.301000 Memcpy Instances: 7.326000 Kernel 1: 0.024000 Kernel 2: 79.681999 Copyback: 0.017000 Sum: 0.027000 It 11,Best ac:0.003806 0.636364 fi:0.640336. Ave ac:0.012880,0.017803 Initialization: 5.627000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.761000 Kernel 1: 0.023000 Kernel 2: 75.259003 Copyback: 0.017000 Sum: 0.023000 It 12,Best ac:0.003806 0.666667 fi:0.500423. Ave ac:0.015143,0.021664 Initialization: 5.569000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.290000 Kernel 1: 0.024000 Kernel 2: 75.139999 Copyback: 0.017000 Sum: 0.023000 It 13,Best ac:0.005164 0.612903 fi:0.568810. Ave ac:0.016250,0.028090 Initialization: 5.557000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.459000 Kernel 1: 0.024000 Kernel 2: 69.322998 Copyback: 0.017000 Sum: 0.022000 It 14,Best ac:0.004076 0.576923 fi:0.615621. Ave ac:0.017173,0.029238 Initialization: 5.623000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.337000 Kernel 1: 0.023000 Kernel 2: 68.410004 Copyback: 0.017000 Sum: 0.024000 It 15,Best ac:0.004893 0.642857 fi:0.584242. Ave ac:0.022873,0.035955 Initialization: 5.683000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.297000 Kernel 1: 0.024000 Kernel 2: 64.008003 Copyback: 0.017000 Sum: 0.021000 It 16,Best ac:0.004348 0.695652 fi:0.471222. Ave ac:0.023854,0.033138 Initialization: 5.581000 Memcpy Classifiers: 0.265000 Memcpy Instances: 7.364000 Kernel 1: 0.023000 Kernel 2: 63.047001 Copyback: 0.017000 Sum: 0.023000 It 17,Best ac:0.002719 0.909091 fi:0.437840. Ave ac:0.026164,0.040654 Initialization: 5.596000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.351000 Kernel 1: 0.024000 Kernel 2: 64.578003 Copyback: 0.017000 Sum: 0.021000 It 18,Best ac:0.006253 0.676471 fi:0.518338. Ave ac:0.020722,0.036296 Initialization: 5.576000 Memcpy Classifiers: 0.207000 Memcpy Instances: 8.057000 Kernel 1: 0.023000 Kernel 2: 62.810001 Copyback: 0.017000 Sum: 0.022000 It 19,Best ac:0.003262 0.631579 fi:0.544720. Ave ac:0.021513,0.043262 Initialization: 5.580000 Memcpy Classifiers: 0.245000 Memcpy Instances: 7.316000 Kernel 1: 0.024000 Kernel 2: 63.727001 Copyback: 0.017000 Sum: 0.020000 It 20,Best ac:0.005980 0.647059 fi:0.534217. Ave ac:0.025585,0.043147 Initialization: 6.205000 Memcpy Classifiers: 0.188000 Memcpy Instances: 7.305000 Kernel 1: 0.022000 Kernel 2: 63.471001 Copyback: 0.016000 Sum: 0.021000 It 21,Best ac:0.004893 0.620690 fi:0.528052. Ave ac:0.020864,0.036180 Initialization: 5.579000 Memcpy Classifiers: 0.188000 Memcpy Instances: 8.532000 Kernel 1: 0.022000 Kernel 2: 62.988998 Copyback: 0.017000 Sum: 0.020000 It 22,Best ac:0.003535 0.684211 fi:0.483098. Ave ac:0.020174,0.038270 Initialization: 5.632000 Memcpy Classifiers: 0.205000 Memcpy Instances: 7.770000 Kernel 1: 0.022000 Kernel 2: 65.917999 Copyback: 0.017000 Sum: 0.019000 It 23,Best ac:0.003805 0.608696 fi:0.590393. Ave ac:0.026471,0.043346 Initialization: 5.622000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.354000 Kernel 1: 0.024000 Kernel 2: 64.528999 Copyback: 0.017000 Sum: 0.022000 It 24,Best ac:0.004077 0.625000 fi:0.564424. Ave ac:0.022278,0.037659 Initialization: 5.594000 Memcpy Classifiers: 0.410000 Memcpy Instances: 7.297000 Kernel 1: 0.023000 Kernel 2: 61.354000 Copyback: 0.018000 Sum: 0.020000 It 25,Best ac:0.003806 0.636364 fi:0.515649. Ave ac:0.021387,0.038387 Initialization: 5.774000 Memcpy Classifiers: 0.205000 Memcpy Instances: 7.311000 Kernel 1: 0.023000 Kernel 2: 63.956001 Copyback: 0.017000 Sum: 0.021000 It 26,Best ac:0.004076 0.681818 fi:0.497340. Ave ac:0.027954,0.042067 MDL Theory Length Weight: 6.0805838943 (10) Initialization: 5.615000 Memcpy Classifiers: 0.205000 Memcpy Instances: 7.310000 Kernel 1: 0.024000 Kernel 2: 65.446999 Copyback: 0.017000 Sum: 0.022000 It 27,Best ac:0.007883 0.630435 fi:0.532632. Ave ac:0.017192,0.031016 Initialization: 5.619000 Memcpy Classifiers: 0.169000 Memcpy Instances: 7.310000 Kernel 1: 0.024000 Kernel 2: 62.464001 Copyback: 0.017000 Sum: 0.020000 It 28,Best ac:0.003806 0.700000 fi:0.472069. Ave ac:0.019465,0.034144 Initialization: 5.648000 Memcpy Classifiers: 0.265000 Memcpy Instances: 7.291000 Kernel 1: 0.024000 Kernel 2: 62.672001 Copyback: 0.018000 Sum: 0.022000 It 29,Best ac:0.002718 0.909091 fi:0.387663. Ave ac:0.019932,0.038859 Initialization: 5.562000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.320000 Kernel 1: 0.024000 Kernel 2: 61.792000 Copyback: 0.017000 Sum: 0.022000 It 30,Best ac:0.002991 0.687500 fi:0.505387. Ave ac:0.019363,0.036461 Initialization: 5.622000 Memcpy Classifiers: 0.189000 Memcpy Instances: 7.342000 Kernel 1: 0.023000 Kernel 2: 62.292000 Copyback: 0.017000 Sum: 0.020000 It 31,Best ac:0.003534 0.722222 fi:0.457386. Ave ac:0.022250,0.041295 Initialization: 5.683000 Memcpy Classifiers: 0.205000 Memcpy Instances: 7.319000 Kernel 1: 0.022000 Kernel 2: 65.801003 Copyback: 0.017000 Sum: 0.022000 It 32,Best ac:0.004620 0.772727 fi:0.372984. Ave ac:0.017663,0.033851 Initialization: 5.543000 Memcpy Classifiers: 0.169000 Memcpy Instances: 7.384000 Kernel 1: 0.023000 Kernel 2: 63.101002 Copyback: 0.017000 Sum: 0.021000 It 33,Best ac:0.003261 0.571429 fi:0.585181. Ave ac:0.012954,0.029524 Initialization: 29.370001 Memcpy Instances: 364.067993 Memcpy Classifiers: 0.062000 Kernel 1: 0.025000 Kernel 2: 469.311005 Copyback: 0.015000 Sum: 0.015000 Memcpy Classifiers: 0.056000 Kernel 1: 0.013000 Kernel 2: 475.713989 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 464.515015 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.056000 Kernel 1: 0.014000 Kernel 2: 462.819000 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.054000 Kernel 1: 0.013000 Kernel 2: 464.001007 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.056000 Kernel 1: 0.013000 Kernel 2: 456.820007 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 465.035004 Copyback: 0.371000 Sum: 0.001000 Memcpy Classifiers: 0.056000 Kernel 1: 0.012000 Kernel 2: 483.848999 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.050000 Kernel 1: 0.015000 Kernel 2: 187.375000 Copyback: 0.015000 Sum: 0.000000 It 34,Best ac:0.005165 0.466830 fi:0.706604. Ave ac:0.024223,0.077605 Best acc 0.005165 0.466830 Rule:Att PSSM_-1_7 is [<1.860099]|Att PSSM_-1_18 is [-1.558998,12.103918]|Att PSSM_0_7 is [-5.856354,-2.518961]|Att PSSM_1_12 is [-5.290321,-1.644018]|Att PSSM_2_5 is [>-3.753866]|Att PSSM_3_5 is [-5.943068,8.916278]|1 Accuracy : 0.787545 0 1 148519 15561 34289 36269 Removed 1136 instances. 182808 Instances left. Acc of rule 0.003121-0.505282 Initialization: 5.615000 Memcpy Classifiers: 0.666000 Memcpy Instances: 7.317000 Kernel 1: 0.026000 Kernel 2: 89.175003 Copyback: 0.017000 Sum: 0.051000 Initial population average accuracy1:0.004659 accuracy2:0.201288 Initialization: 5.649000 Memcpy Classifiers: 0.490000 Memcpy Instances: 7.258000 Kernel 1: 0.023000 Kernel 2: 98.501999 Copyback: 0.017000 Sum: 0.036000 It 0,Best ac:0.003009 0.523810 fi:0.608252. Ave ac:0.008656,0.012335 Initialization: 5.536000 Memcpy Classifiers: 0.504000 Memcpy Instances: 7.362000 Kernel 1: 0.024000 Kernel 2: 96.281998 Copyback: 0.017000 Sum: 0.030000 It 1,Best ac:0.003829 0.466667 fi:0.632949. Ave ac:0.010768,0.014653 Initialization: 6.070000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.290000 Kernel 1: 0.023000 Kernel 2: 98.862999 Copyback: 0.017000 Sum: 0.029000 It 2,Best ac:0.007385 0.586957 fi:0.510732. Ave ac:0.012101,0.014441 Initialization: 5.559000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.294000 Kernel 1: 0.023000 Kernel 2: 100.822998 Copyback: 0.017000 Sum: 0.033000 It 3,Best ac:0.003829 0.518519 fi:0.581097. Ave ac:0.012216,0.013497 Initialization: 5.678000 Memcpy Classifiers: 0.481000 Memcpy Instances: 7.278000 Kernel 1: 0.023000 Kernel 2: 101.973000 Copyback: 0.017000 Sum: 0.039000 It 4,Best ac:0.004378 0.551724 fi:0.547591. Ave ac:0.011451,0.012464 Initialization: 5.710000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.913000 Kernel 1: 0.022000 Kernel 2: 99.028000 Copyback: 0.017000 Sum: 0.033000 It 5,Best ac:0.004923 0.545455 fi:0.553568. Ave ac:0.010519,0.010941 Initialization: 5.963000 Memcpy Classifiers: 0.489000 Memcpy Instances: 7.258000 Kernel 1: 0.023000 Kernel 2: 103.008003 Copyback: 0.017000 Sum: 0.030000 It 6,Best ac:0.004650 0.708333 fi:0.390837. Ave ac:0.009034,0.009570 Initialization: 5.804000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.260000 Kernel 1: 0.023000 Kernel 2: 98.327003 Copyback: 0.017000 Sum: 0.034000 It 7,Best ac:0.003556 0.722222 fi:0.377542. Ave ac:0.006951,0.006743 Initialization: 5.537000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.790000 Kernel 1: 0.024000 Kernel 2: 99.515999 Copyback: 0.017000 Sum: 0.038000 It 8,Best ac:0.004102 0.652174 fi:0.447293. Ave ac:0.005932,0.004574 Initialization: 5.574000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.736000 Kernel 1: 0.022000 Kernel 2: 97.391998 Copyback: 0.017000 Sum: 0.033000 It 9,Best ac:0.003556 0.722222 fi:0.377539. Ave ac:0.004614,0.003473 Iteration 10:MDL fitness activated Error 0.377539 TL 0.037311 MDL Theory Length Weight: 3.3728859091 (1) Initialization: 5.721000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.452000 Kernel 1: 0.023000 Kernel 2: 94.630997 Copyback: 0.017000 Sum: 0.038000 It 10,Best ac:0.004376 0.695652 fi:0.541746. Ave ac:0.005040,0.003527 Initialization: 5.623000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.254000 Kernel 1: 0.023000 Kernel 2: 96.292000 Copyback: 0.017000 Sum: 0.032000 It 11,Best ac:0.004375 0.615385 fi:0.592813. Ave ac:0.005151,0.004100 Initialization: 5.551000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.254000 Kernel 1: 0.024000 Kernel 2: 92.964996 Copyback: 0.017000 Sum: 0.036000 It 12,Best ac:0.003281 0.631579 fi:0.588002. Ave ac:0.005163,0.005408 Initialization: 5.614000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.710000 Kernel 1: 0.023000 Kernel 2: 90.727997 Copyback: 0.016000 Sum: 0.035000 It 13,Best ac:0.004649 0.680000 fi:0.531908. Ave ac:0.006486,0.005868 Initialization: 5.674000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.253000 Kernel 1: 0.023000 Kernel 2: 89.568001 Copyback: 0.021000 Sum: 0.037000 It 14,Best ac:0.002461 0.900000 fi:0.477158. Ave ac:0.005130,0.005022 Initialization: 5.587000 Memcpy Classifiers: 0.399000 Memcpy Instances: 7.252000 Kernel 1: 0.023000 Kernel 2: 89.778000 Copyback: 0.017000 Sum: 0.033000 It 15,Best ac:0.004650 0.653846 fi:0.549921. Ave ac:0.006859,0.006741 Initialization: 5.556000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.251000 Kernel 1: 0.024000 Kernel 2: 88.606003 Copyback: 0.016000 Sum: 0.033000 It 16,Best ac:0.003282 0.666667 fi:0.534466. Ave ac:0.006159,0.006366 Initialization: 5.632000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.363000 Kernel 1: 0.022000 Kernel 2: 90.078003 Copyback: 0.017000 Sum: 0.043000 It 17,Best ac:0.003281 0.631579 fi:0.570177. Ave ac:0.008097,0.007285 Initialization: 5.538000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.779000 Kernel 1: 0.023000 Kernel 2: 90.121002 Copyback: 0.017000 Sum: 0.031000 It 18,Best ac:0.006018 0.628571 fi:0.544077. Ave ac:0.008405,0.009085 Initialization: 5.601000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.308000 Kernel 1: 0.024000 Kernel 2: 92.738998 Copyback: 0.017000 Sum: 0.032000 It 19,Best ac:0.004375 0.727273 fi:0.472610. Ave ac:0.008489,0.008780 Initialization: 5.575000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.242000 Kernel 1: 0.024000 Kernel 2: 92.210999 Copyback: 0.018000 Sum: 0.041000 It 20,Best ac:0.006566 0.727273 fi:0.473317. Ave ac:0.007932,0.007150 Initialization: 5.552000 Memcpy Classifiers: 0.399000 Memcpy Instances: 7.291000 Kernel 1: 0.024000 Kernel 2: 89.086998 Copyback: 0.017000 Sum: 0.035000 It 21,Best ac:0.004102 0.789474 fi:0.396251. Ave ac:0.007628,0.007839 Initialization: 5.564000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.288000 Kernel 1: 0.024000 Kernel 2: 89.976997 Copyback: 0.017000 Sum: 0.036000 It 22,Best ac:0.003829 0.608696 fi:0.593750. Ave ac:0.006255,0.006939 Initialization: 5.613000 Memcpy Classifiers: 1.221000 Memcpy Instances: 7.308000 Kernel 1: 0.022000 Kernel 2: 87.902000 Copyback: 0.016000 Sum: 0.032000 It 23,Best ac:0.004375 0.695652 fi:0.522386. Ave ac:0.006666,0.007239 Initialization: 5.655000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.261000 Kernel 1: 0.023000 Kernel 2: 88.455002 Copyback: 0.017000 Sum: 0.034000 It 24,Best ac:0.003828 0.777778 fi:0.426683. Ave ac:0.007872,0.008124 Initialization: 5.606000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.242000 Kernel 1: 0.024000 Kernel 2: 88.110001 Copyback: 0.017000 Sum: 0.033000 It 25,Best ac:0.003829 0.823529 fi:0.372580. Ave ac:0.006184,0.006481 Initialization: 5.629000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.268000 Kernel 1: 0.023000 Kernel 2: 86.853996 Copyback: 0.018000 Sum: 0.031000 It 26,Best ac:0.003009 0.846154 fi:0.459710. Ave ac:0.006688,0.007515 Initialization: 5.509000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.272000 Kernel 1: 0.023000 Kernel 2: 86.920998 Copyback: 0.017000 Sum: 0.031000 It 27,Best ac:0.003282 0.800000 fi:0.417865. Ave ac:0.008304,0.007068 Initialization: 5.549000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.764000 Kernel 1: 0.023000 Kernel 2: 86.209999 Copyback: 0.018000 Sum: 0.031000 It 28,Best ac:0.003010 0.647059 fi:0.571197. Ave ac:0.005903,0.006970 Initialization: 5.608000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.302000 Kernel 1: 0.023000 Kernel 2: 83.958000 Copyback: 0.017000 Sum: 0.036000 It 29,Best ac:0.003282 0.750000 fi:0.425644. Ave ac:0.007728,0.008578 Initialization: 5.619000 Memcpy Classifiers: 0.350000 Memcpy Instances: 7.339000 Kernel 1: 0.023000 Kernel 2: 87.963997 Copyback: 0.017000 Sum: 0.037000 It 30,Best ac:0.005470 0.714286 fi:0.466473. Ave ac:0.007532,0.006944 Initialization: 5.539000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.264000 Kernel 1: 0.023000 Kernel 2: 85.081001 Copyback: 0.017000 Sum: 0.032000 It 31,Best ac:0.004650 0.653846 fi:0.521042. Ave ac:0.006617,0.007243 Initialization: 5.539000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.285000 Kernel 1: 0.023000 Kernel 2: 83.611000 Copyback: 0.016000 Sum: 0.032000 It 32,Best ac:0.002735 0.769231 fi:0.493771. Ave ac:0.008213,0.009287 Initialization: 5.434000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.363000 Kernel 1: 0.020000 Kernel 2: 84.787003 Copyback: 0.016000 Sum: 0.035000 It 33,Best ac:0.004378 0.695652 fi:0.475854. Ave ac:0.010056,0.009421 Initialization: 29.209999 Memcpy Instances: 359.582001 Memcpy Classifiers: 0.078000 Kernel 1: 0.026000 Kernel 2: 576.038025 Copyback: 0.015000 Sum: 0.017000 Memcpy Classifiers: 0.077000 Kernel 1: 0.014000 Kernel 2: 569.241028 Copyback: 0.018000 Sum: 0.005000 Memcpy Classifiers: 0.077000 Kernel 1: 0.018000 Kernel 2: 573.471985 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.074000 Kernel 1: 0.015000 Kernel 2: 574.049011 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.075000 Kernel 1: 0.013000 Kernel 2: 580.960022 Copyback: 0.023000 Sum: 0.009000 Memcpy Classifiers: 0.078000 Kernel 1: 0.021000 Kernel 2: 562.682983 Copyback: 0.018000 Sum: 0.005000 Memcpy Classifiers: 0.079000 Kernel 1: 0.017000 Kernel 2: 586.203979 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.075000 Kernel 1: 0.014000 Kernel 2: 557.320984 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 224.149994 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.004332 0.487385 fi:0.684148. Ave ac:0.008734,0.024688 Best acc 0.004332 0.487385 Initialization: 5.632000 Memcpy Classifiers: 0.520000 Memcpy Instances: 7.778000 Kernel 1: 0.024000 Kernel 2: 90.935997 Copyback: 0.017000 Sum: 0.044000 Initial population average accuracy1:0.004515 accuracy2:0.180840 Initialization: 5.869000 Memcpy Classifiers: 0.470000 Memcpy Instances: 7.531000 Kernel 1: 0.022000 Kernel 2: 96.308998 Copyback: 0.017000 Sum: 0.045000 It 0,Best ac:0.008203 0.441176 fi:0.656067. Ave ac:0.009196,0.012984 Initialization: 5.816000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.253000 Kernel 1: 0.024000 Kernel 2: 97.835999 Copyback: 0.017000 Sum: 0.062000 It 1,Best ac:0.003282 0.631579 fi:0.468333. Ave ac:0.010202,0.013570 Initialization: 5.497000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.302000 Kernel 1: 0.023000 Kernel 2: 100.869003 Copyback: 0.017000 Sum: 0.034000 It 2,Best ac:0.003828 0.482759 fi:0.616857. Ave ac:0.011877,0.014018 Initialization: 5.772000 Memcpy Classifiers: 0.435000 Memcpy Instances: 7.258000 Kernel 1: 0.023000 Kernel 2: 97.747002 Copyback: 0.017000 Sum: 0.034000 It 3,Best ac:0.004103 0.652174 fi:0.447293. Ave ac:0.010963,0.013808 Initialization: 5.492000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.351000 Kernel 1: 0.023000 Kernel 2: 95.091003 Copyback: 0.018000 Sum: 0.031000 It 4,Best ac:0.009029 0.507692 fi:0.589100. Ave ac:0.008598,0.010985 Initialization: 5.626000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.345000 Kernel 1: 0.022000 Kernel 2: 95.554001 Copyback: 0.372000 Sum: 0.029000 It 5,Best ac:0.004922 0.529412 fi:0.569611. Ave ac:0.009832,0.011608 Initialization: 5.595000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.249000 Kernel 1: 0.023000 Kernel 2: 94.046997 Copyback: 0.021000 Sum: 0.036000 It 6,Best ac:0.003282 0.631579 fi:0.468333. Ave ac:0.008248,0.009808 Initialization: 5.570000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.246000 Kernel 1: 0.024000 Kernel 2: 93.875000 Copyback: 0.019000 Sum: 0.037000 It 7,Best ac:0.003008 0.687500 fi:0.444561. Ave ac:0.007145,0.006863 Initialization: 5.561000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.412000 Kernel 1: 0.023000 Kernel 2: 92.378998 Copyback: 0.017000 Sum: 0.026000 It 8,Best ac:0.004925 0.600000 fi:0.499019. Ave ac:0.005568,0.005095 Initialization: 5.611000 Memcpy Classifiers: 0.378000 Memcpy Instances: 7.257000 Kernel 1: 0.023000 Kernel 2: 90.778999 Copyback: 0.017000 Sum: 0.034000 It 9,Best ac:0.008206 0.566038 fi:0.531206. Ave ac:0.006412,0.007357 Iteration 10:MDL fitness activated Error 0.531206 TL 0.028067 MDL Theory Length Weight: 6.3088201365 (3) Initialization: 5.651000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.254000 Kernel 1: 0.023000 Kernel 2: 88.079002 Copyback: 0.018000 Sum: 0.030000 It 10,Best ac:0.004102 0.750000 fi:0.509166. Ave ac:0.005841,0.006406 Initialization: 5.561000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.250000 Kernel 1: 0.024000 Kernel 2: 85.950996 Copyback: 0.016000 Sum: 0.032000 It 11,Best ac:0.003830 0.875000 fi:0.390576. Ave ac:0.006556,0.005670 Initialization: 5.537000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.314000 Kernel 1: 0.022000 Kernel 2: 85.457001 Copyback: 0.017000 Sum: 0.028000 It 12,Best ac:0.003008 0.733333 fi:0.591550. Ave ac:0.006462,0.005375 Initialization: 5.566000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.470000 Kernel 1: 0.023000 Kernel 2: 83.257004 Copyback: 0.017000 Sum: 0.032000 It 13,Best ac:0.003283 0.545455 fi:0.688613. Ave ac:0.005843,0.006108 Initialization: 5.916000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.289000 Kernel 1: 0.023000 Kernel 2: 81.468002 Copyback: 0.020000 Sum: 0.033000 It 14,Best ac:0.009029 0.660000 fi:0.534017. Ave ac:0.007483,0.008830 Initialization: 5.538000 Memcpy Classifiers: 0.339000 Memcpy Instances: 7.759000 Kernel 1: 0.023000 Kernel 2: 78.277000 Copyback: 0.017000 Sum: 0.036000 It 15,Best ac:0.002734 0.714286 fi:0.631557. Ave ac:0.006782,0.007375 Initialization: 6.038000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.312000 Kernel 1: 0.023000 Kernel 2: 75.742996 Copyback: 0.017000 Sum: 0.033000 It 16,Best ac:0.003829 0.608696 fi:0.613599. Ave ac:0.008639,0.012515 Initialization: 5.547000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.261000 Kernel 1: 0.024000 Kernel 2: 72.481003 Copyback: 0.017000 Sum: 0.033000 It 17,Best ac:0.004651 0.531250 fi:0.655344. Ave ac:0.009320,0.012208 Initialization: 5.564000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.260000 Kernel 1: 0.024000 Kernel 2: 71.307999 Copyback: 0.017000 Sum: 0.026000 It 18,Best ac:0.003828 0.608696 fi:0.567686. Ave ac:0.009327,0.010615 Initialization: 5.581000 Memcpy Classifiers: 0.282000 Memcpy Instances: 7.300000 Kernel 1: 0.023000 Kernel 2: 69.353996 Copyback: 0.017000 Sum: 0.027000 It 19,Best ac:0.003283 0.545455 fi:0.716263. Ave ac:0.007694,0.012020 Initialization: 5.531000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.312000 Kernel 1: 0.022000 Kernel 2: 66.792000 Copyback: 0.018000 Sum: 0.021000 It 20,Best ac:0.006018 0.687500 fi:0.520072. Ave ac:0.014678,0.018070 MDL Theory Length Weight: 5.6779381228 (10) Initialization: 5.535000 Memcpy Classifiers: 0.247000 Memcpy Instances: 7.324000 Kernel 1: 0.023000 Kernel 2: 65.738998 Copyback: 0.017000 Sum: 0.021000 It 21,Best ac:0.003281 0.800000 fi:0.410380. Ave ac:0.010763,0.014541 Initialization: 5.668000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.322000 Kernel 1: 0.023000 Kernel 2: 63.271999 Copyback: 0.017000 Sum: 0.022000 It 22,Best ac:0.004923 0.782609 fi:0.407443. Ave ac:0.008312,0.012846 Initialization: 5.523000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.807000 Kernel 1: 0.023000 Kernel 2: 62.841999 Copyback: 0.017000 Sum: 0.023000 It 23,Best ac:0.004649 0.515152 fi:0.661245. Ave ac:0.009699,0.015315 Initialization: 5.544000 Memcpy Classifiers: 0.226000 Memcpy Instances: 7.264000 Kernel 1: 0.024000 Kernel 2: 63.133999 Copyback: 0.017000 Sum: 0.023000 It 24,Best ac:0.004103 0.714286 fi:0.499563. Ave ac:0.010275,0.013284 Initialization: 5.524000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.285000 Kernel 1: 0.024000 Kernel 2: 63.091999 Copyback: 0.017000 Sum: 0.022000 It 25,Best ac:0.004650 0.708333 fi:0.512228. Ave ac:0.013785,0.018891 Initialization: 5.562000 Memcpy Classifiers: 0.296000 Memcpy Instances: 7.254000 Kernel 1: 0.024000 Kernel 2: 62.594002 Copyback: 0.017000 Sum: 0.024000 It 26,Best ac:0.005197 0.655172 fi:0.498914. Ave ac:0.012767,0.015623 Initialization: 5.596000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.336000 Kernel 1: 0.022000 Kernel 2: 63.348999 Copyback: 0.016000 Sum: 0.023000 It 27,Best ac:0.003008 0.785714 fi:0.408394. Ave ac:0.012412,0.018630 Initialization: 5.558000 Memcpy Classifiers: 0.245000 Memcpy Instances: 7.268000 Kernel 1: 0.023000 Kernel 2: 63.589001 Copyback: 0.017000 Sum: 0.023000 It 28,Best ac:0.003281 0.750000 fi:0.447961. Ave ac:0.011600,0.013676 Initialization: 5.572000 Memcpy Classifiers: 0.226000 Memcpy Instances: 7.278000 Kernel 1: 0.023000 Kernel 2: 61.247002 Copyback: 0.017000 Sum: 0.022000 It 29,Best ac:0.003282 0.750000 fi:0.424298. Ave ac:0.008307,0.013273 Initialization: 5.528000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.293000 Kernel 1: 0.023000 Kernel 2: 62.666000 Copyback: 0.017000 Sum: 0.021000 It 30,Best ac:0.003282 0.666667 fi:0.516583. Ave ac:0.010641,0.011808 Initialization: 5.529000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.242000 Kernel 1: 0.023000 Kernel 2: 64.343002 Copyback: 0.017000 Sum: 0.023000 It 31,Best ac:0.003282 0.631579 fi:0.506923. Ave ac:0.008648,0.012270 MDL Theory Length Weight: 5.1101443105 (10) Initialization: 6.937000 Memcpy Classifiers: 0.228000 Memcpy Instances: 7.685000 Kernel 1: 0.023000 Kernel 2: 66.022003 Copyback: 0.017000 Sum: 0.022000 It 32,Best ac:0.003282 0.857143 fi:0.320396. Ave ac:0.008884,0.013809 Initialization: 5.607000 Memcpy Classifiers: 0.256000 Memcpy Instances: 7.304000 Kernel 1: 0.022000 Kernel 2: 65.191002 Copyback: 0.017000 Sum: 0.021000 It 33,Best ac:0.003555 0.812500 fi:0.351139. Ave ac:0.011852,0.020124 Initialization: 29.112000 Memcpy Instances: 361.623993 Memcpy Classifiers: 0.063000 Kernel 1: 0.026000 Kernel 2: 459.619995 Copyback: 0.016000 Sum: 0.017000 Memcpy Classifiers: 0.056000 Kernel 1: 0.015000 Kernel 2: 452.717010 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 471.175995 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.055000 Kernel 1: 0.014000 Kernel 2: 462.071991 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 465.496002 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.056000 Kernel 1: 0.014000 Kernel 2: 451.057007 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.055000 Kernel 1: 0.014000 Kernel 2: 450.033997 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.056000 Kernel 1: 0.013000 Kernel 2: 447.063995 Copyback: 0.368000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.013000 Kernel 2: 183.494003 Copyback: 0.015000 Sum: 0.000000 It 34,Best ac:0.036514 0.453157 fi:0.693591. Ave ac:0.009044,0.028107 Best acc 0.036514 0.453157 Initialization: 5.634000 Memcpy Classifiers: 0.576000 Memcpy Instances: 7.348000 Kernel 1: 0.024000 Kernel 2: 89.325996 Copyback: 0.017000 Sum: 0.046000 Initial population average accuracy1:0.003818 accuracy2:0.178256 Initialization: 5.546000 Memcpy Classifiers: 0.486000 Memcpy Instances: 7.250000 Kernel 1: 0.023000 Kernel 2: 95.785004 Copyback: 0.017000 Sum: 0.034000 It 0,Best ac:0.004650 0.369565 fi:0.729606. Ave ac:0.006989,0.010403 Initialization: 5.612000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.270000 Kernel 1: 0.023000 Kernel 2: 97.695000 Copyback: 0.017000 Sum: 0.030000 It 1,Best ac:0.003008 0.423077 fi:0.708985. Ave ac:0.010425,0.014128 Initialization: 5.576000 Memcpy Classifiers: 0.501000 Memcpy Instances: 7.299000 Kernel 1: 0.024000 Kernel 2: 96.042000 Copyback: 0.023000 Sum: 0.031000 It 2,Best ac:0.003281 0.571429 fi:0.528483. Ave ac:0.010248,0.012174 Initialization: 5.569000 Memcpy Classifiers: 0.474000 Memcpy Instances: 7.346000 Kernel 1: 0.024000 Kernel 2: 94.837997 Copyback: 0.017000 Sum: 0.030000 It 3,Best ac:0.003282 0.631579 fi:0.468333. Ave ac:0.008939,0.009228 Initialization: 5.609000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.718000 Kernel 1: 0.023000 Kernel 2: 93.497002 Copyback: 0.017000 Sum: 0.028000 It 4,Best ac:0.006840 0.510204 fi:0.587775. Ave ac:0.009031,0.010335 Initialization: 5.528000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.249000 Kernel 1: 0.024000 Kernel 2: 94.345001 Copyback: 0.017000 Sum: 0.026000 It 5,Best ac:0.008206 0.612245 fi:0.484999. Ave ac:0.008759,0.009022 Initialization: 5.617000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.252000 Kernel 1: 0.024000 Kernel 2: 96.125999 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.003556 0.500000 fi:0.599764. Ave ac:0.008564,0.009125 Initialization: 5.640000 Memcpy Classifiers: 0.435000 Memcpy Instances: 7.264000 Kernel 1: 0.023000 Kernel 2: 96.362000 Copyback: 0.017000 Sum: 0.028000 It 7,Best ac:0.007110 0.520000 fi:0.577837. Ave ac:0.008213,0.007469 Initialization: 5.566000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.260000 Kernel 1: 0.024000 Kernel 2: 92.317001 Copyback: 0.017000 Sum: 0.033000 It 8,Best ac:0.003829 0.700000 fi:0.399616. Ave ac:0.009261,0.009640 Initialization: 5.558000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.272000 Kernel 1: 0.023000 Kernel 2: 91.231003 Copyback: 0.018000 Sum: 0.032000 It 9,Best ac:0.003282 0.600000 fi:0.499912. Ave ac:0.008957,0.008384 Iteration 10:MDL fitness activated Error 0.499912 TL 0.032060 MDL Theory Length Weight: 5.1977496500 (2) Initialization: 5.525000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.370000 Kernel 1: 0.023000 Kernel 2: 88.263000 Copyback: 0.017000 Sum: 0.032000 It 10,Best ac:0.003830 0.700000 fi:0.538379. Ave ac:0.009470,0.008644 Initialization: 5.610000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.295000 Kernel 1: 0.023000 Kernel 2: 87.489998 Copyback: 0.017000 Sum: 0.032000 It 11,Best ac:0.006018 0.611111 fi:0.642392. Ave ac:0.011428,0.014185 Initialization: 5.609000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.243000 Kernel 1: 0.023000 Kernel 2: 80.612000 Copyback: 0.017000 Sum: 0.032000 It 12,Best ac:0.005198 0.655172 fi:0.568688. Ave ac:0.012245,0.012729 Initialization: 5.634000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.242000 Kernel 1: 0.023000 Kernel 2: 79.773003 Copyback: 0.017000 Sum: 0.071000 It 13,Best ac:0.003830 0.777778 fi:0.448703. Ave ac:0.014037,0.015977 Initialization: 5.552000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.297000 Kernel 1: 0.023000 Kernel 2: 74.446999 Copyback: 0.016000 Sum: 0.029000 It 14,Best ac:0.003556 0.590909 fi:0.653452. Ave ac:0.015017,0.017487 Initialization: 5.571000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.258000 Kernel 1: 0.023000 Kernel 2: 72.949997 Copyback: 0.017000 Sum: 0.023000 It 15,Best ac:0.004375 0.695652 fi:0.524432. Ave ac:0.018259,0.022085 Initialization: 5.522000 Memcpy Classifiers: 0.336000 Memcpy Instances: 8.307000 Kernel 1: 0.022000 Kernel 2: 71.068001 Copyback: 0.016000 Sum: 0.022000 It 16,Best ac:0.003282 0.800000 fi:0.397368. Ave ac:0.019939,0.024213 Initialization: 5.746000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.290000 Kernel 1: 0.023000 Kernel 2: 71.107002 Copyback: 0.017000 Sum: 0.021000 It 17,Best ac:0.005196 0.678571 fi:0.510348. Ave ac:0.020304,0.024983 Initialization: 5.605000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.639000 Kernel 1: 0.022000 Kernel 2: 69.805000 Copyback: 0.016000 Sum: 0.024000 It 18,Best ac:0.003556 0.764706 fi:0.501695. Ave ac:0.016594,0.020532 Initialization: 5.700000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.322000 Kernel 1: 0.023000 Kernel 2: 68.625000 Copyback: 0.016000 Sum: 0.022000 It 19,Best ac:0.004923 0.642857 fi:0.546300. Ave ac:0.016112,0.019928 Initialization: 5.550000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.291000 Kernel 1: 0.024000 Kernel 2: 70.671997 Copyback: 0.017000 Sum: 0.021000 It 20,Best ac:0.003283 0.631579 fi:0.550345. Ave ac:0.017575,0.022391 Initialization: 5.557000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.244000 Kernel 1: 0.024000 Kernel 2: 69.559998 Copyback: 0.017000 Sum: 0.021000 It 21,Best ac:0.005472 0.714286 fi:0.503525. Ave ac:0.017511,0.020645 Initialization: 5.427000 Memcpy Classifiers: 0.292000 Memcpy Instances: 7.330000 Kernel 1: 0.023000 Kernel 2: 69.509003 Copyback: 0.043000 Sum: 0.023000 It 22,Best ac:0.006016 0.758621 fi:0.420270. Ave ac:0.016859,0.023293 Initialization: 5.669000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.299000 Kernel 1: 0.023000 Kernel 2: 66.699997 Copyback: 0.017000 Sum: 0.022000 It 23,Best ac:0.005197 0.655172 fi:0.533838. Ave ac:0.016261,0.023063 Initialization: 5.589000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.243000 Kernel 1: 0.024000 Kernel 2: 68.420998 Copyback: 0.017000 Sum: 0.022000 It 24,Best ac:0.003556 0.812500 fi:0.394229. Ave ac:0.010745,0.015423 Initialization: 5.580000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.424000 Kernel 1: 0.022000 Kernel 2: 67.097000 Copyback: 0.017000 Sum: 0.023000 It 25,Best ac:0.004103 0.681818 fi:0.481985. Ave ac:0.010126,0.013708 Initialization: 5.536000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.340000 Kernel 1: 0.023000 Kernel 2: 66.556999 Copyback: 0.017000 Sum: 0.021000 It 26,Best ac:0.004922 0.692308 fi:0.489541. Ave ac:0.012188,0.017264 Initialization: 5.554000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.275000 Kernel 1: 0.024000 Kernel 2: 67.967003 Copyback: 0.017000 Sum: 0.020000 It 27,Best ac:0.004650 0.739130 fi:0.433702. Ave ac:0.012349,0.016392 Initialization: 5.560000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.306000 Kernel 1: 0.023000 Kernel 2: 68.223000 Copyback: 0.017000 Sum: 0.024000 It 28,Best ac:0.004375 0.800000 fi:0.382922. Ave ac:0.012858,0.019938 Initialization: 5.621000 Memcpy Classifiers: 0.305000 Memcpy Instances: 7.763000 Kernel 1: 0.023000 Kernel 2: 67.293999 Copyback: 0.017000 Sum: 0.023000 It 29,Best ac:0.003829 0.666667 fi:0.515624. Ave ac:0.008396,0.012520 Initialization: 5.594000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.259000 Kernel 1: 0.023000 Kernel 2: 66.814003 Copyback: 0.016000 Sum: 0.022000 It 30,Best ac:0.003282 0.705882 fi:0.478974. Ave ac:0.009606,0.014188 Initialization: 5.625000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.297000 Kernel 1: 0.024000 Kernel 2: 67.078003 Copyback: 0.017000 Sum: 0.022000 It 31,Best ac:0.003555 0.764706 fi:0.417504. Ave ac:0.013436,0.017367 Initialization: 5.563000 Memcpy Classifiers: 0.262000 Memcpy Instances: 7.298000 Kernel 1: 0.024000 Kernel 2: 66.624001 Copyback: 0.017000 Sum: 0.023000 It 32,Best ac:0.002735 0.909091 fi:0.366453. Ave ac:0.010170,0.012421 Initialization: 5.560000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.280000 Kernel 1: 0.024000 Kernel 2: 66.502998 Copyback: 0.017000 Sum: 0.024000 It 33,Best ac:0.003829 0.736842 fi:0.458887. Ave ac:0.008643,0.010444 Initialization: 29.014000 Memcpy Instances: 363.579987 Memcpy Classifiers: 0.072000 Kernel 1: 0.022000 Kernel 2: 501.044006 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 504.084991 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.013000 Kernel 2: 483.907013 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.071000 Kernel 1: 0.013000 Kernel 2: 493.295013 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.071000 Kernel 1: 0.013000 Kernel 2: 500.596985 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.071000 Kernel 1: 0.013000 Kernel 2: 478.229004 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.013000 Kernel 2: 494.045013 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.013000 Kernel 2: 493.233002 Copyback: 0.017000 Sum: 0.004000 Memcpy Classifiers: 0.055000 Kernel 1: 0.016000 Kernel 2: 194.248993 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.003616 0.547639 fi:0.634767. Ave ac:0.007886,0.022783 Best acc 0.003616 0.547639 Initialization: 5.552000 Memcpy Classifiers: 0.523000 Memcpy Instances: 7.715000 Kernel 1: 0.025000 Kernel 2: 90.518997 Copyback: 0.017000 Sum: 0.045000 Initial population average accuracy1:0.004603 accuracy2:0.176852 Initialization: 5.532000 Memcpy Classifiers: 0.452000 Memcpy Instances: 7.374000 Kernel 1: 0.021000 Kernel 2: 97.818001 Copyback: 0.017000 Sum: 0.035000 It 0,Best ac:0.003008 0.523810 fi:0.608252. Ave ac:0.009567,0.014307 Initialization: 5.549000 Memcpy Classifiers: 0.503000 Memcpy Instances: 7.314000 Kernel 1: 0.024000 Kernel 2: 98.738998 Copyback: 0.018000 Sum: 0.030000 It 1,Best ac:0.005196 0.422222 fi:0.676652. Ave ac:0.012198,0.016659 Initialization: 5.586000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.245000 Kernel 1: 0.023000 Kernel 2: 96.805000 Copyback: 0.017000 Sum: 0.032000 It 2,Best ac:0.003556 0.520000 fi:0.579764. Ave ac:0.011730,0.013750 Initialization: 5.650000 Memcpy Classifiers: 0.486000 Memcpy Instances: 7.274000 Kernel 1: 0.023000 Kernel 2: 95.864998 Copyback: 0.017000 Sum: 0.035000 It 3,Best ac:0.004923 0.666667 fi:0.432352. Ave ac:0.010170,0.010782 Initialization: 6.085000 Memcpy Classifiers: 0.399000 Memcpy Instances: 7.265000 Kernel 1: 0.023000 Kernel 2: 92.378998 Copyback: 0.017000 Sum: 0.029000 It 4,Best ac:0.003829 0.666667 fi:0.432949. Ave ac:0.008772,0.009241 Initialization: 5.628000 Memcpy Classifiers: 0.435000 Memcpy Instances: 7.251000 Kernel 1: 0.022000 Kernel 2: 94.370003 Copyback: 0.016000 Sum: 0.029000 It 5,Best ac:0.003829 0.777778 fi:0.321838. Ave ac:0.009374,0.008299 Initialization: 5.585000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.267000 Kernel 1: 0.023000 Kernel 2: 90.191002 Copyback: 0.017000 Sum: 0.029000 It 6,Best ac:0.005197 0.633333 fi:0.465541. Ave ac:0.008365,0.007674 Initialization: 5.572000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.315000 Kernel 1: 0.023000 Kernel 2: 89.940002 Copyback: 0.017000 Sum: 0.035000 It 7,Best ac:0.003556 0.500000 fi:0.599764. Ave ac:0.006095,0.006338 Initialization: 5.608000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.353000 Kernel 1: 0.022000 Kernel 2: 90.473000 Copyback: 0.017000 Sum: 0.029000 It 8,Best ac:0.003281 0.600000 fi:0.499912. Ave ac:0.007951,0.006888 Initialization: 5.640000 Memcpy Classifiers: 0.896000 Memcpy Instances: 7.294000 Kernel 1: 0.022000 Kernel 2: 89.680000 Copyback: 0.018000 Sum: 0.032000 It 9,Best ac:0.013403 0.597561 fi:0.496866. Ave ac:0.008881,0.008220 Iteration 10:MDL fitness activated Error 0.496866 TL 0.034340 MDL Theory Length Weight: 4.8230236935 (5) Initialization: 6.661000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.310000 Kernel 1: 0.024000 Kernel 2: 91.644997 Copyback: 0.018000 Sum: 0.030000 It 10,Best ac:0.004923 0.692308 fi:0.561071. Ave ac:0.007379,0.006108 Initialization: 6.266000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.279000 Kernel 1: 0.024000 Kernel 2: 86.683998 Copyback: 0.017000 Sum: 0.034000 It 11,Best ac:0.003556 0.764706 fi:0.487752. Ave ac:0.006787,0.006255 Initialization: 5.604000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.300000 Kernel 1: 0.023000 Kernel 2: 84.089996 Copyback: 0.017000 Sum: 0.034000 It 12,Best ac:0.003281 0.857143 fi:0.384966. Ave ac:0.006556,0.006101 Initialization: 5.556000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.254000 Kernel 1: 0.024000 Kernel 2: 79.478996 Copyback: 0.017000 Sum: 0.036000 It 13,Best ac:0.003009 0.916667 fi:0.355011. Ave ac:0.008198,0.008085 Initialization: 5.546000 Memcpy Classifiers: 0.366000 Memcpy Instances: 7.916000 Kernel 1: 0.023000 Kernel 2: 81.110001 Copyback: 0.017000 Sum: 0.036000 It 14,Best ac:0.005198 0.703704 fi:0.506710. Ave ac:0.009543,0.009348 Initialization: 5.616000 Memcpy Classifiers: 0.378000 Memcpy Instances: 7.285000 Kernel 1: 0.022000 Kernel 2: 78.221001 Copyback: 0.017000 Sum: 0.034000 It 15,Best ac:0.005469 0.740741 fi:0.476241. Ave ac:0.009141,0.010066 Initialization: 5.537000 Memcpy Classifiers: 0.360000 Memcpy Instances: 7.779000 Kernel 1: 0.023000 Kernel 2: 73.315002 Copyback: 0.017000 Sum: 0.030000 It 16,Best ac:0.005744 0.750000 fi:0.444603. Ave ac:0.009284,0.010474 Initialization: 5.628000 Memcpy Classifiers: 0.371000 Memcpy Instances: 7.332000 Kernel 1: 0.023000 Kernel 2: 72.272003 Copyback: 0.017000 Sum: 0.035000 It 17,Best ac:0.003555 0.619048 fi:0.601560. Ave ac:0.006562,0.007140 Initialization: 5.662000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.715000 Kernel 1: 0.023000 Kernel 2: 72.434998 Copyback: 0.017000 Sum: 0.031000 It 18,Best ac:0.003828 0.666667 fi:0.541260. Ave ac:0.009117,0.009133 Initialization: 5.659000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.802000 Kernel 1: 0.023000 Kernel 2: 70.517998 Copyback: 0.017000 Sum: 0.029000 It 19,Best ac:0.003282 0.666667 fi:0.508829. Ave ac:0.011053,0.011320 Initialization: 5.661000 Memcpy Classifiers: 0.726000 Memcpy Instances: 7.290000 Kernel 1: 0.023000 Kernel 2: 69.709999 Copyback: 0.017000 Sum: 0.028000 It 20,Best ac:0.003829 0.875000 fi:0.331338. Ave ac:0.008456,0.010743 Initialization: 5.590000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.830000 Kernel 1: 0.023000 Kernel 2: 68.699997 Copyback: 0.017000 Sum: 0.026000 It 21,Best ac:0.003556 0.812500 fi:0.384572. Ave ac:0.011062,0.011987 Initialization: 5.573000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.764000 Kernel 1: 0.024000 Kernel 2: 69.153999 Copyback: 0.016000 Sum: 0.024000 It 22,Best ac:0.006565 0.615385 fi:0.556723. Ave ac:0.012076,0.014605 Initialization: 5.658000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.824000 Kernel 1: 0.023000 Kernel 2: 70.132004 Copyback: 0.017000 Sum: 0.025000 It 23,Best ac:0.003555 0.619048 fi:0.551062. Ave ac:0.011293,0.016041 Initialization: 5.556000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.336000 Kernel 1: 0.023000 Kernel 2: 70.148003 Copyback: 0.017000 Sum: 0.021000 It 24,Best ac:0.004376 0.800000 fi:0.429113. Ave ac:0.014561,0.020420 Initialization: 5.626000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.726000 Kernel 1: 0.022000 Kernel 2: 70.555000 Copyback: 0.017000 Sum: 0.020000 It 25,Best ac:0.004651 0.739130 fi:0.453427. Ave ac:0.010268,0.013593 Initialization: 5.673000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.281000 Kernel 1: 0.023000 Kernel 2: 67.896004 Copyback: 0.372000 Sum: 0.023000 It 26,Best ac:0.003282 0.800000 fi:0.382987. Ave ac:0.009985,0.013497 Initialization: 5.569000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.734000 Kernel 1: 0.023000 Kernel 2: 70.785004 Copyback: 0.019000 Sum: 0.024000 It 27,Best ac:0.004922 0.720000 fi:0.465883. Ave ac:0.011014,0.019312 Initialization: 6.060000 Memcpy Classifiers: 0.248000 Memcpy Instances: 7.262000 Kernel 1: 0.023000 Kernel 2: 69.858002 Copyback: 0.017000 Sum: 0.023000 It 28,Best ac:0.003282 0.923077 fi:0.255952. Ave ac:0.008671,0.014722 Initialization: 6.055000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.359000 Kernel 1: 0.023000 Kernel 2: 68.026001 Copyback: 0.016000 Sum: 0.021000 It 29,Best ac:0.003281 0.923077 fi:0.290973. Ave ac:0.008001,0.009480 Initialization: 6.073000 Memcpy Classifiers: 0.248000 Memcpy Instances: 7.302000 Kernel 1: 0.023000 Kernel 2: 66.938004 Copyback: 0.017000 Sum: 0.021000 It 30,Best ac:0.003009 0.785714 fi:0.442428. Ave ac:0.007457,0.010983 Initialization: 6.031000 Memcpy Classifiers: 0.265000 Memcpy Instances: 7.300000 Kernel 1: 0.023000 Kernel 2: 65.366997 Copyback: 0.017000 Sum: 0.023000 It 31,Best ac:0.004923 0.818182 fi:0.375814. Ave ac:0.008544,0.013371 Initialization: 5.549000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.779000 Kernel 1: 0.023000 Kernel 2: 68.175003 Copyback: 0.017000 Sum: 0.023000 It 32,Best ac:0.004650 0.653846 fi:0.523411. Ave ac:0.006346,0.009704 Initialization: 5.588000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.748000 Kernel 1: 0.022000 Kernel 2: 69.195000 Copyback: 0.017000 Sum: 0.022000 It 33,Best ac:0.003830 0.736842 fi:0.424319. Ave ac:0.007511,0.011164 Initialization: 29.260000 Memcpy Instances: 361.194000 Memcpy Classifiers: 0.070000 Kernel 1: 0.025000 Kernel 2: 486.665009 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 492.562012 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 489.584015 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 469.071991 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.014000 Kernel 2: 482.403015 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.014000 Kernel 2: 486.829010 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.069000 Kernel 1: 0.013000 Kernel 2: 484.893005 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 494.036987 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 199.880997 Copyback: 0.021000 Sum: 0.004000 It 34,Best ac:0.032816 0.501211 fi:0.666956. Ave ac:0.008623,0.027017 Best acc 0.032816 0.501211 Rule:Att PSSM_-4_6 is [<-0.449963]|Att PSSM_0_5 is [-3.479190,9.085265]|Att PSSM_0_12 is [<-2.466260]|Att PSSM_3_1 is [0.216456,5.319024]|Att PSSM_4_7 is [<-1.427507]|1 Accuracy : 0.788035 0 1 147973 16107 33628 36930 Removed 1207 instances. 181601 Instances left. Acc of rule 0.003616-0.547639 Initialization: 5.538000 Memcpy Classifiers: 0.594000 Memcpy Instances: 7.699000 Kernel 1: 0.024000 Kernel 2: 88.581001 Copyback: 0.017000 Sum: 0.041000 Initial population average accuracy1:0.005193 accuracy2:0.182837 Initialization: 5.520000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.229000 Kernel 1: 0.023000 Kernel 2: 94.585999 Copyback: 0.372000 Sum: 0.028000 It 0,Best ac:0.006885 0.423729 fi:0.674179. Ave ac:0.009619,0.012400 Initialization: 5.521000 Memcpy Classifiers: 0.449000 Memcpy Instances: 7.278000 Kernel 1: 0.024000 Kernel 2: 95.527000 Copyback: 0.016000 Sum: 0.028000 It 1,Best ac:0.003580 0.619048 fi:0.480676. Ave ac:0.013232,0.013959 Initialization: 5.568000 Memcpy Classifiers: 0.467000 Memcpy Instances: 7.189000 Kernel 1: 0.024000 Kernel 2: 95.892998 Copyback: 0.017000 Sum: 0.027000 It 2,Best ac:0.005508 0.571429 fi:0.527236. Ave ac:0.012219,0.013712 Initialization: 5.523000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.374000 Kernel 1: 0.023000 Kernel 2: 98.703003 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.003578 0.619048 fi:0.480679. Ave ac:0.010955,0.012441 Initialization: 5.531000 Memcpy Classifiers: 0.967000 Memcpy Instances: 7.233000 Kernel 1: 0.023000 Kernel 2: 101.393997 Copyback: 0.017000 Sum: 0.033000 It 4,Best ac:0.003028 0.550000 fi:0.565296. Ave ac:0.008057,0.008704 Initialization: 5.529000 Memcpy Classifiers: 0.506000 Memcpy Instances: 7.235000 Kernel 1: 0.023000 Kernel 2: 98.459000 Copyback: 0.023000 Sum: 0.036000 It 5,Best ac:0.003579 0.565217 fi:0.534509. Ave ac:0.009699,0.009589 Initialization: 5.553000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.243000 Kernel 1: 0.023000 Kernel 2: 101.797997 Copyback: 0.017000 Sum: 0.033000 It 6,Best ac:0.003854 0.700000 fi:0.399575. Ave ac:0.009498,0.009183 Initialization: 5.512000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.322000 Kernel 1: 0.023000 Kernel 2: 102.314003 Copyback: 0.017000 Sum: 0.028000 It 7,Best ac:0.005230 0.612903 fi:0.485917. Ave ac:0.008323,0.008248 Initialization: 5.541000 Memcpy Classifiers: 0.504000 Memcpy Instances: 7.385000 Kernel 1: 0.020000 Kernel 2: 99.185997 Copyback: 0.017000 Sum: 0.037000 It 8,Best ac:0.005782 0.656250 fi:0.442268. Ave ac:0.007735,0.006232 Initialization: 5.665000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.200000 Kernel 1: 0.024000 Kernel 2: 97.098000 Copyback: 0.020000 Sum: 0.030000 It 9,Best ac:0.006606 0.631579 fi:0.466485. Ave ac:0.007007,0.006076 Iteration 10:MDL fitness activated Error 0.466485 TL 0.042962 MDL Theory Length Weight: 3.6193549590 (4) Initialization: 5.530000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.740000 Kernel 1: 0.021000 Kernel 2: 95.428001 Copyback: 0.017000 Sum: 0.031000 It 10,Best ac:0.002754 0.625000 fi:0.687850. Ave ac:0.006481,0.005897 Initialization: 5.561000 Memcpy Classifiers: 0.554000 Memcpy Instances: 7.225000 Kernel 1: 0.022000 Kernel 2: 95.282997 Copyback: 0.017000 Sum: 0.031000 It 11,Best ac:0.003029 0.687500 fi:0.614307. Ave ac:0.007827,0.006712 Initialization: 5.598000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.209000 Kernel 1: 0.023000 Kernel 2: 92.561996 Copyback: 0.017000 Sum: 0.040000 It 12,Best ac:0.002753 0.714286 fi:0.597490. Ave ac:0.007381,0.006815 Initialization: 5.554000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.223000 Kernel 1: 0.023000 Kernel 2: 90.235001 Copyback: 0.016000 Sum: 0.069000 It 13,Best ac:0.003304 0.600000 fi:0.577712. Ave ac:0.009400,0.008098 Initialization: 5.537000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.277000 Kernel 1: 0.024000 Kernel 2: 88.431000 Copyback: 0.017000 Sum: 0.042000 It 14,Best ac:0.002203 1.000000 fi:0.464476. Ave ac:0.011300,0.010434 Initialization: 5.543000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.307000 Kernel 1: 0.022000 Kernel 2: 84.239998 Copyback: 0.017000 Sum: 0.038000 It 15,Best ac:0.003855 0.636364 fi:0.574585. Ave ac:0.011939,0.011925 Initialization: 5.543000 Memcpy Classifiers: 0.399000 Memcpy Instances: 7.225000 Kernel 1: 0.023000 Kernel 2: 82.146004 Copyback: 0.017000 Sum: 0.034000 It 16,Best ac:0.004130 0.555556 fi:0.650889. Ave ac:0.011197,0.010255 Initialization: 5.587000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.664000 Kernel 1: 0.022000 Kernel 2: 80.019997 Copyback: 0.017000 Sum: 0.033000 It 17,Best ac:0.003305 0.705882 fi:0.503310. Ave ac:0.013048,0.012849 Initialization: 6.017000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.258000 Kernel 1: 0.023000 Kernel 2: 76.369003 Copyback: 0.017000 Sum: 0.033000 It 18,Best ac:0.003029 0.733333 fi:0.476850. Ave ac:0.015944,0.016879 Initialization: 5.650000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.191000 Kernel 1: 0.024000 Kernel 2: 73.420998 Copyback: 0.017000 Sum: 0.030000 It 19,Best ac:0.004956 0.750000 fi:0.428191. Ave ac:0.013764,0.014379 Initialization: 5.615000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.197000 Kernel 1: 0.023000 Kernel 2: 74.364998 Copyback: 0.017000 Sum: 0.034000 It 20,Best ac:0.002753 0.769231 fi:0.500121. Ave ac:0.013224,0.014944 Initialization: 5.535000 Memcpy Classifiers: 0.301000 Memcpy Instances: 7.197000 Kernel 1: 0.023000 Kernel 2: 69.755997 Copyback: 0.017000 Sum: 0.024000 It 21,Best ac:0.003855 0.666667 fi:0.473708. Ave ac:0.011342,0.012962 Initialization: 5.517000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.197000 Kernel 1: 0.024000 Kernel 2: 70.539001 Copyback: 0.017000 Sum: 0.024000 It 22,Best ac:0.005231 0.760000 fi:0.445839. Ave ac:0.014643,0.018486 Initialization: 5.576000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.281000 Kernel 1: 0.024000 Kernel 2: 70.139000 Copyback: 0.017000 Sum: 0.023000 It 23,Best ac:0.003029 0.611111 fi:0.581265. Ave ac:0.011253,0.016840 Initialization: 5.519000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.241000 Kernel 1: 0.024000 Kernel 2: 73.586998 Copyback: 0.017000 Sum: 0.022000 It 24,Best ac:0.005507 0.689655 fi:0.480372. Ave ac:0.012573,0.017324 Initialization: 5.560000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.221000 Kernel 1: 0.023000 Kernel 2: 73.027000 Copyback: 0.017000 Sum: 0.026000 It 25,Best ac:0.007161 0.702703 fi:0.463224. Ave ac:0.008545,0.012491 Initialization: 5.550000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.221000 Kernel 1: 0.023000 Kernel 2: 70.360001 Copyback: 0.017000 Sum: 0.032000 It 26,Best ac:0.003855 0.636364 fi:0.532505. Ave ac:0.006537,0.008638 Initialization: 5.522000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.231000 Kernel 1: 0.024000 Kernel 2: 69.528000 Copyback: 0.017000 Sum: 0.030000 It 27,Best ac:0.003304 0.631579 fi:0.563186. Ave ac:0.007791,0.013191 Initialization: 5.554000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.219000 Kernel 1: 0.024000 Kernel 2: 69.623001 Copyback: 0.017000 Sum: 0.028000 It 28,Best ac:0.003029 0.733333 fi:0.434285. Ave ac:0.009201,0.015067 MDL Theory Length Weight: 3.2574194631 (10) Initialization: 5.543000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.250000 Kernel 1: 0.023000 Kernel 2: 71.766998 Copyback: 0.017000 Sum: 0.027000 It 29,Best ac:0.004406 0.640000 fi:0.519008. Ave ac:0.008170,0.012581 Initialization: 5.581000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.301000 Kernel 1: 0.023000 Kernel 2: 69.397003 Copyback: 0.017000 Sum: 0.025000 It 30,Best ac:0.003304 0.750000 fi:0.424907. Ave ac:0.007865,0.011917 Initialization: 5.583000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.268000 Kernel 1: 0.023000 Kernel 2: 69.403000 Copyback: 0.017000 Sum: 0.026000 It 31,Best ac:0.003303 0.705882 fi:0.476670. Ave ac:0.010061,0.014944 Initialization: 5.529000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.319000 Kernel 1: 0.023000 Kernel 2: 67.985001 Copyback: 0.017000 Sum: 0.024000 It 32,Best ac:0.003304 0.750000 fi:0.418343. Ave ac:0.007862,0.014431 Initialization: 5.527000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.294000 Kernel 1: 0.023000 Kernel 2: 69.765999 Copyback: 0.018000 Sum: 0.026000 It 33,Best ac:0.003304 0.800000 fi:0.341736. Ave ac:0.008924,0.011439 Initialization: 29.577000 Memcpy Instances: 358.812988 Memcpy Classifiers: 0.078000 Kernel 1: 0.023000 Kernel 2: 591.028015 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.076000 Kernel 1: 0.014000 Kernel 2: 524.940979 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.076000 Kernel 1: 0.013000 Kernel 2: 598.318970 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.075000 Kernel 1: 0.013000 Kernel 2: 510.459015 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.076000 Kernel 1: 0.012000 Kernel 2: 602.848999 Copyback: 0.368000 Sum: 0.002000 Memcpy Classifiers: 0.077000 Kernel 1: 0.013000 Kernel 2: 511.009003 Copyback: 0.022000 Sum: 0.008000 Memcpy Classifiers: 0.078000 Kernel 1: 0.019000 Kernel 2: 607.359985 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.076000 Kernel 1: 0.014000 Kernel 2: 512.745972 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.050000 Kernel 1: 0.014000 Kernel 2: 157.061996 Copyback: 0.015000 Sum: 0.000000 It 34,Best ac:0.003177 0.451134 fi:0.685532. Ave ac:0.008687,0.026345 Best acc 0.003177 0.451134 Initialization: 5.591000 Memcpy Classifiers: 0.631000 Memcpy Instances: 7.272000 Kernel 1: 0.023000 Kernel 2: 88.444000 Copyback: 0.017000 Sum: 0.045000 Initial population average accuracy1:0.005185 accuracy2:0.180638 Initialization: 5.544000 Memcpy Classifiers: 0.539000 Memcpy Instances: 7.210000 Kernel 1: 0.024000 Kernel 2: 94.026001 Copyback: 0.017000 Sum: 0.033000 It 0,Best ac:0.003303 0.521739 fi:0.578139. Ave ac:0.009195,0.013647 Initialization: 5.524000 Memcpy Classifiers: 0.486000 Memcpy Instances: 7.228000 Kernel 1: 0.023000 Kernel 2: 98.378998 Copyback: 0.017000 Sum: 0.026000 It 1,Best ac:0.004956 0.461538 fi:0.637429. Ave ac:0.011684,0.015478 Initialization: 5.550000 Memcpy Classifiers: 0.470000 Memcpy Instances: 7.248000 Kernel 1: 0.023000 Kernel 2: 97.560997 Copyback: 0.017000 Sum: 0.029000 It 2,Best ac:0.003855 0.437500 fi:0.662075. Ave ac:0.012733,0.014231 Initialization: 5.523000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.205000 Kernel 1: 0.023000 Kernel 2: 97.263000 Copyback: 0.017000 Sum: 0.028000 It 3,Best ac:0.003578 0.500000 fi:0.599727. Ave ac:0.011280,0.013635 Initialization: 5.661000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.246000 Kernel 1: 0.023000 Kernel 2: 94.453003 Copyback: 0.017000 Sum: 0.029000 It 4,Best ac:0.003304 0.571429 fi:0.528449. Ave ac:0.011536,0.012982 Initialization: 5.499000 Memcpy Classifiers: 0.488000 Memcpy Instances: 7.289000 Kernel 1: 0.025000 Kernel 2: 95.195999 Copyback: 0.017000 Sum: 0.027000 It 5,Best ac:0.004404 0.551724 fi:0.547549. Ave ac:0.009930,0.013425 Initialization: 5.530000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.238000 Kernel 1: 0.024000 Kernel 2: 89.973999 Copyback: 0.017000 Sum: 0.028000 It 6,Best ac:0.003029 0.733333 fi:0.380646. Ave ac:0.011529,0.014763 Initialization: 5.561000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.709000 Kernel 1: 0.023000 Kernel 2: 85.710999 Copyback: 0.017000 Sum: 0.029000 It 7,Best ac:0.003029 0.647059 fi:0.466921. Ave ac:0.011103,0.014535 Initialization: 5.479000 Memcpy Classifiers: 0.425000 Memcpy Instances: 7.205000 Kernel 1: 0.023000 Kernel 2: 82.319000 Copyback: 0.019000 Sum: 0.034000 It 8,Best ac:0.003854 0.608696 fi:0.490880. Ave ac:0.010538,0.013885 Initialization: 5.562000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.192000 Kernel 1: 0.023000 Kernel 2: 83.410004 Copyback: 0.018000 Sum: 0.032000 It 9,Best ac:0.004129 0.681818 fi:0.417606. Ave ac:0.011399,0.013998 Iteration 10:MDL fitness activated Error 0.417606 TL 0.032825 MDL Theory Length Weight: 4.2407913095 (4) Initialization: 5.842000 Memcpy Classifiers: 0.417000 Memcpy Instances: 7.521000 Kernel 1: 0.023000 Kernel 2: 78.737999 Copyback: 0.017000 Sum: 0.030000 It 10,Best ac:0.003304 0.600000 fi:0.598568. Ave ac:0.009568,0.013546 Initialization: 5.580000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.203000 Kernel 1: 0.023000 Kernel 2: 77.936996 Copyback: 0.017000 Sum: 0.028000 It 11,Best ac:0.002203 0.888889 fi:0.591964. Ave ac:0.013434,0.018314 Initialization: 5.515000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.199000 Kernel 1: 0.025000 Kernel 2: 74.057999 Copyback: 0.017000 Sum: 0.022000 It 12,Best ac:0.003029 0.611111 fi:0.569191. Ave ac:0.014564,0.023174 Initialization: 5.513000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.305000 Kernel 1: 0.023000 Kernel 2: 73.070999 Copyback: 0.017000 Sum: 0.023000 It 13,Best ac:0.003305 0.705882 fi:0.485296. Ave ac:0.013911,0.023359 Initialization: 5.498000 Memcpy Classifiers: 0.245000 Memcpy Instances: 7.332000 Kernel 1: 0.022000 Kernel 2: 72.940002 Copyback: 0.017000 Sum: 0.022000 It 14,Best ac:0.003303 0.600000 fi:0.556351. Ave ac:0.014537,0.032606 Initialization: 5.574000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.273000 Kernel 1: 0.024000 Kernel 2: 70.264000 Copyback: 0.017000 Sum: 0.022000 It 15,Best ac:0.007436 0.642857 fi:0.480181. Ave ac:0.015066,0.027771 Initialization: 5.521000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.229000 Kernel 1: 0.023000 Kernel 2: 68.279999 Copyback: 0.017000 Sum: 0.023000 It 16,Best ac:0.003303 0.800000 fi:0.358924. Ave ac:0.015340,0.031327 Initialization: 5.512000 Memcpy Classifiers: 0.226000 Memcpy Instances: 7.200000 Kernel 1: 0.023000 Kernel 2: 68.214996 Copyback: 0.017000 Sum: 0.022000 It 17,Best ac:0.002753 0.714286 fi:0.512508. Ave ac:0.017377,0.032644 Initialization: 5.582000 Memcpy Classifiers: 0.227000 Memcpy Instances: 7.199000 Kernel 1: 0.023000 Kernel 2: 66.568001 Copyback: 0.016000 Sum: 0.022000 It 18,Best ac:0.003579 0.520000 fi:0.635177. Ave ac:0.016230,0.036731 Initialization: 6.031000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.230000 Kernel 1: 0.023000 Kernel 2: 65.083000 Copyback: 0.017000 Sum: 0.023000 It 19,Best ac:0.003029 0.550000 fi:0.632478. Ave ac:0.020219,0.041731 Initialization: 5.579000 Memcpy Classifiers: 0.205000 Memcpy Instances: 7.244000 Kernel 1: 0.022000 Kernel 2: 66.374001 Copyback: 0.017000 Sum: 0.021000 It 20,Best ac:0.004405 0.571429 fi:0.568913. Ave ac:0.027194,0.042461 Initialization: 5.587000 Memcpy Classifiers: 0.227000 Memcpy Instances: 7.935000 Kernel 1: 0.023000 Kernel 2: 62.443001 Copyback: 0.017000 Sum: 0.020000 It 21,Best ac:0.003304 0.750000 fi:0.390967. Ave ac:0.025822,0.046682 Initialization: 5.523000 Memcpy Classifiers: 0.205000 Memcpy Instances: 7.227000 Kernel 1: 0.024000 Kernel 2: 63.862999 Copyback: 0.017000 Sum: 0.019000 It 22,Best ac:0.003029 0.578947 fi:0.593042. Ave ac:0.022421,0.044913 Initialization: 5.511000 Memcpy Classifiers: 0.189000 Memcpy Instances: 7.687000 Kernel 1: 0.023000 Kernel 2: 64.153999 Copyback: 0.018000 Sum: 0.025000 It 23,Best ac:0.003856 0.636364 fi:0.554512. Ave ac:0.021698,0.038080 Initialization: 5.796000 Memcpy Classifiers: 0.228000 Memcpy Instances: 7.407000 Kernel 1: 0.023000 Kernel 2: 64.445000 Copyback: 0.017000 Sum: 0.019000 It 24,Best ac:0.002754 0.769231 fi:0.453931. Ave ac:0.021336,0.043794 Initialization: 5.617000 Memcpy Classifiers: 0.228000 Memcpy Instances: 7.293000 Kernel 1: 0.023000 Kernel 2: 64.790001 Copyback: 0.017000 Sum: 0.021000 It 25,Best ac:0.003304 0.750000 fi:0.395758. Ave ac:0.017933,0.035470 MDL Theory Length Weight: 3.8167121786 (10) Initialization: 5.520000 Memcpy Classifiers: 0.227000 Memcpy Instances: 7.819000 Kernel 1: 0.023000 Kernel 2: 65.691002 Copyback: 0.017000 Sum: 0.019000 It 26,Best ac:0.006056 0.611111 fi:0.519408. Ave ac:0.015628,0.032294 Initialization: 5.627000 Memcpy Classifiers: 0.205000 Memcpy Instances: 7.695000 Kernel 1: 0.023000 Kernel 2: 67.929001 Copyback: 0.017000 Sum: 0.022000 It 27,Best ac:0.006333 0.469388 fi:0.663178. Ave ac:0.013075,0.031926 Initialization: 5.646000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.847000 Kernel 1: 0.023000 Kernel 2: 64.205002 Copyback: 0.017000 Sum: 0.020000 It 28,Best ac:0.003855 0.608696 fi:0.509899. Ave ac:0.017251,0.031816 Initialization: 5.551000 Memcpy Classifiers: 0.227000 Memcpy Instances: 7.274000 Kernel 1: 0.023000 Kernel 2: 64.920998 Copyback: 0.017000 Sum: 0.021000 It 29,Best ac:0.003029 0.733333 fi:0.413902. Ave ac:0.020124,0.038279 Initialization: 5.579000 Memcpy Classifiers: 0.203000 Memcpy Instances: 7.259000 Kernel 1: 0.023000 Kernel 2: 66.990997 Copyback: 0.017000 Sum: 0.022000 It 30,Best ac:0.005507 0.645161 fi:0.482402. Ave ac:0.017268,0.032123 Initialization: 5.525000 Memcpy Classifiers: 0.227000 Memcpy Instances: 7.219000 Kernel 1: 0.024000 Kernel 2: 66.626999 Copyback: 0.017000 Sum: 0.022000 It 31,Best ac:0.004129 0.555556 fi:0.586450. Ave ac:0.015122,0.031988 Initialization: 5.811000 Memcpy Classifiers: 0.204000 Memcpy Instances: 7.187000 Kernel 1: 0.024000 Kernel 2: 68.189003 Copyback: 0.017000 Sum: 0.021000 It 32,Best ac:0.003029 0.647059 fi:0.504073. Ave ac:0.025124,0.037910 Initialization: 5.621000 Memcpy Classifiers: 0.205000 Memcpy Instances: 7.193000 Kernel 1: 0.023000 Kernel 2: 70.268997 Copyback: 0.021000 Sum: 0.022000 It 33,Best ac:0.004406 0.571429 fi:0.563960. Ave ac:0.017454,0.033564 Initialization: 29.450001 Memcpy Instances: 359.184998 Memcpy Classifiers: 0.083000 Kernel 1: 0.025000 Kernel 2: 553.203979 Copyback: 0.016000 Sum: 0.015000 Memcpy Classifiers: 0.082000 Kernel 1: 0.016000 Kernel 2: 471.752014 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.081000 Kernel 1: 0.013000 Kernel 2: 542.197998 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.081000 Kernel 1: 0.013000 Kernel 2: 460.809998 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.082000 Kernel 1: 0.013000 Kernel 2: 546.267029 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.081000 Kernel 1: 0.013000 Kernel 2: 550.369019 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.081000 Kernel 1: 0.013000 Kernel 2: 557.638977 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.081000 Kernel 1: 0.013000 Kernel 2: 460.040985 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.052000 Kernel 1: 0.014000 Kernel 2: 149.796005 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.003166 0.457075 fi:0.671777. Ave ac:0.017335,0.053934 Best acc 0.003166 0.457075 Initialization: 6.061000 Memcpy Classifiers: 0.524000 Memcpy Instances: 7.217000 Kernel 1: 0.025000 Kernel 2: 89.822998 Copyback: 0.017000 Sum: 0.054000 Initial population average accuracy1:0.004870 accuracy2:0.189767 Initialization: 5.472000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.259000 Kernel 1: 0.023000 Kernel 2: 90.914001 Copyback: 0.018000 Sum: 0.033000 It 0,Best ac:0.002753 0.476190 fi:0.719533. Ave ac:0.008576,0.011435 Initialization: 5.495000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.245000 Kernel 1: 0.023000 Kernel 2: 97.350998 Copyback: 0.017000 Sum: 0.029000 It 1,Best ac:0.003305 0.428571 fi:0.671304. Ave ac:0.010636,0.012252 Initialization: 5.560000 Memcpy Classifiers: 0.452000 Memcpy Instances: 7.189000 Kernel 1: 0.024000 Kernel 2: 93.841003 Copyback: 0.017000 Sum: 0.033000 It 2,Best ac:0.007711 0.500000 fi:0.597454. Ave ac:0.011776,0.012114 Initialization: 5.652000 Memcpy Classifiers: 0.486000 Memcpy Instances: 7.190000 Kernel 1: 0.024000 Kernel 2: 89.988998 Copyback: 0.018000 Sum: 0.028000 It 3,Best ac:0.008811 0.507937 fi:0.588919. Ave ac:0.011195,0.011158 Initialization: 5.525000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.706000 Kernel 1: 0.022000 Kernel 2: 87.308998 Copyback: 0.017000 Sum: 0.032000 It 4,Best ac:0.003855 0.608696 fi:0.490880. Ave ac:0.011420,0.013282 Initialization: 5.614000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.191000 Kernel 1: 0.023000 Kernel 2: 86.061996 Copyback: 0.018000 Sum: 0.029000 It 5,Best ac:0.003028 0.578947 fi:0.536349. Ave ac:0.009968,0.010353 Initialization: 5.511000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.296000 Kernel 1: 0.023000 Kernel 2: 83.066002 Copyback: 0.017000 Sum: 0.028000 It 6,Best ac:0.003856 0.823529 fi:0.276043. Ave ac:0.010243,0.011218 Initialization: 5.572000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.222000 Kernel 1: 0.023000 Kernel 2: 82.765999 Copyback: 0.018000 Sum: 0.030000 It 7,Best ac:0.003856 0.636364 fi:0.463209. Ave ac:0.008296,0.010253 Initialization: 5.553000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.196000 Kernel 1: 0.023000 Kernel 2: 82.820000 Copyback: 0.017000 Sum: 0.030000 It 8,Best ac:0.004404 0.666667 fi:0.432607. Ave ac:0.008532,0.011630 Initialization: 5.475000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.200000 Kernel 1: 0.023000 Kernel 2: 84.334000 Copyback: 0.017000 Sum: 0.028000 It 9,Best ac:0.002203 0.888889 fi:0.467690. Ave ac:0.008593,0.013958 Iteration 10:MDL fitness activated Error 0.467690 TL 0.019360 MDL Theory Length Weight: 8.0525237609 (4) Initialization: 5.534000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.207000 Kernel 1: 0.024000 Kernel 2: 82.607002 Copyback: 0.018000 Sum: 0.026000 It 10,Best ac:0.007985 0.537037 fi:0.709480. Ave ac:0.009230,0.013694 Initialization: 5.786000 Memcpy Classifiers: 0.520000 Memcpy Instances: 7.220000 Kernel 1: 0.023000 Kernel 2: 79.221001 Copyback: 0.017000 Sum: 0.033000 It 11,Best ac:0.003578 0.590909 fi:0.690846. Ave ac:0.011412,0.015103 Initialization: 5.696000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.190000 Kernel 1: 0.023000 Kernel 2: 76.376999 Copyback: 0.017000 Sum: 0.030000 It 12,Best ac:0.010465 0.655172 fi:0.591343. Ave ac:0.013407,0.017636 Initialization: 5.472000 Memcpy Classifiers: 0.301000 Memcpy Instances: 7.302000 Kernel 1: 0.024000 Kernel 2: 73.417999 Copyback: 0.017000 Sum: 0.023000 It 13,Best ac:0.004130 0.681818 fi:0.524698. Ave ac:0.013636,0.022478 Initialization: 5.484000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.213000 Kernel 1: 0.023000 Kernel 2: 69.691002 Copyback: 0.017000 Sum: 0.022000 It 14,Best ac:0.003855 0.777778 fi:0.407227. Ave ac:0.011275,0.019367 Initialization: 5.472000 Memcpy Classifiers: 0.227000 Memcpy Instances: 7.240000 Kernel 1: 0.023000 Kernel 2: 70.496002 Copyback: 0.017000 Sum: 0.021000 It 15,Best ac:0.004130 0.714286 fi:0.477603. Ave ac:0.014681,0.025491 Initialization: 5.570000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.211000 Kernel 1: 0.024000 Kernel 2: 71.197998 Copyback: 0.017000 Sum: 0.022000 It 16,Best ac:0.003303 0.705882 fi:0.548656. Ave ac:0.014054,0.023081 Initialization: 5.709000 Memcpy Classifiers: 0.287000 Memcpy Instances: 7.339000 Kernel 1: 0.023000 Kernel 2: 69.879997 Copyback: 0.017000 Sum: 0.021000 It 17,Best ac:0.007161 0.530612 fi:0.668086. Ave ac:0.017440,0.031663 Initialization: 5.567000 Memcpy Classifiers: 0.205000 Memcpy Instances: 7.202000 Kernel 1: 0.023000 Kernel 2: 72.178001 Copyback: 0.017000 Sum: 0.026000 It 18,Best ac:0.004682 0.607143 fi:0.606316. Ave ac:0.017868,0.033139 Initialization: 5.535000 Memcpy Classifiers: 0.230000 Memcpy Instances: 7.198000 Kernel 1: 0.024000 Kernel 2: 66.392998 Copyback: 0.017000 Sum: 0.021000 It 19,Best ac:0.002753 0.833333 fi:0.524419. Ave ac:0.022392,0.036580 Initialization: 5.477000 Memcpy Classifiers: 0.204000 Memcpy Instances: 7.394000 Kernel 1: 0.023000 Kernel 2: 68.675003 Copyback: 0.017000 Sum: 0.021000 It 20,Best ac:0.004956 0.600000 fi:0.601630. Ave ac:0.024999,0.038204 Initialization: 5.543000 Memcpy Classifiers: 0.370000 Memcpy Instances: 7.187000 Kernel 1: 0.024000 Kernel 2: 65.333000 Copyback: 0.017000 Sum: 0.024000 It 21,Best ac:0.003029 0.733333 fi:0.484639. Ave ac:0.026301,0.041263 Initialization: 5.552000 Memcpy Classifiers: 0.170000 Memcpy Instances: 7.279000 Kernel 1: 0.023000 Kernel 2: 62.422001 Copyback: 0.017000 Sum: 0.021000 It 22,Best ac:0.004404 0.695652 fi:0.475639. Ave ac:0.028449,0.043090 Initialization: 5.484000 Memcpy Classifiers: 0.170000 Memcpy Instances: 7.277000 Kernel 1: 0.022000 Kernel 2: 62.074001 Copyback: 0.017000 Sum: 0.021000 It 23,Best ac:0.006057 0.594595 fi:0.552563. Ave ac:0.022999,0.033718 MDL Theory Length Weight: 7.2472713848 (10) Initialization: 5.551000 Memcpy Classifiers: 0.189000 Memcpy Instances: 7.233000 Kernel 1: 0.024000 Kernel 2: 60.866001 Copyback: 0.017000 Sum: 0.020000 It 24,Best ac:0.003304 0.571429 fi:0.598022. Ave ac:0.025942,0.043051 Initialization: 5.976000 Memcpy Classifiers: 0.169000 Memcpy Instances: 7.234000 Kernel 1: 0.023000 Kernel 2: 62.092999 Copyback: 0.017000 Sum: 0.021000 It 25,Best ac:0.003856 0.560000 fi:0.591160. Ave ac:0.025295,0.042569 Initialization: 5.529000 Memcpy Classifiers: 0.189000 Memcpy Instances: 7.956000 Kernel 1: 0.022000 Kernel 2: 62.702000 Copyback: 0.017000 Sum: 0.021000 It 26,Best ac:0.003028 0.785714 fi:0.392641. Ave ac:0.027832,0.043233 Initialization: 5.508000 Memcpy Classifiers: 0.204000 Memcpy Instances: 7.191000 Kernel 1: 0.023000 Kernel 2: 62.969002 Copyback: 0.017000 Sum: 0.020000 It 27,Best ac:0.003855 0.608696 fi:0.547587. Ave ac:0.026661,0.043765 Initialization: 5.625000 Memcpy Classifiers: 0.189000 Memcpy Instances: 7.224000 Kernel 1: 0.024000 Kernel 2: 61.686001 Copyback: 0.016000 Sum: 0.021000 It 28,Best ac:0.004679 0.531250 fi:0.621719. Ave ac:0.022188,0.039722 Initialization: 5.563000 Memcpy Classifiers: 0.190000 Memcpy Instances: 7.264000 Kernel 1: 0.021000 Kernel 2: 62.280998 Copyback: 0.017000 Sum: 0.019000 It 29,Best ac:0.003579 0.650000 fi:0.506134. Ave ac:0.021125,0.037135 Initialization: 5.619000 Memcpy Classifiers: 0.274000 Memcpy Instances: 7.202000 Kernel 1: 0.023000 Kernel 2: 63.977001 Copyback: 0.017000 Sum: 0.019000 It 30,Best ac:0.003856 0.700000 fi:0.470785. Ave ac:0.018958,0.036681 Initialization: 5.525000 Memcpy Classifiers: 0.245000 Memcpy Instances: 7.686000 Kernel 1: 0.023000 Kernel 2: 64.094002 Copyback: 0.017000 Sum: 0.021000 It 31,Best ac:0.004406 0.695652 fi:0.500814. Ave ac:0.016015,0.032677 Initialization: 5.570000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.244000 Kernel 1: 0.022000 Kernel 2: 63.383999 Copyback: 0.017000 Sum: 0.019000 It 32,Best ac:0.006057 0.666667 fi:0.485738. Ave ac:0.012969,0.027769 Initialization: 5.694000 Memcpy Classifiers: 0.204000 Memcpy Instances: 7.230000 Kernel 1: 0.024000 Kernel 2: 67.033997 Copyback: 0.017000 Sum: 0.020000 It 33,Best ac:0.003578 0.565217 fi:0.618927. Ave ac:0.008755,0.020583 Initialization: 29.931000 Memcpy Instances: 361.717987 Memcpy Classifiers: 0.063000 Kernel 1: 0.024000 Kernel 2: 579.895020 Copyback: 0.015000 Sum: 0.014000 Memcpy Classifiers: 0.056000 Kernel 1: 0.014000 Kernel 2: 485.045990 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 580.791016 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 488.529999 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.062000 Kernel 1: 0.014000 Kernel 2: 564.664978 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 570.757996 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 567.744995 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 489.108002 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.013000 Kernel 2: 154.044006 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.003612 0.476744 fi:0.677001. Ave ac:0.015104,0.048250 Best acc 0.003612 0.476744 Initialization: 5.713000 Memcpy Classifiers: 0.539000 Memcpy Instances: 7.213000 Kernel 1: 0.025000 Kernel 2: 89.010002 Copyback: 0.018000 Sum: 0.049000 Initial population average accuracy1:0.005804 accuracy2:0.184372 Initialization: 5.574000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.708000 Kernel 1: 0.023000 Kernel 2: 95.980003 Copyback: 0.017000 Sum: 0.034000 It 0,Best ac:0.004957 0.461538 fi:0.637429. Ave ac:0.009212,0.013247 Initialization: 5.515000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.204000 Kernel 1: 0.024000 Kernel 2: 97.044998 Copyback: 0.017000 Sum: 0.028000 It 1,Best ac:0.004956 0.418605 fi:0.680362. Ave ac:0.010998,0.013631 Initialization: 5.565000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.251000 Kernel 1: 0.023000 Kernel 2: 93.089996 Copyback: 0.017000 Sum: 0.025000 It 2,Best ac:0.003029 0.500000 fi:0.613979. Ave ac:0.011487,0.015428 Initialization: 5.511000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.197000 Kernel 1: 0.023000 Kernel 2: 92.177002 Copyback: 0.017000 Sum: 0.030000 It 3,Best ac:0.003855 0.560000 fi:0.539575. Ave ac:0.012791,0.016452 Initialization: 5.510000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.249000 Kernel 1: 0.023000 Kernel 2: 88.476997 Copyback: 0.017000 Sum: 0.029000 It 4,Best ac:0.007159 0.553191 fi:0.544565. Ave ac:0.012606,0.017100 Initialization: 5.551000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.204000 Kernel 1: 0.023000 Kernel 2: 87.800003 Copyback: 0.017000 Sum: 0.031000 It 5,Best ac:0.003305 0.631579 fi:0.468296. Ave ac:0.010820,0.012118 Initialization: 5.608000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.203000 Kernel 1: 0.023000 Kernel 2: 87.957001 Copyback: 0.017000 Sum: 0.030000 It 6,Best ac:0.003579 0.590909 fi:0.508817. Ave ac:0.009948,0.011788 Initialization: 5.604000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.186000 Kernel 1: 0.024000 Kernel 2: 89.175003 Copyback: 0.017000 Sum: 0.031000 It 7,Best ac:0.003856 0.666667 fi:0.432906. Ave ac:0.010184,0.011579 Initialization: 5.561000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.203000 Kernel 1: 0.024000 Kernel 2: 86.014000 Copyback: 0.017000 Sum: 0.027000 It 8,Best ac:0.004129 0.555556 fi:0.543869. Ave ac:0.010723,0.012613 Initialization: 5.546000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.239000 Kernel 1: 0.023000 Kernel 2: 84.083000 Copyback: 0.017000 Sum: 0.028000 It 9,Best ac:0.006608 0.750000 fi:0.348064. Ave ac:0.009796,0.011065 Iteration 10:MDL fitness activated Error 0.348064 TL 0.030389 MDL Theory Length Weight: 3.8178717454 (1) Initialization: 5.534000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.675000 Kernel 1: 0.022000 Kernel 2: 83.191002 Copyback: 0.017000 Sum: 0.029000 It 10,Best ac:0.003029 0.611111 fi:0.595361. Ave ac:0.008539,0.010507 Initialization: 6.025000 Memcpy Classifiers: 0.381000 Memcpy Instances: 7.209000 Kernel 1: 0.024000 Kernel 2: 77.324997 Copyback: 0.017000 Sum: 0.025000 It 11,Best ac:0.003029 0.785714 fi:0.404573. Ave ac:0.010557,0.014499 Initialization: 5.504000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.199000 Kernel 1: 0.024000 Kernel 2: 77.217003 Copyback: 0.018000 Sum: 0.031000 It 12,Best ac:0.004681 0.629630 fi:0.514167. Ave ac:0.011440,0.015959 Initialization: 5.528000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.256000 Kernel 1: 0.023000 Kernel 2: 73.579002 Copyback: 0.017000 Sum: 0.020000 It 13,Best ac:0.003578 0.722222 fi:0.499499. Ave ac:0.010889,0.015170 Initialization: 5.528000 Memcpy Classifiers: 0.262000 Memcpy Instances: 7.255000 Kernel 1: 0.024000 Kernel 2: 71.528000 Copyback: 0.017000 Sum: 0.023000 It 14,Best ac:0.004130 0.681818 fi:0.476886. Ave ac:0.011412,0.015490 Initialization: 5.535000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.464000 Kernel 1: 0.022000 Kernel 2: 71.591003 Copyback: 0.016000 Sum: 0.021000 It 15,Best ac:0.004129 0.600000 fi:0.553158. Ave ac:0.012696,0.022561 Initialization: 5.541000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.258000 Kernel 1: 0.024000 Kernel 2: 72.967003 Copyback: 0.017000 Sum: 0.021000 It 16,Best ac:0.003580 0.722222 fi:0.435655. Ave ac:0.009839,0.016147 Initialization: 5.567000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.228000 Kernel 1: 0.024000 Kernel 2: 70.364998 Copyback: 0.017000 Sum: 0.020000 It 17,Best ac:0.004957 0.692308 fi:0.481650. Ave ac:0.007232,0.013707 Initialization: 5.522000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.237000 Kernel 1: 0.024000 Kernel 2: 66.734001 Copyback: 0.017000 Sum: 0.021000 It 18,Best ac:0.003304 0.631579 fi:0.517038. Ave ac:0.009394,0.019148 Initialization: 5.546000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.205000 Kernel 1: 0.025000 Kernel 2: 65.491997 Copyback: 0.017000 Sum: 0.023000 It 19,Best ac:0.003579 0.722222 fi:0.431576. Ave ac:0.012910,0.021786 Initialization: 6.024000 Memcpy Classifiers: 0.205000 Memcpy Instances: 7.205000 Kernel 1: 0.023000 Kernel 2: 69.557999 Copyback: 0.017000 Sum: 0.022000 It 20,Best ac:0.003303 0.857143 fi:0.298764. Ave ac:0.010088,0.017938 Initialization: 5.562000 Memcpy Classifiers: 0.204000 Memcpy Instances: 7.280000 Kernel 1: 0.021000 Kernel 2: 69.586998 Copyback: 0.017000 Sum: 0.021000 It 21,Best ac:0.003579 0.500000 fi:0.643399. Ave ac:0.008050,0.014598 Initialization: 5.939000 Memcpy Classifiers: 0.323000 Memcpy Instances: 7.268000 Kernel 1: 0.023000 Kernel 2: 67.630997 Copyback: 0.017000 Sum: 0.020000 It 22,Best ac:0.003580 0.764706 fi:0.392780. Ave ac:0.012046,0.017555 Initialization: 5.954000 Memcpy Classifiers: 0.206000 Memcpy Instances: 7.248000 Kernel 1: 0.023000 Kernel 2: 70.584999 Copyback: 0.017000 Sum: 0.024000 It 23,Best ac:0.003304 0.666667 fi:0.478466. Ave ac:0.008840,0.014049 Initialization: 5.582000 Memcpy Classifiers: 0.245000 Memcpy Instances: 7.238000 Kernel 1: 0.022000 Kernel 2: 66.981003 Copyback: 0.017000 Sum: 0.019000 It 24,Best ac:0.007434 0.442623 fi:0.689447. Ave ac:0.006359,0.011615 Initialization: 5.573000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.242000 Kernel 1: 0.023000 Kernel 2: 64.288002 Copyback: 0.017000 Sum: 0.020000 It 25,Best ac:0.004681 0.653846 fi:0.496032. Ave ac:0.011733,0.021143 Initialization: 5.582000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.420000 Kernel 1: 0.023000 Kernel 2: 63.707001 Copyback: 0.017000 Sum: 0.026000 It 26,Best ac:0.004405 0.551724 fi:0.590615. Ave ac:0.010410,0.018602 Initialization: 5.561000 Memcpy Classifiers: 0.265000 Memcpy Instances: 8.667000 Kernel 1: 0.023000 Kernel 2: 63.186001 Copyback: 0.017000 Sum: 0.022000 It 27,Best ac:0.003304 0.571429 fi:0.572374. Ave ac:0.008375,0.015972 Initialization: 5.536000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.711000 Kernel 1: 0.024000 Kernel 2: 64.921997 Copyback: 0.017000 Sum: 0.021000 It 28,Best ac:0.007436 0.574468 fi:0.562130. Ave ac:0.014811,0.026994 Initialization: 5.577000 Memcpy Classifiers: 0.227000 Memcpy Instances: 7.212000 Kernel 1: 0.023000 Kernel 2: 63.967999 Copyback: 0.017000 Sum: 0.021000 It 29,Best ac:0.003305 0.923077 fi:0.298793. Ave ac:0.017864,0.032765 MDL Theory Length Weight: 3.4360845709 (10) Initialization: 5.596000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.196000 Kernel 1: 0.023000 Kernel 2: 63.456001 Copyback: 0.017000 Sum: 0.020000 It 30,Best ac:0.002753 0.833333 fi:0.402043. Ave ac:0.018792,0.027815 Initialization: 5.733000 Memcpy Classifiers: 0.266000 Memcpy Instances: 7.214000 Kernel 1: 0.024000 Kernel 2: 62.286999 Copyback: 0.017000 Sum: 0.022000 It 31,Best ac:0.003029 0.733333 fi:0.422692. Ave ac:0.013716,0.025011 Initialization: 5.542000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.670000 Kernel 1: 0.023000 Kernel 2: 63.849998 Copyback: 0.017000 Sum: 0.020000 It 32,Best ac:0.003579 0.684211 fi:0.451176. Ave ac:0.011330,0.019182 Initialization: 5.580000 Memcpy Classifiers: 0.247000 Memcpy Instances: 7.201000 Kernel 1: 0.022000 Kernel 2: 66.963997 Copyback: 0.017000 Sum: 0.023000 It 33,Best ac:0.003304 0.750000 fi:0.418511. Ave ac:0.010067,0.014438 Initialization: 29.600000 Memcpy Instances: 377.296997 Memcpy Classifiers: 0.065000 Kernel 1: 0.021000 Kernel 2: 532.635986 Copyback: 0.023000 Sum: 0.014000 Memcpy Classifiers: 0.061000 Kernel 1: 0.021000 Kernel 2: 591.028015 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.015000 Kernel 2: 591.101013 Copyback: 0.367000 Sum: 0.004000 Memcpy Classifiers: 0.065000 Kernel 1: 0.015000 Kernel 2: 611.846008 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 595.697021 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 492.040985 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 612.533997 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 486.183990 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.049000 Kernel 1: 0.013000 Kernel 2: 161.389008 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.004130 0.501672 fi:0.637283. Ave ac:0.009320,0.031007 Best acc 0.004130 0.501672 Rule:Att PSSM_0_12 is [<-3.119895]|Att PSSM_1_11 is [>-3.047044]|Att PSSM_1_15 is [<0.755103]|Att PSSM_2_1 is [>0.915130]|1 Accuracy : 0.788056 0 1 147228 16852 32878 37680 Removed 1495 instances. 180106 Instances left. Acc of rule 0.004130-0.501672 Initialization: 5.487000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.167000 Kernel 1: 0.025000 Kernel 2: 88.283997 Copyback: 0.017000 Sum: 0.046000 Initial population average accuracy1:0.004915 accuracy2:0.162666 Initialization: 5.441000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.651000 Kernel 1: 0.022000 Kernel 2: 90.892998 Copyback: 0.017000 Sum: 0.032000 It 0,Best ac:0.003887 0.466667 fi:0.632857. Ave ac:0.009360,0.011721 Initialization: 5.447000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.196000 Kernel 1: 0.024000 Kernel 2: 89.886002 Copyback: 0.017000 Sum: 0.029000 It 1,Best ac:0.003331 0.480000 fi:0.619836. Ave ac:0.010348,0.013057 Initialization: 5.734000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.211000 Kernel 1: 0.023000 Kernel 2: 92.119003 Copyback: 0.017000 Sum: 0.033000 It 2,Best ac:0.003887 0.411765 fi:0.687763. Ave ac:0.011352,0.012554 Initialization: 5.507000 Memcpy Classifiers: 0.489000 Memcpy Instances: 7.164000 Kernel 1: 0.023000 Kernel 2: 89.549004 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.003610 0.541667 fi:0.558012. Ave ac:0.011372,0.011475 Initialization: 5.498000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.183000 Kernel 1: 0.023000 Kernel 2: 89.169998 Copyback: 0.017000 Sum: 0.028000 It 4,Best ac:0.006661 0.461538 fi:0.636443. Ave ac:0.011906,0.011832 Initialization: 5.594000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.131000 Kernel 1: 0.024000 Kernel 2: 90.832001 Copyback: 0.017000 Sum: 0.029000 It 5,Best ac:0.005551 0.645161 fi:0.453439. Ave ac:0.011960,0.012405 Initialization: 5.546000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.169000 Kernel 1: 0.023000 Kernel 2: 85.633003 Copyback: 0.017000 Sum: 0.028000 It 6,Best ac:0.004163 0.555556 fi:0.543817. Ave ac:0.010644,0.011408 Initialization: 5.449000 Memcpy Classifiers: 0.579000 Memcpy Instances: 7.163000 Kernel 1: 0.022000 Kernel 2: 85.341003 Copyback: 0.017000 Sum: 0.026000 It 7,Best ac:0.004443 0.640000 fi:0.459214. Ave ac:0.008849,0.009518 Initialization: 5.531000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.168000 Kernel 1: 0.023000 Kernel 2: 86.584999 Copyback: 0.017000 Sum: 0.029000 It 8,Best ac:0.004441 0.484848 fi:0.614370. Ave ac:0.009024,0.010281 Initialization: 5.472000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.478000 Kernel 1: 0.023000 Kernel 2: 85.070999 Copyback: 0.016000 Sum: 0.028000 It 9,Best ac:0.005552 0.625000 fi:0.473600. Ave ac:0.009516,0.010234 Iteration 10:MDL fitness activated Error 0.473600 TL 0.017247 MDL Theory Length Weight: 9.1530337168 (5) Initialization: 5.439000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.186000 Kernel 1: 0.023000 Kernel 2: 87.599998 Copyback: 0.020000 Sum: 0.039000 It 10,Best ac:0.004164 0.714286 fi:0.668489. Ave ac:0.009694,0.009952 Initialization: 5.960000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.187000 Kernel 1: 0.023000 Kernel 2: 80.598000 Copyback: 0.016000 Sum: 0.031000 It 11,Best ac:0.003887 0.700000 fi:0.614439. Ave ac:0.011147,0.013863 Initialization: 5.454000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.201000 Kernel 1: 0.023000 Kernel 2: 77.420998 Copyback: 0.017000 Sum: 0.032000 It 12,Best ac:0.003609 0.722222 fi:0.645940. Ave ac:0.011629,0.015456 Initialization: 5.652000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.293000 Kernel 1: 0.022000 Kernel 2: 77.400002 Copyback: 0.017000 Sum: 0.030000 It 13,Best ac:0.008604 0.413333 fi:0.749440. Ave ac:0.015490,0.019392 Initialization: 5.521000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.149000 Kernel 1: 0.024000 Kernel 2: 74.405998 Copyback: 0.016000 Sum: 0.025000 It 14,Best ac:0.004441 0.727273 fi:0.582225. Ave ac:0.016426,0.020935 Initialization: 5.497000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.126000 Kernel 1: 0.023000 Kernel 2: 71.044998 Copyback: 0.017000 Sum: 0.037000 It 15,Best ac:0.007218 0.577778 fi:0.705925. Ave ac:0.014454,0.018498 Initialization: 5.538000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.133000 Kernel 1: 0.023000 Kernel 2: 70.845001 Copyback: 0.017000 Sum: 0.021000 It 16,Best ac:0.004442 0.551724 fi:0.604171. Ave ac:0.018427,0.020492 Initialization: 5.563000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.204000 Kernel 1: 0.022000 Kernel 2: 69.490997 Copyback: 0.017000 Sum: 0.021000 It 17,Best ac:0.004720 0.708333 fi:0.471817. Ave ac:0.026429,0.030060 Initialization: 5.466000 Memcpy Classifiers: 0.319000 Memcpy Instances: 7.229000 Kernel 1: 0.022000 Kernel 2: 67.651001 Copyback: 0.017000 Sum: 0.021000 It 18,Best ac:0.005275 0.633333 fi:0.619284. Ave ac:0.021478,0.029314 Initialization: 5.449000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.546000 Kernel 1: 0.023000 Kernel 2: 68.549004 Copyback: 0.017000 Sum: 0.022000 It 19,Best ac:0.006108 0.611111 fi:0.594207. Ave ac:0.027030,0.037523 Initialization: 5.718000 Memcpy Classifiers: 0.263000 Memcpy Instances: 8.464000 Kernel 1: 0.022000 Kernel 2: 66.031998 Copyback: 0.017000 Sum: 0.025000 It 20,Best ac:0.006385 0.657143 fi:0.522581. Ave ac:0.028854,0.037005 Initialization: 5.513000 Memcpy Classifiers: 0.247000 Memcpy Instances: 7.128000 Kernel 1: 0.023000 Kernel 2: 67.258003 Copyback: 0.371000 Sum: 0.021000 It 21,Best ac:0.007773 0.538462 fi:0.636434. Ave ac:0.033063,0.038002 Initialization: 5.524000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.177000 Kernel 1: 0.023000 Kernel 2: 63.270000 Copyback: 0.016000 Sum: 0.021000 It 22,Best ac:0.002777 1.000000 fi:0.290838. Ave ac:0.033697,0.040858 Initialization: 5.566000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.177000 Kernel 1: 0.023000 Kernel 2: 62.153000 Copyback: 0.016000 Sum: 0.020000 It 23,Best ac:0.003331 0.600000 fi:0.597993. Ave ac:0.028835,0.038801 Initialization: 5.475000 Memcpy Classifiers: 0.225000 Memcpy Instances: 7.140000 Kernel 1: 0.024000 Kernel 2: 61.667999 Copyback: 0.016000 Sum: 0.018000 It 24,Best ac:0.008881 0.561404 fi:0.595748. Ave ac:0.036546,0.049100 Initialization: 5.522000 Memcpy Classifiers: 0.189000 Memcpy Instances: 7.122000 Kernel 1: 0.023000 Kernel 2: 59.334999 Copyback: 0.017000 Sum: 0.023000 It 25,Best ac:0.004442 0.533333 fi:0.650873. Ave ac:0.034351,0.051246 Initialization: 5.450000 Memcpy Classifiers: 0.204000 Memcpy Instances: 7.609000 Kernel 1: 0.023000 Kernel 2: 60.521000 Copyback: 0.016000 Sum: 0.020000 It 26,Best ac:0.005830 0.636364 fi:0.516381. Ave ac:0.034359,0.052763 Initialization: 5.479000 Memcpy Classifiers: 0.206000 Memcpy Instances: 7.136000 Kernel 1: 0.024000 Kernel 2: 62.723999 Copyback: 0.017000 Sum: 0.022000 It 27,Best ac:0.005276 0.500000 fi:0.660883. Ave ac:0.024360,0.049293 Initialization: 5.487000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.222000 Kernel 1: 0.023000 Kernel 2: 59.780998 Copyback: 0.017000 Sum: 0.020000 It 28,Best ac:0.003054 0.611111 fi:0.553409. Ave ac:0.030443,0.051312 Initialization: 5.481000 Memcpy Classifiers: 0.204000 Memcpy Instances: 7.654000 Kernel 1: 0.022000 Kernel 2: 61.155998 Copyback: 0.017000 Sum: 0.020000 It 29,Best ac:0.004163 0.625000 fi:0.541109. Ave ac:0.030894,0.055166 Initialization: 5.520000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.193000 Kernel 1: 0.023000 Kernel 2: 58.698002 Copyback: 0.017000 Sum: 0.021000 It 30,Best ac:0.002499 0.818182 fi:0.538498. Ave ac:0.025726,0.051419 Initialization: 5.485000 Memcpy Classifiers: 0.152000 Memcpy Instances: 7.154000 Kernel 1: 0.023000 Kernel 2: 60.567001 Copyback: 0.017000 Sum: 0.021000 It 31,Best ac:0.003610 0.650000 fi:0.514145. Ave ac:0.028439,0.053149 MDL Theory Length Weight: 8.2377303451 (10) Initialization: 5.440000 Memcpy Classifiers: 0.189000 Memcpy Instances: 7.173000 Kernel 1: 0.023000 Kernel 2: 59.228001 Copyback: 0.017000 Sum: 0.019000 It 32,Best ac:0.005828 0.700000 fi:0.446339. Ave ac:0.031216,0.055053 Initialization: 5.607000 Memcpy Classifiers: 0.153000 Memcpy Instances: 7.166000 Kernel 1: 0.023000 Kernel 2: 60.237999 Copyback: 0.017000 Sum: 0.022000 It 33,Best ac:0.002777 0.714286 fi:0.514843. Ave ac:0.023106,0.049913 Initialization: 30.084000 Memcpy Instances: 355.531006 Memcpy Classifiers: 0.049000 Kernel 1: 0.025000 Kernel 2: 536.007996 Copyback: 0.018000 Sum: 0.015000 Memcpy Classifiers: 0.047000 Kernel 1: 0.016000 Kernel 2: 432.690002 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.046000 Kernel 1: 0.014000 Kernel 2: 535.645996 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.046000 Kernel 1: 0.013000 Kernel 2: 526.567017 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.045000 Kernel 1: 0.013000 Kernel 2: 527.231995 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.045000 Kernel 1: 0.015000 Kernel 2: 455.131012 Copyback: 0.022000 Sum: 0.008000 Memcpy Classifiers: 0.048000 Kernel 1: 0.022000 Kernel 2: 537.780029 Copyback: 0.019000 Sum: 0.006000 Memcpy Classifiers: 0.047000 Kernel 1: 0.019000 Kernel 2: 432.220001 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.037000 Kernel 1: 0.014000 Kernel 2: 112.389000 Copyback: 0.015000 Sum: 0.000000 It 34,Best ac:0.003148 0.458367 fi:0.699590. Ave ac:0.019789,0.068283 Best acc 0.003148 0.458367 Initialization: 5.609000 Memcpy Classifiers: 0.523000 Memcpy Instances: 7.155000 Kernel 1: 0.025000 Kernel 2: 89.898003 Copyback: 0.017000 Sum: 0.049000 Initial population average accuracy1:0.004919 accuracy2:0.183087 Initialization: 5.523000 Memcpy Classifiers: 0.504000 Memcpy Instances: 7.173000 Kernel 1: 0.023000 Kernel 2: 94.224998 Copyback: 0.017000 Sum: 0.034000 It 0,Best ac:0.007771 0.383562 fi:0.713802. Ave ac:0.008798,0.011095 Initialization: 5.434000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.204000 Kernel 1: 0.023000 Kernel 2: 92.347000 Copyback: 0.371000 Sum: 0.032000 It 1,Best ac:0.004442 0.484848 fi:0.614370. Ave ac:0.009946,0.011309 Initialization: 5.488000 Memcpy Classifiers: 0.485000 Memcpy Instances: 7.297000 Kernel 1: 0.022000 Kernel 2: 93.102997 Copyback: 0.017000 Sum: 0.030000 It 2,Best ac:0.005275 0.500000 fi:0.598750. Ave ac:0.011795,0.014975 Initialization: 5.500000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.129000 Kernel 1: 0.023000 Kernel 2: 95.446999 Copyback: 0.017000 Sum: 0.032000 It 3,Best ac:0.004163 0.483871 fi:0.615502. Ave ac:0.011388,0.012627 Initialization: 5.476000 Memcpy Classifiers: 0.530000 Memcpy Instances: 7.124000 Kernel 1: 0.023000 Kernel 2: 92.353996 Copyback: 0.017000 Sum: 0.028000 It 4,Best ac:0.003886 0.666667 fi:0.432861. Ave ac:0.011413,0.012943 Initialization: 5.496000 Memcpy Classifiers: 0.415000 Memcpy Instances: 9.235000 Kernel 1: 0.021000 Kernel 2: 92.565002 Copyback: 0.017000 Sum: 0.032000 It 5,Best ac:0.003053 0.611111 fi:0.488880. Ave ac:0.012276,0.012798 Initialization: 5.497000 Memcpy Classifiers: 0.473000 Memcpy Instances: 7.891000 Kernel 1: 0.021000 Kernel 2: 92.917000 Copyback: 0.018000 Sum: 0.032000 It 6,Best ac:0.003332 0.666667 fi:0.433167. Ave ac:0.013064,0.014183 Initialization: 5.647000 Memcpy Classifiers: 0.426000 Memcpy Instances: 7.635000 Kernel 1: 0.023000 Kernel 2: 86.791000 Copyback: 0.016000 Sum: 0.029000 It 7,Best ac:0.006663 0.558140 fi:0.539842. Ave ac:0.011568,0.012644 Initialization: 5.602000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.378000 Kernel 1: 0.023000 Kernel 2: 86.336998 Copyback: 0.018000 Sum: 0.033000 It 8,Best ac:0.003609 0.619048 fi:0.480634. Ave ac:0.012608,0.011557 Initialization: 5.493000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.685000 Kernel 1: 0.033000 Kernel 2: 84.439003 Copyback: 0.017000 Sum: 0.031000 It 9,Best ac:0.003054 0.647059 fi:0.452932. Ave ac:0.009264,0.009573 Iteration 10:MDL fitness activated Error 0.452932 TL 0.019317 MDL Theory Length Weight: 7.8158513495 (6) Initialization: 5.640000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.128000 Kernel 1: 0.024000 Kernel 2: 78.741997 Copyback: 0.017000 Sum: 0.028000 It 10,Best ac:0.007771 0.459016 fi:0.757738. Ave ac:0.009575,0.010223 Initialization: 5.475000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.306000 Kernel 1: 0.023000 Kernel 2: 77.169998 Copyback: 0.017000 Sum: 0.031000 It 11,Best ac:0.002220 0.888889 fi:0.630368. Ave ac:0.013695,0.014384 Initialization: 5.481000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.159000 Kernel 1: 0.023000 Kernel 2: 73.021004 Copyback: 0.017000 Sum: 0.030000 It 12,Best ac:0.003054 0.687500 fi:0.575768. Ave ac:0.015026,0.017226 Initialization: 5.903000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.433000 Kernel 1: 0.022000 Kernel 2: 69.024002 Copyback: 0.017000 Sum: 0.026000 It 13,Best ac:0.004166 0.517241 fi:0.702822. Ave ac:0.011828,0.014691 Initialization: 5.438000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.149000 Kernel 1: 0.023000 Kernel 2: 69.107002 Copyback: 0.019000 Sum: 0.022000 It 14,Best ac:0.005551 0.714286 fi:0.505026. Ave ac:0.017587,0.021386 Initialization: 5.539000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.172000 Kernel 1: 0.024000 Kernel 2: 66.086998 Copyback: 0.016000 Sum: 0.020000 It 15,Best ac:0.003610 0.541667 fi:0.649888. Ave ac:0.010721,0.017875 Initialization: 5.465000 Memcpy Classifiers: 0.247000 Memcpy Instances: 7.158000 Kernel 1: 0.023000 Kernel 2: 67.139000 Copyback: 0.017000 Sum: 0.021000 It 16,Best ac:0.012497 0.523256 fi:0.610713. Ave ac:0.017142,0.025354 Initialization: 5.982000 Memcpy Classifiers: 0.247000 Memcpy Instances: 7.174000 Kernel 1: 0.023000 Kernel 2: 67.827003 Copyback: 0.016000 Sum: 0.023000 It 17,Best ac:0.003610 0.722222 fi:0.462970. Ave ac:0.029112,0.031354 Initialization: 5.997000 Memcpy Classifiers: 0.228000 Memcpy Instances: 7.190000 Kernel 1: 0.022000 Kernel 2: 64.231003 Copyback: 0.017000 Sum: 0.020000 It 18,Best ac:0.003053 0.550000 fi:0.639127. Ave ac:0.021215,0.030615 Initialization: 6.006000 Memcpy Classifiers: 0.206000 Memcpy Instances: 7.232000 Kernel 1: 0.023000 Kernel 2: 65.861000 Copyback: 0.017000 Sum: 0.023000 It 19,Best ac:0.004441 0.727273 fi:0.532801. Ave ac:0.025126,0.029568 Initialization: 5.537000 Memcpy Classifiers: 0.205000 Memcpy Instances: 7.605000 Kernel 1: 0.023000 Kernel 2: 65.614998 Copyback: 0.017000 Sum: 0.021000 It 20,Best ac:0.008049 0.517857 fi:0.618595. Ave ac:0.018022,0.022378 Initialization: 5.505000 Memcpy Classifiers: 0.204000 Memcpy Instances: 7.177000 Kernel 1: 0.023000 Kernel 2: 64.974998 Copyback: 0.017000 Sum: 0.022000 It 21,Best ac:0.003055 0.611111 fi:0.590417. Ave ac:0.021696,0.028322 Initialization: 5.577000 Memcpy Classifiers: 0.189000 Memcpy Instances: 7.147000 Kernel 1: 0.023000 Kernel 2: 62.085999 Copyback: 0.017000 Sum: 0.022000 It 22,Best ac:0.003886 0.636364 fi:0.547297. Ave ac:0.020168,0.028089 Initialization: 5.472000 Memcpy Classifiers: 0.169000 Memcpy Instances: 7.153000 Kernel 1: 0.024000 Kernel 2: 62.071999 Copyback: 0.017000 Sum: 0.019000 It 23,Best ac:0.003887 0.583333 fi:0.601291. Ave ac:0.017662,0.028612 Initialization: 5.577000 Memcpy Classifiers: 0.188000 Memcpy Instances: 7.122000 Kernel 1: 0.023000 Kernel 2: 62.383999 Copyback: 0.017000 Sum: 0.022000 It 24,Best ac:0.003331 0.705882 fi:0.468440. Ave ac:0.021629,0.031300 Initialization: 5.499000 Memcpy Classifiers: 0.189000 Memcpy Instances: 7.169000 Kernel 1: 0.023000 Kernel 2: 63.352001 Copyback: 0.017000 Sum: 0.021000 It 25,Best ac:0.003609 0.812500 fi:0.383280. Ave ac:0.020493,0.034800 Initialization: 5.503000 Memcpy Classifiers: 0.188000 Memcpy Instances: 7.151000 Kernel 1: 0.023000 Kernel 2: 63.868999 Copyback: 0.018000 Sum: 0.022000 It 26,Best ac:0.007216 0.604651 fi:0.565656. Ave ac:0.017818,0.029407 Initialization: 5.478000 Memcpy Classifiers: 0.170000 Memcpy Instances: 7.203000 Kernel 1: 0.022000 Kernel 2: 62.859001 Copyback: 0.017000 Sum: 0.020000 It 27,Best ac:0.003331 0.631579 fi:0.571185. Ave ac:0.020154,0.036605 Initialization: 5.503000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.151000 Kernel 1: 0.023000 Kernel 2: 62.528000 Copyback: 0.017000 Sum: 0.022000 It 28,Best ac:0.003886 0.777778 fi:0.389712. Ave ac:0.024170,0.041968 Initialization: 5.481000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.144000 Kernel 1: 0.025000 Kernel 2: 62.091000 Copyback: 0.017000 Sum: 0.021000 It 29,Best ac:0.003331 0.666667 fi:0.505378. Ave ac:0.020616,0.037116 Initialization: 5.553000 Memcpy Classifiers: 0.227000 Memcpy Instances: 7.120000 Kernel 1: 0.024000 Kernel 2: 63.430000 Copyback: 0.017000 Sum: 0.020000 It 30,Best ac:0.005554 0.740741 fi:0.450206. Ave ac:0.016244,0.032974 Initialization: 5.519000 Memcpy Classifiers: 0.205000 Memcpy Instances: 7.148000 Kernel 1: 0.024000 Kernel 2: 65.570000 Copyback: 0.017000 Sum: 0.021000 It 31,Best ac:0.003332 0.600000 fi:0.573169. Ave ac:0.011768,0.026262 Initialization: 5.482000 Memcpy Classifiers: 0.227000 Memcpy Instances: 7.136000 Kernel 1: 0.024000 Kernel 2: 62.104000 Copyback: 0.018000 Sum: 0.019000 It 32,Best ac:0.003887 0.636364 fi:0.618123. Ave ac:0.029793,0.045165 Initialization: 6.028000 Memcpy Classifiers: 0.228000 Memcpy Instances: 7.205000 Kernel 1: 0.024000 Kernel 2: 64.224998 Copyback: 0.017000 Sum: 0.019000 It 33,Best ac:0.004441 0.727273 fi:0.457046. Ave ac:0.025025,0.039380 Initialization: 30.656000 Memcpy Instances: 358.376007 Memcpy Classifiers: 0.053000 Kernel 1: 0.024000 Kernel 2: 557.325989 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.051000 Kernel 1: 0.014000 Kernel 2: 464.015015 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.051000 Kernel 1: 0.015000 Kernel 2: 555.432007 Copyback: 0.019000 Sum: 0.006000 Memcpy Classifiers: 0.052000 Kernel 1: 0.018000 Kernel 2: 472.059998 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.051000 Kernel 1: 0.012000 Kernel 2: 533.612000 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.051000 Kernel 1: 0.014000 Kernel 2: 562.575012 Copyback: 0.369000 Sum: 0.002000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 537.013977 Copyback: 0.016000 Sum: 0.004000 Memcpy Classifiers: 0.052000 Kernel 1: 0.015000 Kernel 2: 465.080994 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.037000 Kernel 1: 0.014000 Kernel 2: 110.419998 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.003054 0.495495 fi:0.688628. Ave ac:0.020194,0.063812 Best acc 0.003054 0.495495 Initialization: 5.505000 Memcpy Classifiers: 0.542000 Memcpy Instances: 7.128000 Kernel 1: 0.025000 Kernel 2: 87.183998 Copyback: 0.017000 Sum: 0.048000 Initial population average accuracy1:0.004298 accuracy2:0.178999 Initialization: 5.580000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.166000 Kernel 1: 0.023000 Kernel 2: 91.383003 Copyback: 0.017000 Sum: 0.032000 It 0,Best ac:0.009994 0.480000 fi:0.616127. Ave ac:0.007924,0.010830 Initialization: 6.057000 Memcpy Classifiers: 0.471000 Memcpy Instances: 7.147000 Kernel 1: 0.022000 Kernel 2: 92.587997 Copyback: 0.016000 Sum: 0.028000 It 1,Best ac:0.003887 0.451613 fi:0.647911. Ave ac:0.010822,0.014449 Initialization: 5.644000 Memcpy Classifiers: 0.488000 Memcpy Instances: 7.144000 Kernel 1: 0.023000 Kernel 2: 96.338997 Copyback: 0.017000 Sum: 0.031000 It 2,Best ac:0.008049 0.508772 fi:0.588437. Ave ac:0.010799,0.012134 Initialization: 5.488000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.195000 Kernel 1: 0.022000 Kernel 2: 95.599998 Copyback: 0.017000 Sum: 0.026000 It 3,Best ac:0.004720 0.586207 fi:0.512857. Ave ac:0.011185,0.011196 Initialization: 5.505000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.168000 Kernel 1: 0.024000 Kernel 2: 93.666000 Copyback: 0.017000 Sum: 0.028000 It 4,Best ac:0.004721 0.607143 fi:0.491917. Ave ac:0.011234,0.012455 Initialization: 5.613000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.125000 Kernel 1: 0.023000 Kernel 2: 92.570000 Copyback: 0.017000 Sum: 0.028000 It 5,Best ac:0.004164 0.600000 fi:0.499373. Ave ac:0.010333,0.011538 Initialization: 6.104000 Memcpy Classifiers: 0.453000 Memcpy Instances: 7.948000 Kernel 1: 0.023000 Kernel 2: 92.785004 Copyback: 0.017000 Sum: 0.026000 It 6,Best ac:0.005276 0.593750 fi:0.505000. Ave ac:0.009638,0.011117 Initialization: 5.758000 Memcpy Classifiers: 0.798000 Memcpy Instances: 7.428000 Kernel 1: 0.024000 Kernel 2: 94.406998 Copyback: 0.017000 Sum: 0.032000 It 7,Best ac:0.004442 0.695652 fi:0.403562. Ave ac:0.009932,0.012029 Initialization: 5.997000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.164000 Kernel 1: 0.024000 Kernel 2: 95.390999 Copyback: 0.017000 Sum: 0.029000 It 8,Best ac:0.004718 0.629630 fi:0.469434. Ave ac:0.006520,0.007316 Initialization: 5.473000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.259000 Kernel 1: 0.021000 Kernel 2: 94.789001 Copyback: 0.017000 Sum: 0.032000 It 9,Best ac:0.003054 0.647059 fi:0.452929. Ave ac:0.006127,0.005191 Iteration 10:MDL fitness activated Error 0.452929 TL 0.040642 MDL Theory Length Weight: 3.7148352267 (3) Initialization: 5.651000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.128000 Kernel 1: 0.024000 Kernel 2: 95.699997 Copyback: 0.017000 Sum: 0.032000 It 10,Best ac:0.003609 0.812500 fi:0.431944. Ave ac:0.006089,0.006162 Initialization: 5.463000 Memcpy Classifiers: 0.465000 Memcpy Instances: 7.132000 Kernel 1: 0.023000 Kernel 2: 92.544998 Copyback: 0.017000 Sum: 0.035000 It 11,Best ac:0.003053 0.733333 fi:0.500131. Ave ac:0.006763,0.007781 Initialization: 5.493000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.614000 Kernel 1: 0.022000 Kernel 2: 91.742996 Copyback: 0.017000 Sum: 0.032000 It 12,Best ac:0.005273 0.612903 fi:0.591219. Ave ac:0.006010,0.006173 Initialization: 5.484000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.139000 Kernel 1: 0.023000 Kernel 2: 84.877998 Copyback: 0.016000 Sum: 0.033000 It 13,Best ac:0.003331 0.631579 fi:0.536609. Ave ac:0.008268,0.009409 Initialization: 5.527000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.164000 Kernel 1: 0.024000 Kernel 2: 80.584000 Copyback: 0.017000 Sum: 0.026000 It 14,Best ac:0.003054 0.785714 fi:0.426000. Ave ac:0.009433,0.011678 Initialization: 5.569000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.145000 Kernel 1: 0.024000 Kernel 2: 78.537003 Copyback: 0.017000 Sum: 0.029000 It 15,Best ac:0.004441 0.592593 fi:0.556895. Ave ac:0.009346,0.012327 Initialization: 5.373000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.172000 Kernel 1: 0.023000 Kernel 2: 77.667000 Copyback: 0.017000 Sum: 0.026000 It 16,Best ac:0.003610 0.764706 fi:0.437884. Ave ac:0.008244,0.008366 Initialization: 5.520000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.137000 Kernel 1: 0.024000 Kernel 2: 71.543999 Copyback: 0.017000 Sum: 0.022000 It 17,Best ac:0.003331 0.750000 fi:0.466089. Ave ac:0.009280,0.011792 Initialization: 5.498000 Memcpy Classifiers: 0.353000 Memcpy Instances: 7.133000 Kernel 1: 0.023000 Kernel 2: 75.211998 Copyback: 0.022000 Sum: 0.027000 It 18,Best ac:0.003887 0.875000 fi:0.322248. Ave ac:0.009775,0.011694 Initialization: 5.484000 Memcpy Classifiers: 0.367000 Memcpy Instances: 7.156000 Kernel 1: 0.023000 Kernel 2: 74.755997 Copyback: 0.017000 Sum: 0.024000 It 19,Best ac:0.004999 0.750000 fi:0.423810. Ave ac:0.008837,0.010419 Initialization: 5.572000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.248000 Kernel 1: 0.022000 Kernel 2: 73.561996 Copyback: 0.016000 Sum: 0.026000 It 20,Best ac:0.004442 0.615385 fi:0.536726. Ave ac:0.009298,0.013616 Initialization: 5.531000 Memcpy Classifiers: 0.356000 Memcpy Instances: 7.235000 Kernel 1: 0.022000 Kernel 2: 73.339996 Copyback: 0.017000 Sum: 0.023000 It 21,Best ac:0.009159 0.532258 fi:0.594672. Ave ac:0.007530,0.012191 Initialization: 5.555000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.333000 Kernel 1: 0.022000 Kernel 2: 71.612999 Copyback: 0.017000 Sum: 0.022000 It 22,Best ac:0.003053 0.687500 fi:0.453098. Ave ac:0.009594,0.011481 Initialization: 5.512000 Memcpy Classifiers: 0.282000 Memcpy Instances: 7.630000 Kernel 1: 0.023000 Kernel 2: 67.999001 Copyback: 0.017000 Sum: 0.022000 It 23,Best ac:0.003608 0.722222 fi:0.430083. Ave ac:0.010646,0.014347 Initialization: 5.496000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.235000 Kernel 1: 0.021000 Kernel 2: 67.336998 Copyback: 0.018000 Sum: 0.025000 It 24,Best ac:0.004163 0.576923 fi:0.579151. Ave ac:0.009195,0.013106 Initialization: 5.496000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.143000 Kernel 1: 0.022000 Kernel 2: 66.149002 Copyback: 0.017000 Sum: 0.022000 It 25,Best ac:0.005830 0.700000 fi:0.452810. Ave ac:0.010765,0.013545 Initialization: 5.547000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.177000 Kernel 1: 0.024000 Kernel 2: 63.956001 Copyback: 0.016000 Sum: 0.021000 It 26,Best ac:0.003331 0.666667 fi:0.536078. Ave ac:0.009180,0.012124 Initialization: 5.502000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.156000 Kernel 1: 0.024000 Kernel 2: 67.535004 Copyback: 0.017000 Sum: 0.023000 It 27,Best ac:0.003053 0.687500 fi:0.485193. Ave ac:0.011798,0.017930 MDL Theory Length Weight: 3.3433517041 (10) Initialization: 5.526000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.138000 Kernel 1: 0.022000 Kernel 2: 64.301003 Copyback: 0.019000 Sum: 0.023000 It 28,Best ac:0.003054 0.785714 fi:0.365029. Ave ac:0.011832,0.012585 Initialization: 5.499000 Memcpy Classifiers: 0.319000 Memcpy Instances: 7.121000 Kernel 1: 0.023000 Kernel 2: 65.928001 Copyback: 0.017000 Sum: 0.022000 It 29,Best ac:0.001944 1.000000 fi:0.500606. Ave ac:0.008846,0.014697 Initialization: 5.553000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.010000 Kernel 1: 0.022000 Kernel 2: 64.584999 Copyback: 0.017000 Sum: 0.025000 It 30,Best ac:0.003054 0.733333 fi:0.443967. Ave ac:0.010516,0.016615 Initialization: 5.493000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.632000 Kernel 1: 0.023000 Kernel 2: 65.791000 Copyback: 0.017000 Sum: 0.021000 It 31,Best ac:0.004720 0.850000 fi:0.317286. Ave ac:0.011898,0.019628 Initialization: 5.522000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.161000 Kernel 1: 0.023000 Kernel 2: 65.359001 Copyback: 0.017000 Sum: 0.023000 It 32,Best ac:0.004164 0.652174 fi:0.494249. Ave ac:0.011897,0.019571 Initialization: 5.946000 Memcpy Classifiers: 0.311000 Memcpy Instances: 7.175000 Kernel 1: 0.022000 Kernel 2: 63.949001 Copyback: 0.017000 Sum: 0.021000 It 33,Best ac:0.003053 0.687500 fi:0.459541. Ave ac:0.012631,0.020208 Initialization: 30.202000 Memcpy Instances: 359.625000 Memcpy Classifiers: 0.068000 Kernel 1: 0.024000 Kernel 2: 528.940979 Copyback: 0.369000 Sum: 0.017000 Memcpy Classifiers: 0.061000 Kernel 1: 0.014000 Kernel 2: 541.687988 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.016000 Kernel 2: 518.749023 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 443.290985 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.066000 Kernel 1: 0.015000 Kernel 2: 552.591003 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 453.833008 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 539.546997 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.014000 Kernel 2: 541.703979 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.043000 Kernel 1: 0.014000 Kernel 2: 109.670998 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.004198 0.472795 fi:0.677589. Ave ac:0.013939,0.045218 Best acc 0.004198 0.472795 Initialization: 5.507000 Memcpy Classifiers: 0.558000 Memcpy Instances: 7.180000 Kernel 1: 0.022000 Kernel 2: 90.720001 Copyback: 0.018000 Sum: 0.044000 Initial population average accuracy1:0.005160 accuracy2:0.188451 Initialization: 5.552000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.137000 Kernel 1: 0.024000 Kernel 2: 92.944000 Copyback: 0.017000 Sum: 0.032000 It 0,Best ac:0.003055 0.478261 fi:0.621727. Ave ac:0.008548,0.012286 Initialization: 5.460000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.137000 Kernel 1: 0.024000 Kernel 2: 94.248001 Copyback: 0.017000 Sum: 0.026000 It 1,Best ac:0.003609 0.619048 fi:0.480631. Ave ac:0.009983,0.011512 Initialization: 5.460000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.239000 Kernel 1: 0.023000 Kernel 2: 95.028999 Copyback: 0.016000 Sum: 0.029000 It 2,Best ac:0.004164 0.500000 fi:0.599369. Ave ac:0.009459,0.010626 Initialization: 5.563000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.142000 Kernel 1: 0.024000 Kernel 2: 93.343002 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.004163 0.535714 fi:0.563658. Ave ac:0.008971,0.009752 Initialization: 5.516000 Memcpy Classifiers: 0.418000 Memcpy Instances: 7.132000 Kernel 1: 0.024000 Kernel 2: 90.830002 Copyback: 0.017000 Sum: 0.026000 It 4,Best ac:0.003886 0.636364 fi:0.463164. Ave ac:0.010225,0.010345 Initialization: 5.456000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.271000 Kernel 1: 0.022000 Kernel 2: 89.619003 Copyback: 0.017000 Sum: 0.030000 It 5,Best ac:0.002220 0.888889 fi:0.453022. Ave ac:0.008741,0.009349 Initialization: 5.487000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.137000 Kernel 1: 0.024000 Kernel 2: 88.348000 Copyback: 0.018000 Sum: 0.029000 It 6,Best ac:0.003610 0.619048 fi:0.480631. Ave ac:0.008560,0.008511 Initialization: 6.695000 Memcpy Classifiers: 0.417000 Memcpy Instances: 7.313000 Kernel 1: 0.022000 Kernel 2: 88.499001 Copyback: 0.016000 Sum: 0.031000 It 7,Best ac:0.003054 0.611111 fi:0.488880. Ave ac:0.008596,0.009596 Initialization: 5.485000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.177000 Kernel 1: 0.023000 Kernel 2: 88.625999 Copyback: 0.017000 Sum: 0.030000 It 8,Best ac:0.003332 0.631579 fi:0.468255. Ave ac:0.007414,0.007367 Initialization: 5.538000 Memcpy Classifiers: 0.424000 Memcpy Instances: 7.227000 Kernel 1: 0.023000 Kernel 2: 87.712997 Copyback: 0.017000 Sum: 0.028000 It 9,Best ac:0.003054 0.785714 fi:0.314274. Ave ac:0.007250,0.007058 Iteration 10:MDL fitness activated Error 0.314274 TL 0.035129 MDL Theory Length Weight: 2.9821004768 (1) Initialization: 5.493000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.128000 Kernel 1: 0.024000 Kernel 2: 89.153999 Copyback: 0.017000 Sum: 0.033000 It 10,Best ac:0.002776 0.714286 fi:0.549756. Ave ac:0.005743,0.005078 Initialization: 5.434000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.137000 Kernel 1: 0.023000 Kernel 2: 88.566002 Copyback: 0.017000 Sum: 0.033000 It 11,Best ac:0.010547 0.575758 fi:0.599202. Ave ac:0.006143,0.006314 Initialization: 5.542000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.137000 Kernel 1: 0.023000 Kernel 2: 87.237000 Copyback: 0.017000 Sum: 0.030000 It 12,Best ac:0.003054 0.733333 fi:0.454688. Ave ac:0.007629,0.006819 Initialization: 5.548000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.147000 Kernel 1: 0.023000 Kernel 2: 86.227997 Copyback: 0.017000 Sum: 0.033000 It 13,Best ac:0.003331 0.857143 fi:0.327124. Ave ac:0.007497,0.007971 Initialization: 5.523000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.136000 Kernel 1: 0.023000 Kernel 2: 85.523003 Copyback: 0.017000 Sum: 0.029000 It 14,Best ac:0.003332 0.800000 fi:0.414821. Ave ac:0.007506,0.007473 Initialization: 5.488000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.250000 Kernel 1: 0.022000 Kernel 2: 83.676003 Copyback: 0.373000 Sum: 0.027000 It 15,Best ac:0.003331 0.750000 fi:0.410964. Ave ac:0.007759,0.007348 Initialization: 6.058000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.152000 Kernel 1: 0.023000 Kernel 2: 84.015999 Copyback: 0.017000 Sum: 0.032000 It 16,Best ac:0.003053 0.647059 fi:0.531133. Ave ac:0.008495,0.008898 Initialization: 5.618000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.123000 Kernel 1: 0.023000 Kernel 2: 86.248001 Copyback: 0.017000 Sum: 0.028000 It 17,Best ac:0.008053 0.604167 fi:0.582889. Ave ac:0.007612,0.008066 Initialization: 5.661000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.132000 Kernel 1: 0.023000 Kernel 2: 87.044998 Copyback: 0.017000 Sum: 0.027000 It 18,Best ac:0.003054 0.687500 fi:0.464436. Ave ac:0.009239,0.008488 Initialization: 5.477000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.160000 Kernel 1: 0.024000 Kernel 2: 80.995003 Copyback: 0.017000 Sum: 0.032000 It 19,Best ac:0.004163 0.652174 fi:0.517433. Ave ac:0.009180,0.010506 Initialization: 5.474000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.129000 Kernel 1: 0.024000 Kernel 2: 81.636002 Copyback: 0.017000 Sum: 0.034000 It 20,Best ac:0.003608 0.684211 fi:0.470384. Ave ac:0.008604,0.009464 Initialization: 6.042000 Memcpy Classifiers: 0.381000 Memcpy Instances: 7.152000 Kernel 1: 0.023000 Kernel 2: 80.601997 Copyback: 0.017000 Sum: 0.028000 It 21,Best ac:0.003054 0.733333 fi:0.432794. Ave ac:0.008970,0.010072 Initialization: 5.530000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.347000 Kernel 1: 0.023000 Kernel 2: 81.141998 Copyback: 0.017000 Sum: 0.028000 It 22,Best ac:0.004443 0.640000 fi:0.552573. Ave ac:0.007455,0.008748 MDL Theory Length Weight: 2.6838904292 (10) Initialization: 5.473000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.126000 Kernel 1: 0.024000 Kernel 2: 82.379997 Copyback: 0.017000 Sum: 0.027000 It 23,Best ac:0.003888 0.736842 fi:0.431872. Ave ac:0.009180,0.009872 Initialization: 6.031000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.216000 Kernel 1: 0.023000 Kernel 2: 78.333000 Copyback: 0.017000 Sum: 0.030000 It 24,Best ac:0.004997 0.620690 fi:0.540942. Ave ac:0.009477,0.011953 Initialization: 5.486000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.170000 Kernel 1: 0.023000 Kernel 2: 78.888000 Copyback: 0.017000 Sum: 0.029000 It 25,Best ac:0.003332 0.857143 fi:0.321145. Ave ac:0.008840,0.010789 Initialization: 5.503000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.122000 Kernel 1: 0.024000 Kernel 2: 79.669998 Copyback: 0.018000 Sum: 0.027000 It 26,Best ac:0.003332 0.666667 fi:0.490582. Ave ac:0.011515,0.015274 Initialization: 5.557000 Memcpy Classifiers: 0.339000 Memcpy Instances: 7.208000 Kernel 1: 0.022000 Kernel 2: 77.426003 Copyback: 0.017000 Sum: 0.030000 It 27,Best ac:0.006106 0.611111 fi:0.538829. Ave ac:0.009001,0.010737 Initialization: 5.496000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.584000 Kernel 1: 0.022000 Kernel 2: 79.289001 Copyback: 0.017000 Sum: 0.031000 It 28,Best ac:0.003610 0.722222 fi:0.454243. Ave ac:0.011012,0.012791 Initialization: 5.638000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.158000 Kernel 1: 0.023000 Kernel 2: 76.929001 Copyback: 0.017000 Sum: 0.028000 It 29,Best ac:0.003053 0.733333 fi:0.434455. Ave ac:0.007935,0.007410 Initialization: 5.525000 Memcpy Classifiers: 0.385000 Memcpy Instances: 7.190000 Kernel 1: 0.023000 Kernel 2: 80.372002 Copyback: 0.017000 Sum: 0.029000 It 30,Best ac:0.003608 0.764706 fi:0.440421. Ave ac:0.007947,0.009542 Initialization: 5.468000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.662000 Kernel 1: 0.022000 Kernel 2: 80.655998 Copyback: 0.017000 Sum: 0.029000 It 31,Best ac:0.003331 0.750000 fi:0.433101. Ave ac:0.007364,0.006508 Initialization: 5.468000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.629000 Kernel 1: 0.023000 Kernel 2: 78.956001 Copyback: 0.017000 Sum: 0.028000 It 32,Best ac:0.003331 0.750000 fi:0.432241. Ave ac:0.006311,0.006329 Initialization: 5.536000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.127000 Kernel 1: 0.024000 Kernel 2: 79.766998 Copyback: 0.017000 Sum: 0.029000 It 33,Best ac:0.005552 0.645161 fi:0.516619. Ave ac:0.006692,0.006391 Initialization: 29.709999 Memcpy Instances: 356.786011 Memcpy Classifiers: 0.075000 Kernel 1: 0.023000 Kernel 2: 644.815979 Copyback: 0.015000 Sum: 0.017000 Memcpy Classifiers: 0.075000 Kernel 1: 0.014000 Kernel 2: 641.312012 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.074000 Kernel 1: 0.015000 Kernel 2: 640.039001 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.074000 Kernel 1: 0.014000 Kernel 2: 640.663025 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.014000 Kernel 2: 637.807007 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.074000 Kernel 1: 0.014000 Kernel 2: 646.008972 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.074000 Kernel 1: 0.013000 Kernel 2: 636.495972 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.075000 Kernel 1: 0.013000 Kernel 2: 625.768005 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.042000 Kernel 1: 0.014000 Kernel 2: 116.958000 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.003776 0.530421 fi:0.651571. Ave ac:0.007297,0.019819 Best acc 0.003776 0.530421 Rule:Att PSSM_-4_11 is [-5.346491,-0.536859]|Att PSSM_-3_2 is [-4.032675,2.735278]|Att PSSM_-3_3 is [<7.625348]|Att PSSM_-3_7 is [<0.645363]|Att PSSM_-2_7 is [<-1.487928]|Att PSSM_-1_12 is [-6.104074,-0.593465]|Att PSSM_0_4 is [<-2.378900]|Att PSSM_0_6 is [<-2.090773]|Att PSSM_1_15 is [<1.497076]|Att PSSM_3_15 is [<6.641487]|Att PSSM_4_2 is [-5.988126,1.184897]|1 Accuracy : 0.788389 0 1 146626 17454 32198 38360 Removed 1282 instances. 178824 Instances left. Acc of rule 0.003776-0.530421 Initialization: 5.454000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.075000 Kernel 1: 0.024000 Kernel 2: 88.783997 Copyback: 0.018000 Sum: 0.041000 Initial population average accuracy1:0.004598 accuracy2:0.171850 Initialization: 5.514000 Memcpy Classifiers: 0.504000 Memcpy Instances: 7.120000 Kernel 1: 0.022000 Kernel 2: 94.128998 Copyback: 0.017000 Sum: 0.047000 It 0,Best ac:0.006152 0.385965 fi:0.712252. Ave ac:0.008790,0.010563 Initialization: 5.435000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.154000 Kernel 1: 0.024000 Kernel 2: 99.518997 Copyback: 0.017000 Sum: 0.030000 It 1,Best ac:0.010064 0.455696 fi:0.640310. Ave ac:0.010062,0.011101 Initialization: 5.502000 Memcpy Classifiers: 0.470000 Memcpy Instances: 7.578000 Kernel 1: 0.022000 Kernel 2: 97.183998 Copyback: 0.017000 Sum: 0.030000 It 2,Best ac:0.003075 0.407407 fi:0.692546. Ave ac:0.010823,0.013133 Initialization: 5.509000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.546000 Kernel 1: 0.023000 Kernel 2: 97.476997 Copyback: 0.017000 Sum: 0.029000 It 3,Best ac:0.005591 0.526316 fi:0.572217. Ave ac:0.008996,0.009831 Initialization: 5.490000 Memcpy Classifiers: 0.476000 Memcpy Instances: 7.121000 Kernel 1: 0.023000 Kernel 2: 98.967003 Copyback: 0.017000 Sum: 0.029000 It 4,Best ac:0.005312 0.463415 fi:0.635276. Ave ac:0.008453,0.009405 Initialization: 5.550000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.094000 Kernel 1: 0.023000 Kernel 2: 98.081001 Copyback: 0.017000 Sum: 0.028000 It 5,Best ac:0.003914 0.608696 fi:0.490785. Ave ac:0.008145,0.008145 Initialization: 5.550000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.175000 Kernel 1: 0.023000 Kernel 2: 98.000999 Copyback: 0.017000 Sum: 0.028000 It 6,Best ac:0.005313 0.558824 fi:0.539867. Ave ac:0.007053,0.006597 Initialization: 5.470000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.581000 Kernel 1: 0.022000 Kernel 2: 99.286003 Copyback: 0.017000 Sum: 0.029000 It 7,Best ac:0.004193 0.625000 fi:0.474322. Ave ac:0.008304,0.009037 Initialization: 5.510000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.150000 Kernel 1: 0.024000 Kernel 2: 99.746002 Copyback: 0.023000 Sum: 0.035000 It 8,Best ac:0.003356 0.705882 fi:0.393914. Ave ac:0.006747,0.006308 Initialization: 5.459000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.111000 Kernel 1: 0.023000 Kernel 2: 97.910004 Copyback: 0.017000 Sum: 0.030000 It 9,Best ac:0.003075 0.523810 fi:0.576144. Ave ac:0.006455,0.007934 Iteration 10:MDL fitness activated Error 0.576144 TL 0.045559 MDL Theory Length Weight: 4.2153761841 (2) Initialization: 5.968000 Memcpy Classifiers: 0.399000 Memcpy Instances: 7.306000 Kernel 1: 0.023000 Kernel 2: 96.337997 Copyback: 0.016000 Sum: 0.030000 It 10,Best ac:0.003635 0.650000 fi:0.611587. Ave ac:0.006833,0.006879 Initialization: 5.940000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.121000 Kernel 1: 0.023000 Kernel 2: 91.001999 Copyback: 0.018000 Sum: 0.033000 It 11,Best ac:0.003914 0.777778 fi:0.446627. Ave ac:0.008257,0.011739 Initialization: 5.453000 Memcpy Classifiers: 0.360000 Memcpy Instances: 7.071000 Kernel 1: 0.024000 Kernel 2: 86.393997 Copyback: 0.017000 Sum: 0.033000 It 12,Best ac:0.003634 0.590909 fi:0.651504. Ave ac:0.006583,0.006523 Initialization: 5.566000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.073000 Kernel 1: 0.023000 Kernel 2: 82.727997 Copyback: 0.017000 Sum: 0.039000 It 13,Best ac:0.003075 0.647059 fi:0.558836. Ave ac:0.008071,0.010351 Initialization: 5.443000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.094000 Kernel 1: 0.023000 Kernel 2: 82.595001 Copyback: 0.017000 Sum: 0.030000 It 14,Best ac:0.006152 0.709677 fi:0.504468. Ave ac:0.009459,0.011338 Initialization: 5.443000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.076000 Kernel 1: 0.024000 Kernel 2: 85.884003 Copyback: 0.016000 Sum: 0.027000 It 15,Best ac:0.003914 0.700000 fi:0.552565. Ave ac:0.006866,0.008069 Initialization: 5.432000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.122000 Kernel 1: 0.023000 Kernel 2: 85.184998 Copyback: 0.017000 Sum: 0.030000 It 16,Best ac:0.003356 0.631579 fi:0.529868. Ave ac:0.007748,0.010825 Initialization: 5.718000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.097000 Kernel 1: 0.023000 Kernel 2: 81.914001 Copyback: 0.017000 Sum: 0.033000 It 17,Best ac:0.003357 0.571429 fi:0.590016. Ave ac:0.008937,0.013417 Initialization: 5.764000 Memcpy Classifiers: 0.325000 Memcpy Instances: 7.654000 Kernel 1: 0.023000 Kernel 2: 76.947998 Copyback: 0.016000 Sum: 0.031000 It 18,Best ac:0.007550 0.586957 fi:0.621656. Ave ac:0.009756,0.013809 Initialization: 5.975000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.395000 Kernel 1: 0.022000 Kernel 2: 76.338997 Copyback: 0.017000 Sum: 0.026000 It 19,Best ac:0.003914 0.583333 fi:0.594551. Ave ac:0.009555,0.013123 Initialization: 5.565000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.092000 Kernel 1: 0.023000 Kernel 2: 72.626999 Copyback: 0.016000 Sum: 0.025000 It 20,Best ac:0.005871 0.617647 fi:0.535804. Ave ac:0.012341,0.018552 MDL Theory Length Weight: 3.7938385657 (10) Initialization: 5.546000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.074000 Kernel 1: 0.023000 Kernel 2: 71.137001 Copyback: 0.017000 Sum: 0.021000 It 21,Best ac:0.003076 0.733333 fi:0.512374. Ave ac:0.010639,0.017798 Initialization: 5.444000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.072000 Kernel 1: 0.023000 Kernel 2: 70.788002 Copyback: 0.017000 Sum: 0.021000 It 22,Best ac:0.003076 0.687500 fi:0.506133. Ave ac:0.011461,0.020246 Initialization: 5.504000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.077000 Kernel 1: 0.022000 Kernel 2: 70.800003 Copyback: 0.017000 Sum: 0.022000 It 23,Best ac:0.004193 0.535714 fi:0.608632. Ave ac:0.011440,0.018166 Initialization: 5.559000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.081000 Kernel 1: 0.023000 Kernel 2: 68.412003 Copyback: 0.017000 Sum: 0.022000 It 24,Best ac:0.003076 0.733333 fi:0.482625. Ave ac:0.016107,0.027415 Initialization: 5.529000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.215000 Kernel 1: 0.022000 Kernel 2: 68.139999 Copyback: 0.017000 Sum: 0.024000 It 25,Best ac:0.004754 0.653846 fi:0.531211. Ave ac:0.012056,0.020784 Initialization: 5.478000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.112000 Kernel 1: 0.022000 Kernel 2: 66.258003 Copyback: 0.017000 Sum: 0.022000 It 26,Best ac:0.008389 0.508475 fi:0.634883. Ave ac:0.011937,0.022181 Initialization: 5.980000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.100000 Kernel 1: 0.022000 Kernel 2: 66.828003 Copyback: 0.016000 Sum: 0.023000 It 27,Best ac:0.003356 0.750000 fi:0.405849. Ave ac:0.015576,0.027709 Initialization: 6.353000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.136000 Kernel 1: 0.024000 Kernel 2: 63.511002 Copyback: 0.017000 Sum: 0.023000 It 28,Best ac:0.003355 0.631579 fi:0.524247. Ave ac:0.010840,0.016889 Initialization: 5.511000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.584000 Kernel 1: 0.023000 Kernel 2: 60.523998 Copyback: 0.016000 Sum: 0.034000 It 29,Best ac:0.003356 0.750000 fi:0.483201. Ave ac:0.011697,0.023388 Initialization: 5.486000 Memcpy Classifiers: 0.391000 Memcpy Instances: 7.303000 Kernel 1: 0.023000 Kernel 2: 61.648998 Copyback: 0.017000 Sum: 0.022000 It 30,Best ac:0.003356 0.521739 fi:0.631960. Ave ac:0.011707,0.022471 Initialization: 5.514000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.098000 Kernel 1: 0.023000 Kernel 2: 62.391998 Copyback: 0.017000 Sum: 0.023000 It 31,Best ac:0.007548 0.600000 fi:0.569362. Ave ac:0.015491,0.025617 Initialization: 5.549000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.083000 Kernel 1: 0.023000 Kernel 2: 61.754002 Copyback: 0.017000 Sum: 0.023000 It 32,Best ac:0.003635 0.866667 fi:0.289839. Ave ac:0.016941,0.030726 Initialization: 5.442000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.132000 Kernel 1: 0.023000 Kernel 2: 61.312000 Copyback: 0.017000 Sum: 0.022000 It 33,Best ac:0.002796 0.769231 fi:0.415656. Ave ac:0.014171,0.028616 Initialization: 30.135000 Memcpy Instances: 355.765015 Memcpy Classifiers: 0.094000 Kernel 1: 0.024000 Kernel 2: 538.132019 Copyback: 0.368000 Sum: 0.015000 Memcpy Classifiers: 0.093000 Kernel 1: 0.014000 Kernel 2: 542.215027 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.093000 Kernel 1: 0.013000 Kernel 2: 530.252014 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.093000 Kernel 1: 0.013000 Kernel 2: 527.937012 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.092000 Kernel 1: 0.013000 Kernel 2: 539.323975 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.093000 Kernel 1: 0.014000 Kernel 2: 539.260010 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.093000 Kernel 1: 0.013000 Kernel 2: 540.257996 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.099000 Kernel 1: 0.013000 Kernel 2: 424.428009 Copyback: 0.015000 Sum: 0.002000 It 34,Best ac:0.051973 0.395860 fi:0.718221. Ave ac:0.012527,0.039107 Best acc 0.051973 0.395860 Initialization: 6.027000 Memcpy Classifiers: 0.596000 Memcpy Instances: 7.159000 Kernel 1: 0.023000 Kernel 2: 89.440002 Copyback: 0.017000 Sum: 0.047000 Initial population average accuracy1:0.005243 accuracy2:0.171025 Initialization: 5.716000 Memcpy Classifiers: 0.506000 Memcpy Instances: 7.119000 Kernel 1: 0.023000 Kernel 2: 96.056999 Copyback: 0.017000 Sum: 0.034000 It 0,Best ac:0.005032 0.391304 fi:0.707544. Ave ac:0.009403,0.011977 Initialization: 5.483000 Memcpy Classifiers: 0.488000 Memcpy Instances: 7.088000 Kernel 1: 0.023000 Kernel 2: 98.253998 Copyback: 0.025000 Sum: 0.037000 It 1,Best ac:0.003076 0.478261 fi:0.621693. Ave ac:0.010345,0.011962 Initialization: 5.962000 Memcpy Classifiers: 0.506000 Memcpy Instances: 7.440000 Kernel 1: 0.022000 Kernel 2: 92.779999 Copyback: 0.017000 Sum: 0.027000 It 2,Best ac:0.005312 0.542857 fi:0.555834. Ave ac:0.009562,0.011678 Initialization: 5.472000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.108000 Kernel 1: 0.023000 Kernel 2: 89.896004 Copyback: 0.017000 Sum: 0.026000 It 3,Best ac:0.003915 0.583333 fi:0.516147. Ave ac:0.009774,0.012553 Initialization: 5.415000 Memcpy Classifiers: 0.467000 Memcpy Instances: 7.128000 Kernel 1: 0.024000 Kernel 2: 88.108002 Copyback: 0.017000 Sum: 0.031000 It 4,Best ac:0.001957 1.000000 fi:0.411654. Ave ac:0.009687,0.013035 Initialization: 5.811000 Memcpy Classifiers: 0.435000 Memcpy Instances: 7.350000 Kernel 1: 0.023000 Kernel 2: 86.890999 Copyback: 0.016000 Sum: 0.027000 It 5,Best ac:0.003635 0.590909 fi:0.508729. Ave ac:0.008141,0.010547 Initialization: 5.470000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.604000 Kernel 1: 0.023000 Kernel 2: 89.112000 Copyback: 0.017000 Sum: 0.029000 It 6,Best ac:0.003355 0.666667 fi:0.433129. Ave ac:0.007453,0.009831 Initialization: 5.562000 Memcpy Classifiers: 0.470000 Memcpy Instances: 7.071000 Kernel 1: 0.023000 Kernel 2: 89.319000 Copyback: 0.016000 Sum: 0.028000 It 7,Best ac:0.003075 0.733333 fi:0.366621. Ave ac:0.008665,0.010347 Initialization: 5.488000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.095000 Kernel 1: 0.023000 Kernel 2: 90.438004 Copyback: 0.017000 Sum: 0.038000 It 8,Best ac:0.004753 0.586207 fi:0.512800. Ave ac:0.007405,0.007244 Initialization: 5.455000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.107000 Kernel 1: 0.024000 Kernel 2: 89.967003 Copyback: 0.017000 Sum: 0.028000 It 9,Best ac:0.005591 0.571429 fi:0.527104. Ave ac:0.006851,0.007122 Iteration 10:MDL fitness activated Error 0.527104 TL 0.029975 MDL Theory Length Weight: 5.8616115872 (3) Initialization: 5.451000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.082000 Kernel 1: 0.023000 Kernel 2: 91.737000 Copyback: 0.017000 Sum: 0.027000 It 10,Best ac:0.003916 0.700000 fi:0.571664. Ave ac:0.009606,0.010784 Initialization: 5.399000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.143000 Kernel 1: 0.023000 Kernel 2: 86.396004 Copyback: 0.017000 Sum: 0.028000 It 11,Best ac:0.003076 0.733333 fi:0.486168. Ave ac:0.007724,0.008980 Initialization: 5.467000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.628000 Kernel 1: 0.023000 Kernel 2: 82.862000 Copyback: 0.017000 Sum: 0.034000 It 12,Best ac:0.002516 0.900000 fi:0.521627. Ave ac:0.009586,0.013163 Initialization: 5.592000 Memcpy Classifiers: 0.353000 Memcpy Instances: 7.081000 Kernel 1: 0.024000 Kernel 2: 83.939003 Copyback: 0.016000 Sum: 0.029000 It 13,Best ac:0.004474 0.571429 fi:0.670691. Ave ac:0.008313,0.010936 Initialization: 5.468000 Memcpy Classifiers: 0.342000 Memcpy Instances: 7.107000 Kernel 1: 0.023000 Kernel 2: 80.176003 Copyback: 0.017000 Sum: 0.029000 It 14,Best ac:0.003355 0.545455 fi:0.646489. Ave ac:0.010274,0.013406 Initialization: 5.468000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.112000 Kernel 1: 0.023000 Kernel 2: 78.413002 Copyback: 0.017000 Sum: 0.026000 It 15,Best ac:0.005872 0.600000 fi:0.590539. Ave ac:0.012859,0.015634 Initialization: 5.400000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.114000 Kernel 1: 0.023000 Kernel 2: 75.816002 Copyback: 0.370000 Sum: 0.028000 It 16,Best ac:0.008669 0.645833 fi:0.525723. Ave ac:0.015598,0.018155 Initialization: 5.476000 Memcpy Classifiers: 0.301000 Memcpy Instances: 7.077000 Kernel 1: 0.023000 Kernel 2: 74.453003 Copyback: 0.017000 Sum: 0.028000 It 17,Best ac:0.003914 0.875000 fi:0.362676. Ave ac:0.013595,0.017282 Initialization: 5.473000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.092000 Kernel 1: 0.024000 Kernel 2: 71.625999 Copyback: 0.016000 Sum: 0.021000 It 18,Best ac:0.010347 0.521127 fi:0.657043. Ave ac:0.012338,0.020517 Initialization: 5.463000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.077000 Kernel 1: 0.023000 Kernel 2: 71.015999 Copyback: 0.017000 Sum: 0.022000 It 19,Best ac:0.003355 0.631579 fi:0.520127. Ave ac:0.013810,0.018232 Initialization: 5.519000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.100000 Kernel 1: 0.023000 Kernel 2: 72.942001 Copyback: 0.016000 Sum: 0.021000 It 20,Best ac:0.003634 0.650000 fi:0.564424. Ave ac:0.013263,0.020462 Initialization: 5.457000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.095000 Kernel 1: 0.023000 Kernel 2: 72.602997 Copyback: 0.017000 Sum: 0.022000 It 21,Best ac:0.004195 0.600000 fi:0.569189. Ave ac:0.013988,0.023033 Initialization: 5.439000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.105000 Kernel 1: 0.024000 Kernel 2: 74.856003 Copyback: 0.018000 Sum: 0.024000 It 22,Best ac:0.005032 0.782609 fi:0.421078. Ave ac:0.014417,0.021403 Initialization: 5.340000 Memcpy Classifiers: 0.282000 Memcpy Instances: 7.081000 Kernel 1: 0.024000 Kernel 2: 72.606003 Copyback: 0.018000 Sum: 0.022000 It 23,Best ac:0.003076 0.687500 fi:0.539257. Ave ac:0.014500,0.018454 Initialization: 5.498000 Memcpy Classifiers: 0.301000 Memcpy Instances: 7.443000 Kernel 1: 0.023000 Kernel 2: 71.632004 Copyback: 0.017000 Sum: 0.023000 It 24,Best ac:0.003355 0.571429 fi:0.612512. Ave ac:0.015174,0.019847 Initialization: 5.490000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.076000 Kernel 1: 0.024000 Kernel 2: 71.210999 Copyback: 0.017000 Sum: 0.021000 It 25,Best ac:0.003635 0.812500 fi:0.324538. Ave ac:0.013289,0.015212 Initialization: 5.442000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.084000 Kernel 1: 0.023000 Kernel 2: 71.441002 Copyback: 0.017000 Sum: 0.021000 It 26,Best ac:0.005313 0.760000 fi:0.434079. Ave ac:0.013216,0.016505 Initialization: 5.417000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.113000 Kernel 1: 0.023000 Kernel 2: 72.613998 Copyback: 0.020000 Sum: 0.025000 It 27,Best ac:0.006430 0.605263 fi:0.597634. Ave ac:0.012402,0.016393 Initialization: 5.438000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.147000 Kernel 1: 0.023000 Kernel 2: 68.587997 Copyback: 0.017000 Sum: 0.022000 It 28,Best ac:0.010067 0.553846 fi:0.598322. Ave ac:0.015286,0.020607 Initialization: 5.491000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.085000 Kernel 1: 0.023000 Kernel 2: 71.678001 Copyback: 0.017000 Sum: 0.021000 It 29,Best ac:0.004473 0.800000 fi:0.374873. Ave ac:0.014897,0.017619 Initialization: 5.463000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.098000 Kernel 1: 0.023000 Kernel 2: 71.427002 Copyback: 0.017000 Sum: 0.024000 It 30,Best ac:0.004193 0.681818 fi:0.532098. Ave ac:0.008476,0.011646 Initialization: 5.471000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.139000 Kernel 1: 0.023000 Kernel 2: 71.367996 Copyback: 0.017000 Sum: 0.022000 It 31,Best ac:0.004195 0.714286 fi:0.454036. Ave ac:0.013457,0.018254 Initialization: 5.411000 Memcpy Classifiers: 0.247000 Memcpy Instances: 7.104000 Kernel 1: 0.023000 Kernel 2: 70.751999 Copyback: 0.017000 Sum: 0.022000 It 32,Best ac:0.003075 0.733333 fi:0.483496. Ave ac:0.012045,0.015748 Initialization: 5.484000 Memcpy Classifiers: 0.227000 Memcpy Instances: 7.069000 Kernel 1: 0.023000 Kernel 2: 70.264000 Copyback: 0.017000 Sum: 0.022000 It 33,Best ac:0.002796 0.833333 fi:0.398210. Ave ac:0.010249,0.012676 Initialization: 30.007999 Memcpy Instances: 353.595001 Memcpy Classifiers: 0.070000 Kernel 1: 0.023000 Kernel 2: 614.369019 Copyback: 0.016000 Sum: 0.013000 Memcpy Classifiers: 0.064000 Kernel 1: 0.016000 Kernel 2: 597.830994 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.014000 Kernel 2: 600.088989 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.069000 Kernel 1: 0.013000 Kernel 2: 592.815979 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.014000 Kernel 2: 582.395020 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.014000 Kernel 2: 595.841003 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.069000 Kernel 1: 0.013000 Kernel 2: 570.937988 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.077000 Kernel 1: 0.013000 Kernel 2: 482.868011 Copyback: 0.015000 Sum: 0.003000 It 34,Best ac:0.003456 0.453079 fi:0.730805. Ave ac:0.014949,0.043109 Best acc 0.003456 0.453079 Initialization: 5.630000 Memcpy Classifiers: 0.539000 Memcpy Instances: 7.077000 Kernel 1: 0.025000 Kernel 2: 88.748001 Copyback: 0.017000 Sum: 0.044000 Initial population average accuracy1:0.004829 accuracy2:0.181629 Initialization: 5.511000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.132000 Kernel 1: 0.023000 Kernel 2: 96.924004 Copyback: 0.018000 Sum: 0.035000 It 0,Best ac:0.004473 0.432432 fi:0.666732. Ave ac:0.009098,0.011808 Initialization: 6.013000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.156000 Kernel 1: 0.023000 Kernel 2: 94.433998 Copyback: 0.017000 Sum: 0.032000 It 1,Best ac:0.004195 0.517241 fi:0.582081. Ave ac:0.011126,0.011924 Initialization: 5.463000 Memcpy Classifiers: 0.452000 Memcpy Instances: 7.102000 Kernel 1: 0.024000 Kernel 2: 94.514999 Copyback: 0.017000 Sum: 0.029000 It 2,Best ac:0.005871 0.477273 fi:0.621102. Ave ac:0.009882,0.010053 Initialization: 5.421000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.110000 Kernel 1: 0.023000 Kernel 2: 93.013000 Copyback: 0.017000 Sum: 0.033000 It 3,Best ac:0.005591 0.571429 fi:0.527104. Ave ac:0.008827,0.009336 Initialization: 6.876000 Memcpy Classifiers: 0.435000 Memcpy Instances: 7.412000 Kernel 1: 0.023000 Kernel 2: 91.361000 Copyback: 0.017000 Sum: 0.028000 It 4,Best ac:0.003076 0.611111 fi:0.488843. Ave ac:0.009702,0.011151 Initialization: 5.507000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.186000 Kernel 1: 0.023000 Kernel 2: 89.936996 Copyback: 0.017000 Sum: 0.028000 It 5,Best ac:0.002796 0.666667 fi:0.492839. Ave ac:0.007823,0.007649 Initialization: 5.478000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.105000 Kernel 1: 0.023000 Kernel 2: 92.430000 Copyback: 0.017000 Sum: 0.032000 It 6,Best ac:0.005593 0.571429 fi:0.527104. Ave ac:0.008292,0.007458 Initialization: 5.517000 Memcpy Classifiers: 0.486000 Memcpy Instances: 7.073000 Kernel 1: 0.023000 Kernel 2: 95.658997 Copyback: 0.017000 Sum: 0.028000 It 7,Best ac:0.005312 0.655172 fi:0.443518. Ave ac:0.006914,0.006624 Initialization: 5.497000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.067000 Kernel 1: 0.023000 Kernel 2: 91.967003 Copyback: 0.018000 Sum: 0.027000 It 8,Best ac:0.008110 0.527273 fi:0.569839. Ave ac:0.007298,0.007511 Initialization: 5.484000 Memcpy Classifiers: 0.470000 Memcpy Instances: 7.068000 Kernel 1: 0.022000 Kernel 2: 92.889999 Copyback: 0.017000 Sum: 0.032000 It 9,Best ac:0.002237 1.000000 fi:0.326559. Ave ac:0.008116,0.007104 Iteration 10:MDL fitness activated Error 0.326559 TL 0.047483 MDL Theory Length Weight: 2.2924555138 (1) Initialization: 5.485000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.570000 Kernel 1: 0.022000 Kernel 2: 96.987999 Copyback: 0.019000 Sum: 0.032000 It 10,Best ac:0.003075 0.647059 fi:0.525348. Ave ac:0.006569,0.006581 Initialization: 5.466000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.076000 Kernel 1: 0.023000 Kernel 2: 94.447998 Copyback: 0.018000 Sum: 0.031000 It 11,Best ac:0.007271 0.604651 fi:0.549032. Ave ac:0.007467,0.005855 Initialization: 5.462000 Memcpy Classifiers: 0.456000 Memcpy Instances: 7.114000 Kernel 1: 0.024000 Kernel 2: 90.583000 Copyback: 0.017000 Sum: 0.036000 It 12,Best ac:0.002796 0.714286 fi:0.511072. Ave ac:0.007256,0.008885 Initialization: 5.466000 Memcpy Classifiers: 0.381000 Memcpy Instances: 7.071000 Kernel 1: 0.023000 Kernel 2: 88.536003 Copyback: 0.017000 Sum: 0.033000 It 13,Best ac:0.007271 0.530612 fi:0.620415. Ave ac:0.006137,0.007108 Initialization: 5.448000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.078000 Kernel 1: 0.024000 Kernel 2: 88.333000 Copyback: 0.017000 Sum: 0.036000 It 14,Best ac:0.005872 0.636364 fi:0.527243. Ave ac:0.010030,0.011472 Initialization: 5.445000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.548000 Kernel 1: 0.022000 Kernel 2: 88.103996 Copyback: 0.017000 Sum: 0.031000 It 15,Best ac:0.003075 0.687500 fi:0.471032. Ave ac:0.009553,0.010075 Initialization: 5.518000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.078000 Kernel 1: 0.023000 Kernel 2: 86.754997 Copyback: 0.018000 Sum: 0.031000 It 16,Best ac:0.004474 0.533333 fi:0.614687. Ave ac:0.005994,0.007297 Initialization: 5.449000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.077000 Kernel 1: 0.023000 Kernel 2: 84.693001 Copyback: 0.017000 Sum: 0.035000 It 17,Best ac:0.003356 0.631579 fi:0.529732. Ave ac:0.008937,0.009116 Initialization: 5.493000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.099000 Kernel 1: 0.023000 Kernel 2: 86.834999 Copyback: 0.017000 Sum: 0.031000 It 18,Best ac:0.003355 0.666667 fi:0.509787. Ave ac:0.008985,0.008015 Initialization: 5.516000 Memcpy Classifiers: 0.399000 Memcpy Instances: 7.096000 Kernel 1: 0.023000 Kernel 2: 85.082001 Copyback: 0.017000 Sum: 0.030000 It 19,Best ac:0.003075 0.687500 fi:0.493709. Ave ac:0.007216,0.006957 Initialization: 5.555000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.088000 Kernel 1: 0.024000 Kernel 2: 84.438004 Copyback: 0.017000 Sum: 0.031000 It 20,Best ac:0.003914 0.933333 fi:0.243105. Ave ac:0.009028,0.008401 Initialization: 5.497000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.095000 Kernel 1: 0.023000 Kernel 2: 84.865997 Copyback: 0.017000 Sum: 0.031000 It 21,Best ac:0.002796 0.769231 fi:0.477242. Ave ac:0.005742,0.005009 Initialization: 5.462000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.865000 Kernel 1: 0.023000 Kernel 2: 84.679001 Copyback: 0.017000 Sum: 0.029000 It 22,Best ac:0.002796 0.769231 fi:0.456041. Ave ac:0.007016,0.006530 Initialization: 5.451000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.072000 Kernel 1: 0.024000 Kernel 2: 80.611000 Copyback: 0.017000 Sum: 0.035000 It 23,Best ac:0.005591 0.606061 fi:0.530733. Ave ac:0.007073,0.008600 Initialization: 5.544000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.067000 Kernel 1: 0.024000 Kernel 2: 81.876999 Copyback: 0.017000 Sum: 0.030000 It 24,Best ac:0.004473 0.695652 fi:0.450869. Ave ac:0.007573,0.007482 Initialization: 5.462000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.182000 Kernel 1: 0.023000 Kernel 2: 78.039001 Copyback: 0.017000 Sum: 0.030000 It 25,Best ac:0.004474 0.551724 fi:0.595634. Ave ac:0.007365,0.007601 Initialization: 5.448000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.109000 Kernel 1: 0.023000 Kernel 2: 80.274002 Copyback: 0.017000 Sum: 0.033000 It 26,Best ac:0.006150 0.687500 fi:0.470137. Ave ac:0.009060,0.010033 Initialization: 5.531000 Memcpy Classifiers: 0.356000 Memcpy Instances: 7.087000 Kernel 1: 0.023000 Kernel 2: 76.865997 Copyback: 0.017000 Sum: 0.029000 It 27,Best ac:0.003355 0.800000 fi:0.343573. Ave ac:0.006888,0.007816 Initialization: 5.464000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.105000 Kernel 1: 0.023000 Kernel 2: 77.959999 Copyback: 0.017000 Sum: 0.030000 It 28,Best ac:0.003075 0.687500 fi:0.462438. Ave ac:0.007564,0.007686 Initialization: 5.500000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.197000 Kernel 1: 0.023000 Kernel 2: 74.766998 Copyback: 0.017000 Sum: 0.031000 It 29,Best ac:0.003356 0.631579 fi:0.517897. Ave ac:0.007493,0.006121 MDL Theory Length Weight: 2.0632099624 (10) Initialization: 5.569000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.211000 Kernel 1: 0.023000 Kernel 2: 71.378998 Copyback: 0.017000 Sum: 0.029000 It 30,Best ac:0.003915 0.583333 fi:0.551825. Ave ac:0.006306,0.004977 Initialization: 5.449000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.221000 Kernel 1: 0.022000 Kernel 2: 72.745003 Copyback: 0.017000 Sum: 0.030000 It 31,Best ac:0.004474 0.695652 fi:0.439266. Ave ac:0.006266,0.005451 Initialization: 5.463000 Memcpy Classifiers: 0.471000 Memcpy Instances: 7.139000 Kernel 1: 0.022000 Kernel 2: 71.806999 Copyback: 0.017000 Sum: 0.030000 It 32,Best ac:0.005872 0.617647 fi:0.515158. Ave ac:0.006110,0.005579 Initialization: 5.526000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.130000 Kernel 1: 0.022000 Kernel 2: 75.695999 Copyback: 0.017000 Sum: 0.032000 It 33,Best ac:0.004195 0.750000 fi:0.384343. Ave ac:0.007584,0.008783 Initialization: 30.546000 Memcpy Instances: 351.641998 Memcpy Classifiers: 0.080000 Kernel 1: 0.023000 Kernel 2: 629.239014 Copyback: 0.017000 Sum: 0.015000 Memcpy Classifiers: 0.080000 Kernel 1: 0.017000 Kernel 2: 609.700989 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.079000 Kernel 1: 0.013000 Kernel 2: 590.257996 Copyback: 0.369000 Sum: 0.002000 Memcpy Classifiers: 0.079000 Kernel 1: 0.013000 Kernel 2: 656.072021 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.079000 Kernel 1: 0.013000 Kernel 2: 599.114990 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.079000 Kernel 1: 0.013000 Kernel 2: 629.383972 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.078000 Kernel 1: 0.013000 Kernel 2: 626.122009 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.086000 Kernel 1: 0.013000 Kernel 2: 520.385986 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.003232 0.461293 fi:0.674326. Ave ac:0.006133,0.016282 Best acc 0.003232 0.461293 Initialization: 6.378000 Memcpy Classifiers: 0.494000 Memcpy Instances: 7.104000 Kernel 1: 0.023000 Kernel 2: 93.772003 Copyback: 0.017000 Sum: 0.040000 Initial population average accuracy1:0.004566 accuracy2:0.188573 Initialization: 5.459000 Memcpy Classifiers: 0.504000 Memcpy Instances: 7.212000 Kernel 1: 0.023000 Kernel 2: 95.094002 Copyback: 0.017000 Sum: 0.038000 It 0,Best ac:0.003636 0.541667 fi:0.557968. Ave ac:0.008587,0.010770 Initialization: 5.535000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.126000 Kernel 1: 0.024000 Kernel 2: 94.171997 Copyback: 0.017000 Sum: 0.033000 It 1,Best ac:0.005874 0.446809 fi:0.651561. Ave ac:0.010035,0.012295 Initialization: 5.489000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.151000 Kernel 1: 0.023000 Kernel 2: 94.084000 Copyback: 0.017000 Sum: 0.031000 It 2,Best ac:0.003356 0.480000 fi:0.619796. Ave ac:0.011161,0.013745 Initialization: 5.447000 Memcpy Classifiers: 0.435000 Memcpy Instances: 7.095000 Kernel 1: 0.023000 Kernel 2: 94.172997 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.011742 0.552632 fi:0.542427. Ave ac:0.010834,0.012798 Initialization: 5.562000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.079000 Kernel 1: 0.023000 Kernel 2: 91.811996 Copyback: 0.017000 Sum: 0.032000 It 4,Best ac:0.003355 0.600000 fi:0.499796. Ave ac:0.010724,0.013007 Initialization: 6.362000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.135000 Kernel 1: 0.023000 Kernel 2: 87.660004 Copyback: 0.017000 Sum: 0.029000 It 5,Best ac:0.003914 0.538462 fi:0.561019. Ave ac:0.009537,0.011971 Initialization: 5.414000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.132000 Kernel 1: 0.023000 Kernel 2: 87.759003 Copyback: 0.017000 Sum: 0.029000 It 6,Best ac:0.003075 0.611111 fi:0.488843. Ave ac:0.009152,0.011340 Initialization: 5.529000 Memcpy Classifiers: 0.399000 Memcpy Instances: 7.097000 Kernel 1: 0.023000 Kernel 2: 86.181999 Copyback: 0.017000 Sum: 0.029000 It 7,Best ac:0.004193 0.600000 fi:0.499322. Ave ac:0.007641,0.009288 Initialization: 5.511000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.546000 Kernel 1: 0.023000 Kernel 2: 85.925003 Copyback: 0.017000 Sum: 0.030000 It 8,Best ac:0.007269 0.604651 fi:0.492934. Ave ac:0.007581,0.007462 Initialization: 5.451000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.089000 Kernel 1: 0.024000 Kernel 2: 86.179001 Copyback: 0.017000 Sum: 0.029000 It 9,Best ac:0.003076 0.687500 fi:0.412454. Ave ac:0.006974,0.006682 Iteration 10:MDL fitness activated Error 0.412454 TL 0.036471 MDL Theory Length Weight: 3.7696771375 (1) Initialization: 5.548000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.101000 Kernel 1: 0.023000 Kernel 2: 84.021004 Copyback: 0.017000 Sum: 0.028000 It 10,Best ac:0.005032 0.600000 fi:0.624664. Ave ac:0.007971,0.007537 Initialization: 5.472000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.172000 Kernel 1: 0.022000 Kernel 2: 83.147003 Copyback: 0.018000 Sum: 0.029000 It 11,Best ac:0.003075 0.687500 fi:0.511507. Ave ac:0.007723,0.007274 Initialization: 5.490000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.100000 Kernel 1: 0.022000 Kernel 2: 83.353996 Copyback: 0.017000 Sum: 0.031000 It 12,Best ac:0.002796 0.833333 fi:0.470370. Ave ac:0.007754,0.007538 Initialization: 5.472000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.087000 Kernel 1: 0.024000 Kernel 2: 82.989998 Copyback: 0.016000 Sum: 0.028000 It 13,Best ac:0.003076 0.687500 fi:0.523885. Ave ac:0.009054,0.010127 Initialization: 5.488000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.080000 Kernel 1: 0.023000 Kernel 2: 82.151001 Copyback: 0.017000 Sum: 0.029000 It 14,Best ac:0.003075 0.687500 fi:0.517991. Ave ac:0.008895,0.012225 Initialization: 5.507000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.184000 Kernel 1: 0.023000 Kernel 2: 77.047997 Copyback: 0.017000 Sum: 0.035000 It 15,Best ac:0.003634 0.619048 fi:0.645592. Ave ac:0.007210,0.007729 Initialization: 5.477000 Memcpy Classifiers: 0.369000 Memcpy Instances: 7.149000 Kernel 1: 0.023000 Kernel 2: 74.344002 Copyback: 0.018000 Sum: 0.033000 It 16,Best ac:0.003076 0.785714 fi:0.387593. Ave ac:0.009437,0.008328 Initialization: 5.509000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.070000 Kernel 1: 0.024000 Kernel 2: 73.434998 Copyback: 0.017000 Sum: 0.036000 It 17,Best ac:0.005593 0.666667 fi:0.512174. Ave ac:0.009712,0.009806 Initialization: 5.962000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.459000 Kernel 1: 0.023000 Kernel 2: 73.797997 Copyback: 0.017000 Sum: 0.030000 It 18,Best ac:0.002237 0.888889 fi:0.502387. Ave ac:0.009385,0.007934 Initialization: 5.419000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.583000 Kernel 1: 0.023000 Kernel 2: 73.255997 Copyback: 0.017000 Sum: 0.028000 It 19,Best ac:0.003356 0.600000 fi:0.578583. Ave ac:0.007709,0.007169 Initialization: 5.475000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.266000 Kernel 1: 0.023000 Kernel 2: 75.739998 Copyback: 0.017000 Sum: 0.030000 It 20,Best ac:0.003635 0.928571 fi:0.282939. Ave ac:0.009702,0.010950 Initialization: 5.500000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.091000 Kernel 1: 0.022000 Kernel 2: 74.942001 Copyback: 0.017000 Sum: 0.027000 It 21,Best ac:0.003076 0.647059 fi:0.542477. Ave ac:0.008919,0.008580 Initialization: 5.457000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.150000 Kernel 1: 0.024000 Kernel 2: 74.078003 Copyback: 0.016000 Sum: 0.027000 It 22,Best ac:0.005593 0.606061 fi:0.593342. Ave ac:0.007235,0.006207 Initialization: 5.503000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.116000 Kernel 1: 0.024000 Kernel 2: 74.427002 Copyback: 0.017000 Sum: 0.031000 It 23,Best ac:0.003635 0.722222 fi:0.488847. Ave ac:0.009755,0.008787 Initialization: 5.470000 Memcpy Classifiers: 0.301000 Memcpy Instances: 7.123000 Kernel 1: 0.024000 Kernel 2: 72.046997 Copyback: 0.017000 Sum: 0.035000 It 24,Best ac:0.003355 0.705882 fi:0.467267. Ave ac:0.007213,0.007511 Initialization: 5.539000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.136000 Kernel 1: 0.024000 Kernel 2: 70.973000 Copyback: 0.018000 Sum: 0.030000 It 25,Best ac:0.004473 0.695652 fi:0.483964. Ave ac:0.012829,0.011508 Initialization: 5.640000 Memcpy Classifiers: 0.347000 Memcpy Instances: 7.141000 Kernel 1: 0.022000 Kernel 2: 69.389999 Copyback: 0.017000 Sum: 0.029000 It 26,Best ac:0.002516 0.818182 fi:0.522350. Ave ac:0.012706,0.013439 Initialization: 5.544000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.176000 Kernel 1: 0.024000 Kernel 2: 71.507004 Copyback: 0.017000 Sum: 0.027000 It 27,Best ac:0.003634 0.619048 fi:0.536669. Ave ac:0.008590,0.009949 Initialization: 5.613000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.088000 Kernel 1: 0.024000 Kernel 2: 69.071999 Copyback: 0.016000 Sum: 0.027000 It 28,Best ac:0.003356 0.631579 fi:0.533965. Ave ac:0.011878,0.012409 Initialization: 5.601000 Memcpy Classifiers: 0.305000 Memcpy Instances: 7.546000 Kernel 1: 0.023000 Kernel 2: 66.578003 Copyback: 0.017000 Sum: 0.025000 It 29,Best ac:0.003355 0.631579 fi:0.527009. Ave ac:0.012169,0.012995 MDL Theory Length Weight: 3.3927094237 (10) Initialization: 5.442000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.151000 Kernel 1: 0.023000 Kernel 2: 66.647003 Copyback: 0.017000 Sum: 0.024000 It 30,Best ac:0.004193 0.681818 fi:0.470417. Ave ac:0.011511,0.011512 Initialization: 5.436000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.109000 Kernel 1: 0.023000 Kernel 2: 66.893997 Copyback: 0.016000 Sum: 0.024000 It 31,Best ac:0.004473 0.640000 fi:0.507874. Ave ac:0.010644,0.010289 Initialization: 5.906000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.155000 Kernel 1: 0.022000 Kernel 2: 68.058998 Copyback: 0.016000 Sum: 0.023000 It 32,Best ac:0.003076 0.611111 fi:0.539931. Ave ac:0.009075,0.009310 Initialization: 5.422000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.127000 Kernel 1: 0.023000 Kernel 2: 66.942001 Copyback: 0.017000 Sum: 0.024000 It 33,Best ac:0.006152 0.628571 fi:0.542053. Ave ac:0.012436,0.014718 Initialization: 30.547001 Memcpy Instances: 354.714996 Memcpy Classifiers: 0.083000 Kernel 1: 0.025000 Kernel 2: 569.012024 Copyback: 0.015000 Sum: 0.018000 Memcpy Classifiers: 0.083000 Kernel 1: 0.014000 Kernel 2: 573.934021 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.081000 Kernel 1: 0.014000 Kernel 2: 576.715027 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.082000 Kernel 1: 0.013000 Kernel 2: 577.356018 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.082000 Kernel 1: 0.014000 Kernel 2: 574.994995 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.090000 Kernel 1: 0.013000 Kernel 2: 577.252014 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.081000 Kernel 1: 0.013000 Kernel 2: 582.655029 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.090000 Kernel 1: 0.013000 Kernel 2: 484.946014 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.003132 0.470193 fi:0.682642. Ave ac:0.011040,0.031196 Best acc 0.003132 0.470193 Initialization: 5.638000 Memcpy Classifiers: 0.558000 Memcpy Instances: 7.107000 Kernel 1: 0.024000 Kernel 2: 90.457001 Copyback: 0.018000 Sum: 0.043000 Initial population average accuracy1:0.004691 accuracy2:0.177419 Initialization: 5.514000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.542000 Kernel 1: 0.022000 Kernel 2: 92.805000 Copyback: 0.017000 Sum: 0.037000 It 0,Best ac:0.002796 0.500000 fi:0.659506. Ave ac:0.009005,0.012367 Initialization: 5.434000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.157000 Kernel 1: 0.023000 Kernel 2: 95.834000 Copyback: 0.017000 Sum: 0.028000 It 1,Best ac:0.003915 0.500000 fi:0.599477. Ave ac:0.010806,0.013398 Initialization: 5.459000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.082000 Kernel 1: 0.022000 Kernel 2: 95.193001 Copyback: 0.017000 Sum: 0.029000 It 2,Best ac:0.003634 0.500000 fi:0.599638. Ave ac:0.010644,0.012596 Initialization: 5.411000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.333000 Kernel 1: 0.023000 Kernel 2: 92.767998 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.005034 0.500000 fi:0.598849. Ave ac:0.008752,0.011070 Initialization: 5.492000 Memcpy Classifiers: 0.485000 Memcpy Instances: 7.095000 Kernel 1: 0.023000 Kernel 2: 92.153000 Copyback: 0.016000 Sum: 0.028000 It 4,Best ac:0.006150 0.578947 fi:0.519270. Ave ac:0.009345,0.010581 Initialization: 5.456000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.792000 Kernel 1: 0.022000 Kernel 2: 93.222000 Copyback: 0.017000 Sum: 0.028000 It 5,Best ac:0.003075 0.647059 fi:0.452895. Ave ac:0.008574,0.010721 Initialization: 5.526000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.069000 Kernel 1: 0.023000 Kernel 2: 93.369003 Copyback: 0.017000 Sum: 0.029000 It 6,Best ac:0.005034 0.529412 fi:0.569437. Ave ac:0.007913,0.009322 Initialization: 5.479000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.093000 Kernel 1: 0.022000 Kernel 2: 92.444000 Copyback: 0.021000 Sum: 0.032000 It 7,Best ac:0.003914 0.636364 fi:0.463117. Ave ac:0.008695,0.009056 Initialization: 5.475000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.088000 Kernel 1: 0.023000 Kernel 2: 91.565002 Copyback: 0.017000 Sum: 0.027000 It 8,Best ac:0.006150 0.536585 fi:0.561632. Ave ac:0.007946,0.008516 Initialization: 5.504000 Memcpy Classifiers: 0.885000 Memcpy Instances: 7.089000 Kernel 1: 0.022000 Kernel 2: 92.041000 Copyback: 0.017000 Sum: 0.032000 It 9,Best ac:0.005591 0.500000 fi:0.598533. Ave ac:0.007013,0.007016 Iteration 10:MDL fitness activated Error 0.598533 TL 0.036329 MDL Theory Length Weight: 5.4918546879 (5) Initialization: 5.446000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.100000 Kernel 1: 0.024000 Kernel 2: 87.279999 Copyback: 0.017000 Sum: 0.026000 It 10,Best ac:0.003076 0.687500 fi:0.606504. Ave ac:0.006929,0.008013 Initialization: 5.500000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.080000 Kernel 1: 0.023000 Kernel 2: 86.356003 Copyback: 0.017000 Sum: 0.031000 It 11,Best ac:0.005312 0.558824 fi:0.652296. Ave ac:0.007736,0.012841 Initialization: 5.450000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.127000 Kernel 1: 0.024000 Kernel 2: 83.752998 Copyback: 0.020000 Sum: 0.037000 It 12,Best ac:0.005034 0.600000 fi:0.589692. Ave ac:0.010899,0.015040 Initialization: 5.485000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.075000 Kernel 1: 0.025000 Kernel 2: 83.635002 Copyback: 0.017000 Sum: 0.030000 It 13,Best ac:0.003635 0.684211 fi:0.608229. Ave ac:0.010859,0.014692 Initialization: 5.480000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.133000 Kernel 1: 0.022000 Kernel 2: 82.837997 Copyback: 0.017000 Sum: 0.028000 It 14,Best ac:0.005034 0.529412 fi:0.714445. Ave ac:0.009127,0.020671 Initialization: 5.628000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.103000 Kernel 1: 0.024000 Kernel 2: 80.348999 Copyback: 0.017000 Sum: 0.026000 It 15,Best ac:0.002796 0.666667 fi:0.650070. Ave ac:0.015687,0.026139 Initialization: 5.686000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.169000 Kernel 1: 0.023000 Kernel 2: 73.750000 Copyback: 0.017000 Sum: 0.024000 It 16,Best ac:0.003634 0.684211 fi:0.540689. Ave ac:0.014887,0.024003 Initialization: 5.550000 Memcpy Classifiers: 0.323000 Memcpy Instances: 7.098000 Kernel 1: 0.023000 Kernel 2: 69.690002 Copyback: 0.017000 Sum: 0.022000 It 17,Best ac:0.005313 0.593750 fi:0.559998. Ave ac:0.014037,0.023931 Initialization: 5.549000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.559000 Kernel 1: 0.024000 Kernel 2: 67.956001 Copyback: 0.017000 Sum: 0.023000 It 18,Best ac:0.003635 0.590909 fi:0.610416. Ave ac:0.014767,0.025492 Initialization: 5.463000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.563000 Kernel 1: 0.022000 Kernel 2: 66.367996 Copyback: 0.017000 Sum: 0.023000 It 19,Best ac:0.003634 0.722222 fi:0.479103. Ave ac:0.015487,0.026769 Initialization: 5.504000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.103000 Kernel 1: 0.024000 Kernel 2: 66.416000 Copyback: 0.017000 Sum: 0.022000 It 20,Best ac:0.006432 0.718750 fi:0.501984. Ave ac:0.017987,0.030196 Initialization: 5.487000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.252000 Kernel 1: 0.023000 Kernel 2: 64.760002 Copyback: 0.017000 Sum: 0.023000 It 21,Best ac:0.007828 0.608696 fi:0.575950. Ave ac:0.017520,0.030471 Initialization: 5.464000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.222000 Kernel 1: 0.022000 Kernel 2: 63.830002 Copyback: 0.017000 Sum: 0.023000 It 22,Best ac:0.003914 0.608696 fi:0.599128. Ave ac:0.021387,0.032944 Initialization: 5.460000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.082000 Kernel 1: 0.024000 Kernel 2: 63.789001 Copyback: 0.017000 Sum: 0.022000 It 23,Best ac:0.008387 0.566038 fi:0.602129. Ave ac:0.020119,0.033777 Initialization: 5.518000 Memcpy Classifiers: 0.227000 Memcpy Instances: 7.075000 Kernel 1: 0.023000 Kernel 2: 62.479000 Copyback: 0.017000 Sum: 0.023000 It 24,Best ac:0.007548 0.540000 fi:0.611528. Ave ac:0.020541,0.032715 Initialization: 5.529000 Memcpy Classifiers: 0.190000 Memcpy Instances: 7.485000 Kernel 1: 0.022000 Kernel 2: 61.264000 Copyback: 0.017000 Sum: 0.022000 It 25,Best ac:0.008389 0.600000 fi:0.553779. Ave ac:0.019219,0.030065 Initialization: 5.516000 Memcpy Classifiers: 0.188000 Memcpy Instances: 7.232000 Kernel 1: 0.022000 Kernel 2: 60.493999 Copyback: 0.017000 Sum: 0.024000 It 26,Best ac:0.005313 0.678571 fi:0.490022. Ave ac:0.026430,0.039628 Initialization: 5.468000 Memcpy Classifiers: 0.301000 Memcpy Instances: 7.128000 Kernel 1: 0.023000 Kernel 2: 59.879002 Copyback: 0.017000 Sum: 0.021000 It 27,Best ac:0.003076 0.611111 fi:0.562745. Ave ac:0.026628,0.036326 Initialization: 5.470000 Memcpy Classifiers: 0.204000 Memcpy Instances: 8.110000 Kernel 1: 0.022000 Kernel 2: 61.964001 Copyback: 0.018000 Sum: 0.021000 It 28,Best ac:0.004195 0.625000 fi:0.537302. Ave ac:0.025915,0.043375 MDL Theory Length Weight: 4.9426692191 (10) Initialization: 5.487000 Memcpy Classifiers: 0.325000 Memcpy Instances: 7.074000 Kernel 1: 0.024000 Kernel 2: 59.554001 Copyback: 0.017000 Sum: 0.024000 It 29,Best ac:0.005593 0.666667 fi:0.485950. Ave ac:0.022564,0.034516 Initialization: 5.451000 Memcpy Classifiers: 0.301000 Memcpy Instances: 7.096000 Kernel 1: 0.023000 Kernel 2: 59.431000 Copyback: 0.017000 Sum: 0.021000 It 30,Best ac:0.002796 0.769231 fi:0.484137. Ave ac:0.020825,0.041446 Initialization: 6.495000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.933000 Kernel 1: 0.023000 Kernel 2: 59.104000 Copyback: 0.017000 Sum: 0.022000 It 31,Best ac:0.003915 0.666667 fi:0.505799. Ave ac:0.026163,0.048682 Initialization: 6.266000 Memcpy Classifiers: 0.205000 Memcpy Instances: 7.092000 Kernel 1: 0.028000 Kernel 2: 64.422997 Copyback: 0.017000 Sum: 0.023000 It 32,Best ac:0.005871 0.617647 fi:0.539183. Ave ac:0.025058,0.040806 Initialization: 6.115000 Memcpy Classifiers: 0.228000 Memcpy Instances: 8.219000 Kernel 1: 0.022000 Kernel 2: 61.303001 Copyback: 0.017000 Sum: 0.021000 It 33,Best ac:0.003635 0.722222 fi:0.414989. Ave ac:0.026433,0.040184 Initialization: 30.645000 Memcpy Instances: 353.209991 Memcpy Classifiers: 0.064000 Kernel 1: 0.026000 Kernel 2: 533.955017 Copyback: 0.016000 Sum: 0.016000 Memcpy Classifiers: 0.057000 Kernel 1: 0.014000 Kernel 2: 526.893005 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.014000 Kernel 2: 535.620972 Copyback: 0.018000 Sum: 0.003000 Memcpy Classifiers: 0.061000 Kernel 1: 0.015000 Kernel 2: 524.588013 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.061000 Kernel 1: 0.014000 Kernel 2: 547.950012 Copyback: 0.370000 Sum: 0.002000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 519.882996 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 531.205994 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 432.269012 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.004149 0.454100 fi:0.708159. Ave ac:0.023817,0.072808 Best acc 0.004149 0.454100 Initialization: 5.490000 Memcpy Classifiers: 0.595000 Memcpy Instances: 7.242000 Kernel 1: 0.025000 Kernel 2: 89.135002 Copyback: 0.017000 Sum: 0.049000 Initial population average accuracy1:0.005065 accuracy2:0.185449 Initialization: 5.490000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.113000 Kernel 1: 0.023000 Kernel 2: 94.390999 Copyback: 0.017000 Sum: 0.030000 It 0,Best ac:0.004195 0.428571 fi:0.670751. Ave ac:0.009231,0.011770 Initialization: 5.567000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.083000 Kernel 1: 0.023000 Kernel 2: 95.360001 Copyback: 0.017000 Sum: 0.030000 It 1,Best ac:0.009226 0.445946 fi:0.650534. Ave ac:0.010277,0.012191 Initialization: 5.468000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.302000 Kernel 1: 0.024000 Kernel 2: 96.221001 Copyback: 0.017000 Sum: 0.030000 It 2,Best ac:0.003356 0.480000 fi:0.619796. Ave ac:0.009115,0.010111 Initialization: 5.450000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.115000 Kernel 1: 0.023000 Kernel 2: 97.694000 Copyback: 0.017000 Sum: 0.032000 It 3,Best ac:0.003075 0.500000 fi:0.599954. Ave ac:0.009107,0.010799 Initialization: 5.436000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.589000 Kernel 1: 0.022000 Kernel 2: 96.514999 Copyback: 0.017000 Sum: 0.027000 It 4,Best ac:0.003075 0.458333 fi:0.641621. Ave ac:0.009025,0.011698 Initialization: 5.534000 Memcpy Classifiers: 0.504000 Memcpy Instances: 7.105000 Kernel 1: 0.024000 Kernel 2: 98.473999 Copyback: 0.017000 Sum: 0.031000 It 5,Best ac:0.005034 0.562500 fi:0.536349. Ave ac:0.009214,0.009870 Initialization: 5.544000 Memcpy Classifiers: 0.550000 Memcpy Instances: 7.088000 Kernel 1: 0.023000 Kernel 2: 96.300003 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.003076 0.687500 fi:0.412454. Ave ac:0.010469,0.012555 Initialization: 5.625000 Memcpy Classifiers: 0.486000 Memcpy Instances: 7.112000 Kernel 1: 0.024000 Kernel 2: 99.380997 Copyback: 0.017000 Sum: 0.030000 It 7,Best ac:0.004473 0.551724 fi:0.547440. Ave ac:0.009889,0.010241 Initialization: 5.492000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.174000 Kernel 1: 0.022000 Kernel 2: 97.524002 Copyback: 0.017000 Sum: 0.030000 It 8,Best ac:0.004473 0.640000 fi:0.459164. Ave ac:0.010143,0.009962 Initialization: 5.454000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.083000 Kernel 1: 0.023000 Kernel 2: 94.342003 Copyback: 0.017000 Sum: 0.030000 It 9,Best ac:0.005034 0.666667 fi:0.432182. Ave ac:0.009691,0.010706 Iteration 10:MDL fitness activated Error 0.432182 TL 0.031902 MDL Theory Length Weight: 4.5156873997 (4) Initialization: 5.449000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.132000 Kernel 1: 0.023000 Kernel 2: 90.212997 Copyback: 0.017000 Sum: 0.031000 It 10,Best ac:0.006711 0.615385 fi:0.655610. Ave ac:0.009767,0.012686 Initialization: 5.712000 Memcpy Classifiers: 0.427000 Memcpy Instances: 7.090000 Kernel 1: 0.022000 Kernel 2: 86.805000 Copyback: 0.017000 Sum: 0.031000 It 11,Best ac:0.003355 0.666667 fi:0.538072. Ave ac:0.011358,0.014920 Initialization: 5.423000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.175000 Kernel 1: 0.023000 Kernel 2: 85.595001 Copyback: 0.017000 Sum: 0.032000 It 12,Best ac:0.003355 0.666667 fi:0.516281. Ave ac:0.011258,0.015621 Initialization: 5.485000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.078000 Kernel 1: 0.023000 Kernel 2: 83.403000 Copyback: 0.017000 Sum: 0.031000 It 13,Best ac:0.003075 0.733333 fi:0.523211. Ave ac:0.015375,0.022622 Initialization: 5.765000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.118000 Kernel 1: 0.022000 Kernel 2: 80.001999 Copyback: 0.017000 Sum: 0.033000 It 14,Best ac:0.009505 0.641509 fi:0.539181. Ave ac:0.010938,0.016112 Initialization: 5.534000 Memcpy Classifiers: 0.364000 Memcpy Instances: 7.145000 Kernel 1: 0.024000 Kernel 2: 75.917999 Copyback: 0.017000 Sum: 0.026000 It 15,Best ac:0.002796 0.769231 fi:0.491240. Ave ac:0.013427,0.017803 Initialization: 5.506000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.220000 Kernel 1: 0.022000 Kernel 2: 73.165001 Copyback: 0.017000 Sum: 0.026000 It 16,Best ac:0.003634 0.722222 fi:0.454860. Ave ac:0.011259,0.019399 Initialization: 5.528000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.117000 Kernel 1: 0.024000 Kernel 2: 69.223000 Copyback: 0.017000 Sum: 0.022000 It 17,Best ac:0.003916 0.636364 fi:0.565611. Ave ac:0.014441,0.023092 Initialization: 5.497000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.146000 Kernel 1: 0.022000 Kernel 2: 67.575996 Copyback: 0.017000 Sum: 0.021000 It 18,Best ac:0.003355 0.600000 fi:0.553690. Ave ac:0.010486,0.019810 Initialization: 5.527000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.120000 Kernel 1: 0.023000 Kernel 2: 68.143997 Copyback: 0.017000 Sum: 0.021000 It 19,Best ac:0.004753 0.607143 fi:0.574176. Ave ac:0.012788,0.026065 Initialization: 5.472000 Memcpy Classifiers: 0.265000 Memcpy Instances: 7.076000 Kernel 1: 0.024000 Kernel 2: 66.936996 Copyback: 0.017000 Sum: 0.022000 It 20,Best ac:0.003356 0.750000 fi:0.443467. Ave ac:0.014722,0.028255 Initialization: 5.613000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.079000 Kernel 1: 0.022000 Kernel 2: 67.357002 Copyback: 0.016000 Sum: 0.022000 It 21,Best ac:0.005032 0.545455 fi:0.612195. Ave ac:0.010166,0.025996 Initialization: 5.416000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.194000 Kernel 1: 0.022000 Kernel 2: 65.699997 Copyback: 0.017000 Sum: 0.021000 It 22,Best ac:0.003356 0.600000 fi:0.550986. Ave ac:0.019207,0.032541 Initialization: 6.573000 Memcpy Classifiers: 0.342000 Memcpy Instances: 7.435000 Kernel 1: 0.022000 Kernel 2: 63.424000 Copyback: 0.017000 Sum: 0.022000 It 23,Best ac:0.003076 0.687500 fi:0.484895. Ave ac:0.012583,0.021538 Initialization: 5.476000 Memcpy Classifiers: 0.228000 Memcpy Instances: 7.071000 Kernel 1: 0.023000 Kernel 2: 63.341000 Copyback: 0.017000 Sum: 0.023000 It 24,Best ac:0.004474 0.533333 fi:0.625604. Ave ac:0.009669,0.022726 Initialization: 5.481000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.598000 Kernel 1: 0.023000 Kernel 2: 61.875999 Copyback: 0.017000 Sum: 0.020000 It 25,Best ac:0.005312 0.612903 fi:0.563232. Ave ac:0.016918,0.029721 Initialization: 5.658000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.069000 Kernel 1: 0.024000 Kernel 2: 60.473999 Copyback: 0.017000 Sum: 0.021000 It 26,Best ac:0.002796 0.714286 fi:0.599113. Ave ac:0.018303,0.034461 Initialization: 5.466000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.101000 Kernel 1: 0.023000 Kernel 2: 62.430000 Copyback: 0.017000 Sum: 0.022000 It 27,Best ac:0.003075 0.846154 fi:0.304919. Ave ac:0.020092,0.037253 Initialization: 5.543000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.150000 Kernel 1: 0.023000 Kernel 2: 61.910999 Copyback: 0.017000 Sum: 0.019000 It 28,Best ac:0.004473 0.571429 fi:0.558700. Ave ac:0.017302,0.033212 Initialization: 5.476000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.329000 Kernel 1: 0.023000 Kernel 2: 60.736000 Copyback: 0.017000 Sum: 0.022000 It 29,Best ac:0.003915 0.736842 fi:0.445790. Ave ac:0.019134,0.039842 Initialization: 5.459000 Memcpy Classifiers: 0.243000 Memcpy Instances: 7.063000 Kernel 1: 0.023000 Kernel 2: 64.073997 Copyback: 0.017000 Sum: 0.022000 It 30,Best ac:0.004754 0.607143 fi:0.546018. Ave ac:0.015779,0.037345 Initialization: 5.462000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.110000 Kernel 1: 0.023000 Kernel 2: 59.491001 Copyback: 0.017000 Sum: 0.022000 It 31,Best ac:0.003076 0.550000 fi:0.609727. Ave ac:0.016993,0.037127 Initialization: 5.450000 Memcpy Classifiers: 0.463000 Memcpy Instances: 7.072000 Kernel 1: 0.023000 Kernel 2: 64.530998 Copyback: 0.017000 Sum: 0.023000 It 32,Best ac:0.003356 0.521739 fi:0.629331. Ave ac:0.018023,0.034682 Initialization: 5.555000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.110000 Kernel 1: 0.023000 Kernel 2: 60.903999 Copyback: 0.017000 Sum: 0.020000 It 33,Best ac:0.003635 0.590909 fi:0.547626. Ave ac:0.021463,0.038432 Initialization: 29.813000 Memcpy Instances: 356.209015 Memcpy Classifiers: 0.053000 Kernel 1: 0.022000 Kernel 2: 542.294006 Copyback: 0.016000 Sum: 0.014000 Memcpy Classifiers: 0.052000 Kernel 1: 0.014000 Kernel 2: 535.458008 Copyback: 0.017000 Sum: 0.002000 Memcpy Classifiers: 0.050000 Kernel 1: 0.014000 Kernel 2: 536.215027 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.013000 Kernel 2: 531.182983 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.051000 Kernel 1: 0.014000 Kernel 2: 536.351990 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 532.846985 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.013000 Kernel 2: 538.716980 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.059000 Kernel 1: 0.014000 Kernel 2: 424.516998 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.040688 0.419777 fi:0.699550. Ave ac:0.017926,0.059412 Best acc 0.040688 0.419777 Phenotype: 0:Att PSSM_-2_6 is [<5.071051]|Att PSSM_-1_12 is [<-3.359713]|Att PSSM_-1_19 is [<2.443253]|Att PSSM_0_2 is [<-4.750869]|Att PSSM_0_19 is [<8.501296]|Att PSSM_0_20 is [>-1.228996]|Att PSSM_1_4 is [<-2.522644]|Att PSSM_1_15 is [<0.979582]|Att PSSM_4_7 is [<-2.988451]|1 1:Att PSSM_-2_7 is [<6.532885]|Att PSSM_-1_4 is [<-1.731759]|Att PSSM_0_4 is [<0.477080]|Att PSSM_0_6 is [<-4.882360]|Att PSSM_1_6 is [<-3.872866]|Att PSSM_2_2 is [-6.377986,5.989193]|Att PSSM_2_3 is [<3.663352]|Att PSSM_2_12 is [-6.015090,-1.984910]|1 2:Att PSSM_-3_6 is [<-1.835254]|Att PSSM_-2_13 is [-2.485299,3.796287]|Att PSSM_-1_2 is [<-2.626265]|Att PSSM_0_12 is [<-3.635495]|Att PSSM_1_2 is [-6.221931,-1.778069]|Att PSSM_1_5 is [<8.561982]|Att PSSM_1_15 is [<2.122687]|Att PSSM_3_12 is [-4.925890,-2.829913]|Att PSSM_3_20 is [<3.767250]|1 3:Att PSSM_-4_18 is [<11.594730]|Att PSSM_-1_14 is [-3.271712,6.887614]|Att PSSM_0_7 is [<-4.677880]|Att PSSM_0_11 is [0.450721,6.692794]|Att PSSM_1_12 is [<-1.331628]|Att PSSM_1_15 is [<1.603235]|Att PSSM_3_3 is [<0.539621]|Att PSSM_3_12 is [<-0.602875]|1 4:Att PSSM_-2_11 is [<6.661081]|Att PSSM_0_6 is [<6.152811]|Att PSSM_0_7 is [-6.937820,-3.062179]|Att PSSM_0_10 is [>-1.346907]|Att PSSM_0_12 is [<-3.861552]|Att PSSM_0_17 is [<6.510939]|Att PSSM_1_12 is [<-3.706382]|Att PSSM_2_12 is [-6.662563,-2.973192]|Att PSSM_3_7 is [-6.524696,1.655182]|Att PSSM_4_12 is [<4.250958]|Att PSSM_4_15 is [<1.050679]|1 5:Att PSSM_0_1 is [>3.103159]|Att PSSM_0_2 is [<-3.282827]|Att PSSM_0_12 is [-5.511263,-3.989405]|Att PSSM_4_12 is [-5.442222,-0.557778]|1 6:Att PSSM_-4_16 is [<-0.178833]|Att PSSM_-3_10 is [>-2.081575]|Att PSSM_-3_14 is [<5.302576]|Att PSSM_-2_7 is [-6.184042,-1.815958]|Att PSSM_-2_18 is [<7.126171]|Att PSSM_-1_12 is [<7.430901]|Att PSSM_-1_20 is [>-0.900178]|Att PSSM_0_12 is [<-2.081368]|Att PSSM_1_15 is [<4.896387]|Att PSSM_2_12 is [<-0.841203]|Att PSSM_2_15 is [<1.868467]|Att PSSM_4_12 is [<-0.780508]|1 7:Att PSSM_0_1 is [-2.058571,5.262638]|Att PSSM_0_7 is [<-4.948514]|Att PSSM_3_2 is [<-1.472274]|Att PSSM_3_5 is [-1.183944,8.531801]|Att PSSM_4_7 is [-6.925094,0.925094]|1 8:Att PSSM_-4_9 is [-5.977474,6.022691]|Att PSSM_-1_5 is [-3.870410,4.829948]|Att PSSM_0_1 is [>2.024785]|Att PSSM_0_2 is [<-3.650681]|Att PSSM_0_5 is [-3.653365,9.436440]|1 9:Att PSSM_-4_2 is [<-0.751381]|Att PSSM_-4_6 is [-6.452816,2.902024]|Att PSSM_-3_6 is [<1.543438]|Att PSSM_-3_12 is [<1.840570]|Att PSSM_0_2 is [<-4.461746]|Att PSSM_0_4 is [<-3.187218]|Att PSSM_0_7 is [-6.524395,-4.560315]|Att PSSM_1_4 is [<-0.706039]|Att PSSM_1_12 is [-6.077274,2.077274]|Att PSSM_1_19 is [-6.242236,6.242236]|Att PSSM_1_20 is [>-1.759924]|Att PSSM_2_11 is [<5.391342]|Att PSSM_3_14 is [<8.854880]|Att PSSM_4_10 is [-5.164253,3.186360]|1 10:Att PSSM_-2_2 is [<-3.355983]|Att PSSM_0_12 is [-6.939590,-3.060410]|Att PSSM_1_5 is [-3.257991,9.176090]|Att PSSM_1_19 is [>-6.308949]|Att PSSM_2_12 is [-5.440054,-2.182217]|1 11:Att PSSM_-2_12 is [<-3.810479]|Att PSSM_-1_4 is [<-1.154636]|Att PSSM_-1_15 is [<-0.955199]|Att PSSM_0_7 is [<-3.608016]|Att PSSM_0_10 is [>-2.375538]|Att PSSM_0_12 is [<-3.056354]|Att PSSM_1_4 is [<-0.037672]|1 12:Att PSSM_0_5 is [-1.915652,8.570300]|Att PSSM_0_12 is [<-3.754208]|Att PSSM_1_14 is [-1.376727,7.554168]|Att PSSM_2_1 is [-4.277718,5.754161]|Att PSSM_3_8 is [>-5.125432]|Att PSSM_4_7 is [<-1.514377]|Att PSSM_4_10 is [-5.712477,5.636227]|1 13:Att PSSM_-1_6 is [<-1.803023]|Att PSSM_0_4 is [-5.357171,-3.343075]|Att PSSM_0_12 is [<-3.251352]|Att PSSM_1_4 is [<-2.726668]|Att PSSM_4_12 is [-4.685585,-1.732006]|1 14:Att PSSM_-4_7 is [-5.298900,-0.701101]|Att PSSM_-3_7 is [-6.968637,0.118042]|Att PSSM_0_1 is [-0.636598,6.126909]|Att PSSM_0_2 is [<3.146673]|Att PSSM_0_7 is [-6.977565,-3.022435]|Att PSSM_1_12 is [-6.388963,-1.611037]|Att PSSM_2_15 is [<-0.112798]|Att PSSM_3_16 is [<3.300707]|1 15:Att PSSM_-4_6 is [-6.446638,-1.324937]|Att PSSM_-3_7 is [<-2.136460]|Att PSSM_-2_12 is [<0.697807]|Att PSSM_-1_11 is [<6.299087]|Att PSSM_-1_12 is [-6.603687,-1.396313]|Att PSSM_0_7 is [-5.774570,3.667493]|Att PSSM_0_12 is [-6.847648,-2.976197]|Att PSSM_1_12 is [<-2.368563]|1 16:Att PSSM_-3_7 is [-5.192369,-0.633820]|Att PSSM_0_6 is [<-3.773907]|Att PSSM_0_13 is [-0.797994,6.929386]|Att PSSM_3_14 is [>-1.449087]|Att PSSM_4_12 is [<-1.380286]|1 17:Att PSSM_-1_3 is [<5.712951]|Att PSSM_-1_5 is [-2.966629,10.869143]|Att PSSM_-1_13 is [<9.914951]|Att PSSM_0_7 is [<-2.118110]|Att PSSM_1_5 is [>-0.306684]|Att PSSM_1_7 is [-6.937722,-1.062278]|Att PSSM_2_12 is [<-0.899624]|1 18:Att PSSM_0_12 is [<-4.288022]|Att PSSM_1_2 is [>-6.982206]|Att PSSM_3_1 is [1.334448,6.436088]|1 19:Att PSSM_0_5 is [-0.536218,8.884636]|Att PSSM_0_12 is [<-2.602134]|Att PSSM_2_17 is [-5.684747,3.684747]|Att PSSM_3_12 is [-5.973448,-2.414934]|Att PSSM_4_2 is [-6.832317,-1.167682]|1 20:Att PSSM_0_10 is [>-0.929522]|Att PSSM_0_11 is [-0.887572,5.668298]|Att PSSM_0_12 is [-6.927037,-4.509288]|Att PSSM_2_15 is [-6.102530,4.102530]|Att PSSM_3_5 is [-4.755882,8.755882]|Att PSSM_3_10 is [>-6.039154]|Att PSSM_4_7 is [<-0.033919]|1 21:Att PSSM_-4_7 is [-4.891313,-1.499258]|Att PSSM_0_4 is [<-0.166315]|Att PSSM_0_12 is [<-3.394297]|Att PSSM_0_20 is [>-3.001418]|Att PSSM_1_3 is [-6.822983,2.526717]|Att PSSM_1_15 is [<-1.542034]|Att PSSM_1_19 is [<3.331812]|Att PSSM_3_15 is [<0.644686]|Att PSSM_4_10 is [-4.734344,4.734344]|Att PSSM_4_12 is [-6.864461,-1.135539]|Att PSSM_4_13 is [<6.402112]|1 22:Att PSSM_-3_7 is [<-1.474686]|Att PSSM_-2_3 is [<4.903416]|Att PSSM_-2_6 is [>-5.896984]|Att PSSM_-1_7 is [-6.217636,0.217636]|Att PSSM_0_2 is [<-2.523918]|Att PSSM_0_3 is [<-2.305243]|Att PSSM_1_20 is [-0.563869,6.926119]|Att PSSM_2_3 is [<4.141353]|Att PSSM_4_7 is [-3.418398,-0.744737]|1 23:Att PSSM_-3_5 is [-1.340316,11.594973]|Att PSSM_-2_7 is [<5.932761]|Att PSSM_-1_13 is [-2.796710,9.036494]|Att PSSM_0_11 is [>-4.187041]|Att PSSM_0_12 is [-5.643031,-3.523455]|Att PSSM_1_20 is [-2.800418,3.886196]|1 24:Att PSSM_-3_3 is [<8.463241]|Att PSSM_-3_12 is [-5.722023,-3.107166]|Att PSSM_0_2 is [<-3.820246]|Att PSSM_0_4 is [<-3.736910]|Att PSSM_3_7 is [<-0.354787]|Att PSSM_4_2 is [<3.296705]|1 25:Att PSSM_-2_4 is [<0.083834]|Att PSSM_-2_12 is [-6.678259,-1.592758]|Att PSSM_-2_15 is [-6.588447,5.830748]|Att PSSM_-1_4 is [<-1.758579]|Att PSSM_-1_10 is [-0.846913,5.282635]|Att PSSM_0_12 is [<-2.078449]|Att PSSM_2_7 is [<-1.805237]|1 26:Att PSSM_-3_7 is [-4.108721,5.372693]|Att PSSM_0_4 is [-6.323667,-2.556063]|Att PSSM_0_6 is [<-2.443611]|Att PSSM_0_15 is [-6.795880,-1.204119]|Att PSSM_1_13 is [>-0.300714]|Att PSSM_1_20 is [>-1.997573]|Att PSSM_4_12 is [<-1.703518]|1 27:Att PSSM_-1_12 is [-6.651998,-2.339286]|Att PSSM_0_7 is [<-1.202513]|Att PSSM_0_12 is [<-1.126572]|Att PSSM_0_15 is [-4.106795,-0.523084]|Att PSSM_1_6 is [<-1.813852]|Att PSSM_2_12 is [<-1.570334]|Att PSSM_4_19 is [-5.498907,6.216032]|1 28:Att PSSM_-3_6 is [-6.057395,-0.306894]|Att PSSM_-2_20 is [>-1.026092]|Att PSSM_-1_12 is [-6.511150,-1.202934]|Att PSSM_0_7 is [<-3.989197]|Att PSSM_1_1 is [>-4.109142]|Att PSSM_4_12 is [<-0.762308]|1 29:Att PSSM_-4_2 is [<2.112775]|Att PSSM_0_6 is [<-3.072509]|Att PSSM_0_8 is [<6.188603]|Att PSSM_1_7 is [<0.507068]|Att PSSM_1_14 is [-4.007233,6.007233]|Att PSSM_2_3 is [<-1.214514]|Att PSSM_3_15 is [<1.453853]|Att PSSM_4_14 is [>-4.837393]|1 30:Att PSSM_-1_16 is [>-4.193773]|Att PSSM_0_1 is [3.746062,6.296900]|Att PSSM_0_7 is [<-2.948783]|Att PSSM_2_15 is [>-4.911795]|Att PSSM_3_15 is [<2.068193]|1 31:Att PSSM_-2_4 is [-7.005444,-2.347155]|Att PSSM_-2_17 is [>-2.763463]|Att PSSM_-1_7 is [<-1.213190]|Att PSSM_0_2 is [<-1.044809]|Att PSSM_0_4 is [-6.843591,-0.892790]|Att PSSM_1_12 is [-5.527567,-1.829817]|Att PSSM_2_14 is [>-3.566605]|Att PSSM_2_17 is [-3.555247,5.492517]|Att PSSM_4_5 is [>-6.368480]|1 32:Att PSSM_0_7 is [<-3.778776]|Att PSSM_0_12 is [<-2.270964]|Att PSSM_0_13 is [-3.431553,10.589836]|Att PSSM_1_11 is [<6.268886]|Att PSSM_3_18 is [-1.608125,12.464464]|Att PSSM_4_9 is [<7.823029]|Att PSSM_4_12 is [<-0.524795]|1 33:Att PSSM_0_1 is [>1.005712]|Att PSSM_0_4 is [-7.344886,-2.655114]|Att PSSM_0_8 is [<5.801057]|Att PSSM_0_12 is [<-1.687791]|Att PSSM_1_3 is [-5.232983,6.366455]|Att PSSM_1_5 is [>-6.743609]|Att PSSM_1_11 is [-2.556408,3.595801]|Att PSSM_3_12 is [-6.863025,-0.109661]|Att PSSM_4_15 is [<-0.399134]|1 34:Att PSSM_-1_7 is [<1.860099]|Att PSSM_-1_18 is [-1.558998,12.103918]|Att PSSM_0_7 is [-5.856354,-2.518961]|Att PSSM_1_12 is [-5.290321,-1.644018]|Att PSSM_2_5 is [>-3.753866]|Att PSSM_3_5 is [-5.943068,8.916278]|1 35:Att PSSM_-4_6 is [<-0.449963]|Att PSSM_0_5 is [-3.479190,9.085265]|Att PSSM_0_12 is [<-2.466260]|Att PSSM_3_1 is [0.216456,5.319024]|Att PSSM_4_7 is [<-1.427507]|1 36:Att PSSM_0_12 is [<-3.119895]|Att PSSM_1_11 is [>-3.047044]|Att PSSM_1_15 is [<0.755103]|Att PSSM_2_1 is [>0.915130]|1 37:Att PSSM_-4_11 is [-5.346491,-0.536859]|Att PSSM_-3_2 is [-4.032675,2.735278]|Att PSSM_-3_3 is [<7.625348]|Att PSSM_-3_7 is [<0.645363]|Att PSSM_-2_7 is [<-1.487928]|Att PSSM_-1_12 is [-6.104074,-0.593465]|Att PSSM_0_4 is [<-2.378900]|Att PSSM_0_6 is [<-2.090773]|Att PSSM_1_15 is [<1.497076]|Att PSSM_3_15 is [<6.641487]|Att PSSM_4_2 is [-5.988126,1.184897]|1 38:Default rule -> 0 Train accuracy : 0.788389 Train error : 0.211611 Train not classified : 0.000000 Train For each class: 0: accuracy : 146626 0: error : 17454 0: not classified : 0 1: accuracy : 38360 1: error : 32198 1: not classified : 0 Train Confusion Matrix. Row real class, Column predicted class 0 1 146626 17454 32198 38360 Performance of each classifier: Classifier 0: 1220/1319=92.494314% Classifier 1: 1226/1387=88.392213% Classifier 2: 1139/1320=86.287879% Classifier 3: 1273/1553=81.970380% Classifier 4: 1503/1782=84.343434% Classifier 5: 1096/1295=84.633205% Classifier 6: 1475/1869=78.919208% Classifier 7: 1018/1308=77.828746% Classifier 8: 1211/1560=77.628205% Classifier 9: 1042/1355=76.900369% Classifier 10: 1280/1682=76.099881% Classifier 11: 1004/1322=75.945537% Classifier 12: 1084/1476=73.441734% Classifier 13: 996/1362=73.127753% Classifier 14: 1148/1562=73.495519% Classifier 15: 1738/2423=71.729261% Classifier 16: 932/1337=69.708302% Classifier 17: 1000/1469=68.073519% Classifier 18: 857/1306=65.620214% Classifier 19: 1309/1982=66.044400% Classifier 20: 810/1265=64.031621% Classifier 21: 815/1197=68.086884% Classifier 22: 788/1211=65.070190% Classifier 23: 804/1322=60.816944% Classifier 24: 915/1537=59.531555% Classifier 25: 1150/1811=63.500828% Classifier 26: 1018/1739=58.539390% Classifier 27: 1307/2093=62.446249% Classifier 28: 700/1142=61.295972% Classifier 29: 789/1405=56.156584% Classifier 30: 854/1471=58.055744% Classifier 31: 903/1630=55.398773% Classifier 32: 690/1198=57.595993% Classifier 33: 601/1004=59.860558% Classifier 34: 574/1136=50.528169% Classifier 35: 661/1207=54.763877% Classifier 36: 750/1495=50.167224% Classifier 37: 680/1282=53.042122% Classifier 38: 146626/178824=81.994587% Test accuracy : 0.787933 Test error : 0.212067 Test not classified : 0.000000 Test For each class: 0: accuracy : 14519 0: error : 1860 0: not classified : 0 1: accuracy : 3542 1: error : 3001 1: not classified : 0 Test Confusion Matrix. Row real class, Column predicted class 0 1 14519 1860 3001 3542 Performance of each classifier: Classifier 0: 159/173=91.907514% Classifier 1: 140/161=86.956522% Classifier 2: 120/154=77.922078% Classifier 3: 129/167=77.245509% Classifier 4: 168/201=83.582090% Classifier 5: 114/141=80.851064% Classifier 6: 120/154=77.922078% Classifier 7: 94/120=78.333333% Classifier 8: 102/133=76.691729% Classifier 9: 100/133=75.187970% Classifier 10: 120/164=73.170732% Classifier 11: 85/110=77.272727% Classifier 12: 98/142=69.014085% Classifier 13: 83/115=72.173913% Classifier 14: 102/143=71.328671% Classifier 15: 159/238=66.806723% Classifier 16: 99/144=68.750000% Classifier 17: 88/124=70.967742% Classifier 18: 85/142=59.859155% Classifier 19: 91/142=64.084507% Classifier 20: 81/133=60.902256% Classifier 21: 67/111=60.360360% Classifier 22: 53/103=51.456311% Classifier 23: 96/149=64.429530% Classifier 24: 82/131=62.595420% Classifier 25: 107/175=61.142857% Classifier 26: 102/183=55.737705% Classifier 27: 93/202=46.039604% Classifier 28: 66/121=54.545455% Classifier 29: 78/154=50.649351% Classifier 30: 83/147=56.462585% Classifier 31: 57/134=42.537313% Classifier 32: 65/118=55.084746% Classifier 33: 44/85=51.764706% Classifier 34: 61/128=47.656250% Classifier 35: 41/77=53.246753% Classifier 36: 59/150=39.333333% Classifier 37: 51/100=51.000000% Classifier 38: 14519/17520=82.871005% Total time: 1049.73 1069.28